diff --git "a/checkpoints/qnrf/best_rmse.log" "b/checkpoints/qnrf/best_rmse.log" new file mode 100644--- /dev/null +++ "b/checkpoints/qnrf/best_rmse.log" @@ -0,0 +1,11021 @@ +2025-06-02 10:50:35,948 - INFO - model_name : mobilenetv4_conv_small_050 +block_size : 32 +clip_weight_name: None +num_vpt : None +vpt_drop : None +dataset : qnrf +input_size : 672 +batch_size : 8 +num_crops : 1 +aug_min_scale : 0.75 +aug_max_scale : 2.0 +aug_brightness : 0.15 +aug_contrast : 0.15 +aug_saturation : 0.1 +aug_hue : 0.0 +aug_kernel_size: None +aug_saltiness : 0.001 +aug_spiciness : 0.001 +aug_blur_prob : 0.0 +sliding_window : False +stride : 672 +max_input_size : 4096 +max_num_windows: 64 +resize_to_multiple: False +reg_loss : zipnll +aux_loss : msmae +weight_cls : 1.0 +weight_reg : 1.0 +weight_aux : 0.025 +numItermax : None +regularization : None +scales : [1, 2] +min_scale_weight: 0.0 +max_scale_weight: 1.0 +alpha : 0.5 +optimizer : adam +lr : 0.0001 +vpt_lr : None +backbone_lr : 0.0001 +weight_decay : 0.0001 +vpt_weight_decay: None +backbone_weight_decay: 0.0001 +scheduler : cos_restarts +warmup_epochs : 25 +warmup_lr : 1e-05 +eta_min : 1e-06 +gamma : None +step_size : None +T_0 : 5 +T_mult : 2 +T_max : None +ckpt_dir_name : ebc_p_1_a +total_epochs : 1300 +eval_start : 150 +eval_freq : 1.0 +save_freq : 50 +save_best_k : 5 +amp : True +num_workers : 8 +local_rank : -1 +seed : 42 +nprocs : 1 +ckpt_dir : /dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/qnrf/ebc_p_1_a +bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, 9.0), (10.0, 10.0), (11.0, 12.0), (13.0, 14.0), (15.0, 16.0), (17.0, 18.0), (19.0, 20.0), (21.0, 23.0), (24.0, 26.0), (27.0, 29.0), (30.0, 33.0), (34.0, inf)] +bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.430985096747998, 13.432578509836206, 15.436302706040099, 17.437926238996837, 19.43463682532794, 21.831327798813845, 24.84966061395003, 27.871928998190246, 31.24307016400767, 38.857225853304286] +bin_counts : [2142175706, 263796436, 81041731, 38689542, 21861748, 13731448, 9285756, 6423842, 4541778, 3251892, 2387659, 3154949, 1826873, 1075446, 643565, 387114, 308729, 150566, 80674, 53717, 41310] +2025-06-02 10:50:35,956 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 +2025-06-02 10:51:04,260 - INFO - Training: cls_zice: 1038.4773244289372; reg_zipnll: 4318.789120705712; aux_mae_loss_1: 6241.975388684809; aux_mae_loss_2: 1376.2331817829056; cnt_loss: 6092.341948856581; + + +2025-06-02 10:51:04,260 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 +2025-06-02 10:51:32,495 - INFO - Training: cls_zice: 782.7262569200124; reg_zipnll: 2313.2525695396575; aux_mae_loss_1: 3069.4254562681085; aux_mae_loss_2: 602.0787708206682; cnt_loss: 2730.651470664321; + + +2025-06-02 10:51:32,496 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 +2025-06-02 10:52:00,622 - INFO - Training: cls_zice: 613.7236045180567; reg_zipnll: 1067.6449559698042; aux_mae_loss_1: 1118.8047246869826; aux_mae_loss_2: 152.82767547203215; cnt_loss: 785.7329495663674; + + +2025-06-02 10:52:00,623 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 +2025-06-02 10:52:28,594 - INFO - Training: cls_zice: 453.1657462214792; reg_zipnll: 638.7678006405862; aux_mae_loss_1: 670.529653991295; aux_mae_loss_2: 82.75825567434956; cnt_loss: 390.59839210762885; + + +2025-06-02 10:52:28,594 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 +2025-06-02 10:52:56,704 - INFO - Training: cls_zice: 355.1010193477403; reg_zipnll: 418.7848006494787; aux_mae_loss_1: 515.2887809702892; aux_mae_loss_2: 72.10056466614174; cnt_loss: 288.3570729438832; + + +2025-06-02 10:52:56,705 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 +2025-06-02 10:53:24,964 - INFO - Training: cls_zice: 289.1437167237137; reg_zipnll: 266.52108251811654; aux_mae_loss_1: 402.57694269647664; aux_mae_loss_2: 62.49964218897535; cnt_loss: 201.85006390502122; + + +2025-06-02 10:53:24,964 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 +2025-06-02 10:53:52,946 - INFO - Training: cls_zice: 264.51904312032735; reg_zipnll: 184.9280692599467; aux_mae_loss_1: 365.93160131593413; aux_mae_loss_2: 59.57746736892801; cnt_loss: 187.64903875692002; + + +2025-06-02 10:53:52,946 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 +2025-06-02 10:54:20,975 - INFO - Training: cls_zice: 245.3724185867815; reg_zipnll: 126.18109807904982; aux_mae_loss_1: 345.63885952779; aux_mae_loss_2: 59.31184286155448; cnt_loss: 177.99079703021522; + + +2025-06-02 10:54:20,975 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 +2025-06-02 10:54:48,985 - INFO - Training: cls_zice: 236.69852700138725; reg_zipnll: 106.85261449750685; aux_mae_loss_1: 316.50660291254917; aux_mae_loss_2: 54.579850683149125; cnt_loss: 159.92067099564912; + + +2025-06-02 10:54:48,985 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 +2025-06-02 10:55:16,637 - INFO - Training: cls_zice: 223.25072949137908; reg_zipnll: 77.00285288829677; aux_mae_loss_1: 306.18934772819875; aux_mae_loss_2: 54.00196732274744; cnt_loss: 159.3684207335213; + + +2025-06-02 10:55:16,637 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 +2025-06-02 10:55:44,886 - INFO - Training: cls_zice: 217.75408033661495; reg_zipnll: 44.693461702359436; aux_mae_loss_1: 304.1029782326806; aux_mae_loss_2: 54.290564972833295; cnt_loss: 162.1759087013093; + + +2025-06-02 10:55:44,886 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 +2025-06-02 10:56:13,148 - INFO - Training: cls_zice: 218.19668028370435; reg_zipnll: 42.28938866924766; aux_mae_loss_1: 294.8426576323857; aux_mae_loss_2: 52.258943974577036; cnt_loss: 154.54662588258452; + + +2025-06-02 10:56:13,148 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 +2025-06-02 10:56:40,988 - INFO - Training: cls_zice: 206.30452233118726; reg_zipnll: 15.48999372065462; aux_mae_loss_1: 285.0171632071994; aux_mae_loss_2: 49.71473655953312; cnt_loss: 143.05038154046267; + + +2025-06-02 10:56:40,988 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 +2025-06-02 10:57:09,003 - INFO - Training: cls_zice: 197.238804924567; reg_zipnll: 15.794041968339327; aux_mae_loss_1: 274.6305567255083; aux_mae_loss_2: 47.913176227089586; cnt_loss: 133.53211914466706; + + +2025-06-02 10:57:09,003 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 +2025-06-02 10:57:37,054 - INFO - Training: cls_zice: 193.84958749733224; reg_zipnll: 16.625049578433003; aux_mae_loss_1: 268.1924439487078; aux_mae_loss_2: 46.80396955376429; cnt_loss: 133.95261167058882; + + +2025-06-02 10:57:37,055 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 +2025-06-02 10:58:06,014 - INFO - Training: cls_zice: 189.037277145891; reg_zipnll: 27.519043954002935; aux_mae_loss_1: 260.4030951695726; aux_mae_loss_2: 44.89813194527531; cnt_loss: 124.63778100424256; + + +2025-06-02 10:58:06,014 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 +2025-06-02 10:58:33,928 - INFO - Training: cls_zice: 182.06745137599918; reg_zipnll: -26.32273116964378; aux_mae_loss_1: 260.59810203905926; aux_mae_loss_2: 45.517507452049; cnt_loss: 129.91417307569492; + + +2025-06-02 10:58:33,928 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 +2025-06-02 10:59:01,898 - INFO - Training: cls_zice: 187.38846903920964; reg_zipnll: -35.928284196664166; aux_mae_loss_1: 270.1954386123758; aux_mae_loss_2: 48.21964872751804; cnt_loss: 142.09707050449802; + + +2025-06-02 10:59:01,898 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 +2025-06-02 10:59:30,145 - INFO - Training: cls_zice: 183.42730935204108; reg_zipnll: -4.743805613738812; aux_mae_loss_1: 249.600832503363; aux_mae_loss_2: 43.02080438626523; cnt_loss: 119.88246250784161; + + +2025-06-02 10:59:30,146 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 +2025-06-02 10:59:58,300 - INFO - Training: cls_zice: 181.866031773043; reg_zipnll: -30.889167836170323; aux_mae_loss_1: 261.75740475686183; aux_mae_loss_2: 47.09837145521151; cnt_loss: 139.49401711470244; + + +2025-06-02 10:59:58,300 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 +2025-06-02 11:00:26,076 - INFO - Training: cls_zice: 179.15313005763173; reg_zipnll: -43.68571633850502; aux_mae_loss_1: 253.9554071489549; aux_mae_loss_2: 44.5320013816783; cnt_loss: 126.09275921448966; + + +2025-06-02 11:00:26,076 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 +2025-06-02 11:00:54,146 - INFO - Training: cls_zice: 181.33026471674836; reg_zipnll: -40.7015236355611; aux_mae_loss_1: 250.59195395968607; aux_mae_loss_2: 44.69052638123367; cnt_loss: 129.22200608411373; + + +2025-06-02 11:00:54,146 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 +2025-06-02 11:01:22,323 - INFO - Training: cls_zice: 174.90198082323894; reg_zipnll: -41.502688496318086; aux_mae_loss_1: 244.93276568280152; aux_mae_loss_2: 43.45262749147731; cnt_loss: 126.59456592837707; + + +2025-06-02 11:01:22,323 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 +2025-06-02 11:01:50,507 - INFO - Training: cls_zice: 180.80759834137973; reg_zipnll: 6.610392362076715; aux_mae_loss_1: 263.6242246817279; aux_mae_loss_2: 47.55104732513428; cnt_loss: 142.20408750369847; + + +2025-06-02 11:01:50,507 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 +2025-06-02 11:02:18,885 - INFO - Training: cls_zice: 178.6989246898929; reg_zipnll: -29.35685776716826; aux_mae_loss_1: 258.0307888511001; aux_mae_loss_2: 46.76822960455686; cnt_loss: 138.4564865314408; + + +2025-06-02 11:02:18,885 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 +2025-06-02 11:02:47,131 - INFO - Training: cls_zice: 171.148257122924; reg_zipnll: -41.749839593243124; aux_mae_loss_1: 244.1756575123364; aux_mae_loss_2: 43.381950605784034; cnt_loss: 125.70839924843895; + + +2025-06-02 11:02:47,131 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 +2025-06-02 11:03:15,146 - INFO - Training: cls_zice: 169.2435442438189; reg_zipnll: -53.888485472723346; aux_mae_loss_1: 231.62631180112726; aux_mae_loss_2: 40.088787912532986; cnt_loss: 104.43091621146297; + + +2025-06-02 11:03:15,147 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 +2025-06-02 11:03:43,400 - INFO - Training: cls_zice: 171.0482598866848; reg_zipnll: -58.399141261119716; aux_mae_loss_1: 236.3530922188664; aux_mae_loss_2: 41.092191746692784; cnt_loss: 109.1054292451467; + + +2025-06-02 11:03:43,400 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 +2025-06-02 11:04:11,757 - INFO - Training: cls_zice: 165.43941429592917; reg_zipnll: -59.913281207053075; aux_mae_loss_1: 223.54625267382488; aux_mae_loss_2: 38.13845938878344; cnt_loss: 98.02920962958936; + + +2025-06-02 11:04:11,757 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 +2025-06-02 11:04:39,506 - INFO - Training: cls_zice: 162.1854002491528; reg_zipnll: -63.06670470585097; aux_mae_loss_1: 215.76592375900572; aux_mae_loss_2: 36.009387553132925; cnt_loss: 85.94057198076058; + + +2025-06-02 11:04:39,507 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 +2025-06-02 11:05:07,537 - INFO - Training: cls_zice: 169.35280566183937; reg_zipnll: -34.785188687558204; aux_mae_loss_1: 236.72379287820777; aux_mae_loss_2: 41.660125126112376; cnt_loss: 116.02483600338563; + + +2025-06-02 11:05:07,538 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 +2025-06-02 11:05:35,759 - INFO - Training: cls_zice: 166.8097268161395; reg_zipnll: -20.05655372063845; aux_mae_loss_1: 219.16445392330752; aux_mae_loss_2: 37.33163836144454; cnt_loss: 97.69608301832186; + + +2025-06-02 11:05:35,760 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 +2025-06-02 11:06:03,743 - INFO - Training: cls_zice: 163.55251585095135; reg_zipnll: -41.321896549881686; aux_mae_loss_1: 219.31519913831295; aux_mae_loss_2: 37.672972470719294; cnt_loss: 101.5917779151967; + + +2025-06-02 11:06:03,743 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 +2025-06-02 11:06:31,732 - INFO - Training: cls_zice: 164.75286488817227; reg_zipnll: -70.52500354691057; aux_mae_loss_1: 229.30293011191665; aux_mae_loss_2: 39.888422321799574; cnt_loss: 109.28356545808299; + + +2025-06-02 11:06:31,732 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 +2025-06-02 11:07:00,173 - INFO - Training: cls_zice: 162.14796839328793; reg_zipnll: -49.9844880514587; aux_mae_loss_1: 214.216635647199; aux_mae_loss_2: 36.12558796863682; cnt_loss: 92.54832566494973; + + +2025-06-02 11:07:00,174 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 +2025-06-02 11:07:27,991 - INFO - Training: cls_zice: 156.11213974605332; reg_zipnll: -80.29776054660216; aux_mae_loss_1: 208.63102909113397; aux_mae_loss_2: 34.99269329475251; cnt_loss: 85.73099135089394; + + +2025-06-02 11:07:27,991 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 +2025-06-02 11:07:56,232 - INFO - Training: cls_zice: 160.05873064963234; reg_zipnll: -85.52448589122848; aux_mae_loss_1: 210.48231935816884; aux_mae_loss_2: 35.35074366638992; cnt_loss: 87.72750406075787; + + +2025-06-02 11:07:56,233 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 +2025-06-02 11:08:24,159 - INFO - Training: cls_zice: 160.1091460423754; reg_zipnll: -114.0505973108557; aux_mae_loss_1: 217.67240516713125; aux_mae_loss_2: 36.49642436551732; cnt_loss: 90.36806745718647; + + +2025-06-02 11:08:24,159 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 +2025-06-02 11:08:52,357 - INFO - Training: cls_zice: 157.56403141148044; reg_zipnll: -76.54845698779782; aux_mae_loss_1: 201.75698109809926; aux_mae_loss_2: 32.87914618435285; cnt_loss: 73.61232161364019; + + +2025-06-02 11:08:52,357 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 +2025-06-02 11:09:20,495 - INFO - Training: cls_zice: 152.8845538966703; reg_zipnll: -77.24600452145204; aux_mae_loss_1: 197.03597304994696; aux_mae_loss_2: 31.72500874980396; cnt_loss: 68.21713938302551; + + +2025-06-02 11:09:20,495 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 +2025-06-02 11:09:48,505 - INFO - Training: cls_zice: 163.29317340471886; reg_zipnll: -83.75217111852785; aux_mae_loss_1: 223.977731565766; aux_mae_loss_2: 38.724952855647004; cnt_loss: 103.63121870179839; + + +2025-06-02 11:09:48,505 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 +2025-06-02 11:10:16,752 - INFO - Training: cls_zice: 165.80701039800581; reg_zipnll: -78.60953875409056; aux_mae_loss_1: 225.20100099677282; aux_mae_loss_2: 39.57069420340835; cnt_loss: 107.91494943606143; + + +2025-06-02 11:10:16,753 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 +2025-06-02 11:10:45,023 - INFO - Training: cls_zice: 165.38647609988584; reg_zipnll: -40.72329912122512; aux_mae_loss_1: 211.3795563653605; aux_mae_loss_2: 35.67030483523742; cnt_loss: 90.84345578831552; + + +2025-06-02 11:10:45,024 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 +2025-06-02 11:11:13,027 - INFO - Training: cls_zice: 162.13214098696676; reg_zipnll: -61.7118298612683; aux_mae_loss_1: 219.02616907587114; aux_mae_loss_2: 38.265986341514335; cnt_loss: 101.3684373438753; + + +2025-06-02 11:11:13,028 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 +2025-06-02 11:11:41,300 - INFO - Training: cls_zice: 162.5067975126355; reg_zipnll: -69.21341972477389; aux_mae_loss_1: 215.7061076385296; aux_mae_loss_2: 37.34970561400154; cnt_loss: 101.09208199204198; + + +2025-06-02 11:11:41,300 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 +2025-06-02 11:12:09,512 - INFO - Training: cls_zice: 162.8155505199306; reg_zipnll: -70.03035827030409; aux_mae_loss_1: 215.56864964567274; aux_mae_loss_2: 37.24428626559428; cnt_loss: 99.5871719966661; + + +2025-06-02 11:12:09,512 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 +2025-06-02 11:12:37,802 - INFO - Training: cls_zice: 167.9632538296529; reg_zipnll: -47.04234612067014; aux_mae_loss_1: 222.19973613410596; aux_mae_loss_2: 38.362718405313046; cnt_loss: 98.80240082898676; + + +2025-06-02 11:12:37,802 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 +2025-06-02 11:13:05,375 - INFO - Training: cls_zice: 161.1110708729321; reg_zipnll: -81.44669785404837; aux_mae_loss_1: 219.98127862791353; aux_mae_loss_2: 38.24110506070371; cnt_loss: 100.05704659973549; + + +2025-06-02 11:13:05,376 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 +2025-06-02 11:13:33,435 - INFO - Training: cls_zice: 159.39449959559155; reg_zipnll: -60.23518103795336; aux_mae_loss_1: 205.1469919571024; aux_mae_loss_2: 34.2914493447108; cnt_loss: 84.03313768778416; + + +2025-06-02 11:13:33,436 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 +2025-06-02 11:14:01,518 - INFO - Training: cls_zice: 158.87234072653663; reg_zipnll: -86.05469959461136; aux_mae_loss_1: 205.73556548870164; aux_mae_loss_2: 34.41022058827988; cnt_loss: 83.83483232409749; + + +2025-06-02 11:14:01,610 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 +2025-06-02 11:14:29,846 - INFO - Training: cls_zice: 157.15607780810222; reg_zipnll: -76.14174995674992; aux_mae_loss_1: 204.39775363341073; aux_mae_loss_2: 34.236630149235; cnt_loss: 85.53728954365711; + + +2025-06-02 11:14:29,847 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 +2025-06-02 11:14:57,909 - INFO - Training: cls_zice: 153.01123994233592; reg_zipnll: -57.83350531470697; aux_mae_loss_1: 200.2201583053892; aux_mae_loss_2: 33.566759917909735; cnt_loss: 82.67895728862838; + + +2025-06-02 11:14:57,909 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 +2025-06-02 11:15:26,097 - INFO - Training: cls_zice: 152.50628601478425; reg_zipnll: -65.73154965457537; aux_mae_loss_1: 198.50746488255382; aux_mae_loss_2: 32.913426329757996; cnt_loss: 79.2864345462117; + + +2025-06-02 11:15:26,097 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 +2025-06-02 11:15:54,247 - INFO - Training: cls_zice: 149.56963921856408; reg_zipnll: -47.24938719162088; aux_mae_loss_1: 190.0530897228923; aux_mae_loss_2: 30.597535291254914; cnt_loss: 67.87597862142601; + + +2025-06-02 11:15:54,248 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 +2025-06-02 11:16:22,314 - INFO - Training: cls_zice: 154.04166096567317; reg_zipnll: -101.86937893621179; aux_mae_loss_1: 197.565373199665; aux_mae_loss_2: 32.16495871385991; cnt_loss: 74.64920780358725; + + +2025-06-02 11:16:22,314 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 +2025-06-02 11:16:50,549 - INFO - Training: cls_zice: 151.39680468325582; reg_zipnll: -94.80677284468089; aux_mae_loss_1: 192.78536507309667; aux_mae_loss_2: 30.879720138398227; cnt_loss: 68.269746723554; + + +2025-06-02 11:16:50,549 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 +2025-06-02 11:17:18,640 - INFO - Training: cls_zice: 155.10022131812494; reg_zipnll: -75.74024983589223; aux_mae_loss_1: 194.01060258473782; aux_mae_loss_2: 31.00526114331176; cnt_loss: 66.02678459369584; + + +2025-06-02 11:17:18,640 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 +2025-06-02 11:17:46,804 - INFO - Training: cls_zice: 150.1137642260419; reg_zipnll: -93.35777547975249; aux_mae_loss_1: 190.7876330243041; aux_mae_loss_2: 30.526979339043827; cnt_loss: 66.93737438025065; + + +2025-06-02 11:17:46,804 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 +2025-06-02 11:18:15,073 - INFO - Training: cls_zice: 155.69770350677288; reg_zipnll: -101.97807209696991; aux_mae_loss_1: 194.50578252527097; aux_mae_loss_2: 31.02047311391262; cnt_loss: 65.67739769007197; + + +2025-06-02 11:18:15,074 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 +2025-06-02 11:18:43,324 - INFO - Training: cls_zice: 150.3105792620324; reg_zipnll: -74.71904216538991; aux_mae_loss_1: 186.2948907005866; aux_mae_loss_2: 29.279040507133434; cnt_loss: 59.31014717809412; + + +2025-06-02 11:18:43,324 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 +2025-06-02 11:19:11,301 - INFO - Training: cls_zice: 157.43013591640042; reg_zipnll: -67.64315032327411; aux_mae_loss_1: 205.5838375975754; aux_mae_loss_2: 35.13013983720186; cnt_loss: 90.78677718686741; + + +2025-06-02 11:19:11,302 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 +2025-06-02 11:19:39,301 - INFO - Training: cls_zice: 163.3989852501067; reg_zipnll: -59.05100518030836; aux_mae_loss_1: 226.66244239049243; aux_mae_loss_2: 40.39954875162895; cnt_loss: 110.12437577910771; + + +2025-06-02 11:19:39,302 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 +2025-06-02 11:20:07,500 - INFO - Training: cls_zice: 166.33089866385555; reg_zipnll: -36.52010803980543; aux_mae_loss_1: 225.59241824118507; aux_mae_loss_2: 40.18549999338112; cnt_loss: 107.54497077133482; + + +2025-06-02 11:20:07,500 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 +2025-06-02 11:20:35,567 - INFO - Training: cls_zice: 175.51963820046936; reg_zipnll: -78.76159703336805; aux_mae_loss_1: 227.12973441825008; aux_mae_loss_2: 39.8118006219927; cnt_loss: 107.85136879674646; + + +2025-06-02 11:20:35,567 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 +2025-06-02 11:21:03,715 - INFO - Training: cls_zice: 161.22901257142325; reg_zipnll: -62.413549025327164; aux_mae_loss_1: 219.4147053901723; aux_mae_loss_2: 38.24581648971861; cnt_loss: 98.4083964493101; + + +2025-06-02 11:21:03,715 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 +2025-06-02 11:21:31,746 - INFO - Training: cls_zice: 157.06001636681967; reg_zipnll: -71.23382630885042; aux_mae_loss_1: 204.78112019924137; aux_mae_loss_2: 34.64813961887991; cnt_loss: 85.52626026229353; + + +2025-06-02 11:21:31,747 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 +2025-06-02 11:21:59,840 - INFO - Training: cls_zice: 157.0390914260157; reg_zipnll: -55.8879447930696; aux_mae_loss_1: 204.7944126255465; aux_mae_loss_2: 34.84867892360056; cnt_loss: 87.64156114186672; + + +2025-06-02 11:21:59,840 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 +2025-06-02 11:22:28,117 - INFO - Training: cls_zice: 152.06061048697163; reg_zipnll: -71.67903039944882; aux_mae_loss_1: 200.44499716853463; aux_mae_loss_2: 33.973976343672796; cnt_loss: 84.05333958556321; + + +2025-06-02 11:22:28,117 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 +2025-06-02 11:22:56,248 - INFO - Training: cls_zice: 159.03041892651692; reg_zipnll: -60.40062362153009; aux_mae_loss_1: 203.48323478446102; aux_mae_loss_2: 34.267754744220255; cnt_loss: 83.56329810540407; + + +2025-06-02 11:22:56,249 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 +2025-06-02 11:23:24,317 - INFO - Training: cls_zice: 156.0329836156984; reg_zipnll: -89.55829377837529; aux_mae_loss_1: 204.33505814912303; aux_mae_loss_2: 34.50181882744593; cnt_loss: 84.42684474844017; + + +2025-06-02 11:23:24,318 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 +2025-06-02 11:23:52,685 - INFO - Training: cls_zice: 156.3723943849273; reg_zipnll: -99.7721912434559; aux_mae_loss_1: 205.8231681672153; aux_mae_loss_2: 34.82060925692122; cnt_loss: 85.46938805232774; + + +2025-06-02 11:23:52,685 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 +2025-06-02 11:24:20,717 - INFO - Training: cls_zice: 158.1747913234281; reg_zipnll: -77.21257749140658; aux_mae_loss_1: 199.9886173475657; aux_mae_loss_2: 33.520851135253906; cnt_loss: 80.43113734390562; + + +2025-06-02 11:24:20,717 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 +2025-06-02 11:24:48,779 - INFO - Training: cls_zice: 153.34039806845962; reg_zipnll: -99.98501104392753; aux_mae_loss_1: 203.40924208685263; aux_mae_loss_2: 34.37411421340033; cnt_loss: 86.38253377447064; + + +2025-06-02 11:24:48,779 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 +2025-06-02 11:25:17,056 - INFO - Training: cls_zice: 160.7434017105608; reg_zipnll: -88.85152804141013; aux_mae_loss_1: 204.037652931466; aux_mae_loss_2: 34.23017755091585; cnt_loss: 84.68916659323585; + + +2025-06-02 11:25:17,056 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 +2025-06-02 11:25:45,071 - INFO - Training: cls_zice: 154.35605409129565; reg_zipnll: -90.13852121340518; aux_mae_loss_1: 199.80827609434823; aux_mae_loss_2: 33.409771799251736; cnt_loss: 80.68590846282757; + + +2025-06-02 11:25:45,071 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 +2025-06-02 11:26:13,030 - INFO - Training: cls_zice: 151.5532055153752; reg_zipnll: -84.2134061207045; aux_mae_loss_1: 192.1733044251701; aux_mae_loss_2: 31.458162781418554; cnt_loss: 72.74948870425193; + + +2025-06-02 11:26:13,030 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 +2025-06-02 11:26:41,114 - INFO - Training: cls_zice: 166.24763751503647; reg_zipnll: -106.65653160549947; aux_mae_loss_1: 214.66675112894828; aux_mae_loss_2: 36.63572896237405; cnt_loss: 93.57941664133641; + + +2025-06-02 11:26:41,114 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 +2025-06-02 11:27:09,188 - INFO - Training: cls_zice: 158.23560492408197; reg_zipnll: -82.94430668306667; aux_mae_loss_1: 214.1787855640942; aux_mae_loss_2: 36.87999039454176; cnt_loss: 92.94677038382221; + + +2025-06-02 11:27:09,188 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 +2025-06-02 11:27:37,418 - INFO - Training: cls_zice: 150.1552005793085; reg_zipnll: -95.67770461530876; aux_mae_loss_1: 197.5324015838421; aux_mae_loss_2: 32.5398911482451; cnt_loss: 74.9558694094222; + + +2025-06-02 11:27:37,418 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 +2025-06-02 11:28:05,660 - INFO - Training: cls_zice: 151.7696648907188; reg_zipnll: -78.51877833360078; aux_mae_loss_1: 191.4114287420614; aux_mae_loss_2: 31.15162500166735; cnt_loss: 73.0072033357936; + + +2025-06-02 11:28:05,661 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 +2025-06-02 11:28:33,986 - INFO - Training: cls_zice: 151.7282171059918; reg_zipnll: -109.1621167580813; aux_mae_loss_1: 193.14740773384145; aux_mae_loss_2: 31.48351620680449; cnt_loss: 69.82511846277097; + + +2025-06-02 11:28:33,986 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 +2025-06-02 11:29:02,244 - INFO - Training: cls_zice: 149.5677539497022; reg_zipnll: -84.30782781689372; aux_mae_loss_1: 188.10184140236962; aux_mae_loss_2: 30.355574664690636; cnt_loss: 67.56941756191632; + + +2025-06-02 11:29:02,244 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 +2025-06-02 11:29:30,423 - INFO - Training: cls_zice: 151.6510607864683; reg_zipnll: -124.60530342329417; aux_mae_loss_1: 194.36364781461805; aux_mae_loss_2: 31.9422840535246; cnt_loss: 69.81705730640336; + + +2025-06-02 11:29:30,423 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 +2025-06-02 11:29:58,512 - INFO - Training: cls_zice: 145.03258076093056; reg_zipnll: -80.8252659601881; aux_mae_loss_1: 182.1243427099771; aux_mae_loss_2: 29.152687104332525; cnt_loss: 63.57510147978928; + + +2025-06-02 11:29:58,513 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 +2025-06-02 11:30:26,712 - INFO - Training: cls_zice: 153.3587700294343; reg_zipnll: -94.1628553504186; aux_mae_loss_1: 188.37304707710317; aux_mae_loss_2: 30.261453091703505; cnt_loss: 66.16964818310264; + + +2025-06-02 11:30:26,712 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 +2025-06-02 11:30:55,162 - INFO - Training: cls_zice: 150.72153619425185; reg_zipnll: -102.12116132824626; aux_mae_loss_1: 189.86332030643692; aux_mae_loss_2: 30.47147344753442; cnt_loss: 66.28342954370359; + + +2025-06-02 11:30:55,162 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 +2025-06-02 11:31:23,160 - INFO - Training: cls_zice: 147.92379783478793; reg_zipnll: -94.94212202362667; aux_mae_loss_1: 187.34261726227817; aux_mae_loss_2: 29.853966075063543; cnt_loss: 64.3386815873203; + + +2025-06-02 11:31:23,160 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 +2025-06-02 11:31:51,052 - INFO - Training: cls_zice: 147.22227507079674; reg_zipnll: -109.5763282017992; aux_mae_loss_1: 184.09990025198223; aux_mae_loss_2: 29.556303264289504; cnt_loss: 64.58000779941382; + + +2025-06-02 11:31:51,052 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 +2025-06-02 11:32:19,052 - INFO - Training: cls_zice: 158.91491055014907; reg_zipnll: -138.089105631342; aux_mae_loss_1: 203.1199433787769; aux_mae_loss_2: 33.81279775480561; cnt_loss: 78.18647543799798; + + +2025-06-02 11:32:19,053 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 +2025-06-02 11:32:47,411 - INFO - Training: cls_zice: 146.39236692719112; reg_zipnll: -115.50847193105331; aux_mae_loss_1: 186.6826796373784; aux_mae_loss_2: 29.98547342439361; cnt_loss: 63.36626891584586; + + +2025-06-02 11:32:47,411 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 +2025-06-02 11:33:15,285 - INFO - Training: cls_zice: 149.40472167059286; reg_zipnll: -117.56686770205467; aux_mae_loss_1: 184.1445059871042; aux_mae_loss_2: 29.131476275968236; cnt_loss: 58.01973568998425; + + +2025-06-02 11:33:15,286 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 +2025-06-02 11:33:43,449 - INFO - Training: cls_zice: 148.89553353012792; reg_zipnll: -112.38141505765599; aux_mae_loss_1: 185.9516222619063; aux_mae_loss_2: 29.368860680535928; cnt_loss: 60.47664148444372; + + +2025-06-02 11:33:43,449 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 +2025-06-02 11:34:11,518 - INFO - Training: cls_zice: 148.10043724009532; reg_zipnll: -94.9916944693256; aux_mae_loss_1: 181.06429275613746; aux_mae_loss_2: 28.364186002718693; cnt_loss: 54.028238245983; + + +2025-06-02 11:34:11,518 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 +2025-06-02 11:34:39,639 - INFO - Training: cls_zice: 146.3214923024967; reg_zipnll: -94.34979993302301; aux_mae_loss_1: 179.3425503661301; aux_mae_loss_2: 28.046965384325443; cnt_loss: 53.00642132285415; + + +2025-06-02 11:34:39,639 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 +2025-06-02 11:35:07,799 - INFO - Training: cls_zice: 149.9773885714297; reg_zipnll: -90.6094730452986; aux_mae_loss_1: 181.8426283779523; aux_mae_loss_2: 28.374029873222703; cnt_loss: 56.867841114271556; + + +2025-06-02 11:35:07,799 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 +2025-06-02 11:35:35,985 - INFO - Training: cls_zice: 145.9592862666048; reg_zipnll: -106.86841223255688; aux_mae_loss_1: 180.31902191970522; aux_mae_loss_2: 28.04444601677901; cnt_loss: 53.78386181079789; + + +2025-06-02 11:35:35,986 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 +2025-06-02 11:36:04,283 - INFO - Training: cls_zice: 144.33028366392023; reg_zipnll: -107.30791912963059; aux_mae_loss_1: 179.23764821235707; aux_mae_loss_2: 28.008470541594043; cnt_loss: 55.143965380081276; + + +2025-06-02 11:36:04,283 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 +2025-06-02 11:36:32,387 - INFO - Training: cls_zice: 145.15942318392115; reg_zipnll: -96.59795211640414; aux_mae_loss_1: 180.72115816027912; aux_mae_loss_2: 28.21700408127134; cnt_loss: 52.98855190403414; + + +2025-06-02 11:36:32,387 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 +2025-06-02 11:37:00,422 - INFO - Training: cls_zice: 149.23852273802095; reg_zipnll: -94.74558044585172; aux_mae_loss_1: 182.40960531676842; aux_mae_loss_2: 28.553964602236714; cnt_loss: 54.644837682610316; + + +2025-06-02 11:37:00,422 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 +2025-06-02 11:37:28,405 - INFO - Training: cls_zice: 144.8188699381241; reg_zipnll: -101.5717157654415; aux_mae_loss_1: 179.19205050436867; aux_mae_loss_2: 27.741660035998617; cnt_loss: 51.52720435565671; + + +2025-06-02 11:37:28,514 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 +2025-06-02 11:37:56,819 - INFO - Training: cls_zice: 150.3424337273402; reg_zipnll: -94.74499950029993; aux_mae_loss_1: 195.00903906411682; aux_mae_loss_2: 32.43411878244766; cnt_loss: 74.73371282792249; + + +2025-06-02 11:37:56,819 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 +2025-06-02 11:38:24,765 - INFO - Training: cls_zice: 153.27211961051486; reg_zipnll: -94.30233137497049; aux_mae_loss_1: 200.4517870265127; aux_mae_loss_2: 33.935916149063615; cnt_loss: 84.75582903426215; + + +2025-06-02 11:38:24,765 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 +2025-06-02 11:38:52,708 - INFO - Training: cls_zice: 151.71039470142085; reg_zipnll: -89.83724380644742; aux_mae_loss_1: 199.25034736481723; aux_mae_loss_2: 33.52735175202224; cnt_loss: 83.40331150838081; + + +2025-06-02 11:38:52,708 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 +2025-06-02 11:39:20,999 - INFO - Training: cls_zice: 150.44739196474188; reg_zipnll: -102.68617374849636; aux_mae_loss_1: 196.1296849029743; aux_mae_loss_2: 32.79123049856022; cnt_loss: 78.9101258966307; + + +2025-06-02 11:39:20,999 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 +2025-06-02 11:39:48,808 - INFO - Training: cls_zice: 154.03056535026096; reg_zipnll: -89.63137521806932; aux_mae_loss_1: 197.19469441799137; aux_mae_loss_2: 33.10168057877496; cnt_loss: 79.32415637591028; + + +2025-06-02 11:39:48,809 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 +2025-06-02 11:40:16,969 - INFO - Training: cls_zice: 155.46924618853637; reg_zipnll: -87.88338656141268; aux_mae_loss_1: 203.26334532680892; aux_mae_loss_2: 34.61073247012713; cnt_loss: 85.12673199887307; + + +2025-06-02 11:40:16,969 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 +2025-06-02 11:40:45,473 - INFO - Training: cls_zice: 152.52660526503; reg_zipnll: -81.11570173857228; aux_mae_loss_1: 198.84972017806098; aux_mae_loss_2: 33.919006568706585; cnt_loss: 85.95077334018733; + + +2025-06-02 11:40:45,474 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 +2025-06-02 11:41:13,466 - INFO - Training: cls_zice: 150.43195426385134; reg_zipnll: -91.06871287238519; aux_mae_loss_1: 194.17863646248318; aux_mae_loss_2: 32.42223755413333; cnt_loss: 79.99975582148066; + + +2025-06-02 11:41:13,466 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 +2025-06-02 11:41:41,643 - INFO - Training: cls_zice: 148.44730139726045; reg_zipnll: -79.22851265029402; aux_mae_loss_1: 188.16154191983458; aux_mae_loss_2: 30.910674985670884; cnt_loss: 72.56174440573383; + + +2025-06-02 11:41:41,643 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 +2025-06-02 11:42:09,992 - INFO - Training: cls_zice: 147.97197489706886; reg_zipnll: -90.12224270018521; aux_mae_loss_1: 190.84427541770683; aux_mae_loss_2: 31.359541545640553; cnt_loss: 73.98642530504442; + + +2025-06-02 11:42:09,992 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 +2025-06-02 11:42:38,049 - INFO - Training: cls_zice: 153.22177669701986; reg_zipnll: -101.321006737008; aux_mae_loss_1: 202.87139549002742; aux_mae_loss_2: 34.560983942044494; cnt_loss: 85.38379520138368; + + +2025-06-02 11:42:38,049 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 +2025-06-02 11:43:06,297 - INFO - Training: cls_zice: 151.7687068711843; reg_zipnll: -98.40854777405593; aux_mae_loss_1: 196.9425284783572; aux_mae_loss_2: 32.77395573041297; cnt_loss: 77.45611951209062; + + +2025-06-02 11:43:06,298 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 +2025-06-02 11:43:34,400 - INFO - Training: cls_zice: 153.91812121157614; reg_zipnll: -92.51300688610961; aux_mae_loss_1: 202.8334679003583; aux_mae_loss_2: 34.5226799731223; cnt_loss: 84.00743197763202; + + +2025-06-02 11:43:34,400 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 +2025-06-02 11:44:02,594 - INFO - Training: cls_zice: 148.6847339150132; reg_zipnll: -91.9178214167917; aux_mae_loss_1: 196.1800686665718; aux_mae_loss_2: 32.97739546820028; cnt_loss: 78.75337098607953; + + +2025-06-02 11:44:02,594 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 +2025-06-02 11:44:30,355 - INFO - Training: cls_zice: 150.71238867652337; reg_zipnll: -83.19824530746763; aux_mae_loss_1: 189.07342120037964; aux_mae_loss_2: 31.147885455201003; cnt_loss: 72.63614423385519; + + +2025-06-02 11:44:30,355 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 +2025-06-02 11:44:58,389 - INFO - Training: cls_zice: 149.0846928223869; reg_zipnll: -80.0531348424242; aux_mae_loss_1: 189.96305205490415; aux_mae_loss_2: 31.523974462850205; cnt_loss: 78.08497311421577; + + +2025-06-02 11:44:58,389 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 +2025-06-02 11:45:26,837 - INFO - Training: cls_zice: 151.59213751988696; reg_zipnll: -109.73158480157916; aux_mae_loss_1: 191.9583109672496; aux_mae_loss_2: 31.650420580478695; cnt_loss: 74.25183186310016; + + +2025-06-02 11:45:26,838 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 +2025-06-02 11:45:55,022 - INFO - Training: cls_zice: 149.8620378102688; reg_zipnll: -98.38371382959632; aux_mae_loss_1: 190.6378666959851; aux_mae_loss_2: 31.42075623265955; cnt_loss: 71.86661213754819; + + +2025-06-02 11:45:55,022 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 +2025-06-02 11:46:23,131 - INFO - Training: cls_zice: 150.55220067106336; reg_zipnll: -99.16833119676603; aux_mae_loss_1: 188.02082334606854; aux_mae_loss_2: 30.357917501436955; cnt_loss: 67.36633529410457; + + +2025-06-02 11:46:23,131 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 +2025-06-02 11:46:51,398 - INFO - Training: cls_zice: 150.76490081382903; reg_zipnll: -94.89143649473885; aux_mae_loss_1: 187.57510967128323; aux_mae_loss_2: 30.369185195063913; cnt_loss: 66.22846933074345; + + +2025-06-02 11:46:51,398 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 +2025-06-02 11:47:19,405 - INFO - Training: cls_zice: 152.83377855818793; reg_zipnll: -92.43482205725664; aux_mae_loss_1: 189.1525458531664; aux_mae_loss_2: 31.155312506568354; cnt_loss: 74.78748793949354; + + +2025-06-02 11:47:19,405 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 +2025-06-02 11:47:47,751 - INFO - Training: cls_zice: 151.63829641784264; reg_zipnll: -129.5238015004341; aux_mae_loss_1: 193.1369615769544; aux_mae_loss_2: 31.134490183647106; cnt_loss: 66.07616944344628; + + +2025-06-02 11:47:47,751 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 +2025-06-02 11:48:16,122 - INFO - Training: cls_zice: 149.72631638886912; reg_zipnll: -95.80601659357943; aux_mae_loss_1: 189.66365288740752; aux_mae_loss_2: 31.145763618267136; cnt_loss: 73.4475936258076; + + +2025-06-02 11:48:16,122 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 +2025-06-02 11:48:44,080 - INFO - Training: cls_zice: 148.55486204134706; reg_zipnll: -68.5854866394144; aux_mae_loss_1: 185.46473547322861; aux_mae_loss_2: 30.088312906934725; cnt_loss: 68.8994498726548; + + +2025-06-02 11:48:44,080 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 +2025-06-02 11:49:11,792 - INFO - Training: cls_zice: 150.1851210941542; reg_zipnll: -62.145546148944376; aux_mae_loss_1: 184.09831793576677; aux_mae_loss_2: 29.713615038537032; cnt_loss: 66.5606534654731; + + +2025-06-02 11:49:11,793 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 +2025-06-02 11:49:40,115 - INFO - Training: cls_zice: 149.54680974594015; reg_zipnll: -93.72654367914264; aux_mae_loss_1: 191.74156855905292; aux_mae_loss_2: 31.53477126873092; cnt_loss: 71.29736635069185; + + +2025-06-02 11:49:40,115 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 +2025-06-02 11:50:08,349 - INFO - Training: cls_zice: 145.4750525367181; reg_zipnll: -90.46623565976982; aux_mae_loss_1: 181.75541333331176; aux_mae_loss_2: 29.121890225947297; cnt_loss: 59.944931396585424; + + +2025-06-02 11:50:08,349 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 +2025-06-02 11:50:36,696 - INFO - Training: cls_zice: 152.62901657306594; reg_zipnll: -104.32499160513973; aux_mae_loss_1: 188.29311724530152; aux_mae_loss_2: 30.539718368985007; cnt_loss: 68.39482922585594; + + +2025-06-02 11:50:36,696 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 +2025-06-02 11:51:04,720 - INFO - Training: cls_zice: 148.48081141591862; reg_zipnll: -115.087028250789; aux_mae_loss_1: 187.5651560903385; aux_mae_loss_2: 30.368998003321767; cnt_loss: 66.58998442643525; + + +2025-06-02 11:51:04,720 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 +2025-06-02 11:51:33,076 - INFO - Training: cls_zice: 149.52899462971467; reg_zipnll: -105.39519651046652; aux_mae_loss_1: 188.75689828632684; aux_mae_loss_2: 30.868415977781183; cnt_loss: 72.03015456925954; + + +2025-06-02 11:51:33,077 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 +2025-06-02 11:52:01,520 - INFO - Training: cls_zice: 146.44914644759223; reg_zipnll: -110.27093177441729; aux_mae_loss_1: 185.0544259279769; aux_mae_loss_2: 30.000464761494012; cnt_loss: 68.60280471448077; + + +2025-06-02 11:52:01,521 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 +2025-06-02 11:52:29,718 - INFO - Training: cls_zice: 147.45777151600416; reg_zipnll: -104.20859335589883; aux_mae_loss_1: 181.8735321752283; aux_mae_loss_2: 28.996952972664737; cnt_loss: 62.152105419841035; + + +2025-06-02 11:52:29,719 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 +2025-06-02 11:52:57,716 - INFO - Training: cls_zice: 143.8569343895312; reg_zipnll: -96.8166825881857; aux_mae_loss_1: 178.29277109310328; aux_mae_loss_2: 28.242845320543704; cnt_loss: 59.37409335887985; + + +2025-06-02 11:52:57,716 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 +2025-06-02 11:53:26,042 - INFO - Training: cls_zice: 146.31824051307527; reg_zipnll: -126.92500687908652; aux_mae_loss_1: 185.3161795407731; aux_mae_loss_2: 29.87441913655262; cnt_loss: 67.19632930629301; + + +2025-06-02 11:53:26,042 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 +2025-06-02 11:53:54,240 - INFO - Training: cls_zice: 146.21267701458459; reg_zipnll: -86.50062178302285; aux_mae_loss_1: 177.0425568132211; aux_mae_loss_2: 27.831552012866695; cnt_loss: 58.44132316665144; + + +2025-06-02 11:53:54,240 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 +2025-06-02 11:54:22,734 - INFO - Training: cls_zice: 145.79714968346602; reg_zipnll: -128.5006629110172; aux_mae_loss_1: 183.59246831224453; aux_mae_loss_2: 29.24939881255295; cnt_loss: 63.13072145853611; + + +2025-06-02 11:54:22,734 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 +2025-06-02 11:54:50,797 - INFO - Training: cls_zice: 146.43278985939278; reg_zipnll: -117.92493160828849; aux_mae_loss_1: 179.33332329554273; aux_mae_loss_2: 28.304895975731856; cnt_loss: 56.979463312010104; + + +2025-06-02 11:54:50,798 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 +2025-06-02 11:55:18,903 - INFO - Training: cls_zice: 147.17822813829838; reg_zipnll: -114.18936242488836; aux_mae_loss_1: 181.6938169870945; aux_mae_loss_2: 28.57234746415094; cnt_loss: 58.916471437113174; + + +2025-06-02 11:55:18,903 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 +2025-06-02 11:55:47,067 - INFO - Training: cls_zice: 147.28231947943075; reg_zipnll: -118.89140485296186; aux_mae_loss_1: 182.73923588430645; aux_mae_loss_2: 29.378868147237412; cnt_loss: 64.65505233032025; + + +2025-06-02 11:55:47,067 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 +2025-06-02 11:56:15,141 - INFO - Training: cls_zice: 147.09598195158094; reg_zipnll: -102.74499404351442; aux_mae_loss_1: 178.93681653761706; aux_mae_loss_2: 28.01310954188669; cnt_loss: 57.06738280618428; + + +2025-06-02 11:56:15,142 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 +2025-06-02 11:56:43,217 - INFO - Training: cls_zice: 148.1938036988113; reg_zipnll: -102.85550144018717; aux_mae_loss_1: 178.53537371300703; aux_mae_loss_2: 27.88263058188735; cnt_loss: 59.33674089166502; + + +2025-06-02 11:56:43,218 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 +2025-06-02 11:57:11,435 - INFO - Training: cls_zice: 144.3053880653634; reg_zipnll: -103.58424458282673; aux_mae_loss_1: 180.2119157298511; aux_mae_loss_2: 28.737693502413517; cnt_loss: 62.39743894614921; + + +2025-06-02 11:57:11,435 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 +2025-06-02 11:57:40,377 - INFO - Training: cls_zice: 151.52469816902615; reg_zipnll: -117.04042806688524; aux_mae_loss_1: 182.6173390773748; aux_mae_loss_2: 29.02442010664782; cnt_loss: 63.33635947246425; + + +2025-06-02 11:57:40,377 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 +2025-06-02 11:58:08,268 - INFO - Training: cls_zice: 148.15360095800943; reg_zipnll: -80.76034182112738; aux_mae_loss_1: 182.60899954284264; aux_mae_loss_2: 29.180117790272693; cnt_loss: 63.6781041732687; + + +2025-06-02 11:58:08,268 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 +2025-06-02 11:58:36,418 - INFO - Training: cls_zice: 143.4239581278618; reg_zipnll: -95.7112537914554; aux_mae_loss_1: 174.46269023971053; aux_mae_loss_2: 27.140081367745303; cnt_loss: 53.253231124372675; + + +2025-06-02 11:58:36,418 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 +2025-06-02 11:59:04,655 - INFO - Training: cls_zice: 145.7681940091367; reg_zipnll: -119.6841884385671; aux_mae_loss_1: 177.39173287903236; aux_mae_loss_2: 27.353625007023084; cnt_loss: 53.2468440516895; + + +2025-06-02 11:59:04,656 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 +2025-06-02 11:59:32,835 - INFO - Training: cls_zice: 151.8908132843624; reg_zipnll: -127.34630680715802; aux_mae_loss_1: 181.3814516888549; aux_mae_loss_2: 28.551943185313647; cnt_loss: 56.891553632470945; + + +2025-06-02 11:59:32,835 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 +2025-06-02 12:00:01,114 - INFO - Training: cls_zice: 140.84044733110642; reg_zipnll: -108.73149856668434; aux_mae_loss_1: 172.96845826407932; aux_mae_loss_2: 26.783887389479883; cnt_loss: 50.45417597435958; + + +2025-06-02 12:00:01,114 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 +2025-06-02 12:00:29,265 - INFO - Training: cls_zice: 140.65761712686904; reg_zipnll: -131.19716100503277; aux_mae_loss_1: 174.64268326917232; aux_mae_loss_2: 26.99699307751182; cnt_loss: 48.449079980913375; + + +2025-06-02 12:00:29,265 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 +2025-06-02 12:01:08,504 - INFO - Training: cls_zice: 144.59312385912762; reg_zipnll: -106.03075642617333; aux_mae_loss_1: 174.9880924856426; aux_mae_loss_2: 26.86587576202999; cnt_loss: 50.545382152330006; +2025-06-02 12:01:08,595 - INFO - Evaluation: +Curr mae: 189.5701; Best mae: 189.5701; inf; inf; inf; inf; +Curr rmse: 323.8185; Best rmse: 323.8185; inf; inf; inf; inf; +Curr nae: 0.2990; Best nae: 0.2990; inf; inf; inf; inf; + + + +2025-06-02 12:01:08,714 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 +2025-06-02 12:01:46,121 - INFO - Training: cls_zice: 139.86916841418537; reg_zipnll: -100.85034653366796; aux_mae_loss_1: 170.48331941516193; aux_mae_loss_2: 26.281389912232658; cnt_loss: 51.754280260856575; +2025-06-02 12:01:46,220 - INFO - Evaluation: +Curr mae: 148.6095; Best mae: 148.6095; 189.5701; inf; inf; inf; +Curr rmse: 255.1420; Best rmse: 255.1420; 323.8185; inf; inf; inf; +Curr nae: 0.2659; Best nae: 0.2659; 0.2990; inf; inf; inf; + + + +2025-06-02 12:01:46,221 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 +2025-06-02 12:02:23,610 - INFO - Training: cls_zice: 141.91799152450056; reg_zipnll: -78.74951704922101; aux_mae_loss_1: 172.56483939467677; aux_mae_loss_2: 26.67845684960978; cnt_loss: 51.49950244410938; +2025-06-02 12:02:23,716 - INFO - Evaluation: +Curr mae: 156.8960; Best mae: 148.6095; 156.8960; 189.5701; inf; inf; +Curr rmse: 289.4204; Best rmse: 255.1420; 289.4204; 323.8185; inf; inf; +Curr nae: 0.2320; Best nae: 0.2320; 0.2659; 0.2990; inf; inf; + + + +2025-06-02 12:02:23,716 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 +2025-06-02 12:03:01,269 - INFO - Training: cls_zice: 142.42017778813445; reg_zipnll: -106.33240591769187; aux_mae_loss_1: 172.00291791499055; aux_mae_loss_2: 26.288720781439977; cnt_loss: 48.51627527956931; +2025-06-02 12:03:01,362 - INFO - Evaluation: +Curr mae: 166.8690; Best mae: 148.6095; 156.8960; 166.8690; 189.5701; inf; +Curr rmse: 309.7176; Best rmse: 255.1420; 289.4204; 309.7176; 323.8185; inf; +Curr nae: 0.2571; Best nae: 0.2320; 0.2571; 0.2659; 0.2990; inf; + + + +2025-06-02 12:03:01,362 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 +2025-06-02 12:03:38,861 - INFO - Training: cls_zice: 141.68092040510368; reg_zipnll: -117.3088585935681; aux_mae_loss_1: 172.89716061219474; aux_mae_loss_2: 26.248162332749526; cnt_loss: 47.336796602665984; +2025-06-02 12:03:40,232 - INFO - Evaluation: +Curr mae: 133.4313; Best mae: 133.4313; 148.6095; 156.8960; 166.8690; 189.5701; +Curr rmse: 234.5445; Best rmse: 234.5445; 255.1420; 289.4204; 309.7176; 323.8185; +Curr nae: 0.2489; Best nae: 0.2320; 0.2489; 0.2571; 0.2659; 0.2990; + + + +2025-06-02 12:03:40,232 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 +2025-06-02 12:04:17,763 - INFO - Training: cls_zice: 139.60338951262418; reg_zipnll: -93.51882388891764; aux_mae_loss_1: 169.53475977411333; aux_mae_loss_2: 25.922513923897647; cnt_loss: 48.28583742609087; +2025-06-02 12:04:17,856 - INFO - Evaluation: +Curr mae: 165.0941; Best mae: 133.4313; 148.6095; 156.8960; 165.0941; 166.8690; +Curr rmse: 281.8709; Best rmse: 234.5445; 255.1420; 281.8709; 289.4204; 309.7176; +Curr nae: 0.2863; Best nae: 0.2320; 0.2489; 0.2571; 0.2659; 0.2863; + + + +2025-06-02 12:04:17,856 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 +2025-06-02 12:04:55,298 - INFO - Training: cls_zice: 141.57388454715147; reg_zipnll: -103.52669391253137; aux_mae_loss_1: 170.97504202735345; aux_mae_loss_2: 26.075208423942918; cnt_loss: 48.493722309339915; +2025-06-02 12:04:55,299 - INFO - Evaluation: +Curr mae: 198.4284; Best mae: 133.4313; 148.6095; 156.8960; 165.0941; 166.8690; +Curr rmse: 341.6345; Best rmse: 234.5445; 255.1420; 281.8709; 289.4204; 309.7176; +Curr nae: 0.3137; Best nae: 0.2320; 0.2489; 0.2571; 0.2659; 0.2863; + + + +2025-06-02 12:04:55,299 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 +2025-06-02 12:05:32,959 - INFO - Training: cls_zice: 143.69493936702906; reg_zipnll: -122.68866661526509; aux_mae_loss_1: 173.1828437451495; aux_mae_loss_2: 26.400408403762917; cnt_loss: 47.656954162168184; +2025-06-02 12:05:33,209 - INFO - Evaluation: +Curr mae: 138.5154; Best mae: 133.4313; 138.5154; 148.6095; 156.8960; 165.0941; +Curr rmse: 254.7991; Best rmse: 234.5445; 254.7991; 255.1420; 281.8709; 289.4204; +Curr nae: 0.2309; Best nae: 0.2309; 0.2320; 0.2489; 0.2571; 0.2659; + + + +2025-06-02 12:05:33,209 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 +2025-06-02 12:06:11,049 - INFO - Training: cls_zice: 138.92412900608898; reg_zipnll: -98.67781323312924; aux_mae_loss_1: 166.75510462072512; aux_mae_loss_2: 25.362994358239586; cnt_loss: 43.990809386929136; +2025-06-02 12:06:11,147 - INFO - Evaluation: +Curr mae: 129.3734; Best mae: 129.3734; 133.4313; 138.5154; 148.6095; 156.8960; +Curr rmse: 251.4198; Best rmse: 234.5445; 251.4198; 254.7991; 255.1420; 281.8709; +Curr nae: 0.2332; Best nae: 0.2309; 0.2320; 0.2332; 0.2489; 0.2571; + + + +2025-06-02 12:06:11,148 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 +2025-06-02 12:06:49,628 - INFO - Training: cls_zice: 138.22435394186058; reg_zipnll: -125.78564958382916; aux_mae_loss_1: 169.59248922992225; aux_mae_loss_2: 25.86151056100201; cnt_loss: 45.27919728866476; +2025-06-02 12:06:49,660 - INFO - Evaluation: +Curr mae: 156.6759; Best mae: 129.3734; 133.4313; 138.5154; 148.6095; 156.6759; +Curr rmse: 294.2205; Best rmse: 234.5445; 251.4198; 254.7991; 255.1420; 281.8709; +Curr nae: 0.2664; Best nae: 0.2309; 0.2320; 0.2332; 0.2489; 0.2571; + + + +2025-06-02 12:06:49,661 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 +2025-06-02 12:07:27,171 - INFO - Training: cls_zice: 141.38005823804843; reg_zipnll: -110.02626807484405; aux_mae_loss_1: 168.973513773735; aux_mae_loss_2: 25.564354972334097; cnt_loss: 44.1757995782309; +2025-06-02 12:07:27,278 - INFO - Evaluation: +Curr mae: 136.6849; Best mae: 129.3734; 133.4313; 136.6849; 138.5154; 148.6095; +Curr rmse: 252.2402; Best rmse: 234.5445; 251.4198; 252.2402; 254.7991; 255.1420; +Curr nae: 0.2227; Best nae: 0.2227; 0.2309; 0.2320; 0.2332; 0.2489; + + + +2025-06-02 12:07:27,278 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 +2025-06-02 12:08:04,578 - INFO - Training: cls_zice: 147.4733051527415; reg_zipnll: -134.1796880810466; aux_mae_loss_1: 174.29713283311452; aux_mae_loss_2: 26.43778884963484; cnt_loss: 47.128473572383655; +2025-06-02 12:08:04,676 - INFO - Evaluation: +Curr mae: 134.3006; Best mae: 129.3734; 133.4313; 134.3006; 136.6849; 138.5154; +Curr rmse: 233.8868; Best rmse: 233.8868; 234.5445; 251.4198; 252.2402; 254.7991; +Curr nae: 0.2151; Best nae: 0.2151; 0.2227; 0.2309; 0.2320; 0.2332; + + + +2025-06-02 12:08:04,676 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 +2025-06-02 12:08:42,303 - INFO - Training: cls_zice: 137.83734191490325; reg_zipnll: -108.7872033592881; aux_mae_loss_1: 166.8307389013025; aux_mae_loss_2: 25.31682051096531; cnt_loss: 45.30085277557373; +2025-06-02 12:08:42,303 - INFO - Evaluation: +Curr mae: 155.5035; Best mae: 129.3734; 133.4313; 134.3006; 136.6849; 138.5154; +Curr rmse: 273.1384; Best rmse: 233.8868; 234.5445; 251.4198; 252.2402; 254.7991; +Curr nae: 0.2672; Best nae: 0.2151; 0.2227; 0.2309; 0.2320; 0.2332; + + + +2025-06-02 12:08:42,304 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 +2025-06-02 12:09:20,685 - INFO - Training: cls_zice: 141.20460661831282; reg_zipnll: -90.06571189930897; aux_mae_loss_1: 168.57651140831953; aux_mae_loss_2: 25.64882699069598; cnt_loss: 45.879151268510626; +2025-06-02 12:09:20,719 - INFO - Evaluation: +Curr mae: 139.4984; Best mae: 129.3734; 133.4313; 134.3006; 136.6849; 138.5154; +Curr rmse: 236.4357; Best rmse: 233.8868; 234.5445; 236.4357; 251.4198; 252.2402; +Curr nae: 0.2349; Best nae: 0.2151; 0.2227; 0.2309; 0.2320; 0.2332; + + + +2025-06-02 12:09:20,719 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 +2025-06-02 12:09:57,924 - INFO - Training: cls_zice: 139.42460407484447; reg_zipnll: -124.93659698410539; aux_mae_loss_1: 169.9363581676357; aux_mae_loss_2: 25.596599263071223; cnt_loss: 45.46336244115766; +2025-06-02 12:09:57,925 - INFO - Evaluation: +Curr mae: 144.0054; Best mae: 129.3734; 133.4313; 134.3006; 136.6849; 138.5154; +Curr rmse: 258.8906; Best rmse: 233.8868; 234.5445; 236.4357; 251.4198; 252.2402; +Curr nae: 0.2349; Best nae: 0.2151; 0.2227; 0.2309; 0.2320; 0.2332; + + + +2025-06-02 12:09:57,925 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 +2025-06-02 12:10:35,184 - INFO - Training: cls_zice: 141.78140981307882; reg_zipnll: -79.7373057927517; aux_mae_loss_1: 166.53601382426078; aux_mae_loss_2: 25.068997762061112; cnt_loss: 44.36381941915348; +2025-06-02 12:10:35,185 - INFO - Evaluation: +Curr mae: 141.6158; Best mae: 129.3734; 133.4313; 134.3006; 136.6849; 138.5154; +Curr rmse: 253.3010; Best rmse: 233.8868; 234.5445; 236.4357; 251.4198; 252.2402; +Curr nae: 0.2362; Best nae: 0.2151; 0.2227; 0.2309; 0.2320; 0.2332; + + + +2025-06-02 12:10:35,185 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 +2025-06-02 12:11:12,573 - INFO - Training: cls_zice: 141.95650168917825; reg_zipnll: -132.00259881935372; aux_mae_loss_1: 170.06267956866333; aux_mae_loss_2: 25.705554753739314; cnt_loss: 44.2234313661689; +2025-06-02 12:11:12,637 - INFO - Evaluation: +Curr mae: 134.3248; Best mae: 129.3734; 133.4313; 134.3006; 134.3248; 136.6849; +Curr rmse: 230.6231; Best rmse: 230.6231; 233.8868; 234.5445; 236.4357; 251.4198; +Curr nae: 0.2384; Best nae: 0.2151; 0.2227; 0.2309; 0.2320; 0.2332; + + + +2025-06-02 12:11:12,638 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 +2025-06-02 12:11:50,343 - INFO - Training: cls_zice: 143.29444147577348; reg_zipnll: -119.14841314025273; aux_mae_loss_1: 170.62032555586455; aux_mae_loss_2: 25.711314990820473; cnt_loss: 43.04352339687726; +2025-06-02 12:11:50,396 - INFO - Evaluation: +Curr mae: 142.5225; Best mae: 129.3734; 133.4313; 134.3006; 134.3248; 136.6849; +Curr rmse: 250.3989; Best rmse: 230.6231; 233.8868; 234.5445; 236.4357; 250.3989; +Curr nae: 0.2487; Best nae: 0.2151; 0.2227; 0.2309; 0.2320; 0.2332; + + + +2025-06-02 12:11:50,396 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 +2025-06-02 12:12:27,904 - INFO - Training: cls_zice: 141.05226673353587; reg_zipnll: -141.00036215624272; aux_mae_loss_1: 171.03165430738437; aux_mae_loss_2: 25.824146333909194; cnt_loss: 41.38197689182711; +2025-06-02 12:12:27,905 - INFO - Evaluation: +Curr mae: 164.7704; Best mae: 129.3734; 133.4313; 134.3006; 134.3248; 136.6849; +Curr rmse: 289.6736; Best rmse: 230.6231; 233.8868; 234.5445; 236.4357; 250.3989; +Curr nae: 0.2709; Best nae: 0.2151; 0.2227; 0.2309; 0.2320; 0.2332; + + + +2025-06-02 12:12:27,905 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 +2025-06-02 12:13:05,184 - INFO - Training: cls_zice: 141.0625904537984; reg_zipnll: -98.27207222995379; aux_mae_loss_1: 167.15648598070965; aux_mae_loss_2: 25.052926461428207; cnt_loss: 41.68785271423542; +2025-06-02 12:13:05,224 - INFO - Evaluation: +Curr mae: 137.9728; Best mae: 129.3734; 133.4313; 134.3006; 134.3248; 136.6849; +Curr rmse: 235.4933; Best rmse: 230.6231; 233.8868; 234.5445; 235.4933; 236.4357; +Curr nae: 0.2417; Best nae: 0.2151; 0.2227; 0.2309; 0.2320; 0.2332; + + + +2025-06-02 12:13:05,224 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 +2025-06-02 12:13:42,597 - INFO - Training: cls_zice: 144.7408119732181; reg_zipnll: -123.6207294085168; aux_mae_loss_1: 171.22435715024835; aux_mae_loss_2: 25.772851558710567; cnt_loss: 44.55945448212276; +2025-06-02 12:13:42,992 - INFO - Evaluation: +Curr mae: 138.8111; Best mae: 129.3734; 133.4313; 134.3006; 134.3248; 136.6849; +Curr rmse: 242.8630; Best rmse: 230.6231; 233.8868; 234.5445; 235.4933; 236.4357; +Curr nae: 0.2180; Best nae: 0.2151; 0.2180; 0.2227; 0.2309; 0.2320; + + + +2025-06-02 12:13:42,992 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 +2025-06-02 12:14:20,456 - INFO - Training: cls_zice: 140.12179934267965; reg_zipnll: -133.9031607646816; aux_mae_loss_1: 169.76304363730728; aux_mae_loss_2: 25.513676820211852; cnt_loss: 42.72623958335018; +2025-06-02 12:14:20,557 - INFO - Evaluation: +Curr mae: 132.6776; Best mae: 129.3734; 132.6776; 133.4313; 134.3006; 134.3248; +Curr rmse: 229.9475; Best rmse: 229.9475; 230.6231; 233.8868; 234.5445; 235.4933; +Curr nae: 0.2249; Best nae: 0.2151; 0.2180; 0.2227; 0.2249; 0.2309; + + + +2025-06-02 12:14:20,557 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 +2025-06-02 12:14:57,803 - INFO - Training: cls_zice: 138.49013150448832; reg_zipnll: -95.3198639320222; aux_mae_loss_1: 164.98176599969926; aux_mae_loss_2: 24.490006547889962; cnt_loss: 40.216570506822194; +2025-06-02 12:14:57,804 - INFO - Evaluation: +Curr mae: 155.0519; Best mae: 129.3734; 132.6776; 133.4313; 134.3006; 134.3248; +Curr rmse: 263.2149; Best rmse: 229.9475; 230.6231; 233.8868; 234.5445; 235.4933; +Curr nae: 0.2774; Best nae: 0.2151; 0.2180; 0.2227; 0.2249; 0.2309; + + + +2025-06-02 12:14:57,804 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 +2025-06-02 12:15:35,871 - INFO - Training: cls_zice: 138.6616632575231; reg_zipnll: -92.88688124094578; aux_mae_loss_1: 165.71628353295736; aux_mae_loss_2: 24.68300613504372; cnt_loss: 38.58536028704106; +2025-06-02 12:15:35,927 - INFO - Evaluation: +Curr mae: 138.2694; Best mae: 129.3734; 132.6776; 133.4313; 134.3006; 134.3248; +Curr rmse: 243.6665; Best rmse: 229.9475; 230.6231; 233.8868; 234.5445; 235.4933; +Curr nae: 0.2254; Best nae: 0.2151; 0.2180; 0.2227; 0.2249; 0.2254; + + + +2025-06-02 12:15:35,927 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 +2025-06-02 12:16:13,965 - INFO - Training: cls_zice: 146.23267298818425; reg_zipnll: -109.0443584113721; aux_mae_loss_1: 171.5178150404368; aux_mae_loss_2: 25.735613096628757; cnt_loss: 42.469620812018185; +2025-06-02 12:16:14,074 - INFO - Evaluation: +Curr mae: 127.3363; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 220.4073; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.2232; Best nae: 0.2151; 0.2180; 0.2227; 0.2232; 0.2249; + + + +2025-06-02 12:16:14,074 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 +2025-06-02 12:16:51,724 - INFO - Training: cls_zice: 139.23753502195245; reg_zipnll: -131.99936188451503; aux_mae_loss_1: 168.87952988984568; aux_mae_loss_2: 25.626540626121674; cnt_loss: 40.1175190060344; +2025-06-02 12:16:51,724 - INFO - Evaluation: +Curr mae: 169.2866; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 284.1996; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.3082; Best nae: 0.2151; 0.2180; 0.2227; 0.2232; 0.2249; + + + +2025-06-02 12:16:51,725 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 +2025-06-02 12:17:29,034 - INFO - Training: cls_zice: 139.48241611505975; reg_zipnll: -123.81730634171441; aux_mae_loss_1: 168.74717869032298; aux_mae_loss_2: 25.435793421915825; cnt_loss: 41.49821381853116; +2025-06-02 12:17:29,035 - INFO - Evaluation: +Curr mae: 145.7749; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 254.5806; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.2483; Best nae: 0.2151; 0.2180; 0.2227; 0.2232; 0.2249; + + + +2025-06-02 12:17:29,035 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 +2025-06-02 12:18:06,240 - INFO - Training: cls_zice: 142.15223076169855; reg_zipnll: -118.6345269158976; aux_mae_loss_1: 168.33930120404983; aux_mae_loss_2: 25.258481524637993; cnt_loss: 42.63716772218414; +2025-06-02 12:18:06,502 - INFO - Evaluation: +Curr mae: 134.5166; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 242.8196; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.2192; Best nae: 0.2151; 0.2180; 0.2192; 0.2227; 0.2232; + + + +2025-06-02 12:18:06,502 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 +2025-06-02 12:18:44,156 - INFO - Training: cls_zice: 142.6735274207513; reg_zipnll: -143.69994184986646; aux_mae_loss_1: 170.16610434829005; aux_mae_loss_2: 25.533797927250134; cnt_loss: 41.13133556795436; +2025-06-02 12:18:44,217 - INFO - Evaluation: +Curr mae: 134.3645; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 239.8778; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.2190; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2227; + + + +2025-06-02 12:18:44,217 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 +2025-06-02 12:19:22,169 - INFO - Training: cls_zice: 143.28942670253727; reg_zipnll: -139.0657038151823; aux_mae_loss_1: 171.0182714399123; aux_mae_loss_2: 25.418434970426244; cnt_loss: 39.959278769840466; +2025-06-02 12:19:22,169 - INFO - Evaluation: +Curr mae: 139.4450; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 245.3714; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.2405; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2227; + + + +2025-06-02 12:19:22,169 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 +2025-06-02 12:19:59,788 - INFO - Training: cls_zice: 136.6783833787931; reg_zipnll: -127.75597442222747; aux_mae_loss_1: 165.49213257846452; aux_mae_loss_2: 24.66281888342851; cnt_loss: 38.71843209803499; +2025-06-02 12:19:59,788 - INFO - Evaluation: +Curr mae: 147.5110; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 253.0431; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.2469; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2227; + + + +2025-06-02 12:19:59,788 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 +2025-06-02 12:20:37,174 - INFO - Training: cls_zice: 145.50199660244368; reg_zipnll: -104.42867489997914; aux_mae_loss_1: 180.7788006612007; aux_mae_loss_2: 29.17726548933825; cnt_loss: 67.1462854612742; +2025-06-02 12:20:37,175 - INFO - Evaluation: +Curr mae: 233.6152; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 389.8944; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.4807; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2227; + + + +2025-06-02 12:20:37,175 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 +2025-06-02 12:21:14,685 - INFO - Training: cls_zice: 147.75501375008892; reg_zipnll: -93.41014399749554; aux_mae_loss_1: 183.21983605189038; aux_mae_loss_2: 29.45917889929765; cnt_loss: 65.98151359810734; +2025-06-02 12:21:14,686 - INFO - Evaluation: +Curr mae: 233.0742; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 392.6004; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.3710; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2227; + + + +2025-06-02 12:21:14,686 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 +2025-06-02 12:21:53,647 - INFO - Training: cls_zice: 148.1046719582665; reg_zipnll: -90.45856908457169; aux_mae_loss_1: 181.52623662885452; aux_mae_loss_2: 29.263934937533953; cnt_loss: 64.63821689340452; +2025-06-02 12:21:53,648 - INFO - Evaluation: +Curr mae: 214.5973; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 393.8261; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.3598; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2227; + + + +2025-06-02 12:21:53,648 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 +2025-06-02 12:22:31,197 - INFO - Training: cls_zice: 146.32640666835354; reg_zipnll: -108.34828370454295; aux_mae_loss_1: 181.43589600821994; aux_mae_loss_2: 29.054766945491565; cnt_loss: 61.60304000677652; +2025-06-02 12:22:31,198 - INFO - Evaluation: +Curr mae: 190.0642; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 308.7215; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.3450; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2227; + + + +2025-06-02 12:22:31,198 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 +2025-06-02 12:23:08,732 - INFO - Training: cls_zice: 150.47840108303043; reg_zipnll: -133.93910250126922; aux_mae_loss_1: 191.40768811560625; aux_mae_loss_2: 31.310564388502513; cnt_loss: 69.35502057359709; +2025-06-02 12:23:08,733 - INFO - Evaluation: +Curr mae: 459.8966; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 1068.6288; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 1.1420; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2227; + + + +2025-06-02 12:23:08,733 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 +2025-06-02 12:23:46,394 - INFO - Training: cls_zice: 150.66064387441472; reg_zipnll: -133.11477532292045; aux_mae_loss_1: 188.29611297001114; aux_mae_loss_2: 30.494153818547332; cnt_loss: 65.52694537308042; +2025-06-02 12:23:46,395 - INFO - Evaluation: +Curr mae: 201.8885; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 349.4515; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.3181; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2227; + + + +2025-06-02 12:23:46,395 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 +2025-06-02 12:24:23,428 - INFO - Training: cls_zice: 146.20569706594708; reg_zipnll: -100.82847271849778; aux_mae_loss_1: 185.63785729818787; aux_mae_loss_2: 30.581538901423777; cnt_loss: 72.6651429877376; +2025-06-02 12:24:23,460 - INFO - Evaluation: +Curr mae: 138.6751; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 237.6390; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.2194; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:24:23,460 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 +2025-06-02 12:25:00,642 - INFO - Training: cls_zice: 149.68285665448929; reg_zipnll: -78.86770164413957; aux_mae_loss_1: 185.29346986480107; aux_mae_loss_2: 30.210492721456564; cnt_loss: 70.85500705794783; +2025-06-02 12:25:00,643 - INFO - Evaluation: +Curr mae: 224.9828; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 401.0081; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.3864; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:25:00,643 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 +2025-06-02 12:25:39,463 - INFO - Training: cls_zice: 143.77575669699158; reg_zipnll: -73.50230616133734; aux_mae_loss_1: 175.67630414141723; aux_mae_loss_2: 28.086073471220914; cnt_loss: 61.44769484159962; +2025-06-02 12:25:39,464 - INFO - Evaluation: +Curr mae: 152.0353; Best mae: 127.3363; 129.3734; 132.6776; 133.4313; 134.3006; +Curr rmse: 245.2710; Best rmse: 220.4073; 229.9475; 230.6231; 233.8868; 234.5445; +Curr nae: 0.2854; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:25:39,464 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 +2025-06-02 12:26:17,285 - INFO - Training: cls_zice: 145.9498730084754; reg_zipnll: -89.19155385478443; aux_mae_loss_1: 181.36058999371056; aux_mae_loss_2: 29.320123123017368; cnt_loss: 64.16400544374984; +2025-06-02 12:26:17,381 - INFO - Evaluation: +Curr mae: 122.2811; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 198.7837; Best rmse: 198.7837; 220.4073; 229.9475; 230.6231; 233.8868; +Curr nae: 0.2296; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:26:17,381 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 +2025-06-02 12:26:54,994 - INFO - Training: cls_zice: 148.30235288001055; reg_zipnll: -125.92399406433105; aux_mae_loss_1: 187.6570751367026; aux_mae_loss_2: 30.41423180561192; cnt_loss: 64.4360158301347; +2025-06-02 12:26:54,994 - INFO - Evaluation: +Curr mae: 297.0487; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 626.8583; Best rmse: 198.7837; 220.4073; 229.9475; 230.6231; 233.8868; +Curr nae: 0.4093; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:26:54,994 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 +2025-06-02 12:27:32,381 - INFO - Training: cls_zice: 148.63818801475676; reg_zipnll: -125.97150773559974; aux_mae_loss_1: 189.96179613530242; aux_mae_loss_2: 30.818595178869387; cnt_loss: 66.04493564327821; +2025-06-02 12:27:32,382 - INFO - Evaluation: +Curr mae: 150.4562; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 302.0618; Best rmse: 198.7837; 220.4073; 229.9475; 230.6231; 233.8868; +Curr nae: 0.2635; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:27:32,382 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 +2025-06-02 12:28:09,447 - INFO - Training: cls_zice: 144.9053492767132; reg_zipnll: -107.81154259940647; aux_mae_loss_1: 184.40491556331813; aux_mae_loss_2: 30.019934938443416; cnt_loss: 70.49390847161905; +2025-06-02 12:28:09,448 - INFO - Evaluation: +Curr mae: 158.6449; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 305.4295; Best rmse: 198.7837; 220.4073; 229.9475; 230.6231; 233.8868; +Curr nae: 0.2384; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:28:09,448 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 +2025-06-02 12:28:46,969 - INFO - Training: cls_zice: 145.6013562284558; reg_zipnll: -103.11006748123674; aux_mae_loss_1: 180.78010667712482; aux_mae_loss_2: 28.67327017499911; cnt_loss: 61.674822017846516; +2025-06-02 12:28:46,970 - INFO - Evaluation: +Curr mae: 141.8781; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 244.5056; Best rmse: 198.7837; 220.4073; 229.9475; 230.6231; 233.8868; +Curr nae: 0.2347; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:28:46,970 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 +2025-06-02 12:29:24,348 - INFO - Training: cls_zice: 144.27340177826534; reg_zipnll: -101.83148805984598; aux_mae_loss_1: 179.56121881750246; aux_mae_loss_2: 28.625477715043832; cnt_loss: 61.755860044466736; +2025-06-02 12:29:24,349 - INFO - Evaluation: +Curr mae: 205.5813; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 352.2356; Best rmse: 198.7837; 220.4073; 229.9475; 230.6231; 233.8868; +Curr nae: 0.3666; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:29:24,349 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 +2025-06-02 12:30:01,880 - INFO - Training: cls_zice: 146.08200742708925; reg_zipnll: -126.63656931365563; aux_mae_loss_1: 184.23584363318437; aux_mae_loss_2: 29.53374323308073; cnt_loss: 66.32796310273227; +2025-06-02 12:30:01,935 - INFO - Evaluation: +Curr mae: 134.9649; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 224.5172; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.2577; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:30:01,935 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 +2025-06-02 12:30:39,263 - INFO - Training: cls_zice: 146.88380730231077; reg_zipnll: -104.46239298384711; aux_mae_loss_1: 178.89224819158088; aux_mae_loss_2: 28.365684035598047; cnt_loss: 61.4379242271777; +2025-06-02 12:30:39,264 - INFO - Evaluation: +Curr mae: 192.5532; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 290.1210; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.3674; Best nae: 0.2151; 0.2180; 0.2190; 0.2192; 0.2194; + + + +2025-06-02 12:30:39,264 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 +2025-06-02 12:31:16,710 - INFO - Training: cls_zice: 157.27018106220575; reg_zipnll: -112.62941229106575; aux_mae_loss_1: 186.1457201724021; aux_mae_loss_2: 30.046435545611857; cnt_loss: 64.82573845844395; +2025-06-02 12:31:16,743 - INFO - Evaluation: +Curr mae: 134.4490; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 258.6525; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.2051; Best nae: 0.2051; 0.2151; 0.2180; 0.2190; 0.2192; + + + +2025-06-02 12:31:16,743 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 +2025-06-02 12:31:54,019 - INFO - Training: cls_zice: 143.79313268093082; reg_zipnll: -103.4128926637157; aux_mae_loss_1: 180.43626141074478; aux_mae_loss_2: 28.87497753496991; cnt_loss: 63.426198580407146; +2025-06-02 12:31:54,020 - INFO - Evaluation: +Curr mae: 214.4664; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 369.0338; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.3398; Best nae: 0.2051; 0.2151; 0.2180; 0.2190; 0.2192; + + + +2025-06-02 12:31:54,020 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 +2025-06-02 12:32:31,824 - INFO - Training: cls_zice: 146.46458068746605; reg_zipnll: -117.681670871002; aux_mae_loss_1: 181.67867344736263; aux_mae_loss_2: 28.940269956525587; cnt_loss: 60.89063251255364; +2025-06-02 12:32:31,825 - INFO - Evaluation: +Curr mae: 186.9578; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 322.0764; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.2827; Best nae: 0.2051; 0.2151; 0.2180; 0.2190; 0.2192; + + + +2025-06-02 12:32:31,915 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 +2025-06-02 12:33:09,302 - INFO - Training: cls_zice: 145.65206631287833; reg_zipnll: -108.23236402296862; aux_mae_loss_1: 180.88213656596; aux_mae_loss_2: 28.74894596251431; cnt_loss: 60.44743361694134; +2025-06-02 12:33:09,303 - INFO - Evaluation: +Curr mae: 164.2079; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 301.3486; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.2580; Best nae: 0.2051; 0.2151; 0.2180; 0.2190; 0.2192; + + + +2025-06-02 12:33:09,303 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 +2025-06-02 12:33:46,827 - INFO - Training: cls_zice: 146.85849395650902; reg_zipnll: -109.26204956762048; aux_mae_loss_1: 182.8092064762747; aux_mae_loss_2: 29.021445653296464; cnt_loss: 62.10950424497491; +2025-06-02 12:33:46,828 - INFO - Evaluation: +Curr mae: 153.0957; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 255.0545; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.2297; Best nae: 0.2051; 0.2151; 0.2180; 0.2190; 0.2192; + + + +2025-06-02 12:33:46,828 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 +2025-06-02 12:34:24,199 - INFO - Training: cls_zice: 145.67710384943626; reg_zipnll: -128.8508199540195; aux_mae_loss_1: 181.51571119700046; aux_mae_loss_2: 28.603895560005643; cnt_loss: 59.23154518304282; +2025-06-02 12:34:24,200 - INFO - Evaluation: +Curr mae: 228.2077; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 412.4827; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.3645; Best nae: 0.2051; 0.2151; 0.2180; 0.2190; 0.2192; + + + +2025-06-02 12:34:24,200 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 +2025-06-02 12:35:01,439 - INFO - Training: cls_zice: 146.61175792264623; reg_zipnll: -114.71777271750747; aux_mae_loss_1: 178.04090719665123; aux_mae_loss_2: 28.074739494071103; cnt_loss: 57.90320452633283; +2025-06-02 12:35:01,440 - INFO - Evaluation: +Curr mae: 315.5588; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 514.1680; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.5816; Best nae: 0.2051; 0.2151; 0.2180; 0.2190; 0.2192; + + + +2025-06-02 12:35:01,440 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 +2025-06-02 12:35:39,604 - INFO - Training: cls_zice: 144.46539744951866; reg_zipnll: -103.24119476924669; aux_mae_loss_1: 180.8577218466247; aux_mae_loss_2: 28.955459954722826; cnt_loss: 65.54004282667147; +2025-06-02 12:35:39,604 - INFO - Evaluation: +Curr mae: 258.2888; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 445.7653; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.4533; Best nae: 0.2051; 0.2151; 0.2180; 0.2190; 0.2192; + + + +2025-06-02 12:35:39,604 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 +2025-06-02 12:36:17,096 - INFO - Training: cls_zice: 146.5978439280529; reg_zipnll: -107.59377999968876; aux_mae_loss_1: 182.43829785277512; aux_mae_loss_2: 29.306902121234415; cnt_loss: 66.24439537604124; +2025-06-02 12:36:17,097 - INFO - Evaluation: +Curr mae: 147.6970; Best mae: 122.2811; 127.3363; 129.3734; 132.6776; 133.4313; +Curr rmse: 240.6871; Best rmse: 198.7837; 220.4073; 224.5172; 229.9475; 230.6231; +Curr nae: 0.2583; Best nae: 0.2051; 0.2151; 0.2180; 0.2190; 0.2192; + + + +2025-06-02 12:36:17,097 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 +2025-06-02 12:36:54,805 - INFO - Training: cls_zice: 147.56063724037827; reg_zipnll: -145.5698945664412; aux_mae_loss_1: 183.87090513721998; aux_mae_loss_2: 29.08082244569892; cnt_loss: 60.755246989774385; +2025-06-02 12:36:54,921 - INFO - Evaluation: +Curr mae: 120.0194; Best mae: 120.0194; 122.2811; 127.3363; 129.3734; 132.6776; +Curr rmse: 211.6654; Best rmse: 198.7837; 211.6654; 220.4073; 224.5172; 229.9475; +Curr nae: 0.1889; Best nae: 0.1889; 0.2051; 0.2151; 0.2180; 0.2190; + + + +2025-06-02 12:36:54,921 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 +2025-06-02 12:37:33,540 - INFO - Training: cls_zice: 145.46230465213193; reg_zipnll: -112.90578536482047; aux_mae_loss_1: 179.39151334446788; aux_mae_loss_2: 28.26651484129445; cnt_loss: 57.955889689211816; +2025-06-02 12:37:33,541 - INFO - Evaluation: +Curr mae: 162.3450; Best mae: 120.0194; 122.2811; 127.3363; 129.3734; 132.6776; +Curr rmse: 318.6146; Best rmse: 198.7837; 211.6654; 220.4073; 224.5172; 229.9475; +Curr nae: 0.2407; Best nae: 0.1889; 0.2051; 0.2151; 0.2180; 0.2190; + + + +2025-06-02 12:37:33,541 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 +2025-06-02 12:38:11,955 - INFO - Training: cls_zice: 141.1881891970603; reg_zipnll: -100.05896346616429; aux_mae_loss_1: 173.2591811931686; aux_mae_loss_2: 27.060377102024507; cnt_loss: 56.658765805478126; +2025-06-02 12:38:11,956 - INFO - Evaluation: +Curr mae: 149.9525; Best mae: 120.0194; 122.2811; 127.3363; 129.3734; 132.6776; +Curr rmse: 242.4598; Best rmse: 198.7837; 211.6654; 220.4073; 224.5172; 229.9475; +Curr nae: 0.3024; Best nae: 0.1889; 0.2051; 0.2151; 0.2180; 0.2190; + + + +2025-06-02 12:38:11,956 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 +2025-06-02 12:38:49,501 - INFO - Training: cls_zice: 145.7063409918981; reg_zipnll: -94.76090704052653; aux_mae_loss_1: 178.35081830561555; aux_mae_loss_2: 28.230428190420795; cnt_loss: 59.58250732295561; +2025-06-02 12:38:49,502 - INFO - Evaluation: +Curr mae: 187.4630; Best mae: 120.0194; 122.2811; 127.3363; 129.3734; 132.6776; +Curr rmse: 295.3476; Best rmse: 198.7837; 211.6654; 220.4073; 224.5172; 229.9475; +Curr nae: 0.3419; Best nae: 0.1889; 0.2051; 0.2151; 0.2180; 0.2190; + + + +2025-06-02 12:38:49,502 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 +2025-06-02 12:39:27,313 - INFO - Training: cls_zice: 147.69194298548413; reg_zipnll: -127.35420378628156; aux_mae_loss_1: 181.2798512945112; aux_mae_loss_2: 28.7799837289267; cnt_loss: 59.727038895057525; +2025-06-02 12:39:27,314 - INFO - Evaluation: +Curr mae: 154.0266; Best mae: 120.0194; 122.2811; 127.3363; 129.3734; 132.6776; +Curr rmse: 262.0313; Best rmse: 198.7837; 211.6654; 220.4073; 224.5172; 229.9475; +Curr nae: 0.2458; Best nae: 0.1889; 0.2051; 0.2151; 0.2180; 0.2190; + + + +2025-06-02 12:39:27,314 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 +2025-06-02 12:40:04,776 - INFO - Training: cls_zice: 145.55218430070687; reg_zipnll: -94.85931959846951; aux_mae_loss_1: 176.35025130518224; aux_mae_loss_2: 27.51239722296102; cnt_loss: 57.11060655985447; +2025-06-02 12:40:04,820 - INFO - Evaluation: +Curr mae: 135.4540; Best mae: 120.0194; 122.2811; 127.3363; 129.3734; 132.6776; +Curr rmse: 261.8175; Best rmse: 198.7837; 211.6654; 220.4073; 224.5172; 229.9475; +Curr nae: 0.2144; Best nae: 0.1889; 0.2051; 0.2144; 0.2151; 0.2180; + + + +2025-06-02 12:40:04,820 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 +2025-06-02 12:40:42,341 - INFO - Training: cls_zice: 142.27939162349068; reg_zipnll: -93.72637593351453; aux_mae_loss_1: 174.9452482311931; aux_mae_loss_2: 27.74012117827965; cnt_loss: 59.99670862993657; +2025-06-02 12:40:42,341 - INFO - Evaluation: +Curr mae: 188.2881; Best mae: 120.0194; 122.2811; 127.3363; 129.3734; 132.6776; +Curr rmse: 423.0348; Best rmse: 198.7837; 211.6654; 220.4073; 224.5172; 229.9475; +Curr nae: 0.3627; Best nae: 0.1889; 0.2051; 0.2144; 0.2151; 0.2180; + + + +2025-06-02 12:40:42,341 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 +2025-06-02 12:41:20,755 - INFO - Training: cls_zice: 144.51730897410815; reg_zipnll: -117.62651401797667; aux_mae_loss_1: 179.7548005059855; aux_mae_loss_2: 28.416652572076053; cnt_loss: 58.21829224895957; +2025-06-02 12:41:20,851 - INFO - Evaluation: +Curr mae: 125.9089; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 129.3734; +Curr rmse: 214.3524; Best rmse: 198.7837; 211.6654; 214.3524; 220.4073; 224.5172; +Curr nae: 0.2049; Best nae: 0.1889; 0.2049; 0.2051; 0.2144; 0.2151; + + + +2025-06-02 12:41:20,851 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 +2025-06-02 12:41:58,292 - INFO - Training: cls_zice: 145.09666842024848; reg_zipnll: -97.48598386751895; aux_mae_loss_1: 176.428851550778; aux_mae_loss_2: 27.76039921211091; cnt_loss: 56.515301742301084; +2025-06-02 12:41:58,411 - INFO - Evaluation: +Curr mae: 127.3858; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 212.5603; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.1979; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:41:58,411 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 +2025-06-02 12:42:35,617 - INFO - Training: cls_zice: 141.43983854836975; reg_zipnll: -88.08080403536361; aux_mae_loss_1: 173.05170299201612; aux_mae_loss_2: 27.251873085830386; cnt_loss: 56.386227689831465; +2025-06-02 12:42:35,618 - INFO - Evaluation: +Curr mae: 189.9738; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 351.1223; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2856; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:42:35,618 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 +2025-06-02 12:43:12,881 - INFO - Training: cls_zice: 144.19542719354692; reg_zipnll: -105.10314528357904; aux_mae_loss_1: 177.04340013920867; aux_mae_loss_2: 27.70948781398748; cnt_loss: 57.317159191662114; +2025-06-02 12:43:12,881 - INFO - Evaluation: +Curr mae: 176.7110; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 304.9386; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2890; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:43:12,881 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 +2025-06-02 12:43:50,430 - INFO - Training: cls_zice: 142.92753990122813; reg_zipnll: -108.45675541707222; aux_mae_loss_1: 174.17856385692065; aux_mae_loss_2: 26.945357284798526; cnt_loss: 52.58633836531481; +2025-06-02 12:43:50,431 - INFO - Evaluation: +Curr mae: 221.9034; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 378.9019; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.4033; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:43:50,431 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 +2025-06-02 12:44:27,831 - INFO - Training: cls_zice: 143.83973643321863; reg_zipnll: -86.98714578388542; aux_mae_loss_1: 174.4356335772584; aux_mae_loss_2: 27.178382393540137; cnt_loss: 54.11754267736776; +2025-06-02 12:44:27,832 - INFO - Evaluation: +Curr mae: 163.4032; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 283.5327; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2876; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:44:27,832 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 +2025-06-02 12:45:05,396 - INFO - Training: cls_zice: 143.5858726248836; reg_zipnll: -99.84090752633202; aux_mae_loss_1: 173.57714394070456; aux_mae_loss_2: 27.39559220951914; cnt_loss: 58.44398570534409; +2025-06-02 12:45:05,396 - INFO - Evaluation: +Curr mae: 135.6633; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 234.5084; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2180; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:45:05,397 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 +2025-06-02 12:45:42,807 - INFO - Training: cls_zice: 144.68133619447417; reg_zipnll: -116.53924086236006; aux_mae_loss_1: 175.41511141543356; aux_mae_loss_2: 27.462992143946767; cnt_loss: 55.80730784965667; +2025-06-02 12:45:42,807 - INFO - Evaluation: +Curr mae: 171.1726; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 256.4124; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.3233; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:45:42,807 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 +2025-06-02 12:46:20,213 - INFO - Training: cls_zice: 138.7367595015772; reg_zipnll: -91.55028736986071; aux_mae_loss_1: 170.56144481936826; aux_mae_loss_2: 26.557711923359246; cnt_loss: 53.55384966237656; +2025-06-02 12:46:20,214 - INFO - Evaluation: +Curr mae: 150.2700; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 263.8849; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2246; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:46:20,214 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 +2025-06-02 12:46:57,448 - INFO - Training: cls_zice: 140.91247869327367; reg_zipnll: -104.74147272425772; aux_mae_loss_1: 177.213484606206; aux_mae_loss_2: 28.129590874476147; cnt_loss: 58.06604125799722; +2025-06-02 12:46:57,448 - INFO - Evaluation: +Curr mae: 129.9809; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 234.3289; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2245; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:46:57,448 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 +2025-06-02 12:47:35,165 - INFO - Training: cls_zice: 141.8541788770663; reg_zipnll: -104.97264494485412; aux_mae_loss_1: 173.88125115198804; aux_mae_loss_2: 27.465245518463338; cnt_loss: 57.31745619489657; +2025-06-02 12:47:35,166 - INFO - Evaluation: +Curr mae: 232.4922; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 380.6296; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.3854; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:47:35,166 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 +2025-06-02 12:48:12,526 - INFO - Training: cls_zice: 137.9579251396735; reg_zipnll: -104.8663528139228; aux_mae_loss_1: 171.3510621683487; aux_mae_loss_2: 26.663132977011976; cnt_loss: 52.53464024272186; +2025-06-02 12:48:12,526 - INFO - Evaluation: +Curr mae: 153.7623; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 274.9453; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2300; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:48:12,527 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 +2025-06-02 12:48:50,005 - INFO - Training: cls_zice: 153.9228094745156; reg_zipnll: -104.03228034720516; aux_mae_loss_1: 178.7301934349616; aux_mae_loss_2: 28.06528070588775; cnt_loss: 59.09924018935652; +2025-06-02 12:48:50,006 - INFO - Evaluation: +Curr mae: 160.9894; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 260.5614; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2977; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:48:50,006 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 +2025-06-02 12:49:27,594 - INFO - Training: cls_zice: 148.7228954390974; reg_zipnll: -111.82617822861829; aux_mae_loss_1: 180.44116882930527; aux_mae_loss_2: 28.56091148805934; cnt_loss: 59.40086869372438; +2025-06-02 12:49:27,595 - INFO - Evaluation: +Curr mae: 167.8966; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 273.9498; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2654; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:49:27,595 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 +2025-06-02 12:50:05,250 - INFO - Training: cls_zice: 144.21385117082406; reg_zipnll: -120.9926754907267; aux_mae_loss_1: 177.63422373588512; aux_mae_loss_2: 27.986088929586852; cnt_loss: 59.311003564998806; +2025-06-02 12:50:05,250 - INFO - Evaluation: +Curr mae: 138.2523; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 232.6030; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2318; Best nae: 0.1889; 0.1979; 0.2049; 0.2051; 0.2144; + + + +2025-06-02 12:50:05,250 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 +2025-06-02 12:50:42,459 - INFO - Training: cls_zice: 140.3422081549436; reg_zipnll: -102.37994023506215; aux_mae_loss_1: 170.43962779266155; aux_mae_loss_2: 26.602011225870903; cnt_loss: 52.65375251643705; +2025-06-02 12:50:42,492 - INFO - Evaluation: +Curr mae: 130.1011; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 226.5183; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2003; Best nae: 0.1889; 0.1979; 0.2003; 0.2049; 0.2051; + + + +2025-06-02 12:50:42,492 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 +2025-06-02 12:51:20,075 - INFO - Training: cls_zice: 145.66407361567414; reg_zipnll: -126.45258606664392; aux_mae_loss_1: 177.70950054648696; aux_mae_loss_2: 27.990595274413657; cnt_loss: 59.027399562052544; +2025-06-02 12:51:20,076 - INFO - Evaluation: +Curr mae: 154.7962; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 259.8187; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2469; Best nae: 0.1889; 0.1979; 0.2003; 0.2049; 0.2051; + + + +2025-06-02 12:51:20,076 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 +2025-06-02 12:51:57,594 - INFO - Training: cls_zice: 142.8548552658384; reg_zipnll: -83.74147604001278; aux_mae_loss_1: 172.98610015262832; aux_mae_loss_2: 26.947326142266885; cnt_loss: 53.38423534418573; +2025-06-02 12:51:57,595 - INFO - Evaluation: +Curr mae: 156.8049; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 282.1503; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2313; Best nae: 0.1889; 0.1979; 0.2003; 0.2049; 0.2051; + + + +2025-06-02 12:51:57,595 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 +2025-06-02 12:52:34,965 - INFO - Training: cls_zice: 145.70491319618478; reg_zipnll: -93.07486453277386; aux_mae_loss_1: 175.87064376730004; aux_mae_loss_2: 27.712935068749434; cnt_loss: 57.40330156111559; +2025-06-02 12:52:34,966 - INFO - Evaluation: +Curr mae: 160.0001; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 282.1859; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2323; Best nae: 0.1889; 0.1979; 0.2003; 0.2049; 0.2051; + + + +2025-06-02 12:52:34,966 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 +2025-06-02 12:53:12,557 - INFO - Training: cls_zice: 150.48378038722157; reg_zipnll: -94.57077020683036; aux_mae_loss_1: 179.44392031233832; aux_mae_loss_2: 28.46228748599425; cnt_loss: 62.26542282104492; +2025-06-02 12:53:12,558 - INFO - Evaluation: +Curr mae: 143.8098; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 252.1468; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 220.4073; +Curr nae: 0.2490; Best nae: 0.1889; 0.1979; 0.2003; 0.2049; 0.2051; + + + +2025-06-02 12:53:12,558 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 +2025-06-02 12:53:49,803 - INFO - Training: cls_zice: 136.51939490615138; reg_zipnll: -70.28874302541973; aux_mae_loss_1: 173.27074983104174; aux_mae_loss_2: 27.25271675918276; cnt_loss: 55.62332784261135; +2025-06-02 12:53:49,835 - INFO - Evaluation: +Curr mae: 135.4063; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 219.5783; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 219.5783; +Curr nae: 0.2355; Best nae: 0.1889; 0.1979; 0.2003; 0.2049; 0.2051; + + + +2025-06-02 12:53:49,835 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 +2025-06-02 12:54:27,253 - INFO - Training: cls_zice: 143.69966964216422; reg_zipnll: -131.86710582505788; aux_mae_loss_1: 176.88929470643302; aux_mae_loss_2: 27.66354833059753; cnt_loss: 53.09967826691685; +2025-06-02 12:54:27,254 - INFO - Evaluation: +Curr mae: 165.6649; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 301.8176; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 219.5783; +Curr nae: 0.3581; Best nae: 0.1889; 0.1979; 0.2003; 0.2049; 0.2051; + + + +2025-06-02 12:54:27,254 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 +2025-06-02 12:55:04,766 - INFO - Training: cls_zice: 145.19713957578142; reg_zipnll: -125.02935107654294; aux_mae_loss_1: 177.65340787369684; aux_mae_loss_2: 27.518540243439325; cnt_loss: 52.98070466123669; +2025-06-02 12:55:04,767 - INFO - Evaluation: +Curr mae: 167.0953; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 297.1708; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 219.5783; +Curr nae: 0.3387; Best nae: 0.1889; 0.1979; 0.2003; 0.2049; 0.2051; + + + +2025-06-02 12:55:04,767 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 +2025-06-02 12:55:42,186 - INFO - Training: cls_zice: 141.18993698524324; reg_zipnll: -108.05675192700316; aux_mae_loss_1: 177.0623112356426; aux_mae_loss_2: 28.137320253233245; cnt_loss: 59.889036784898366; +2025-06-02 12:55:42,187 - INFO - Evaluation: +Curr mae: 150.6151; Best mae: 120.0194; 122.2811; 125.9089; 127.3363; 127.3858; +Curr rmse: 282.0568; Best rmse: 198.7837; 211.6654; 212.5603; 214.3524; 219.5783; +Curr nae: 0.2628; Best nae: 0.1889; 0.1979; 0.2003; 0.2049; 0.2051; + + + +2025-06-02 12:55:42,187 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 +2025-06-02 12:56:19,787 - INFO - Training: cls_zice: 141.3953572582725; reg_zipnll: -113.990627617236; aux_mae_loss_1: 172.31423869354046; aux_mae_loss_2: 26.68903689352882; cnt_loss: 50.34067839818285; +2025-06-02 12:56:19,917 - INFO - Evaluation: +Curr mae: 117.5103; Best mae: 117.5103; 120.0194; 122.2811; 125.9089; 127.3363; +Curr rmse: 202.5221; Best rmse: 198.7837; 202.5221; 211.6654; 212.5603; 214.3524; +Curr nae: 0.1850; Best nae: 0.1850; 0.1889; 0.1979; 0.2003; 0.2049; + + + +2025-06-02 12:56:19,917 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 +2025-06-02 12:56:57,182 - INFO - Training: cls_zice: 138.4193517167047; reg_zipnll: -107.31613079601566; aux_mae_loss_1: 169.4338517346919; aux_mae_loss_2: 26.00047823924892; cnt_loss: 48.77020341986852; +2025-06-02 12:56:57,425 - INFO - Evaluation: +Curr mae: 169.3281; Best mae: 117.5103; 120.0194; 122.2811; 125.9089; 127.3363; +Curr rmse: 313.3949; Best rmse: 198.7837; 202.5221; 211.6654; 212.5603; 214.3524; +Curr nae: 0.2445; Best nae: 0.1850; 0.1889; 0.1979; 0.2003; 0.2049; + + + +2025-06-02 12:56:57,425 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 +2025-06-02 12:57:34,742 - INFO - Training: cls_zice: 140.11734304364944; reg_zipnll: -125.99606525976927; aux_mae_loss_1: 170.80015498281315; aux_mae_loss_2: 26.320011246283322; cnt_loss: 52.14960511314948; +2025-06-02 12:57:34,743 - INFO - Evaluation: +Curr mae: 129.1968; Best mae: 117.5103; 120.0194; 122.2811; 125.9089; 127.3363; +Curr rmse: 219.5068; Best rmse: 198.7837; 202.5221; 211.6654; 212.5603; 214.3524; +Curr nae: 0.2177; Best nae: 0.1850; 0.1889; 0.1979; 0.2003; 0.2049; + + + +2025-06-02 12:57:34,743 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 +2025-06-02 12:58:12,450 - INFO - Training: cls_zice: 140.13359410873312; reg_zipnll: -128.63863283119454; aux_mae_loss_1: 170.41756914151426; aux_mae_loss_2: 26.354317481944104; cnt_loss: 51.0064062535368; +2025-06-02 12:58:12,451 - INFO - Evaluation: +Curr mae: 197.8051; Best mae: 117.5103; 120.0194; 122.2811; 125.9089; 127.3363; +Curr rmse: 340.5952; Best rmse: 198.7837; 202.5221; 211.6654; 212.5603; 214.3524; +Curr nae: 0.2859; Best nae: 0.1850; 0.1889; 0.1979; 0.2003; 0.2049; + + + +2025-06-02 12:58:12,451 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 +2025-06-02 12:58:49,898 - INFO - Training: cls_zice: 139.62544871955518; reg_zipnll: -107.59296236606623; aux_mae_loss_1: 169.62991807950254; aux_mae_loss_2: 25.690035441063888; cnt_loss: 45.73586832134929; +2025-06-02 12:58:49,964 - INFO - Evaluation: +Curr mae: 125.2838; Best mae: 117.5103; 120.0194; 122.2811; 125.2838; 125.9089; +Curr rmse: 230.3576; Best rmse: 198.7837; 202.5221; 211.6654; 212.5603; 214.3524; +Curr nae: 0.1817; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 12:58:49,964 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 +2025-06-02 12:59:27,301 - INFO - Training: cls_zice: 142.13289030971907; reg_zipnll: -102.45416734708066; aux_mae_loss_1: 169.97200694305218; aux_mae_loss_2: 25.880501980813133; cnt_loss: 47.91336229463287; +2025-06-02 12:59:27,301 - INFO - Evaluation: +Curr mae: 151.4031; Best mae: 117.5103; 120.0194; 122.2811; 125.2838; 125.9089; +Curr rmse: 258.1132; Best rmse: 198.7837; 202.5221; 211.6654; 212.5603; 214.3524; +Curr nae: 0.2596; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 12:59:27,302 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 +2025-06-02 13:00:05,592 - INFO - Training: cls_zice: 142.01572250214633; reg_zipnll: -131.70208282660175; aux_mae_loss_1: 173.9352377076812; aux_mae_loss_2: 27.156342297989802; cnt_loss: 54.93685784876741; +2025-06-02 13:00:05,593 - INFO - Evaluation: +Curr mae: 133.1947; Best mae: 117.5103; 120.0194; 122.2811; 125.2838; 125.9089; +Curr rmse: 219.9071; Best rmse: 198.7837; 202.5221; 211.6654; 212.5603; 214.3524; +Curr nae: 0.2230; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:00:05,593 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 +2025-06-02 13:00:43,304 - INFO - Training: cls_zice: 164.41412714775035; reg_zipnll: -124.26528590878114; aux_mae_loss_1: 187.48951589824347; aux_mae_loss_2: 29.99791636056458; cnt_loss: 66.50103582293782; +2025-06-02 13:00:43,305 - INFO - Evaluation: +Curr mae: 152.7223; Best mae: 117.5103; 120.0194; 122.2811; 125.2838; 125.9089; +Curr rmse: 257.6574; Best rmse: 198.7837; 202.5221; 211.6654; 212.5603; 214.3524; +Curr nae: 0.2568; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:00:43,305 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 +2025-06-02 13:01:20,782 - INFO - Training: cls_zice: 142.61331328335189; reg_zipnll: -107.19728745214196; aux_mae_loss_1: 173.25754147965387; aux_mae_loss_2: 26.645942309044845; cnt_loss: 51.99054610966057; +2025-06-02 13:01:20,899 - INFO - Evaluation: +Curr mae: 122.5061; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 202.7837; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2022; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:01:20,900 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 +2025-06-02 13:01:58,326 - INFO - Training: cls_zice: 137.6609764857008; reg_zipnll: -109.472083660151; aux_mae_loss_1: 166.67204441297923; aux_mae_loss_2: 25.2300920170664; cnt_loss: 45.71857262289287; +2025-06-02 13:01:58,327 - INFO - Evaluation: +Curr mae: 155.0367; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 253.3818; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2595; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:01:58,327 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 +2025-06-02 13:02:35,743 - INFO - Training: cls_zice: 141.325545885705; reg_zipnll: -126.87176315989716; aux_mae_loss_1: 171.79321556849195; aux_mae_loss_2: 26.248589585159; cnt_loss: 48.68058697277347; +2025-06-02 13:02:35,743 - INFO - Evaluation: +Curr mae: 145.4280; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 261.6592; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2290; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:02:35,743 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 +2025-06-02 13:03:13,240 - INFO - Training: cls_zice: 138.8869711389605; reg_zipnll: -93.6274498187943; aux_mae_loss_1: 165.88272453459683; aux_mae_loss_2: 25.351052858971602; cnt_loss: 46.98563374904607; +2025-06-02 13:03:13,241 - INFO - Evaluation: +Curr mae: 141.3371; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 256.1776; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2154; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:03:13,241 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 +2025-06-02 13:03:50,918 - INFO - Training: cls_zice: 138.38569636060703; reg_zipnll: -99.96188441017605; aux_mae_loss_1: 166.3523929419107; aux_mae_loss_2: 25.202609813765974; cnt_loss: 42.70267683622853; +2025-06-02 13:03:50,919 - INFO - Evaluation: +Curr mae: 138.4629; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 244.7452; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2102; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:03:51,002 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 +2025-06-02 13:04:28,470 - INFO - Training: cls_zice: 142.43000068411922; reg_zipnll: -136.56489026151746; aux_mae_loss_1: 174.03830976675678; aux_mae_loss_2: 26.867468423401284; cnt_loss: 53.68136916886892; +2025-06-02 13:04:28,471 - INFO - Evaluation: +Curr mae: 145.7427; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 236.0556; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2519; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:04:28,471 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 +2025-06-02 13:05:05,969 - INFO - Training: cls_zice: 139.6136739617152; reg_zipnll: -99.68266723329658; aux_mae_loss_1: 167.13056576962504; aux_mae_loss_2: 25.21093479687015; cnt_loss: 46.16308949956831; +2025-06-02 13:05:05,969 - INFO - Evaluation: +Curr mae: 164.0058; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 271.1010; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2828; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:05:05,969 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 +2025-06-02 13:05:43,792 - INFO - Training: cls_zice: 138.34604134464897; reg_zipnll: -104.95001938169365; aux_mae_loss_1: 166.91097668780395; aux_mae_loss_2: 25.45531147205277; cnt_loss: 45.657056050584806; +2025-06-02 13:05:43,792 - INFO - Evaluation: +Curr mae: 134.8128; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 229.2015; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2100; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:05:43,792 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 +2025-06-02 13:06:21,236 - INFO - Training: cls_zice: 142.17591327389346; reg_zipnll: -99.59433721074994; aux_mae_loss_1: 168.2782697867084; aux_mae_loss_2: 25.461785689095; cnt_loss: 45.595953941345215; +2025-06-02 13:06:21,237 - INFO - Evaluation: +Curr mae: 135.5881; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 240.9447; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2353; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:06:21,237 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 +2025-06-02 13:06:58,789 - INFO - Training: cls_zice: 137.80312765513034; reg_zipnll: -91.56036874632173; aux_mae_loss_1: 166.1753441513769; aux_mae_loss_2: 25.417352859547595; cnt_loss: 48.18404509689634; +2025-06-02 13:06:58,790 - INFO - Evaluation: +Curr mae: 142.4114; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2838; +Curr rmse: 243.3670; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2315; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:06:58,790 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 +2025-06-02 13:07:36,254 - INFO - Training: cls_zice: 141.60281879854517; reg_zipnll: -111.74962962068469; aux_mae_loss_1: 168.01480926109465; aux_mae_loss_2: 25.51147846196661; cnt_loss: 43.55763372838103; +2025-06-02 13:07:36,286 - INFO - Evaluation: +Curr mae: 125.2016; Best mae: 117.5103; 120.0194; 122.2811; 122.5061; 125.2016; +Curr rmse: 221.0114; Best rmse: 198.7837; 202.5221; 202.7837; 211.6654; 212.5603; +Curr nae: 0.2018; Best nae: 0.1817; 0.1850; 0.1889; 0.1979; 0.2003; + + + +2025-06-02 13:07:36,286 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 +2025-06-02 13:08:14,012 - INFO - Training: cls_zice: 141.95400124354077; reg_zipnll: -118.7834795452901; aux_mae_loss_1: 167.69159233649046; aux_mae_loss_2: 25.627045972457786; cnt_loss: 47.410014998833866; +2025-06-02 13:08:14,130 - INFO - Evaluation: +Curr mae: 116.8587; Best mae: 116.8587; 117.5103; 120.0194; 122.2811; 122.5061; +Curr rmse: 192.7784; Best rmse: 192.7784; 198.7837; 202.5221; 202.7837; 211.6654; +Curr nae: 0.1868; Best nae: 0.1817; 0.1850; 0.1868; 0.1889; 0.1979; + + + +2025-06-02 13:08:14,130 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 +2025-06-02 13:08:51,865 - INFO - Training: cls_zice: 137.52954359244038; reg_zipnll: -90.83944792463289; aux_mae_loss_1: 170.4233879948294; aux_mae_loss_2: 26.519009937513744; cnt_loss: 52.300736610463126; +2025-06-02 13:08:51,866 - INFO - Evaluation: +Curr mae: 214.9999; Best mae: 116.8587; 117.5103; 120.0194; 122.2811; 122.5061; +Curr rmse: 442.5178; Best rmse: 192.7784; 198.7837; 202.5221; 202.7837; 211.6654; +Curr nae: 0.3494; Best nae: 0.1817; 0.1850; 0.1868; 0.1889; 0.1979; + + + +2025-06-02 13:08:51,866 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 +2025-06-02 13:09:29,312 - INFO - Training: cls_zice: 144.77348954156534; reg_zipnll: -120.1783035606738; aux_mae_loss_1: 175.9918532213628; aux_mae_loss_2: 27.127380377409473; cnt_loss: 52.299068526716425; +2025-06-02 13:09:29,312 - INFO - Evaluation: +Curr mae: 129.1587; Best mae: 116.8587; 117.5103; 120.0194; 122.2811; 122.5061; +Curr rmse: 219.8972; Best rmse: 192.7784; 198.7837; 202.5221; 202.7837; 211.6654; +Curr nae: 0.2076; Best nae: 0.1817; 0.1850; 0.1868; 0.1889; 0.1979; + + + +2025-06-02 13:09:29,312 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 +2025-06-02 13:10:06,390 - INFO - Training: cls_zice: 140.7405160941825; reg_zipnll: -111.15479624034553; aux_mae_loss_1: 166.50807745725115; aux_mae_loss_2: 24.901780033743144; cnt_loss: 42.487510377997594; +2025-06-02 13:10:06,391 - INFO - Evaluation: +Curr mae: 136.5230; Best mae: 116.8587; 117.5103; 120.0194; 122.2811; 122.5061; +Curr rmse: 229.8280; Best rmse: 192.7784; 198.7837; 202.5221; 202.7837; 211.6654; +Curr nae: 0.2287; Best nae: 0.1817; 0.1850; 0.1868; 0.1889; 0.1979; + + + +2025-06-02 13:10:06,391 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 +2025-06-02 13:10:44,762 - INFO - Training: cls_zice: 141.79864001747788; reg_zipnll: -137.8147050465969; aux_mae_loss_1: 169.55536449508162; aux_mae_loss_2: 25.642531837059174; cnt_loss: 43.917694470740315; +2025-06-02 13:10:44,763 - INFO - Evaluation: +Curr mae: 148.9405; Best mae: 116.8587; 117.5103; 120.0194; 122.2811; 122.5061; +Curr rmse: 267.1076; Best rmse: 192.7784; 198.7837; 202.5221; 202.7837; 211.6654; +Curr nae: 0.2166; Best nae: 0.1817; 0.1850; 0.1868; 0.1889; 0.1979; + + + +2025-06-02 13:10:44,763 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 +2025-06-02 13:11:22,381 - INFO - Training: cls_zice: 140.8202704625414; reg_zipnll: -105.03621228325446; aux_mae_loss_1: 166.9780243122025; aux_mae_loss_2: 25.289637805610305; cnt_loss: 42.74457791309483; +2025-06-02 13:11:22,498 - INFO - Evaluation: +Curr mae: 111.3616; Best mae: 111.3616; 116.8587; 117.5103; 120.0194; 122.2811; +Curr rmse: 185.3319; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.1736; Best nae: 0.1736; 0.1817; 0.1850; 0.1868; 0.1889; + + + +2025-06-02 13:11:22,498 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 +2025-06-02 13:11:59,635 - INFO - Training: cls_zice: 143.05895949357392; reg_zipnll: -116.0987901940251; aux_mae_loss_1: 167.9264475841396; aux_mae_loss_2: 25.34809910224763; cnt_loss: 45.41965559776256; +2025-06-02 13:11:59,636 - INFO - Evaluation: +Curr mae: 134.1031; Best mae: 111.3616; 116.8587; 117.5103; 120.0194; 122.2811; +Curr rmse: 225.5126; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.2148; Best nae: 0.1736; 0.1817; 0.1850; 0.1868; 0.1889; + + + +2025-06-02 13:11:59,636 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 +2025-06-02 13:12:37,363 - INFO - Training: cls_zice: 140.4910323793525; reg_zipnll: -115.09421454044367; aux_mae_loss_1: 167.3349374430069; aux_mae_loss_2: 25.364161320869496; cnt_loss: 46.90374342811029; +2025-06-02 13:12:37,364 - INFO - Evaluation: +Curr mae: 132.0910; Best mae: 111.3616; 116.8587; 117.5103; 120.0194; 122.2811; +Curr rmse: 216.3670; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.2391; Best nae: 0.1736; 0.1817; 0.1850; 0.1868; 0.1889; + + + +2025-06-02 13:12:37,364 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 +2025-06-02 13:13:14,875 - INFO - Training: cls_zice: 138.9180163200328; reg_zipnll: -118.59398705438272; aux_mae_loss_1: 166.0209239429196; aux_mae_loss_2: 25.258830297861667; cnt_loss: 43.669761802976495; +2025-06-02 13:13:14,876 - INFO - Evaluation: +Curr mae: 140.1701; Best mae: 111.3616; 116.8587; 117.5103; 120.0194; 122.2811; +Curr rmse: 231.3457; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.2410; Best nae: 0.1736; 0.1817; 0.1850; 0.1868; 0.1889; + + + +2025-06-02 13:13:14,876 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 +2025-06-02 13:13:52,468 - INFO - Training: cls_zice: 137.5802918869928; reg_zipnll: -117.6685891246164; aux_mae_loss_1: 165.0730606483308; aux_mae_loss_2: 24.690062087103232; cnt_loss: 41.807868979624565; +2025-06-02 13:13:52,469 - INFO - Evaluation: +Curr mae: 133.7265; Best mae: 111.3616; 116.8587; 117.5103; 120.0194; 122.2811; +Curr rmse: 225.7282; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.2379; Best nae: 0.1736; 0.1817; 0.1850; 0.1868; 0.1889; + + + +2025-06-02 13:13:52,469 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 +2025-06-02 13:14:30,284 - INFO - Training: cls_zice: 142.22140995556157; reg_zipnll: -131.09836220267593; aux_mae_loss_1: 168.6128391998493; aux_mae_loss_2: 25.157903633370303; cnt_loss: 41.32250230675501; +2025-06-02 13:14:30,284 - INFO - Evaluation: +Curr mae: 129.9659; Best mae: 111.3616; 116.8587; 117.5103; 120.0194; 122.2811; +Curr rmse: 226.7247; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.2077; Best nae: 0.1736; 0.1817; 0.1850; 0.1868; 0.1889; + + + +2025-06-02 13:14:30,284 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 +2025-06-02 13:15:07,684 - INFO - Training: cls_zice: 136.5381365138174; reg_zipnll: -118.47375776278263; aux_mae_loss_1: 165.7367184367401; aux_mae_loss_2: 25.174080608696336; cnt_loss: 47.00213230840418; +2025-06-02 13:15:07,684 - INFO - Evaluation: +Curr mae: 143.2326; Best mae: 111.3616; 116.8587; 117.5103; 120.0194; 122.2811; +Curr rmse: 246.4767; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.2380; Best nae: 0.1736; 0.1817; 0.1850; 0.1868; 0.1889; + + + +2025-06-02 13:15:07,684 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 +2025-06-02 13:15:44,948 - INFO - Training: cls_zice: 153.46283977079077; reg_zipnll: -103.91618228432358; aux_mae_loss_1: 177.38893895433438; aux_mae_loss_2: 27.83723637915605; cnt_loss: 55.67673683798076; +2025-06-02 13:15:44,949 - INFO - Evaluation: +Curr mae: 142.2233; Best mae: 111.3616; 116.8587; 117.5103; 120.0194; 122.2811; +Curr rmse: 259.5082; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.2516; Best nae: 0.1736; 0.1817; 0.1850; 0.1868; 0.1889; + + + +2025-06-02 13:15:44,949 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 +2025-06-02 13:16:22,557 - INFO - Training: cls_zice: 139.41053938707768; reg_zipnll: -142.55169154792432; aux_mae_loss_1: 166.70595398959733; aux_mae_loss_2: 25.12165867256013; cnt_loss: 41.93634244148305; +2025-06-02 13:16:22,558 - INFO - Evaluation: +Curr mae: 151.6801; Best mae: 111.3616; 116.8587; 117.5103; 120.0194; 122.2811; +Curr rmse: 263.6667; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.2276; Best nae: 0.1736; 0.1817; 0.1850; 0.1868; 0.1889; + + + +2025-06-02 13:16:22,558 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 +2025-06-02 13:16:59,724 - INFO - Training: cls_zice: 138.9853637139529; reg_zipnll: -108.60486775834039; aux_mae_loss_1: 166.50126834894647; aux_mae_loss_2: 24.95771267871983; cnt_loss: 44.18174297762233; +2025-06-02 13:16:59,790 - INFO - Evaluation: +Curr mae: 117.7039; Best mae: 111.3616; 116.8587; 117.5103; 117.7039; 120.0194; +Curr rmse: 215.3564; Best rmse: 185.3319; 192.7784; 198.7837; 202.5221; 202.7837; +Curr nae: 0.1726; Best nae: 0.1726; 0.1736; 0.1817; 0.1850; 0.1868; + + + +2025-06-02 13:16:59,790 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 +2025-06-02 13:17:37,039 - INFO - Training: cls_zice: 137.61538481554447; reg_zipnll: -100.61553581818839; aux_mae_loss_1: 162.15732089415292; aux_mae_loss_2: 24.122849603362432; cnt_loss: 40.3809545719071; +2025-06-02 13:17:37,168 - INFO - Evaluation: +Curr mae: 115.3586; Best mae: 111.3616; 115.3586; 116.8587; 117.5103; 117.7039; +Curr rmse: 197.6243; Best rmse: 185.3319; 192.7784; 197.6243; 198.7837; 202.5221; +Curr nae: 0.1791; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1850; + + + +2025-06-02 13:17:37,168 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 +2025-06-02 13:18:14,683 - INFO - Training: cls_zice: 137.13837688016577; reg_zipnll: -103.84258143949192; aux_mae_loss_1: 162.21531803560572; aux_mae_loss_2: 24.066374374541226; cnt_loss: 38.5833761328893; +2025-06-02 13:18:14,684 - INFO - Evaluation: +Curr mae: 154.9859; Best mae: 111.3616; 115.3586; 116.8587; 117.5103; 117.7039; +Curr rmse: 261.6927; Best rmse: 185.3319; 192.7784; 197.6243; 198.7837; 202.5221; +Curr nae: 0.2545; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1850; + + + +2025-06-02 13:18:14,684 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 +2025-06-02 13:18:52,578 - INFO - Training: cls_zice: 137.9803367134751; reg_zipnll: -145.61673845202716; aux_mae_loss_1: 166.546734386722; aux_mae_loss_2: 24.88098742630308; cnt_loss: 41.19167351249038; +2025-06-02 13:18:52,674 - INFO - Evaluation: +Curr mae: 113.2388; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 117.5103; +Curr rmse: 188.7554; Best rmse: 185.3319; 188.7554; 192.7784; 197.6243; 198.7837; +Curr nae: 0.1846; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1846; + + + +2025-06-02 13:18:52,674 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 +2025-06-02 13:19:30,282 - INFO - Training: cls_zice: 149.58443759135062; reg_zipnll: -119.36976259117884; aux_mae_loss_1: 171.6931134154465; aux_mae_loss_2: 26.475628991790167; cnt_loss: 53.04563019607241; +2025-06-02 13:19:30,283 - INFO - Evaluation: +Curr mae: 154.2375; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 117.5103; +Curr rmse: 272.8850; Best rmse: 185.3319; 188.7554; 192.7784; 197.6243; 198.7837; +Curr nae: 0.2604; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1846; + + + +2025-06-02 13:19:30,283 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 +2025-06-02 13:20:08,512 - INFO - Training: cls_zice: 140.75183339150536; reg_zipnll: -129.75372985814582; aux_mae_loss_1: 170.75290492986213; aux_mae_loss_2: 26.1905772449165; cnt_loss: 48.45805884039165; +2025-06-02 13:20:08,513 - INFO - Evaluation: +Curr mae: 145.6437; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 117.5103; +Curr rmse: 265.2458; Best rmse: 185.3319; 188.7554; 192.7784; 197.6243; 198.7837; +Curr nae: 0.2182; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1846; + + + +2025-06-02 13:20:08,513 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 +2025-06-02 13:20:45,657 - INFO - Training: cls_zice: 136.664868866371; reg_zipnll: -124.24664367271575; aux_mae_loss_1: 164.31274032592773; aux_mae_loss_2: 24.65701801729518; cnt_loss: 40.807160772235186; +2025-06-02 13:20:45,690 - INFO - Evaluation: +Curr mae: 135.3373; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 117.5103; +Curr rmse: 231.9542; Best rmse: 185.3319; 188.7554; 192.7784; 197.6243; 198.7837; +Curr nae: 0.2101; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1846; + + + +2025-06-02 13:20:45,690 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 +2025-06-02 13:21:23,197 - INFO - Training: cls_zice: 139.06303928703662; reg_zipnll: -133.6236499761114; aux_mae_loss_1: 166.5105431158811; aux_mae_loss_2: 24.808210385556254; cnt_loss: 40.82002740822091; +2025-06-02 13:21:23,198 - INFO - Evaluation: +Curr mae: 128.0717; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 117.5103; +Curr rmse: 216.9772; Best rmse: 185.3319; 188.7554; 192.7784; 197.6243; 198.7837; +Curr nae: 0.2142; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1846; + + + +2025-06-02 13:21:23,198 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 +2025-06-02 13:22:00,456 - INFO - Training: cls_zice: 137.86769487999922; reg_zipnll: -107.63702179106656; aux_mae_loss_1: 164.50636407713228; aux_mae_loss_2: 24.47542928228315; cnt_loss: 41.663868026228144; +2025-06-02 13:22:00,457 - INFO - Evaluation: +Curr mae: 136.1007; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 117.5103; +Curr rmse: 232.6479; Best rmse: 185.3319; 188.7554; 192.7784; 197.6243; 198.7837; +Curr nae: 0.2203; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1846; + + + +2025-06-02 13:22:00,457 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 +2025-06-02 13:22:37,991 - INFO - Training: cls_zice: 142.27019488100973; reg_zipnll: -151.28694862719402; aux_mae_loss_1: 168.54108767477882; aux_mae_loss_2: 25.295394619569084; cnt_loss: 45.09501892999308; +2025-06-02 13:22:37,992 - INFO - Evaluation: +Curr mae: 137.3303; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 117.5103; +Curr rmse: 230.6894; Best rmse: 185.3319; 188.7554; 192.7784; 197.6243; 198.7837; +Curr nae: 0.2278; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1846; + + + +2025-06-02 13:22:37,992 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 +2025-06-02 13:23:15,528 - INFO - Training: cls_zice: 137.1551557502999; reg_zipnll: -93.22078085261465; aux_mae_loss_1: 161.62408449791914; aux_mae_loss_2: 24.098055435332242; cnt_loss: 41.01847778724519; +2025-06-02 13:23:15,577 - INFO - Evaluation: +Curr mae: 121.4220; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 117.5103; +Curr rmse: 197.1280; Best rmse: 185.3319; 188.7554; 192.7784; 197.1280; 197.6243; +Curr nae: 0.1976; Best nae: 0.1726; 0.1736; 0.1791; 0.1817; 0.1846; + + + +2025-06-02 13:23:15,577 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 +2025-06-02 13:23:53,177 - INFO - Training: cls_zice: 139.4758258592214; reg_zipnll: -129.41584960988027; aux_mae_loss_1: 165.4048104191458; aux_mae_loss_2: 24.525630906717666; cnt_loss: 41.184197046898845; +2025-06-02 13:23:53,531 - INFO - Evaluation: +Curr mae: 116.9196; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 116.9196; +Curr rmse: 206.1270; Best rmse: 185.3319; 188.7554; 192.7784; 197.1280; 197.6243; +Curr nae: 0.1742; Best nae: 0.1726; 0.1736; 0.1742; 0.1791; 0.1817; + + + +2025-06-02 13:23:53,531 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 +2025-06-02 13:24:31,134 - INFO - Training: cls_zice: 137.30148101958218; reg_zipnll: -122.93794442486289; aux_mae_loss_1: 161.04957479514823; aux_mae_loss_2: 23.56932250395516; cnt_loss: 36.78525445950742; +2025-06-02 13:24:31,135 - INFO - Evaluation: +Curr mae: 124.9726; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 116.9196; +Curr rmse: 206.6609; Best rmse: 185.3319; 188.7554; 192.7784; 197.1280; 197.6243; +Curr nae: 0.2150; Best nae: 0.1726; 0.1736; 0.1742; 0.1791; 0.1817; + + + +2025-06-02 13:24:31,135 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 +2025-06-02 13:25:08,415 - INFO - Training: cls_zice: 139.05818562791836; reg_zipnll: -152.33729109858834; aux_mae_loss_1: 165.56087145268523; aux_mae_loss_2: 24.626246578646022; cnt_loss: 38.636526695150415; +2025-06-02 13:25:08,416 - INFO - Evaluation: +Curr mae: 131.6711; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 116.9196; +Curr rmse: 227.0587; Best rmse: 185.3319; 188.7554; 192.7784; 197.1280; 197.6243; +Curr nae: 0.2085; Best nae: 0.1726; 0.1736; 0.1742; 0.1791; 0.1817; + + + +2025-06-02 13:25:08,416 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 +2025-06-02 13:25:46,190 - INFO - Training: cls_zice: 138.1312973388773; reg_zipnll: -116.30732448527355; aux_mae_loss_1: 163.30427824108807; aux_mae_loss_2: 24.31898060223914; cnt_loss: 39.908147780311026; +2025-06-02 13:25:46,190 - INFO - Evaluation: +Curr mae: 144.2274; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 116.9196; +Curr rmse: 245.0447; Best rmse: 185.3319; 188.7554; 192.7784; 197.1280; 197.6243; +Curr nae: 0.2374; Best nae: 0.1726; 0.1736; 0.1742; 0.1791; 0.1817; + + + +2025-06-02 13:25:46,190 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 +2025-06-02 13:26:23,101 - INFO - Training: cls_zice: 133.46256575679146; reg_zipnll: -98.31373516613284; aux_mae_loss_1: 156.2826198299989; aux_mae_loss_2: 22.89183522533897; cnt_loss: 35.24058653345171; +2025-06-02 13:26:23,102 - INFO - Evaluation: +Curr mae: 131.6756; Best mae: 111.3616; 113.2388; 115.3586; 116.8587; 116.9196; +Curr rmse: 226.0930; Best rmse: 185.3319; 188.7554; 192.7784; 197.1280; 197.6243; +Curr nae: 0.2061; Best nae: 0.1726; 0.1736; 0.1742; 0.1791; 0.1817; + + + +2025-06-02 13:26:23,102 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 +2025-06-02 13:27:00,343 - INFO - Training: cls_zice: 138.40983733120345; reg_zipnll: -129.44306552962752; aux_mae_loss_1: 162.6660745885988; aux_mae_loss_2: 23.915294912477204; cnt_loss: 36.436481703196144; +2025-06-02 13:27:00,467 - INFO - Evaluation: +Curr mae: 107.6591; Best mae: 107.6591; 111.3616; 113.2388; 115.3586; 116.8587; +Curr rmse: 179.6192; Best rmse: 179.6192; 185.3319; 188.7554; 192.7784; 197.1280; +Curr nae: 0.1691; Best nae: 0.1691; 0.1726; 0.1736; 0.1742; 0.1791; + + + +2025-06-02 13:27:00,467 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 +2025-06-02 13:27:37,489 - INFO - Training: cls_zice: 133.08102929828974; reg_zipnll: -116.3845780732616; aux_mae_loss_1: 158.81906436137015; aux_mae_loss_2: 23.25670438728585; cnt_loss: 35.62346519381795; +2025-06-02 13:27:37,490 - INFO - Evaluation: +Curr mae: 133.0758; Best mae: 107.6591; 111.3616; 113.2388; 115.3586; 116.8587; +Curr rmse: 230.7636; Best rmse: 179.6192; 185.3319; 188.7554; 192.7784; 197.1280; +Curr nae: 0.2211; Best nae: 0.1691; 0.1726; 0.1736; 0.1742; 0.1791; + + + +2025-06-02 13:27:37,490 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 +2025-06-02 13:28:15,025 - INFO - Training: cls_zice: 140.6553041066555; reg_zipnll: -146.45649548713735; aux_mae_loss_1: 165.21256928096543; aux_mae_loss_2: 24.36513212974498; cnt_loss: 39.652415496624066; +2025-06-02 13:28:15,026 - INFO - Evaluation: +Curr mae: 129.3262; Best mae: 107.6591; 111.3616; 113.2388; 115.3586; 116.8587; +Curr rmse: 212.6546; Best rmse: 179.6192; 185.3319; 188.7554; 192.7784; 197.1280; +Curr nae: 0.2261; Best nae: 0.1691; 0.1726; 0.1736; 0.1742; 0.1791; + + + +2025-06-02 13:28:15,026 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 +2025-06-02 13:28:52,488 - INFO - Training: cls_zice: 137.06351592209165; reg_zipnll: -119.73521411971541; aux_mae_loss_1: 160.29272127467274; aux_mae_loss_2: 23.36573912765806; cnt_loss: 35.45769812413399; +2025-06-02 13:28:52,488 - INFO - Evaluation: +Curr mae: 163.5549; Best mae: 107.6591; 111.3616; 113.2388; 115.3586; 116.8587; +Curr rmse: 261.8359; Best rmse: 179.6192; 185.3319; 188.7554; 192.7784; 197.1280; +Curr nae: 0.2880; Best nae: 0.1691; 0.1726; 0.1736; 0.1742; 0.1791; + + + +2025-06-02 13:28:52,488 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 +2025-06-02 13:29:30,128 - INFO - Training: cls_zice: 138.99897265907944; reg_zipnll: -124.15735842218463; aux_mae_loss_1: 162.34117409409276; aux_mae_loss_2: 23.79025066451521; cnt_loss: 37.27132363982548; +2025-06-02 13:29:30,273 - INFO - Evaluation: +Curr mae: 107.5674; Best mae: 107.5674; 107.6591; 111.3616; 113.2388; 115.3586; +Curr rmse: 179.9484; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 192.7784; +Curr nae: 0.1721; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:29:30,273 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 +2025-06-02 13:30:08,062 - INFO - Training: cls_zice: 136.91115607962703; reg_zipnll: -110.87883363180603; aux_mae_loss_1: 160.41373620443787; aux_mae_loss_2: 23.48855880712042; cnt_loss: 36.17705000946853; +2025-06-02 13:30:08,106 - INFO - Evaluation: +Curr mae: 113.5042; Best mae: 107.5674; 107.6591; 111.3616; 113.2388; 113.5042; +Curr rmse: 195.6194; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 192.7784; +Curr nae: 0.1763; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:30:08,106 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 +2025-06-02 13:30:45,453 - INFO - Training: cls_zice: 135.46307894725672; reg_zipnll: -115.47468427317033; aux_mae_loss_1: 161.86027592538997; aux_mae_loss_2: 23.826079444379996; cnt_loss: 37.25452966879535; +2025-06-02 13:30:45,454 - INFO - Evaluation: +Curr mae: 134.7635; Best mae: 107.5674; 107.6591; 111.3616; 113.2388; 113.5042; +Curr rmse: 224.7543; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 192.7784; +Curr nae: 0.2255; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:30:45,454 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 +2025-06-02 13:31:22,736 - INFO - Training: cls_zice: 139.64464422567002; reg_zipnll: -100.96294941175853; aux_mae_loss_1: 160.81714013712295; aux_mae_loss_2: 23.49289216426824; cnt_loss: 38.73719843176027; +2025-06-02 13:31:22,737 - INFO - Evaluation: +Curr mae: 123.2911; Best mae: 107.5674; 107.6591; 111.3616; 113.2388; 113.5042; +Curr rmse: 216.8784; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 192.7784; +Curr nae: 0.1929; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:31:22,737 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 +2025-06-02 13:32:00,238 - INFO - Training: cls_zice: 137.6349664397587; reg_zipnll: -101.35947535053783; aux_mae_loss_1: 158.84357634285428; aux_mae_loss_2: 23.167168295146613; cnt_loss: 34.24983061228367; +2025-06-02 13:32:00,239 - INFO - Evaluation: +Curr mae: 125.5085; Best mae: 107.5674; 107.6591; 111.3616; 113.2388; 113.5042; +Curr rmse: 217.7897; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 192.7784; +Curr nae: 0.2006; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:32:00,239 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 +2025-06-02 13:32:38,087 - INFO - Training: cls_zice: 138.5027240222653; reg_zipnll: -114.1849798493038; aux_mae_loss_1: 160.42028409439996; aux_mae_loss_2: 23.255074431564633; cnt_loss: 34.85650017403609; +2025-06-02 13:32:38,088 - INFO - Evaluation: +Curr mae: 131.8063; Best mae: 107.5674; 107.6591; 111.3616; 113.2388; 113.5042; +Curr rmse: 243.7101; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 192.7784; +Curr nae: 0.1989; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:32:38,088 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 +2025-06-02 13:33:15,591 - INFO - Training: cls_zice: 138.20781365451433; reg_zipnll: -128.12059677831385; aux_mae_loss_1: 161.42210095134; aux_mae_loss_2: 23.456915179625252; cnt_loss: 33.31010798902701; +2025-06-02 13:33:15,673 - INFO - Evaluation: +Curr mae: 113.0893; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 190.5980; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1850; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:33:15,673 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 +2025-06-02 13:33:53,071 - INFO - Training: cls_zice: 137.50673766483536; reg_zipnll: -118.4526941286807; aux_mae_loss_1: 162.7396348359569; aux_mae_loss_2: 23.77522178675165; cnt_loss: 37.23943758958223; +2025-06-02 13:33:53,072 - INFO - Evaluation: +Curr mae: 120.9869; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 212.4412; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2025; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:33:53,072 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 +2025-06-02 13:34:30,657 - INFO - Training: cls_zice: 137.65824931820498; reg_zipnll: -124.9233272628279; aux_mae_loss_1: 161.7525856068592; aux_mae_loss_2: 23.755767948580104; cnt_loss: 38.250085218063255; +2025-06-02 13:34:30,657 - INFO - Evaluation: +Curr mae: 114.0232; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 200.5535; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1822; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:34:30,657 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 +2025-06-02 13:35:08,933 - INFO - Training: cls_zice: 135.867949984721; reg_zipnll: -107.9229228164976; aux_mae_loss_1: 159.40656674618754; aux_mae_loss_2: 23.361037513278177; cnt_loss: 36.06126716436929; +2025-06-02 13:35:08,934 - INFO - Evaluation: +Curr mae: 129.7749; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 230.1964; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1943; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:35:09,017 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 +2025-06-02 13:35:46,987 - INFO - Training: cls_zice: 139.92298621373462; reg_zipnll: -104.7251815164326; aux_mae_loss_1: 159.9431567413128; aux_mae_loss_2: 23.060164123181476; cnt_loss: 33.34521898370705; +2025-06-02 13:35:46,988 - INFO - Evaluation: +Curr mae: 122.1317; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 216.9882; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1887; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:35:46,988 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 +2025-06-02 13:36:24,593 - INFO - Training: cls_zice: 136.83839110822868; reg_zipnll: -123.60836404206736; aux_mae_loss_1: 161.20918491186686; aux_mae_loss_2: 23.45320877176247; cnt_loss: 33.326737018610466; +2025-06-02 13:36:24,594 - INFO - Evaluation: +Curr mae: 136.3422; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 224.7835; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2295; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:36:24,594 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 +2025-06-02 13:37:01,892 - INFO - Training: cls_zice: 135.7948672060935; reg_zipnll: -117.6665884232679; aux_mae_loss_1: 158.97256555620407; aux_mae_loss_2: 23.17848902190758; cnt_loss: 33.67381772300266; +2025-06-02 13:37:01,893 - INFO - Evaluation: +Curr mae: 143.9361; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 238.3988; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2437; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:37:01,893 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 +2025-06-02 13:37:39,411 - INFO - Training: cls_zice: 139.2935580070445; reg_zipnll: -127.61196545733522; aux_mae_loss_1: 161.9595255567538; aux_mae_loss_2: 23.728799939945045; cnt_loss: 36.28245456645031; +2025-06-02 13:37:39,412 - INFO - Evaluation: +Curr mae: 136.1981; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 221.4994; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2445; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:37:39,412 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 +2025-06-02 13:38:16,598 - INFO - Training: cls_zice: 134.48147560271207; reg_zipnll: -106.02188730555655; aux_mae_loss_1: 156.83554077148438; aux_mae_loss_2: 22.600035490579163; cnt_loss: 32.756831879647365; +2025-06-02 13:38:16,599 - INFO - Evaluation: +Curr mae: 123.3397; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 210.3264; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1996; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:38:16,599 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 +2025-06-02 13:38:54,337 - INFO - Training: cls_zice: 138.09135687114386; reg_zipnll: -113.60981426491642; aux_mae_loss_1: 160.32583219010309; aux_mae_loss_2: 23.348116401015528; cnt_loss: 33.76847771777223; +2025-06-02 13:38:54,338 - INFO - Evaluation: +Curr mae: 130.6637; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 225.5078; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2077; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:38:54,338 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 +2025-06-02 13:39:31,870 - INFO - Training: cls_zice: 138.27703564372283; reg_zipnll: -111.52857695825843; aux_mae_loss_1: 159.5623876811653; aux_mae_loss_2: 22.96157307024823; cnt_loss: 33.82917820381013; +2025-06-02 13:39:31,870 - INFO - Evaluation: +Curr mae: 125.2911; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 208.6231; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2103; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:39:31,870 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 +2025-06-02 13:40:09,171 - INFO - Training: cls_zice: 137.0153201526364; reg_zipnll: -114.84120132749443; aux_mae_loss_1: 160.33984657944433; aux_mae_loss_2: 23.098549785992958; cnt_loss: 31.42809353758957; +2025-06-02 13:40:09,172 - INFO - Evaluation: +Curr mae: 129.5747; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 217.2394; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2234; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:40:09,172 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 +2025-06-02 13:40:47,020 - INFO - Training: cls_zice: 136.40334709116954; reg_zipnll: -127.89911987923628; aux_mae_loss_1: 160.9367466099215; aux_mae_loss_2: 23.435875021069254; cnt_loss: 37.01243308364161; +2025-06-02 13:40:47,020 - INFO - Evaluation: +Curr mae: 129.0087; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 219.3678; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2266; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:40:47,021 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 +2025-06-02 13:41:24,152 - INFO - Training: cls_zice: 135.2238209705479; reg_zipnll: -106.37542336823924; aux_mae_loss_1: 156.83564839142048; aux_mae_loss_2: 22.54624579600151; cnt_loss: 32.526199969234845; +2025-06-02 13:41:24,153 - INFO - Evaluation: +Curr mae: 123.5476; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 211.8620; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1921; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:41:24,153 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 +2025-06-02 13:42:01,790 - INFO - Training: cls_zice: 136.7349284974155; reg_zipnll: -110.30166274822311; aux_mae_loss_1: 158.89953486966772; aux_mae_loss_2: 23.058334344270214; cnt_loss: 34.861469091958554; +2025-06-02 13:42:01,791 - INFO - Evaluation: +Curr mae: 116.2211; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 197.4083; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1836; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:42:01,791 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 +2025-06-02 13:42:39,209 - INFO - Training: cls_zice: 139.40798328728076; reg_zipnll: -113.49202096699089; aux_mae_loss_1: 160.71674988601382; aux_mae_loss_2: 23.283020139530006; cnt_loss: 31.57099782867937; +2025-06-02 13:42:39,210 - INFO - Evaluation: +Curr mae: 127.0356; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 214.7302; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2044; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:42:39,210 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 +2025-06-02 13:43:16,663 - INFO - Training: cls_zice: 130.67303847003456; reg_zipnll: -101.41332742552095; aux_mae_loss_1: 153.37339532612177; aux_mae_loss_2: 21.95920542533824; cnt_loss: 30.498624331114307; +2025-06-02 13:43:16,664 - INFO - Evaluation: +Curr mae: 131.1075; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 221.8927; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2216; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:43:16,664 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 +2025-06-02 13:43:53,801 - INFO - Training: cls_zice: 133.62767263753526; reg_zipnll: -104.02378969003033; aux_mae_loss_1: 155.74215465823545; aux_mae_loss_2: 22.453142153506246; cnt_loss: 34.147291050841474; +2025-06-02 13:43:53,802 - INFO - Evaluation: +Curr mae: 122.5404; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 206.8953; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1990; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:43:53,802 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 +2025-06-02 13:44:31,836 - INFO - Training: cls_zice: 136.75567940213034; reg_zipnll: -134.59022769549034; aux_mae_loss_1: 161.9911338856678; aux_mae_loss_2: 23.657335180320487; cnt_loss: 32.04408442895144; +2025-06-02 13:44:31,837 - INFO - Evaluation: +Curr mae: 121.5962; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 214.8614; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1834; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:44:31,837 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 +2025-06-02 13:45:09,566 - INFO - Training: cls_zice: 135.13716471589953; reg_zipnll: -96.43653383318163; aux_mae_loss_1: 155.49836897692143; aux_mae_loss_2: 22.384071299571865; cnt_loss: 31.248366911679703; +2025-06-02 13:45:09,566 - INFO - Evaluation: +Curr mae: 126.9084; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 221.7534; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1993; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:45:09,567 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 +2025-06-02 13:45:46,871 - INFO - Training: cls_zice: 135.20398040165176; reg_zipnll: -108.02198906450081; aux_mae_loss_1: 157.54198703386925; aux_mae_loss_2: 22.938808529582246; cnt_loss: 32.494570466856295; +2025-06-02 13:45:46,872 - INFO - Evaluation: +Curr mae: 123.3073; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 208.1027; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2027; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:45:46,872 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 +2025-06-02 13:46:24,268 - INFO - Training: cls_zice: 136.59924265880457; reg_zipnll: -116.38479797413807; aux_mae_loss_1: 157.37503476174462; aux_mae_loss_2: 22.62009849927283; cnt_loss: 30.831884440996788; +2025-06-02 13:46:24,269 - INFO - Evaluation: +Curr mae: 118.4605; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 203.1970; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1905; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:46:24,269 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 +2025-06-02 13:47:01,533 - INFO - Training: cls_zice: 135.05514470788816; reg_zipnll: -83.33572933373861; aux_mae_loss_1: 155.85275175081972; aux_mae_loss_2: 22.354916067312885; cnt_loss: 31.44860981947539; +2025-06-02 13:47:01,534 - INFO - Evaluation: +Curr mae: 122.6943; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 214.1147; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1888; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:47:01,534 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 +2025-06-02 13:47:39,149 - INFO - Training: cls_zice: 136.21119803624438; reg_zipnll: -113.07714879118055; aux_mae_loss_1: 157.07296348723355; aux_mae_loss_2: 22.84292641696551; cnt_loss: 33.264355312120045; +2025-06-02 13:47:39,151 - INFO - Evaluation: +Curr mae: 137.4227; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 235.8025; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2345; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:47:39,151 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 +2025-06-02 13:48:16,683 - INFO - Training: cls_zice: 135.58036591990893; reg_zipnll: -141.70441075508168; aux_mae_loss_1: 159.53791169930767; aux_mae_loss_2: 23.301728097018817; cnt_loss: 33.54740248926428; +2025-06-02 13:48:16,683 - INFO - Evaluation: +Curr mae: 136.1414; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 239.3210; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2104; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:48:16,683 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 +2025-06-02 13:48:54,214 - INFO - Training: cls_zice: 136.20954711863536; reg_zipnll: -127.03240843008686; aux_mae_loss_1: 158.9909228899621; aux_mae_loss_2: 22.97461142129456; cnt_loss: 32.72854250787899; +2025-06-02 13:48:54,215 - INFO - Evaluation: +Curr mae: 140.4682; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 243.4435; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2191; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:48:54,215 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 +2025-06-02 13:49:31,559 - INFO - Training: cls_zice: 136.9137905449267; reg_zipnll: -139.4594314398355; aux_mae_loss_1: 160.25178224677282; aux_mae_loss_2: 22.9688322244101; cnt_loss: 29.86668541889317; +2025-06-02 13:49:31,559 - INFO - Evaluation: +Curr mae: 126.0147; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 218.9579; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1995; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:49:31,559 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 +2025-06-02 13:50:09,021 - INFO - Training: cls_zice: 136.50033660282364; reg_zipnll: -131.58367017404922; aux_mae_loss_1: 158.28997150951665; aux_mae_loss_2: 22.719820306790584; cnt_loss: 30.709638390320027; +2025-06-02 13:50:09,022 - INFO - Evaluation: +Curr mae: 122.8545; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 208.3004; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1966; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:50:09,022 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 +2025-06-02 13:50:46,825 - INFO - Training: cls_zice: 135.18474767065996; reg_zipnll: -95.60811535412113; aux_mae_loss_1: 154.9746761953594; aux_mae_loss_2: 22.02741324191062; cnt_loss: 29.207615050259015; +2025-06-02 13:50:46,826 - INFO - Evaluation: +Curr mae: 126.4506; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 217.1491; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2031; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:50:46,826 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 +2025-06-02 13:51:24,449 - INFO - Training: cls_zice: 136.54424523359893; reg_zipnll: -127.79243793866492; aux_mae_loss_1: 158.29312952306887; aux_mae_loss_2: 22.680325299698787; cnt_loss: 30.192051116993884; +2025-06-02 13:51:24,450 - INFO - Evaluation: +Curr mae: 115.8704; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 194.5970; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1883; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:51:24,450 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 +2025-06-02 13:52:01,755 - INFO - Training: cls_zice: 136.85183720241318; reg_zipnll: -122.94144296961905; aux_mae_loss_1: 158.38486955655333; aux_mae_loss_2: 22.67592479377393; cnt_loss: 30.580273009293915; +2025-06-02 13:52:01,756 - INFO - Evaluation: +Curr mae: 127.9562; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 217.5279; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2092; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:52:01,756 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 +2025-06-02 13:52:39,323 - INFO - Training: cls_zice: 136.43244742084022; reg_zipnll: -131.97351107060516; aux_mae_loss_1: 159.9208785808639; aux_mae_loss_2: 23.05739685715429; cnt_loss: 30.479656971053572; +2025-06-02 13:52:39,323 - INFO - Evaluation: +Curr mae: 116.3227; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 194.6642; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1901; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:52:39,323 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 +2025-06-02 13:53:16,881 - INFO - Training: cls_zice: 136.0150152042212; reg_zipnll: -134.23233670746254; aux_mae_loss_1: 160.3491305925988; aux_mae_loss_2: 23.084431490361297; cnt_loss: 30.207744156287994; +2025-06-02 13:53:16,882 - INFO - Evaluation: +Curr mae: 133.0749; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 228.5974; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2148; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:53:16,882 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 +2025-06-02 13:53:54,275 - INFO - Training: cls_zice: 135.70280891064778; reg_zipnll: -105.14192521808953; aux_mae_loss_1: 157.32499533141686; aux_mae_loss_2: 22.515248020753166; cnt_loss: 30.541309261953593; +2025-06-02 13:53:54,276 - INFO - Evaluation: +Curr mae: 128.6487; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 222.5471; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2070; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:53:54,276 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 +2025-06-02 13:54:31,584 - INFO - Training: cls_zice: 134.73187806590502; reg_zipnll: -120.44870706267704; aux_mae_loss_1: 158.5800168372148; aux_mae_loss_2: 22.900090767058316; cnt_loss: 33.43670239353811; +2025-06-02 13:54:31,585 - INFO - Evaluation: +Curr mae: 122.6616; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 212.8641; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1930; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:54:31,585 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 +2025-06-02 13:55:08,979 - INFO - Training: cls_zice: 133.0941293476433; reg_zipnll: -118.55875576095076; aux_mae_loss_1: 154.80872734019297; aux_mae_loss_2: 22.344982178795416; cnt_loss: 31.352980288448713; +2025-06-02 13:55:08,980 - INFO - Evaluation: +Curr mae: 124.8159; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 215.2996; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1943; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:55:08,980 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 +2025-06-02 13:55:46,381 - INFO - Training: cls_zice: 134.97481481286863; reg_zipnll: -104.55435181295636; aux_mae_loss_1: 155.9050208590678; aux_mae_loss_2: 22.319945828014653; cnt_loss: 30.01289642409773; +2025-06-02 13:55:46,382 - INFO - Evaluation: +Curr mae: 123.1182; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 212.9359; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1897; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:55:46,382 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 +2025-06-02 13:56:23,619 - INFO - Training: cls_zice: 133.88347801309547; reg_zipnll: -108.52997734372978; aux_mae_loss_1: 156.35047210289153; aux_mae_loss_2: 22.483240563348428; cnt_loss: 32.139762518421705; +2025-06-02 13:56:23,620 - INFO - Evaluation: +Curr mae: 128.2047; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 223.4414; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2036; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:56:23,620 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 +2025-06-02 13:57:01,153 - INFO - Training: cls_zice: 144.9496949808487; reg_zipnll: -124.25687045924711; aux_mae_loss_1: 165.26742745708947; aux_mae_loss_2: 24.425757332353403; cnt_loss: 39.39640612318026; +2025-06-02 13:57:01,154 - INFO - Evaluation: +Curr mae: 124.7975; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 215.7255; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1998; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:57:01,154 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 +2025-06-02 13:57:38,663 - INFO - Training: cls_zice: 135.41647465181666; reg_zipnll: -151.4739605227843; aux_mae_loss_1: 159.69825401053524; aux_mae_loss_2: 23.26299476623535; cnt_loss: 32.60128185449057; +2025-06-02 13:57:38,663 - INFO - Evaluation: +Curr mae: 125.0246; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 217.0399; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2001; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:57:38,664 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 +2025-06-02 13:58:16,406 - INFO - Training: cls_zice: 138.94292263005744; reg_zipnll: -136.24727094410272; aux_mae_loss_1: 160.6423910279937; aux_mae_loss_2: 23.249164044462294; cnt_loss: 32.865657408505875; +2025-06-02 13:58:16,407 - INFO - Evaluation: +Curr mae: 121.5571; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 209.0586; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1964; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:58:16,407 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 +2025-06-02 13:58:53,807 - INFO - Training: cls_zice: 139.5454732377008; reg_zipnll: -138.28855603578074; aux_mae_loss_1: 162.31340395693746; aux_mae_loss_2: 23.603328066945867; cnt_loss: 33.12975881273383; +2025-06-02 13:58:53,808 - INFO - Evaluation: +Curr mae: 121.3725; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 212.6981; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1873; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:58:53,808 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 +2025-06-02 13:59:31,489 - INFO - Training: cls_zice: 134.86318151208738; reg_zipnll: -134.0680339889021; aux_mae_loss_1: 158.43172823672262; aux_mae_loss_2: 22.688152174286493; cnt_loss: 29.220073529426625; +2025-06-02 13:59:31,490 - INFO - Evaluation: +Curr mae: 125.1066; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 217.5077; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1977; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 13:59:31,490 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 +2025-06-02 14:00:08,781 - INFO - Training: cls_zice: 139.11767646334818; reg_zipnll: -130.41619427156763; aux_mae_loss_1: 159.8813392184428; aux_mae_loss_2: 22.983520034133203; cnt_loss: 31.404545916626784; +2025-06-02 14:00:08,782 - INFO - Evaluation: +Curr mae: 115.4105; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 200.2335; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1793; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:00:08,782 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 +2025-06-02 14:00:46,352 - INFO - Training: cls_zice: 142.4673519260836; reg_zipnll: -121.90961167670244; aux_mae_loss_1: 171.75184333245485; aux_mae_loss_2: 26.62718018790744; cnt_loss: 50.70680972598247; +2025-06-02 14:00:46,352 - INFO - Evaluation: +Curr mae: 182.2923; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 335.3464; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2506; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:00:46,352 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 +2025-06-02 14:01:23,823 - INFO - Training: cls_zice: 143.94711159712432; reg_zipnll: -111.24236672761424; aux_mae_loss_1: 175.57924561153183; aux_mae_loss_2: 27.746974982962705; cnt_loss: 59.76917627473541; +2025-06-02 14:01:23,824 - INFO - Evaluation: +Curr mae: 139.7806; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 248.1613; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2017; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:01:23,824 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 +2025-06-02 14:02:01,282 - INFO - Training: cls_zice: 146.23196737024168; reg_zipnll: -103.23373649294014; aux_mae_loss_1: 176.25746222994974; aux_mae_loss_2: 27.642789278598812; cnt_loss: 58.168032380918795; +2025-06-02 14:02:01,283 - INFO - Evaluation: +Curr mae: 172.4280; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 333.5166; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.3190; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:02:01,283 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 +2025-06-02 14:02:39,023 - INFO - Training: cls_zice: 142.04094476257728; reg_zipnll: -113.80373532251016; aux_mae_loss_1: 171.71272116149498; aux_mae_loss_2: 26.686677174852385; cnt_loss: 52.45386113552068; +2025-06-02 14:02:39,024 - INFO - Evaluation: +Curr mae: 194.7725; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 337.9503; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.3411; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:02:39,024 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 +2025-06-02 14:03:16,305 - INFO - Training: cls_zice: 141.69246749372672; reg_zipnll: -128.48040846009917; aux_mae_loss_1: 172.12414293099712; aux_mae_loss_2: 26.81405338388405; cnt_loss: 52.71783882419005; +2025-06-02 14:03:16,306 - INFO - Evaluation: +Curr mae: 146.7212; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 268.6993; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2166; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:03:16,306 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 +2025-06-02 14:03:53,523 - INFO - Training: cls_zice: 137.30460835134747; reg_zipnll: -96.1469727383544; aux_mae_loss_1: 168.62217358721801; aux_mae_loss_2: 26.214829539621114; cnt_loss: 52.98533163639094; +2025-06-02 14:03:53,524 - INFO - Evaluation: +Curr mae: 197.0398; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 314.0948; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.3342; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:03:53,524 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 +2025-06-02 14:04:31,010 - INFO - Training: cls_zice: 141.05237849658687; reg_zipnll: -111.2700329269005; aux_mae_loss_1: 170.8666656190986; aux_mae_loss_2: 26.378854486326507; cnt_loss: 50.47461543809499; +2025-06-02 14:04:31,010 - INFO - Evaluation: +Curr mae: 141.9903; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 271.1140; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2379; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:04:31,010 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 +2025-06-02 14:05:08,363 - INFO - Training: cls_zice: 144.967996003612; reg_zipnll: -113.84329624681283; aux_mae_loss_1: 174.91493068467702; aux_mae_loss_2: 27.342555690285387; cnt_loss: 54.03201343839532; +2025-06-02 14:05:08,363 - INFO - Evaluation: +Curr mae: 119.8490; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 204.2212; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1906; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:05:08,363 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 +2025-06-02 14:05:45,902 - INFO - Training: cls_zice: 140.5054186385199; reg_zipnll: -137.71006483115897; aux_mae_loss_1: 176.02821284414128; aux_mae_loss_2: 27.72533292328285; cnt_loss: 57.24283952902484; +2025-06-02 14:05:45,903 - INFO - Evaluation: +Curr mae: 120.4704; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 198.7489; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1811; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:05:45,903 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 +2025-06-02 14:06:23,637 - INFO - Training: cls_zice: 144.88378704146834; reg_zipnll: -117.48198047536889; aux_mae_loss_1: 176.40721110160777; aux_mae_loss_2: 27.72505598510338; cnt_loss: 56.32209253626944; +2025-06-02 14:06:23,638 - INFO - Evaluation: +Curr mae: 152.9428; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 254.9149; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2597; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:06:23,723 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 +2025-06-02 14:07:01,500 - INFO - Training: cls_zice: 141.8072226821192; reg_zipnll: -134.799971245772; aux_mae_loss_1: 174.6934748264338; aux_mae_loss_2: 27.294852882031574; cnt_loss: 53.25902348954156; +2025-06-02 14:07:01,500 - INFO - Evaluation: +Curr mae: 172.6894; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 286.4927; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2714; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:07:01,500 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 +2025-06-02 14:07:38,910 - INFO - Training: cls_zice: 142.4723904085475; reg_zipnll: -94.58253769527208; aux_mae_loss_1: 169.87123608115493; aux_mae_loss_2: 26.358524916187818; cnt_loss: 54.77128383813315; +2025-06-02 14:07:38,911 - INFO - Evaluation: +Curr mae: 145.7519; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 243.8451; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2415; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:07:38,911 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 +2025-06-02 14:08:16,379 - INFO - Training: cls_zice: 140.5478568045509; reg_zipnll: -125.72486147343717; aux_mae_loss_1: 172.39543793533022; aux_mae_loss_2: 26.794807402503412; cnt_loss: 53.290003921811945; +2025-06-02 14:08:16,380 - INFO - Evaluation: +Curr mae: 127.1291; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 223.0037; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2099; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:08:16,380 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 +2025-06-02 14:08:53,761 - INFO - Training: cls_zice: 140.24647244080802; reg_zipnll: -98.71704903975228; aux_mae_loss_1: 168.63734145511856; aux_mae_loss_2: 25.953028678894043; cnt_loss: 51.08140973223756; +2025-06-02 14:08:53,762 - INFO - Evaluation: +Curr mae: 208.5699; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 412.6803; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.4904; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:08:53,762 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 +2025-06-02 14:09:31,147 - INFO - Training: cls_zice: 142.65746464003; reg_zipnll: -73.87851615931025; aux_mae_loss_1: 168.41842615999133; aux_mae_loss_2: 26.057299115010444; cnt_loss: 53.16151170541119; +2025-06-02 14:09:31,147 - INFO - Evaluation: +Curr mae: 241.2589; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 381.3335; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.4009; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:09:31,147 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 +2025-06-02 14:10:08,694 - INFO - Training: cls_zice: 138.81070610703222; reg_zipnll: -108.8129992011367; aux_mae_loss_1: 168.5248692493565; aux_mae_loss_2: 25.960000777086673; cnt_loss: 51.169977756525505; +2025-06-02 14:10:08,695 - INFO - Evaluation: +Curr mae: 227.2732; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 363.1994; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.4842; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:10:08,695 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 +2025-06-02 14:10:46,411 - INFO - Training: cls_zice: 137.8308851482063; reg_zipnll: -122.568865959218; aux_mae_loss_1: 169.6745364460724; aux_mae_loss_2: 26.27688502002236; cnt_loss: 49.42842468994343; +2025-06-02 14:10:46,411 - INFO - Evaluation: +Curr mae: 208.0095; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 347.5730; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.3437; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:10:46,411 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 +2025-06-02 14:11:23,828 - INFO - Training: cls_zice: 139.5965264175112; reg_zipnll: -106.96607352250459; aux_mae_loss_1: 169.91455083177578; aux_mae_loss_2: 26.42164787393532; cnt_loss: 52.275947817114016; +2025-06-02 14:11:23,830 - INFO - Evaluation: +Curr mae: 149.7499; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 248.0532; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2777; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:11:23,830 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 +2025-06-02 14:12:01,446 - INFO - Training: cls_zice: 140.53204694331086; reg_zipnll: -98.45554062546483; aux_mae_loss_1: 169.69153387814958; aux_mae_loss_2: 26.049215942029132; cnt_loss: 52.31924177005591; +2025-06-02 14:12:01,446 - INFO - Evaluation: +Curr mae: 169.6147; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 286.1705; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.3270; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:12:01,447 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 +2025-06-02 14:12:39,050 - INFO - Training: cls_zice: 140.80309871648322; reg_zipnll: -116.25133840295652; aux_mae_loss_1: 170.21976304212154; aux_mae_loss_2: 25.91110289491565; cnt_loss: 48.94416147194161; +2025-06-02 14:12:39,051 - INFO - Evaluation: +Curr mae: 139.9216; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 244.7184; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1893; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:12:39,051 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 +2025-06-02 14:13:16,444 - INFO - Training: cls_zice: 137.88415691552572; reg_zipnll: -102.4413678409248; aux_mae_loss_1: 164.55471488497903; aux_mae_loss_2: 24.891152792419028; cnt_loss: 45.276668946474594; +2025-06-02 14:13:16,445 - INFO - Evaluation: +Curr mae: 149.8429; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 275.1096; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2243; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:13:16,445 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 +2025-06-02 14:13:53,810 - INFO - Training: cls_zice: 137.66061431682664; reg_zipnll: -115.70701552384736; aux_mae_loss_1: 166.94643973041053; aux_mae_loss_2: 25.462663025256024; cnt_loss: 50.058618798161184; +2025-06-02 14:13:53,811 - INFO - Evaluation: +Curr mae: 151.9920; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 270.0073; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2511; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:13:53,811 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 +2025-06-02 14:14:31,278 - INFO - Training: cls_zice: 141.33797995459955; reg_zipnll: -114.80276830306906; aux_mae_loss_1: 170.76835177592093; aux_mae_loss_2: 26.45992553786726; cnt_loss: 52.0846037201534; +2025-06-02 14:14:31,279 - INFO - Evaluation: +Curr mae: 200.4358; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 386.6929; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.3965; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:14:31,279 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 +2025-06-02 14:15:08,867 - INFO - Training: cls_zice: 139.70236529419753; reg_zipnll: -101.72292437774456; aux_mae_loss_1: 169.85387289287237; aux_mae_loss_2: 26.136852712820698; cnt_loss: 50.64685201013325; +2025-06-02 14:15:08,867 - INFO - Evaluation: +Curr mae: 142.2429; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 233.4782; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2469; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:15:08,868 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 +2025-06-02 14:15:46,209 - INFO - Training: cls_zice: 141.15880248720282; reg_zipnll: -90.60488059189146; aux_mae_loss_1: 168.79039648194976; aux_mae_loss_2: 25.451905061077596; cnt_loss: 46.384731753772456; +2025-06-02 14:15:46,210 - INFO - Evaluation: +Curr mae: 135.3075; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 228.4024; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2269; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:15:46,210 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 +2025-06-02 14:16:23,750 - INFO - Training: cls_zice: 141.2937998992718; reg_zipnll: -96.45715554344733; aux_mae_loss_1: 169.1588375268393; aux_mae_loss_2: 25.867484705337624; cnt_loss: 49.356835725291674; +2025-06-02 14:16:23,751 - INFO - Evaluation: +Curr mae: 236.9827; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 391.6902; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.3770; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:16:23,751 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 +2025-06-02 14:17:01,212 - INFO - Training: cls_zice: 143.26441846935955; reg_zipnll: -116.90503354735722; aux_mae_loss_1: 171.53522759241773; aux_mae_loss_2: 26.494318772625448; cnt_loss: 50.41352544872966; +2025-06-02 14:17:01,213 - INFO - Evaluation: +Curr mae: 124.3454; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 205.6287; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2069; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:17:01,213 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 +2025-06-02 14:17:38,729 - INFO - Training: cls_zice: 146.52019963043415; reg_zipnll: -147.25258347846025; aux_mae_loss_1: 177.9041483291727; aux_mae_loss_2: 27.854793201219167; cnt_loss: 57.933552369376685; +2025-06-02 14:17:38,730 - INFO - Evaluation: +Curr mae: 150.8715; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 330.6171; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2965; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:17:38,730 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 +2025-06-02 14:18:16,254 - INFO - Training: cls_zice: 140.70698115367762; reg_zipnll: -114.34409779428647; aux_mae_loss_1: 169.0484228070998; aux_mae_loss_2: 25.931264687847616; cnt_loss: 48.73509986195343; +2025-06-02 14:18:16,254 - INFO - Evaluation: +Curr mae: 149.7052; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 271.4803; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2842; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:18:16,254 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 +2025-06-02 14:18:53,743 - INFO - Training: cls_zice: 141.75067112145834; reg_zipnll: -143.5854299684234; aux_mae_loss_1: 173.24993664065732; aux_mae_loss_2: 26.87328166203783; cnt_loss: 52.81939074219457; +2025-06-02 14:18:53,744 - INFO - Evaluation: +Curr mae: 135.5022; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 228.4461; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2269; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:18:53,744 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 +2025-06-02 14:19:31,275 - INFO - Training: cls_zice: 139.8608628329852; reg_zipnll: -111.97704494552107; aux_mae_loss_1: 168.2136213795239; aux_mae_loss_2: 25.80895216101842; cnt_loss: 47.09786971515378; +2025-06-02 14:19:31,276 - INFO - Evaluation: +Curr mae: 148.3328; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 247.7827; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2474; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:19:31,276 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 +2025-06-02 14:20:08,783 - INFO - Training: cls_zice: 139.97016929474887; reg_zipnll: -98.65256288035816; aux_mae_loss_1: 164.75483420668849; aux_mae_loss_2: 24.979201746302724; cnt_loss: 45.93121670729277; +2025-06-02 14:20:08,784 - INFO - Evaluation: +Curr mae: 129.4855; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 205.0879; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2306; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:20:08,784 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 +2025-06-02 14:20:46,708 - INFO - Training: cls_zice: 146.96588789074627; reg_zipnll: -96.23674351647989; aux_mae_loss_1: 171.54883388494025; aux_mae_loss_2: 26.297027278420153; cnt_loss: 50.57502973948093; +2025-06-02 14:20:46,709 - INFO - Evaluation: +Curr mae: 127.6455; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 234.0056; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.1915; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:20:46,709 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 +2025-06-02 14:21:24,328 - INFO - Training: cls_zice: 143.35423758803614; reg_zipnll: -122.08121421005552; aux_mae_loss_1: 174.4473786511958; aux_mae_loss_2: 27.142923361418262; cnt_loss: 53.57945493357071; +2025-06-02 14:21:24,328 - INFO - Evaluation: +Curr mae: 146.4906; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 247.2569; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2338; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:21:24,329 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 +2025-06-02 14:22:02,187 - INFO - Training: cls_zice: 138.9937076442289; reg_zipnll: -100.11594613182623; aux_mae_loss_1: 166.48237779124682; aux_mae_loss_2: 25.368700324304847; cnt_loss: 48.036553875500005; +2025-06-02 14:22:02,188 - INFO - Evaluation: +Curr mae: 146.8522; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 291.2514; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 190.5980; +Curr nae: 0.2397; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:22:02,188 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 +2025-06-02 14:22:39,606 - INFO - Training: cls_zice: 140.7463859659157; reg_zipnll: -134.23492467640253; aux_mae_loss_1: 169.65270233154297; aux_mae_loss_2: 25.805051532012737; cnt_loss: 48.25121497476338; +2025-06-02 14:22:39,637 - INFO - Evaluation: +Curr mae: 116.3138; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 188.9255; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.1959; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1742; + + + +2025-06-02 14:22:39,638 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 +2025-06-02 14:23:16,905 - INFO - Training: cls_zice: 144.78961297849946; reg_zipnll: -155.6522467389012; aux_mae_loss_1: 175.05653234822861; aux_mae_loss_2: 27.173303168341025; cnt_loss: 55.78498123497363; +2025-06-02 14:23:16,950 - INFO - Evaluation: +Curr mae: 119.2582; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 222.0614; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.1736; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:23:16,950 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 +2025-06-02 14:23:54,425 - INFO - Training: cls_zice: 141.42882878259317; reg_zipnll: -96.41893979255727; aux_mae_loss_1: 170.15284966475127; aux_mae_loss_2: 26.11573746030694; cnt_loss: 50.76383063966865; +2025-06-02 14:23:54,426 - INFO - Evaluation: +Curr mae: 149.4521; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 271.0193; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2422; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:23:54,426 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 +2025-06-02 14:24:31,908 - INFO - Training: cls_zice: 140.40639528691375; reg_zipnll: -120.08085092961393; aux_mae_loss_1: 169.59047714132348; aux_mae_loss_2: 26.103585312698062; cnt_loss: 50.09519371765339; +2025-06-02 14:24:31,909 - INFO - Evaluation: +Curr mae: 131.7577; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 241.2701; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.1888; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:24:31,909 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 +2025-06-02 14:25:09,298 - INFO - Training: cls_zice: 139.67168994928826; reg_zipnll: -101.87730323084143; aux_mae_loss_1: 170.2974625644305; aux_mae_loss_2: 26.320178335076136; cnt_loss: 51.29443890527384; +2025-06-02 14:25:09,299 - INFO - Evaluation: +Curr mae: 142.9703; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 245.0894; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2230; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:25:09,299 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 +2025-06-02 14:25:46,907 - INFO - Training: cls_zice: 140.87641505058238; reg_zipnll: -102.16553749943411; aux_mae_loss_1: 172.24315845413713; aux_mae_loss_2: 26.68537465783934; cnt_loss: 52.735156242421134; +2025-06-02 14:25:46,908 - INFO - Evaluation: +Curr mae: 308.2022; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 480.9592; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.5215; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:25:46,908 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 +2025-06-02 14:26:24,612 - INFO - Training: cls_zice: 141.41639181478135; reg_zipnll: -126.21463049326512; aux_mae_loss_1: 175.3382724484071; aux_mae_loss_2: 27.366275048413815; cnt_loss: 55.2612436812445; +2025-06-02 14:26:24,612 - INFO - Evaluation: +Curr mae: 152.0064; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 274.7170; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2253; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:26:24,613 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 +2025-06-02 14:27:02,271 - INFO - Training: cls_zice: 143.98810658233845; reg_zipnll: -120.91735957316216; aux_mae_loss_1: 174.5521745492291; aux_mae_loss_2: 27.087362422058913; cnt_loss: 52.61697709481448; +2025-06-02 14:27:02,272 - INFO - Evaluation: +Curr mae: 126.5085; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 219.7963; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.1996; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:27:02,272 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 +2025-06-02 14:27:39,735 - INFO - Training: cls_zice: 138.49756316633415; reg_zipnll: -128.15236005088352; aux_mae_loss_1: 169.12421801232344; aux_mae_loss_2: 25.85045983775562; cnt_loss: 48.842525576913594; +2025-06-02 14:27:39,736 - INFO - Evaluation: +Curr mae: 289.5602; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 601.2552; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.5686; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:27:39,779 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 +2025-06-02 14:28:17,522 - INFO - Training: cls_zice: 140.31274398904762; reg_zipnll: -120.7548584969628; aux_mae_loss_1: 168.83396194154852; aux_mae_loss_2: 26.021928869335856; cnt_loss: 50.59941575385087; +2025-06-02 14:28:17,523 - INFO - Evaluation: +Curr mae: 195.8248; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 317.9024; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.3648; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:28:17,523 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 +2025-06-02 14:28:55,497 - INFO - Training: cls_zice: 152.56387182576768; reg_zipnll: -126.26189296292942; aux_mae_loss_1: 181.37908202922898; aux_mae_loss_2: 29.13618022716598; cnt_loss: 60.7328378475265; +2025-06-02 14:28:55,498 - INFO - Evaluation: +Curr mae: 289.8163; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 706.3365; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.6368; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:28:55,498 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 +2025-06-02 14:29:33,154 - INFO - Training: cls_zice: 139.41183797571043; reg_zipnll: -114.73007457303684; aux_mae_loss_1: 167.11199349914955; aux_mae_loss_2: 25.515740748272826; cnt_loss: 47.93539887864068; +2025-06-02 14:29:33,155 - INFO - Evaluation: +Curr mae: 129.3092; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 220.4899; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2000; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:29:33,155 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 +2025-06-02 14:30:10,835 - INFO - Training: cls_zice: 141.3154639439867; reg_zipnll: -123.36325615131302; aux_mae_loss_1: 170.04206287308244; aux_mae_loss_2: 25.925356580721623; cnt_loss: 47.60583315464045; +2025-06-02 14:30:10,836 - INFO - Evaluation: +Curr mae: 140.1019; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 233.3203; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2320; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:30:10,836 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 +2025-06-02 14:30:49,450 - INFO - Training: cls_zice: 142.9685034088741; reg_zipnll: -120.89523143641996; aux_mae_loss_1: 175.1090508770469; aux_mae_loss_2: 27.138666866630906; cnt_loss: 53.776627104803424; +2025-06-02 14:30:49,451 - INFO - Evaluation: +Curr mae: 158.3059; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 258.5182; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2948; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:30:49,451 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 +2025-06-02 14:31:26,726 - INFO - Training: cls_zice: 144.77427251449484; reg_zipnll: -135.18226474484072; aux_mae_loss_1: 172.155697955201; aux_mae_loss_2: 26.502607269792367; cnt_loss: 51.1750951097501; +2025-06-02 14:31:26,727 - INFO - Evaluation: +Curr mae: 169.9773; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 271.3116; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2939; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:31:26,727 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 +2025-06-02 14:32:04,050 - INFO - Training: cls_zice: 142.97873791322013; reg_zipnll: -91.07086825844468; aux_mae_loss_1: 176.42380099264992; aux_mae_loss_2: 28.053461573771294; cnt_loss: 60.23297739344717; +2025-06-02 14:32:04,051 - INFO - Evaluation: +Curr mae: 150.7013; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 242.9276; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2780; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:32:04,051 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 +2025-06-02 14:32:42,358 - INFO - Training: cls_zice: 142.35981803540363; reg_zipnll: -126.28363325106388; aux_mae_loss_1: 173.49626280929868; aux_mae_loss_2: 26.58450380540052; cnt_loss: 51.32452666680545; +2025-06-02 14:32:42,358 - INFO - Evaluation: +Curr mae: 169.2715; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 289.1875; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.3060; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:32:42,358 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 +2025-06-02 14:33:19,715 - INFO - Training: cls_zice: 144.65193499634597; reg_zipnll: -115.15573747900149; aux_mae_loss_1: 177.2891713325551; aux_mae_loss_2: 27.539820197402246; cnt_loss: 54.535554146924554; +2025-06-02 14:33:19,716 - INFO - Evaluation: +Curr mae: 232.3797; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 374.0636; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.3927; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:33:19,716 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 +2025-06-02 14:33:57,276 - INFO - Training: cls_zice: 142.7757441792267; reg_zipnll: -141.1162632822201; aux_mae_loss_1: 171.33040361214947; aux_mae_loss_2: 26.236089093795677; cnt_loss: 52.253371636599105; +2025-06-02 14:33:57,277 - INFO - Evaluation: +Curr mae: 171.0412; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 284.5834; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2681; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:33:57,277 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 +2025-06-02 14:34:34,954 - INFO - Training: cls_zice: 143.72183204802457; reg_zipnll: -115.9115319599379; aux_mae_loss_1: 169.2413198711067; aux_mae_loss_2: 25.781374703969387; cnt_loss: 49.78943006881815; +2025-06-02 14:34:34,954 - INFO - Evaluation: +Curr mae: 146.1838; Best mae: 107.5674; 107.6591; 111.3616; 113.0893; 113.2388; +Curr rmse: 243.5373; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2558; Best nae: 0.1691; 0.1721; 0.1726; 0.1736; 0.1736; + + + +2025-06-02 14:34:34,954 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 +2025-06-02 14:35:12,570 - INFO - Training: cls_zice: 139.05842148231355; reg_zipnll: -95.0037177256401; aux_mae_loss_1: 167.96110731718557; aux_mae_loss_2: 25.88519050269727; cnt_loss: 51.82330115741452; +2025-06-02 14:35:12,646 - INFO - Evaluation: +Curr mae: 112.8313; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 193.5255; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.1726; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:35:12,646 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 +2025-06-02 14:35:50,865 - INFO - Training: cls_zice: 140.23904237052463; reg_zipnll: -114.4142942997004; aux_mae_loss_1: 168.28681086862323; aux_mae_loss_2: 25.902221787054806; cnt_loss: 50.294698159426254; +2025-06-02 14:35:50,865 - INFO - Evaluation: +Curr mae: 125.3631; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 202.2596; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2063; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:35:50,866 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 +2025-06-02 14:36:28,266 - INFO - Training: cls_zice: 138.41071531788404; reg_zipnll: -124.39479532304979; aux_mae_loss_1: 165.85893744664477; aux_mae_loss_2: 25.034252918319197; cnt_loss: 44.6848067795204; +2025-06-02 14:36:28,267 - INFO - Evaluation: +Curr mae: 155.2196; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 274.9121; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2431; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:36:28,267 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 +2025-06-02 14:37:05,710 - INFO - Training: cls_zice: 140.44236793265438; reg_zipnll: -112.77281508540476; aux_mae_loss_1: 167.91078443716694; aux_mae_loss_2: 25.68547389680976; cnt_loss: 49.9279565748; +2025-06-02 14:37:05,711 - INFO - Evaluation: +Curr mae: 155.5835; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 246.8107; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.3043; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:37:05,711 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 +2025-06-02 14:37:43,451 - INFO - Training: cls_zice: 139.49228291795743; reg_zipnll: -120.86995958492456; aux_mae_loss_1: 166.83931075342443; aux_mae_loss_2: 24.968712699334354; cnt_loss: 44.2726756215885; +2025-06-02 14:37:43,452 - INFO - Evaluation: +Curr mae: 125.9872; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 213.0660; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2074; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:37:43,537 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 +2025-06-02 14:38:21,049 - INFO - Training: cls_zice: 139.38281090843756; reg_zipnll: -97.97476097763769; aux_mae_loss_1: 165.80427950423285; aux_mae_loss_2: 25.07330613420499; cnt_loss: 47.59217790894161; +2025-06-02 14:38:21,050 - INFO - Evaluation: +Curr mae: 165.6739; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 288.6722; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2727; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:38:21,050 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 +2025-06-02 14:38:58,922 - INFO - Training: cls_zice: 139.15075624225946; reg_zipnll: -105.90937505810466; aux_mae_loss_1: 167.00394146647673; aux_mae_loss_2: 25.62306313798917; cnt_loss: 48.789455521185666; +2025-06-02 14:38:58,923 - INFO - Evaluation: +Curr mae: 229.5516; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 548.8790; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.5697; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:38:58,923 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 +2025-06-02 14:39:36,448 - INFO - Training: cls_zice: 138.12407905376512; reg_zipnll: -115.47814818881206; aux_mae_loss_1: 165.7772144544993; aux_mae_loss_2: 25.143899399713174; cnt_loss: 46.52973202838014; +2025-06-02 14:39:36,449 - INFO - Evaluation: +Curr mae: 161.4941; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 297.3478; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2546; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:39:36,449 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 +2025-06-02 14:40:13,739 - INFO - Training: cls_zice: 138.51465544795357; reg_zipnll: -112.78215743058564; aux_mae_loss_1: 164.93720341360333; aux_mae_loss_2: 25.030937794817994; cnt_loss: 46.66572523748638; +2025-06-02 14:40:13,739 - INFO - Evaluation: +Curr mae: 120.0610; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 202.7688; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.1850; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:40:13,739 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 +2025-06-02 14:40:51,104 - INFO - Training: cls_zice: 138.87288423247685; reg_zipnll: -92.07106592165714; aux_mae_loss_1: 163.31460561183903; aux_mae_loss_2: 24.479889951794352; cnt_loss: 44.051441666306246; +2025-06-02 14:40:51,105 - INFO - Evaluation: +Curr mae: 136.8955; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 248.7542; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2218; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:40:51,105 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 +2025-06-02 14:41:28,601 - INFO - Training: cls_zice: 137.8318111596518; reg_zipnll: -109.98986738722846; aux_mae_loss_1: 165.00931786543487; aux_mae_loss_2: 25.080856664291282; cnt_loss: 48.36611158484655; +2025-06-02 14:41:28,601 - INFO - Evaluation: +Curr mae: 165.1013; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 285.8188; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2582; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:41:28,601 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 +2025-06-02 14:42:06,254 - INFO - Training: cls_zice: 138.28338668520087; reg_zipnll: -90.95252628200102; aux_mae_loss_1: 164.2732251400979; aux_mae_loss_2: 24.995638942086934; cnt_loss: 45.85484769328541; +2025-06-02 14:42:06,255 - INFO - Evaluation: +Curr mae: 115.6656; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 205.9676; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.1919; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:42:06,255 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 +2025-06-02 14:42:43,966 - INFO - Training: cls_zice: 138.82507427796622; reg_zipnll: -121.06432961470244; aux_mae_loss_1: 164.52310594975555; aux_mae_loss_2: 24.61125836151325; cnt_loss: 43.61296438381372; +2025-06-02 14:42:43,967 - INFO - Evaluation: +Curr mae: 138.3574; Best mae: 107.5674; 107.6591; 111.3616; 112.8313; 113.0893; +Curr rmse: 238.5232; Best rmse: 179.6192; 179.9484; 185.3319; 188.7554; 188.9255; +Curr nae: 0.2223; Best nae: 0.1691; 0.1721; 0.1726; 0.1726; 0.1736; + + + +2025-06-02 14:42:43,967 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 +2025-06-02 14:43:22,546 - INFO - Training: cls_zice: 140.7717795466745; reg_zipnll: -134.26387987705257; aux_mae_loss_1: 168.59998543846686; aux_mae_loss_2: 25.599262376494757; cnt_loss: 47.44111261936213; +2025-06-02 14:43:22,732 - INFO - Evaluation: +Curr mae: 106.1145; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 173.5585; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1684; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:43:22,732 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 +2025-06-02 14:44:01,252 - INFO - Training: cls_zice: 137.58788794713305; reg_zipnll: -114.6647317141097; aux_mae_loss_1: 164.44048940898566; aux_mae_loss_2: 24.752853519869166; cnt_loss: 43.72765273921537; +2025-06-02 14:44:01,253 - INFO - Evaluation: +Curr mae: 127.6121; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 220.4021; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2099; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:44:01,253 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 +2025-06-02 14:44:39,178 - INFO - Training: cls_zice: 137.5772387270896; reg_zipnll: -91.23402313838731; aux_mae_loss_1: 161.15248365591694; aux_mae_loss_2: 24.008209961139602; cnt_loss: 41.588789946196094; +2025-06-02 14:44:39,179 - INFO - Evaluation: +Curr mae: 123.5617; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 202.2399; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2273; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:44:39,179 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 +2025-06-02 14:45:17,671 - INFO - Training: cls_zice: 137.77076913189416; reg_zipnll: -93.01625658502643; aux_mae_loss_1: 163.39522744488244; aux_mae_loss_2: 24.271457084756815; cnt_loss: 43.00377707449805; +2025-06-02 14:45:17,672 - INFO - Evaluation: +Curr mae: 147.8432; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 263.4325; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2217; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:45:17,672 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 +2025-06-02 14:45:54,865 - INFO - Training: cls_zice: 138.6760536598054; reg_zipnll: -105.15777752099447; aux_mae_loss_1: 165.17052388980687; aux_mae_loss_2: 25.057619448529174; cnt_loss: 46.71146463558374; +2025-06-02 14:45:54,866 - INFO - Evaluation: +Curr mae: 124.1947; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 203.7619; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2087; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:45:54,866 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 +2025-06-02 14:46:32,421 - INFO - Training: cls_zice: 135.1782196752283; reg_zipnll: -112.30676652264121; aux_mae_loss_1: 162.14734402081825; aux_mae_loss_2: 24.442985559930865; cnt_loss: 44.03707202380856; +2025-06-02 14:46:32,422 - INFO - Evaluation: +Curr mae: 189.9448; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 340.1301; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2909; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:46:32,422 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 +2025-06-02 14:47:09,844 - INFO - Training: cls_zice: 134.2835651422968; reg_zipnll: -110.21383903200264; aux_mae_loss_1: 161.57932246126086; aux_mae_loss_2: 24.31327502143304; cnt_loss: 44.22143265743129; +2025-06-02 14:47:09,844 - INFO - Evaluation: +Curr mae: 174.9346; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 304.3755; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2686; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:47:09,845 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 +2025-06-02 14:47:47,487 - INFO - Training: cls_zice: 138.0916656595192; reg_zipnll: -118.44071470980613; aux_mae_loss_1: 166.79819513788286; aux_mae_loss_2: 25.397682632042084; cnt_loss: 49.14079760873555; +2025-06-02 14:47:47,488 - INFO - Evaluation: +Curr mae: 143.5405; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 228.3519; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2517; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:47:47,488 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 +2025-06-02 14:48:24,983 - INFO - Training: cls_zice: 138.9881713311404; reg_zipnll: -104.10297688743137; aux_mae_loss_1: 163.62881201939868; aux_mae_loss_2: 24.760840299113696; cnt_loss: 45.316176856590424; +2025-06-02 14:48:24,984 - INFO - Evaluation: +Curr mae: 169.5530; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 304.3300; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2441; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:48:24,984 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 +2025-06-02 14:49:02,191 - INFO - Training: cls_zice: 138.5918299441306; reg_zipnll: -109.75990013728868; aux_mae_loss_1: 166.51901073329495; aux_mae_loss_2: 25.570244195445483; cnt_loss: 49.293340506143124; +2025-06-02 14:49:02,191 - INFO - Evaluation: +Curr mae: 143.5383; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 250.9608; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2147; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:49:02,191 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 +2025-06-02 14:49:39,771 - INFO - Training: cls_zice: 138.17970341562435; reg_zipnll: -141.40265841831436; aux_mae_loss_1: 167.9411248718666; aux_mae_loss_2: 25.599883906888646; cnt_loss: 48.91066199422672; +2025-06-02 14:49:39,771 - INFO - Evaluation: +Curr mae: 133.7679; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 259.0159; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1938; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:49:39,772 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 +2025-06-02 14:50:17,562 - INFO - Training: cls_zice: 138.7507180978131; reg_zipnll: -117.24444846601676; aux_mae_loss_1: 162.86049967885808; aux_mae_loss_2: 24.20477858284451; cnt_loss: 41.56158857787682; +2025-06-02 14:50:17,562 - INFO - Evaluation: +Curr mae: 122.5378; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 217.0689; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1892; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:50:17,562 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 +2025-06-02 14:50:55,214 - INFO - Training: cls_zice: 139.30500780825582; reg_zipnll: -123.09278003743152; aux_mae_loss_1: 166.90813622885193; aux_mae_loss_2: 25.211276098592393; cnt_loss: 45.68723459433246; +2025-06-02 14:50:55,215 - INFO - Evaluation: +Curr mae: 219.9870; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 405.5333; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.3171; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:50:55,215 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 +2025-06-02 14:51:32,759 - INFO - Training: cls_zice: 138.70096274874857; reg_zipnll: -96.16602434069905; aux_mae_loss_1: 162.81007102309474; aux_mae_loss_2: 24.36882137778579; cnt_loss: 43.808709611955855; +2025-06-02 14:51:32,760 - INFO - Evaluation: +Curr mae: 117.9986; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 200.1350; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1879; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:51:32,760 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 +2025-06-02 14:52:11,438 - INFO - Training: cls_zice: 143.66367164510766; reg_zipnll: -95.67406341729574; aux_mae_loss_1: 166.999058350822; aux_mae_loss_2: 25.51505532801546; cnt_loss: 49.79143864587443; +2025-06-02 14:52:11,439 - INFO - Evaluation: +Curr mae: 129.0267; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 225.0084; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2117; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:52:11,439 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 +2025-06-02 14:52:48,923 - INFO - Training: cls_zice: 138.06161640495654; reg_zipnll: -107.2838856273929; aux_mae_loss_1: 165.55230096475967; aux_mae_loss_2: 25.130005274387386; cnt_loss: 47.43032072711465; +2025-06-02 14:52:48,924 - INFO - Evaluation: +Curr mae: 132.5847; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 217.7254; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2117; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:52:48,924 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 +2025-06-02 14:53:26,333 - INFO - Training: cls_zice: 136.4121276463894; reg_zipnll: -135.09836243635772; aux_mae_loss_1: 164.2826222804998; aux_mae_loss_2: 24.81704584968011; cnt_loss: 47.072183552167274; +2025-06-02 14:53:26,334 - INFO - Evaluation: +Curr mae: 145.4560; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 247.2836; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2529; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:53:26,334 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 +2025-06-02 14:54:04,086 - INFO - Training: cls_zice: 136.6789184469261; reg_zipnll: -117.77358315322573; aux_mae_loss_1: 165.31151156393898; aux_mae_loss_2: 25.061570344381774; cnt_loss: 46.113459113417875; +2025-06-02 14:54:04,086 - INFO - Evaluation: +Curr mae: 157.8173; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 242.3656; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2988; Best nae: 0.1684; 0.1691; 0.1721; 0.1726; 0.1726; + + + +2025-06-02 14:54:04,086 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 +2025-06-02 14:54:41,866 - INFO - Training: cls_zice: 138.6050676762663; reg_zipnll: -113.820968735297; aux_mae_loss_1: 164.35668806366573; aux_mae_loss_2: 24.541622206075303; cnt_loss: 43.21234637064649; +2025-06-02 14:54:41,900 - INFO - Evaluation: +Curr mae: 113.1808; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 202.2721; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1710; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 14:54:41,901 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 +2025-06-02 14:55:19,966 - INFO - Training: cls_zice: 139.9347495274828; reg_zipnll: -129.6276668207535; aux_mae_loss_1: 164.9836660220923; aux_mae_loss_2: 24.85882238678585; cnt_loss: 44.73289430694075; +2025-06-02 14:55:19,967 - INFO - Evaluation: +Curr mae: 130.6527; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 218.2978; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2110; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 14:55:19,967 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 +2025-06-02 14:55:57,668 - INFO - Training: cls_zice: 141.27371804445784; reg_zipnll: -126.93901852740358; aux_mae_loss_1: 165.81492842112155; aux_mae_loss_2: 24.695589583441123; cnt_loss: 42.52337050911606; +2025-06-02 14:55:57,669 - INFO - Evaluation: +Curr mae: 124.5433; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 213.3373; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1991; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 14:55:57,669 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 +2025-06-02 14:56:35,139 - INFO - Training: cls_zice: 139.70991864741242; reg_zipnll: -130.33101329424522; aux_mae_loss_1: 167.46739611088836; aux_mae_loss_2: 25.59714590161052; cnt_loss: 47.07581951444512; +2025-06-02 14:56:35,140 - INFO - Evaluation: +Curr mae: 143.1103; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 225.1769; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2582; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 14:56:35,140 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 +2025-06-02 14:57:12,776 - INFO - Training: cls_zice: 139.77487485771937; reg_zipnll: -87.2839430625865; aux_mae_loss_1: 161.83629850678096; aux_mae_loss_2: 24.22510064990315; cnt_loss: 43.21927837978136; +2025-06-02 14:57:12,777 - INFO - Evaluation: +Curr mae: 132.9144; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 208.9911; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2218; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 14:57:12,777 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 +2025-06-02 14:57:50,267 - INFO - Training: cls_zice: 133.60396823504112; reg_zipnll: -94.46265170116298; aux_mae_loss_1: 159.73677532878142; aux_mae_loss_2: 23.957375482218154; cnt_loss: 45.502869366020555; +2025-06-02 14:57:50,268 - INFO - Evaluation: +Curr mae: 170.2555; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 291.2844; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2555; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 14:57:50,268 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 +2025-06-02 14:58:27,944 - INFO - Training: cls_zice: 141.96742731056466; reg_zipnll: -153.32460259443877; aux_mae_loss_1: 167.02866947098283; aux_mae_loss_2: 24.864053833563595; cnt_loss: 40.26390784939393; +2025-06-02 14:58:27,945 - INFO - Evaluation: +Curr mae: 123.9792; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 226.7383; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2012; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 14:58:27,945 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 +2025-06-02 14:59:05,405 - INFO - Training: cls_zice: 136.88870686411067; reg_zipnll: -109.25931257285819; aux_mae_loss_1: 164.7627397246708; aux_mae_loss_2: 24.935217257367064; cnt_loss: 46.449874707405144; +2025-06-02 14:59:05,406 - INFO - Evaluation: +Curr mae: 166.1697; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 259.3316; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2879; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 14:59:05,406 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 +2025-06-02 14:59:43,016 - INFO - Training: cls_zice: 137.90027201570422; reg_zipnll: -116.17668372905807; aux_mae_loss_1: 163.23617159609762; aux_mae_loss_2: 24.350966232501907; cnt_loss: 42.832250800353805; +2025-06-02 14:59:43,017 - INFO - Evaluation: +Curr mae: 155.5231; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 252.4245; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2516; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 14:59:43,017 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 +2025-06-02 15:00:20,422 - INFO - Training: cls_zice: 134.20643272147274; reg_zipnll: -68.33419637490582; aux_mae_loss_1: 157.7631931936504; aux_mae_loss_2: 23.35758120176808; cnt_loss: 42.430672146626655; +2025-06-02 15:00:20,423 - INFO - Evaluation: +Curr mae: 230.8599; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 616.5793; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.5048; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:00:20,423 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 +2025-06-02 15:00:57,924 - INFO - Training: cls_zice: 139.982056270372; reg_zipnll: -131.16731612098138; aux_mae_loss_1: 163.07270307730366; aux_mae_loss_2: 23.863087136224404; cnt_loss: 38.64272250876522; +2025-06-02 15:00:57,924 - INFO - Evaluation: +Curr mae: 155.8567; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 274.0730; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2574; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:00:57,924 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 +2025-06-02 15:01:35,467 - INFO - Training: cls_zice: 139.22599827848524; reg_zipnll: -128.00658944110998; aux_mae_loss_1: 166.11962008949936; aux_mae_loss_2: 25.224912851851506; cnt_loss: 47.67271342498577; +2025-06-02 15:01:35,467 - INFO - Evaluation: +Curr mae: 147.8224; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 284.8048; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2472; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:01:35,467 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 +2025-06-02 15:02:12,967 - INFO - Training: cls_zice: 135.34876405324368; reg_zipnll: -91.97232697341616; aux_mae_loss_1: 159.5597301761046; aux_mae_loss_2: 23.582518097580664; cnt_loss: 41.20516446094639; +2025-06-02 15:02:12,967 - INFO - Evaluation: +Curr mae: 170.8006; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 305.5179; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.3096; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:02:12,968 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 +2025-06-02 15:02:50,630 - INFO - Training: cls_zice: 135.1184250534765; reg_zipnll: -101.33019175118957; aux_mae_loss_1: 160.37168523017934; aux_mae_loss_2: 23.90519815407052; cnt_loss: 42.07755785430504; +2025-06-02 15:02:50,630 - INFO - Evaluation: +Curr mae: 194.8134; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 398.6643; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.3946; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:02:50,631 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 +2025-06-02 15:03:28,053 - INFO - Training: cls_zice: 140.82617930229137; reg_zipnll: -127.4313742025009; aux_mae_loss_1: 166.45047285067324; aux_mae_loss_2: 25.06756425061763; cnt_loss: 43.27922243787753; +2025-06-02 15:03:28,054 - INFO - Evaluation: +Curr mae: 174.7953; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 277.0376; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2883; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:03:28,054 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 +2025-06-02 15:04:05,278 - INFO - Training: cls_zice: 141.92716153883777; reg_zipnll: -142.85028244170132; aux_mae_loss_1: 169.94521549048014; aux_mae_loss_2: 25.814368020619778; cnt_loss: 47.120700400396686; +2025-06-02 15:04:05,278 - INFO - Evaluation: +Curr mae: 125.2021; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 211.5119; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1955; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:04:05,278 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 +2025-06-02 15:04:43,726 - INFO - Training: cls_zice: 136.29061614282872; reg_zipnll: -114.61512507508132; aux_mae_loss_1: 161.80092954319835; aux_mae_loss_2: 24.14282252456968; cnt_loss: 40.410304473725375; +2025-06-02 15:04:43,727 - INFO - Evaluation: +Curr mae: 122.5039; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 207.2838; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1978; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:04:43,727 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 +2025-06-02 15:05:21,566 - INFO - Training: cls_zice: 138.81477234695132; reg_zipnll: -113.01233716042626; aux_mae_loss_1: 163.10699528574153; aux_mae_loss_2: 24.40561070347464; cnt_loss: 43.282771855790095; +2025-06-02 15:05:21,567 - INFO - Evaluation: +Curr mae: 164.0035; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 275.6485; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2756; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:05:21,567 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 +2025-06-02 15:05:59,146 - INFO - Training: cls_zice: 141.1928968366408; reg_zipnll: -134.1033401236629; aux_mae_loss_1: 169.022232560922; aux_mae_loss_2: 25.81772456263864; cnt_loss: 52.006130982708456; +2025-06-02 15:05:59,164 - INFO - Evaluation: +Curr mae: 216.5433; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 346.9218; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.3648; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:05:59,164 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 +2025-06-02 15:06:36,718 - INFO - Training: cls_zice: 137.8785385359202; reg_zipnll: -122.0546896915562; aux_mae_loss_1: 163.846403058791; aux_mae_loss_2: 24.473336737676963; cnt_loss: 42.33842203632885; +2025-06-02 15:06:36,719 - INFO - Evaluation: +Curr mae: 133.5176; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 241.9396; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2033; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:06:36,719 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 +2025-06-02 15:07:13,966 - INFO - Training: cls_zice: 149.1205067413532; reg_zipnll: -171.82888567842394; aux_mae_loss_1: 177.23201574868713; aux_mae_loss_2: 27.48485519080762; cnt_loss: 56.215489438038; +2025-06-02 15:07:13,967 - INFO - Evaluation: +Curr mae: 119.1884; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 210.5512; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1937; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:07:13,967 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 +2025-06-02 15:07:51,594 - INFO - Training: cls_zice: 137.33296947605564; reg_zipnll: -125.34953591049901; aux_mae_loss_1: 163.67453351557648; aux_mae_loss_2: 24.227931887898222; cnt_loss: 41.71256172104387; +2025-06-02 15:07:51,595 - INFO - Evaluation: +Curr mae: 125.9571; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 221.3037; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1933; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:07:51,595 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 +2025-06-02 15:08:29,127 - INFO - Training: cls_zice: 136.77250130760748; reg_zipnll: -142.37396851596452; aux_mae_loss_1: 164.51611201810522; aux_mae_loss_2: 24.470577625249394; cnt_loss: 42.44964836449023; +2025-06-02 15:08:29,127 - INFO - Evaluation: +Curr mae: 187.7869; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 310.9309; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.3204; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:08:29,127 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 +2025-06-02 15:09:06,675 - INFO - Training: cls_zice: 136.9757358601551; reg_zipnll: -98.69809638901262; aux_mae_loss_1: 160.51815679689116; aux_mae_loss_2: 23.546624120497544; cnt_loss: 39.68282157695846; +2025-06-02 15:09:06,675 - INFO - Evaluation: +Curr mae: 140.7802; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 244.3769; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2433; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:09:06,762 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 +2025-06-02 15:09:44,271 - INFO - Training: cls_zice: 142.16413550976887; reg_zipnll: -126.88519981839009; aux_mae_loss_1: 167.20827211291584; aux_mae_loss_2: 25.35530121910651; cnt_loss: 47.34182982413184; +2025-06-02 15:09:44,272 - INFO - Evaluation: +Curr mae: 187.4405; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 290.5588; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.3424; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:09:44,272 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 +2025-06-02 15:10:21,521 - INFO - Training: cls_zice: 138.1643997849218; reg_zipnll: -111.88779126097825; aux_mae_loss_1: 163.3544963811407; aux_mae_loss_2: 24.425284019369162; cnt_loss: 43.72300594531937; +2025-06-02 15:10:21,521 - INFO - Evaluation: +Curr mae: 149.6863; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 244.2414; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2636; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:10:21,521 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 +2025-06-02 15:10:59,283 - INFO - Training: cls_zice: 136.92880334917282; reg_zipnll: -112.6215172887638; aux_mae_loss_1: 165.06129713247944; aux_mae_loss_2: 24.738581651093945; cnt_loss: 44.45731381548951; +2025-06-02 15:10:59,283 - INFO - Evaluation: +Curr mae: 143.5209; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 226.4248; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2584; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:10:59,284 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 +2025-06-02 15:11:36,966 - INFO - Training: cls_zice: 139.1814578984747; reg_zipnll: -116.94571429372623; aux_mae_loss_1: 171.32402053731957; aux_mae_loss_2: 26.418699251894918; cnt_loss: 51.64194211896682; +2025-06-02 15:11:36,966 - INFO - Evaluation: +Curr mae: 152.4205; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 245.6927; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2714; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:11:36,966 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 +2025-06-02 15:12:14,834 - INFO - Training: cls_zice: 139.59603635522703; reg_zipnll: -121.02955626178262; aux_mae_loss_1: 162.4279779598413; aux_mae_loss_2: 24.131985329634308; cnt_loss: 40.7450427030096; +2025-06-02 15:12:14,834 - INFO - Evaluation: +Curr mae: 135.3324; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 226.9537; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2524; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:12:14,834 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 +2025-06-02 15:12:52,550 - INFO - Training: cls_zice: 134.12059274888196; reg_zipnll: -117.53024679146066; aux_mae_loss_1: 160.23669211280267; aux_mae_loss_2: 23.705309463652554; cnt_loss: 41.364340567430915; +2025-06-02 15:12:52,551 - INFO - Evaluation: +Curr mae: 160.0561; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 256.3896; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2692; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:12:52,551 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 +2025-06-02 15:13:30,209 - INFO - Training: cls_zice: 134.11969832868766; reg_zipnll: -108.91219627304582; aux_mae_loss_1: 158.82203904208757; aux_mae_loss_2: 23.529157196449127; cnt_loss: 39.50951949492195; +2025-06-02 15:13:30,210 - INFO - Evaluation: +Curr mae: 138.7176; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 260.8088; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2208; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:13:30,210 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 +2025-06-02 15:14:08,579 - INFO - Training: cls_zice: 138.42961668810307; reg_zipnll: -102.4440031114793; aux_mae_loss_1: 161.77310711184873; aux_mae_loss_2: 23.931545548091663; cnt_loss: 41.64237506500143; +2025-06-02 15:14:08,580 - INFO - Evaluation: +Curr mae: 115.4068; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 194.7467; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1861; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:14:08,580 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 +2025-06-02 15:14:46,234 - INFO - Training: cls_zice: 138.80510448935806; reg_zipnll: -124.65183649631525; aux_mae_loss_1: 163.39867881118067; aux_mae_loss_2: 24.176138050508815; cnt_loss: 40.17678512800608; +2025-06-02 15:14:46,235 - INFO - Evaluation: +Curr mae: 148.5333; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 250.8541; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2513; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:14:46,235 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 +2025-06-02 15:15:23,981 - INFO - Training: cls_zice: 139.2695349889086; reg_zipnll: -124.87563131976601; aux_mae_loss_1: 162.92804394652512; aux_mae_loss_2: 24.042793071822615; cnt_loss: 40.4029551562884; +2025-06-02 15:15:23,982 - INFO - Evaluation: +Curr mae: 119.1758; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 202.3656; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1877; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:15:23,982 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 +2025-06-02 15:16:01,815 - INFO - Training: cls_zice: 135.1069000193615; reg_zipnll: -110.38534341268982; aux_mae_loss_1: 160.40380839164683; aux_mae_loss_2: 23.98492955845713; cnt_loss: 43.95791077771724; +2025-06-02 15:16:01,816 - INFO - Evaluation: +Curr mae: 149.9932; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 243.5871; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2704; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:16:01,816 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 +2025-06-02 15:16:39,315 - INFO - Training: cls_zice: 138.12314412451738; reg_zipnll: -108.40724087393048; aux_mae_loss_1: 162.88700058286554; aux_mae_loss_2: 24.2322823480265; cnt_loss: 43.79344738713953; +2025-06-02 15:16:39,315 - INFO - Evaluation: +Curr mae: 156.2385; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 254.5942; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2863; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:16:39,315 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 +2025-06-02 15:17:17,097 - INFO - Training: cls_zice: 138.64855972188988; reg_zipnll: -118.22255673945345; aux_mae_loss_1: 160.20922932403766; aux_mae_loss_2: 23.280358226094023; cnt_loss: 36.4756314801854; +2025-06-02 15:17:17,098 - INFO - Evaluation: +Curr mae: 138.3126; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 232.2333; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2414; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:17:17,098 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 +2025-06-02 15:17:54,695 - INFO - Training: cls_zice: 137.5736353539473; reg_zipnll: -171.96644192815617; aux_mae_loss_1: 164.7742385359; aux_mae_loss_2: 24.31427500895317; cnt_loss: 38.57193222740628; +2025-06-02 15:17:54,696 - INFO - Evaluation: +Curr mae: 141.2875; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 236.5141; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2237; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:17:54,696 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 +2025-06-02 15:18:32,066 - INFO - Training: cls_zice: 130.9051956404124; reg_zipnll: -102.36499987848548; aux_mae_loss_1: 154.71649581707078; aux_mae_loss_2: 22.657372512564756; cnt_loss: 37.20387430696298; +2025-06-02 15:18:32,067 - INFO - Evaluation: +Curr mae: 168.3166; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 267.9090; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2707; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:18:32,067 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 +2025-06-02 15:19:09,537 - INFO - Training: cls_zice: 136.79653905401167; reg_zipnll: -124.31070569019444; aux_mae_loss_1: 161.4486474043486; aux_mae_loss_2: 23.904550988153115; cnt_loss: 39.14403233938659; +2025-06-02 15:19:09,538 - INFO - Evaluation: +Curr mae: 142.5702; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 233.6576; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2516; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:19:09,538 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 +2025-06-02 15:19:46,951 - INFO - Training: cls_zice: 140.07309634480256; reg_zipnll: -136.35543973556418; aux_mae_loss_1: 163.71893780436736; aux_mae_loss_2: 24.22313901762299; cnt_loss: 39.990345146482355; +2025-06-02 15:19:46,952 - INFO - Evaluation: +Curr mae: 185.9502; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 313.7260; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.3068; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:19:46,952 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 +2025-06-02 15:20:24,322 - INFO - Training: cls_zice: 140.09243876728792; reg_zipnll: -102.18308618684478; aux_mae_loss_1: 160.17820093015962; aux_mae_loss_2: 23.401269199042922; cnt_loss: 39.45650333126649; +2025-06-02 15:20:24,323 - INFO - Evaluation: +Curr mae: 162.7988; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 292.3322; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2469; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:20:24,323 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 +2025-06-02 15:21:01,736 - INFO - Training: cls_zice: 137.9123822900633; reg_zipnll: -106.46290338276238; aux_mae_loss_1: 159.4442493615561; aux_mae_loss_2: 23.48158322896389; cnt_loss: 38.51805116325025; +2025-06-02 15:21:01,737 - INFO - Evaluation: +Curr mae: 138.1039; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 234.8183; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2234; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:21:01,737 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 +2025-06-02 15:21:39,252 - INFO - Training: cls_zice: 136.57948790796544; reg_zipnll: -119.13382454423714; aux_mae_loss_1: 158.62440187567907; aux_mae_loss_2: 23.254682831416858; cnt_loss: 38.67788104505728; +2025-06-02 15:21:39,253 - INFO - Evaluation: +Curr mae: 125.8513; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 211.9368; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2055; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:21:39,253 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 +2025-06-02 15:22:16,684 - INFO - Training: cls_zice: 137.85661929806338; reg_zipnll: -74.1840941321771; aux_mae_loss_1: 157.03187146723664; aux_mae_loss_2: 22.956948608752118; cnt_loss: 38.74085171175319; +2025-06-02 15:22:16,685 - INFO - Evaluation: +Curr mae: 114.2534; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 194.3577; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1919; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:22:16,685 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 +2025-06-02 15:22:54,370 - INFO - Training: cls_zice: 137.23283899067255; reg_zipnll: -122.57814872817488; aux_mae_loss_1: 163.38035052975283; aux_mae_loss_2: 24.303642550841072; cnt_loss: 42.565609919314355; +2025-06-02 15:22:54,370 - INFO - Evaluation: +Curr mae: 128.8732; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 227.8652; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1937; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:22:54,370 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 +2025-06-02 15:23:31,852 - INFO - Training: cls_zice: 142.26710262677528; reg_zipnll: -144.9663278188137; aux_mae_loss_1: 169.15210375248992; aux_mae_loss_2: 25.446894096222934; cnt_loss: 47.31309575592445; +2025-06-02 15:23:31,853 - INFO - Evaluation: +Curr mae: 145.1581; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 258.3799; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2278; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:23:31,853 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 +2025-06-02 15:24:09,470 - INFO - Training: cls_zice: 135.43739107902476; reg_zipnll: -114.52268211415272; aux_mae_loss_1: 160.25306555135361; aux_mae_loss_2: 23.58545246503211; cnt_loss: 39.62179985741116; +2025-06-02 15:24:09,471 - INFO - Evaluation: +Curr mae: 124.9083; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 213.7876; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1989; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:24:09,471 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 +2025-06-02 15:24:47,063 - INFO - Training: cls_zice: 136.42978291795743; reg_zipnll: -129.8836125380156; aux_mae_loss_1: 161.4520107547179; aux_mae_loss_2: 23.717359195481862; cnt_loss: 40.71545619206713; +2025-06-02 15:24:47,063 - INFO - Evaluation: +Curr mae: 166.9139; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 265.0539; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2784; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:24:47,064 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 +2025-06-02 15:25:24,510 - INFO - Training: cls_zice: 136.8088916121729; reg_zipnll: -139.7967775104851; aux_mae_loss_1: 161.1528217745143; aux_mae_loss_2: 23.686811314513353; cnt_loss: 38.53836737247492; +2025-06-02 15:25:24,510 - INFO - Evaluation: +Curr mae: 138.3818; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 229.9680; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2290; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:25:24,511 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 +2025-06-02 15:26:02,192 - INFO - Training: cls_zice: 135.74190069034398; reg_zipnll: -104.94962636682371; aux_mae_loss_1: 157.04977800988203; aux_mae_loss_2: 22.792744156540625; cnt_loss: 34.26542560627918; +2025-06-02 15:26:02,192 - INFO - Evaluation: +Curr mae: 117.9739; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 205.8898; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.1968; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:26:02,193 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 +2025-06-02 15:26:40,044 - INFO - Training: cls_zice: 137.96395361186651; reg_zipnll: -124.24006011154478; aux_mae_loss_1: 161.01249366406574; aux_mae_loss_2: 23.632859811088107; cnt_loss: 38.993369165635265; +2025-06-02 15:26:40,045 - INFO - Evaluation: +Curr mae: 136.8336; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 210.7459; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2538; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:26:40,045 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 +2025-06-02 15:27:17,722 - INFO - Training: cls_zice: 138.938410373713; reg_zipnll: -126.65197380015393; aux_mae_loss_1: 163.65812768999314; aux_mae_loss_2: 24.204295935220276; cnt_loss: 37.88999997701077; +2025-06-02 15:27:17,723 - INFO - Evaluation: +Curr mae: 146.5972; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 238.8979; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2447; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:27:17,723 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 +2025-06-02 15:27:55,660 - INFO - Training: cls_zice: 138.88118295480083; reg_zipnll: -147.9074535117244; aux_mae_loss_1: 164.2603897953665; aux_mae_loss_2: 24.386514764747872; cnt_loss: 40.44368623266157; +2025-06-02 15:27:55,660 - INFO - Evaluation: +Curr mae: 125.4511; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.8313; +Curr rmse: 211.7377; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 188.7554; +Curr nae: 0.2089; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:27:55,660 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 +2025-06-02 15:28:32,831 - INFO - Training: cls_zice: 131.57341037522878; reg_zipnll: -76.15368756553195; aux_mae_loss_1: 152.08187502425238; aux_mae_loss_2: 22.17724019486383; cnt_loss: 33.20946407633902; +2025-06-02 15:28:32,913 - INFO - Evaluation: +Curr mae: 112.7088; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.7088; +Curr rmse: 187.5826; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 187.5826; +Curr nae: 0.1922; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:28:32,913 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 +2025-06-02 15:29:10,355 - INFO - Training: cls_zice: 135.15581413925878; reg_zipnll: -140.0858176401909; aux_mae_loss_1: 160.43199253713848; aux_mae_loss_2: 23.583500306337875; cnt_loss: 39.462985114546015; +2025-06-02 15:29:10,356 - INFO - Evaluation: +Curr mae: 199.6806; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.7088; +Curr rmse: 339.5668; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 187.5826; +Curr nae: 0.3644; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:29:10,356 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 +2025-06-02 15:29:47,990 - INFO - Training: cls_zice: 136.75770467796073; reg_zipnll: -101.2373389439867; aux_mae_loss_1: 157.4682804132929; aux_mae_loss_2: 22.9862290502384; cnt_loss: 35.5321234267279; +2025-06-02 15:29:47,991 - INFO - Evaluation: +Curr mae: 142.5064; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.7088; +Curr rmse: 239.4679; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 187.5826; +Curr nae: 0.2540; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:29:47,991 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 +2025-06-02 15:30:25,517 - INFO - Training: cls_zice: 135.7471479453788; reg_zipnll: -131.55465343298502; aux_mae_loss_1: 159.19845409266995; aux_mae_loss_2: 23.09243392944336; cnt_loss: 37.450888513729275; +2025-06-02 15:30:25,518 - INFO - Evaluation: +Curr mae: 160.1660; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 112.7088; +Curr rmse: 245.6211; Best rmse: 173.5585; 179.6192; 179.9484; 185.3319; 187.5826; +Curr nae: 0.2837; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:30:25,518 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 +2025-06-02 15:31:03,069 - INFO - Training: cls_zice: 133.63940124006461; reg_zipnll: -107.37790137410953; aux_mae_loss_1: 155.12998340935107; aux_mae_loss_2: 22.462751742230346; cnt_loss: 35.74718616814013; +2025-06-02 15:31:03,134 - INFO - Evaluation: +Curr mae: 111.6606; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 111.6606; +Curr rmse: 175.5499; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 185.3319; +Curr nae: 0.2065; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:31:03,134 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 +2025-06-02 15:31:40,742 - INFO - Training: cls_zice: 133.8202679362518; reg_zipnll: -144.95555678740243; aux_mae_loss_1: 158.72855018464145; aux_mae_loss_2: 23.22587056823124; cnt_loss: 37.53701905067393; +2025-06-02 15:31:40,743 - INFO - Evaluation: +Curr mae: 137.9780; Best mae: 106.1145; 107.5674; 107.6591; 111.3616; 111.6606; +Curr rmse: 213.3668; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 185.3319; +Curr nae: 0.2380; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:31:40,743 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 +2025-06-02 15:32:17,881 - INFO - Training: cls_zice: 137.07461340695818; reg_zipnll: -130.61503178552286; aux_mae_loss_1: 159.42607515852973; aux_mae_loss_2: 23.214377971674434; cnt_loss: 37.36481909088741; +2025-06-02 15:32:17,976 - INFO - Evaluation: +Curr mae: 108.7519; Best mae: 106.1145; 107.5674; 107.6591; 108.7519; 111.3616; +Curr rmse: 182.6788; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.1727; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:32:17,977 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 +2025-06-02 15:32:55,696 - INFO - Training: cls_zice: 139.1237914483279; reg_zipnll: -92.3119128018815; aux_mae_loss_1: 157.593440883207; aux_mae_loss_2: 22.957515943918796; cnt_loss: 36.715019219758496; +2025-06-02 15:32:55,697 - INFO - Evaluation: +Curr mae: 153.9853; Best mae: 106.1145; 107.5674; 107.6591; 108.7519; 111.3616; +Curr rmse: 249.9587; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2668; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:32:55,697 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 +2025-06-02 15:33:33,365 - INFO - Training: cls_zice: 133.2507761961577; reg_zipnll: -123.00979082473856; aux_mae_loss_1: 157.08012188033553; aux_mae_loss_2: 23.164632424613497; cnt_loss: 39.63256653413078; +2025-06-02 15:33:33,415 - INFO - Evaluation: +Curr mae: 105.7076; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 184.6408; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.1768; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:33:33,415 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 +2025-06-02 15:34:10,824 - INFO - Training: cls_zice: 135.37472150183672; reg_zipnll: -95.25962439278103; aux_mae_loss_1: 155.62972875936143; aux_mae_loss_2: 22.641303479276747; cnt_loss: 37.055310454589645; +2025-06-02 15:34:10,825 - INFO - Evaluation: +Curr mae: 132.1503; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 211.8027; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2469; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:34:10,825 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 +2025-06-02 15:34:48,245 - INFO - Training: cls_zice: 134.87703029051522; reg_zipnll: -100.29636936314058; aux_mae_loss_1: 158.06441027912874; aux_mae_loss_2: 23.09940185294246; cnt_loss: 39.62881354148814; +2025-06-02 15:34:48,246 - INFO - Evaluation: +Curr mae: 113.2122; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 192.1710; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.1983; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:34:48,246 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 +2025-06-02 15:35:26,048 - INFO - Training: cls_zice: 134.52400803723873; reg_zipnll: -157.8480534458792; aux_mae_loss_1: 160.40730043120732; aux_mae_loss_2: 23.37526662460226; cnt_loss: 34.88176516981314; +2025-06-02 15:35:26,048 - INFO - Evaluation: +Curr mae: 126.2218; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 210.2618; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2099; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:35:26,048 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 +2025-06-02 15:36:03,508 - INFO - Training: cls_zice: 131.3714046857215; reg_zipnll: -85.26882147631109; aux_mae_loss_1: 153.76142120361328; aux_mae_loss_2: 22.403704327463313; cnt_loss: 35.95383225371506; +2025-06-02 15:36:03,508 - INFO - Evaluation: +Curr mae: 132.0981; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 212.6540; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2418; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:36:03,508 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 +2025-06-02 15:36:41,128 - INFO - Training: cls_zice: 130.49184631196078; reg_zipnll: -105.75072135672664; aux_mae_loss_1: 154.13423272947603; aux_mae_loss_2: 22.213228907806194; cnt_loss: 36.35978747993116; +2025-06-02 15:36:41,128 - INFO - Evaluation: +Curr mae: 124.0988; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 220.2858; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2155; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:36:41,128 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 +2025-06-02 15:37:18,731 - INFO - Training: cls_zice: 135.64610756627772; reg_zipnll: -127.58126708529643; aux_mae_loss_1: 159.56401850214067; aux_mae_loss_2: 23.290088653564453; cnt_loss: 37.02527735249096; +2025-06-02 15:37:18,732 - INFO - Evaluation: +Curr mae: 133.7540; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 222.1912; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2082; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:37:18,732 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 +2025-06-02 15:37:56,346 - INFO - Training: cls_zice: 134.43327483120345; reg_zipnll: -93.18131070421232; aux_mae_loss_1: 154.38319108975645; aux_mae_loss_2: 22.22393909353294; cnt_loss: 36.80836239240028; +2025-06-02 15:37:56,347 - INFO - Evaluation: +Curr mae: 148.0800; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 243.0361; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2519; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:37:56,347 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 +2025-06-02 15:38:33,910 - INFO - Training: cls_zice: 132.57974882315327; reg_zipnll: -104.75403801494876; aux_mae_loss_1: 155.1586614444556; aux_mae_loss_2: 22.38740865442137; cnt_loss: 34.84979841093354; +2025-06-02 15:38:33,911 - INFO - Evaluation: +Curr mae: 123.7777; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 202.2091; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2123; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:38:33,911 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 +2025-06-02 15:39:11,416 - INFO - Training: cls_zice: 132.55287615037122; reg_zipnll: -145.15565471775486; aux_mae_loss_1: 157.9985685664297; aux_mae_loss_2: 23.139231290248844; cnt_loss: 36.9297578319019; +2025-06-02 15:39:11,416 - INFO - Evaluation: +Curr mae: 134.0014; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 230.9411; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2099; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:39:11,416 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 +2025-06-02 15:39:49,057 - INFO - Training: cls_zice: 135.96177259028352; reg_zipnll: -126.80488570004898; aux_mae_loss_1: 159.48341248367007; aux_mae_loss_2: 23.320031443968514; cnt_loss: 36.8437680629705; +2025-06-02 15:39:49,058 - INFO - Evaluation: +Curr mae: 136.8575; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 213.8159; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2506; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:39:49,058 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 +2025-06-02 15:40:26,527 - INFO - Training: cls_zice: 131.9671312799517; reg_zipnll: -122.70355561869034; aux_mae_loss_1: 156.0313961205893; aux_mae_loss_2: 22.82085498910866; cnt_loss: 37.76058978276537; +2025-06-02 15:40:26,528 - INFO - Evaluation: +Curr mae: 139.0829; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 243.5345; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.2165; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:40:26,633 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 +2025-06-02 15:41:04,140 - INFO - Training: cls_zice: 134.48625310683093; reg_zipnll: -141.5424403575872; aux_mae_loss_1: 158.43476771676777; aux_mae_loss_2: 23.099251772394243; cnt_loss: 36.51495298802458; +2025-06-02 15:41:04,140 - INFO - Evaluation: +Curr mae: 117.0632; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 205.4319; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.1826; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:41:04,141 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 +2025-06-02 15:41:41,300 - INFO - Training: cls_zice: 135.35028131750246; reg_zipnll: -135.66457028420555; aux_mae_loss_1: 159.22682563832265; aux_mae_loss_2: 23.10616260806456; cnt_loss: 36.80687530467053; +2025-06-02 15:41:41,301 - INFO - Evaluation: +Curr mae: 111.5638; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 184.8213; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 182.6788; +Curr nae: 0.1935; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:41:41,301 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 +2025-06-02 15:42:19,023 - INFO - Training: cls_zice: 136.50796115951033; reg_zipnll: -112.83868146732154; aux_mae_loss_1: 157.6831650386583; aux_mae_loss_2: 22.82401744893055; cnt_loss: 37.02644650036136; +2025-06-02 15:42:19,056 - INFO - Evaluation: +Curr mae: 109.8750; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 180.7889; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1730; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:42:19,056 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 +2025-06-02 15:42:56,275 - INFO - Training: cls_zice: 134.72238558333441; reg_zipnll: -120.18826953306893; aux_mae_loss_1: 156.2968623685521; aux_mae_loss_2: 22.551648001007685; cnt_loss: 33.40584844311341; +2025-06-02 15:42:56,276 - INFO - Evaluation: +Curr mae: 110.8645; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 185.7876; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1839; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:42:56,276 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 +2025-06-02 15:43:33,494 - INFO - Training: cls_zice: 134.2883151224907; reg_zipnll: -117.60483453763241; aux_mae_loss_1: 154.93563686143483; aux_mae_loss_2: 22.241403131295513; cnt_loss: 32.3175532991523; +2025-06-02 15:43:33,494 - INFO - Evaluation: +Curr mae: 135.5632; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 108.7519; +Curr rmse: 238.8698; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2170; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1726; + + + +2025-06-02 15:43:33,494 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 +2025-06-02 15:44:10,878 - INFO - Training: cls_zice: 134.52702455331158; reg_zipnll: -141.8439005794904; aux_mae_loss_1: 157.65480668023721; aux_mae_loss_2: 22.86093551433639; cnt_loss: 33.49290951987766; +2025-06-02 15:44:10,940 - INFO - Evaluation: +Curr mae: 107.9169; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 185.6198; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1722; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:44:10,940 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 +2025-06-02 15:44:48,144 - INFO - Training: cls_zice: 131.05615610792148; reg_zipnll: -118.98821166335352; aux_mae_loss_1: 153.9298162144541; aux_mae_loss_2: 22.089647109934827; cnt_loss: 33.991911622862155; +2025-06-02 15:44:48,145 - INFO - Evaluation: +Curr mae: 138.6561; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 228.4743; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2317; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:44:48,145 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 +2025-06-02 15:45:25,781 - INFO - Training: cls_zice: 133.75544426772768; reg_zipnll: -116.00820722011541; aux_mae_loss_1: 155.98048400878906; aux_mae_loss_2: 22.827595571808466; cnt_loss: 36.26785540422856; +2025-06-02 15:45:25,782 - INFO - Evaluation: +Curr mae: 129.2990; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 214.3522; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2062; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:45:25,782 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 +2025-06-02 15:46:03,551 - INFO - Training: cls_zice: 132.97891690083688; reg_zipnll: -125.26590546235343; aux_mae_loss_1: 156.16898527840115; aux_mae_loss_2: 22.70195183532917; cnt_loss: 36.3251599760245; +2025-06-02 15:46:03,552 - INFO - Evaluation: +Curr mae: 141.8727; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 232.3917; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2314; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:46:03,552 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 +2025-06-02 15:46:41,104 - INFO - Training: cls_zice: 135.02929798656743; reg_zipnll: -125.03202563405826; aux_mae_loss_1: 155.68895857855185; aux_mae_loss_2: 22.649803035306615; cnt_loss: 33.99529341514537; +2025-06-02 15:46:41,105 - INFO - Evaluation: +Curr mae: 114.9592; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 207.2979; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1760; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:46:41,105 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 +2025-06-02 15:47:18,556 - INFO - Training: cls_zice: 136.13322948935806; reg_zipnll: -123.02715716456736; aux_mae_loss_1: 155.86594133187603; aux_mae_loss_2: 22.517554169459057; cnt_loss: 32.154509279112155; +2025-06-02 15:47:18,557 - INFO - Evaluation: +Curr mae: 163.9170; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 259.5700; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2812; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:47:18,557 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 +2025-06-02 15:47:56,079 - INFO - Training: cls_zice: 132.17581164126364; reg_zipnll: -124.09853033987892; aux_mae_loss_1: 155.90871692177475; aux_mae_loss_2: 22.603177417982494; cnt_loss: 35.684785542898624; +2025-06-02 15:47:56,080 - INFO - Evaluation: +Curr mae: 147.4356; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 254.8560; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2286; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:47:56,080 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 +2025-06-02 15:48:33,533 - INFO - Training: cls_zice: 147.27674601725394; reg_zipnll: -123.27573725087753; aux_mae_loss_1: 164.1387531204729; aux_mae_loss_2: 24.19123344547701; cnt_loss: 40.75632017021937; +2025-06-02 15:48:33,534 - INFO - Evaluation: +Curr mae: 116.8308; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 199.3071; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1855; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:48:33,534 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 +2025-06-02 15:49:11,176 - INFO - Training: cls_zice: 135.76704703577306; reg_zipnll: -118.71579881377568; aux_mae_loss_1: 156.62894879271653; aux_mae_loss_2: 22.58530856441978; cnt_loss: 33.77353454741421; +2025-06-02 15:49:11,177 - INFO - Evaluation: +Curr mae: 136.2682; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 218.5984; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2234; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:49:11,177 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 +2025-06-02 15:49:48,770 - INFO - Training: cls_zice: 136.74619355106987; reg_zipnll: -120.45725394242646; aux_mae_loss_1: 157.20401597180904; aux_mae_loss_2: 22.684592196483486; cnt_loss: 35.47236610248389; +2025-06-02 15:49:48,770 - INFO - Evaluation: +Curr mae: 167.0431; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 253.9661; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.3058; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:49:48,770 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 +2025-06-02 15:50:26,468 - INFO - Training: cls_zice: 133.0618154134182; reg_zipnll: -104.82640401259164; aux_mae_loss_1: 155.27628285995382; aux_mae_loss_2: 22.201192694784; cnt_loss: 31.29411586230954; +2025-06-02 15:50:26,469 - INFO - Evaluation: +Curr mae: 113.7087; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 191.5423; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1886; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:50:26,469 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 +2025-06-02 15:51:03,995 - INFO - Training: cls_zice: 134.13287613723452; reg_zipnll: -132.82360205745064; aux_mae_loss_1: 156.83074248863372; aux_mae_loss_2: 22.583584753882807; cnt_loss: 35.81156774546137; +2025-06-02 15:51:03,996 - INFO - Evaluation: +Curr mae: 120.9727; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 195.5828; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2038; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:51:03,996 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 +2025-06-02 15:51:41,340 - INFO - Training: cls_zice: 133.93951410331474; reg_zipnll: -116.71391127125317; aux_mae_loss_1: 154.80959688906637; aux_mae_loss_2: 22.213605612319036; cnt_loss: 34.09685390358729; +2025-06-02 15:51:41,340 - INFO - Evaluation: +Curr mae: 125.5775; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 206.6072; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2168; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:51:41,341 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 +2025-06-02 15:52:19,037 - INFO - Training: cls_zice: 137.18938903303336; reg_zipnll: -122.99298103913566; aux_mae_loss_1: 158.02363389375193; aux_mae_loss_2: 22.709632873535156; cnt_loss: 35.600756051524584; +2025-06-02 15:52:19,038 - INFO - Evaluation: +Curr mae: 138.3286; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 224.3967; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2416; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:52:19,038 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 +2025-06-02 15:52:56,434 - INFO - Training: cls_zice: 137.50060878526295; reg_zipnll: -124.69184716332038; aux_mae_loss_1: 158.5825615181828; aux_mae_loss_2: 23.00218103421445; cnt_loss: 35.90742477518044; +2025-06-02 15:52:56,434 - INFO - Evaluation: +Curr mae: 130.8824; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 220.2096; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2240; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:52:56,435 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 +2025-06-02 15:53:33,861 - INFO - Training: cls_zice: 136.18891782950092; reg_zipnll: -134.06886845392896; aux_mae_loss_1: 159.07148767938676; aux_mae_loss_2: 22.744102225398386; cnt_loss: 32.80192474339972; +2025-06-02 15:53:33,862 - INFO - Evaluation: +Curr mae: 125.3232; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 204.8779; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2230; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:53:33,862 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 +2025-06-02 15:54:11,140 - INFO - Training: cls_zice: 133.63178872114776; reg_zipnll: -107.83395411636656; aux_mae_loss_1: 154.0257489033882; aux_mae_loss_2: 21.974487809945416; cnt_loss: 31.289311990043185; +2025-06-02 15:54:11,140 - INFO - Evaluation: +Curr mae: 121.3378; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 198.2263; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1983; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:54:11,140 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 +2025-06-02 15:54:48,625 - INFO - Training: cls_zice: 134.53483485543964; reg_zipnll: -112.64650625266776; aux_mae_loss_1: 155.32627681706916; aux_mae_loss_2: 22.258859122825776; cnt_loss: 32.72515923455851; +2025-06-02 15:54:48,626 - INFO - Evaluation: +Curr mae: 120.1314; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 192.9619; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2138; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:54:48,626 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 +2025-06-02 15:55:26,382 - INFO - Training: cls_zice: 131.80203474436374; reg_zipnll: -123.93817842243523; aux_mae_loss_1: 154.8702663143739; aux_mae_loss_2: 22.28127731550608; cnt_loss: 32.95487498921274; +2025-06-02 15:55:26,383 - INFO - Evaluation: +Curr mae: 145.8140; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 234.5677; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2622; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:55:26,383 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 +2025-06-02 15:56:03,796 - INFO - Training: cls_zice: 135.55300357641764; reg_zipnll: -123.98974275904776; aux_mae_loss_1: 155.77457109666028; aux_mae_loss_2: 22.428202805929626; cnt_loss: 32.36368841209159; +2025-06-02 15:56:03,797 - INFO - Evaluation: +Curr mae: 119.4934; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 199.8822; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2088; Best nae: 0.1684; 0.1691; 0.1710; 0.1721; 0.1722; + + + +2025-06-02 15:56:03,797 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 +2025-06-02 15:56:41,178 - INFO - Training: cls_zice: 132.99146152016343; reg_zipnll: -123.80289524280472; aux_mae_loss_1: 154.23442105425903; aux_mae_loss_2: 22.05313435611346; cnt_loss: 32.510652854742595; +2025-06-02 15:56:41,213 - INFO - Evaluation: +Curr mae: 111.1988; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 190.4121; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1685; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 15:56:41,213 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 +2025-06-02 15:57:18,468 - INFO - Training: cls_zice: 135.645040625768; reg_zipnll: -124.18266605857193; aux_mae_loss_1: 156.32077945936595; aux_mae_loss_2: 22.492223133314525; cnt_loss: 33.94578283196253; +2025-06-02 15:57:18,469 - INFO - Evaluation: +Curr mae: 118.5492; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 194.0958; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1950; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 15:57:18,469 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 +2025-06-02 15:57:56,250 - INFO - Training: cls_zice: 135.0207797675733; reg_zipnll: -92.23196347975573; aux_mae_loss_1: 152.61955326913997; aux_mae_loss_2: 21.797103427103814; cnt_loss: 31.044825787575828; +2025-06-02 15:57:56,251 - INFO - Evaluation: +Curr mae: 134.6821; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 220.7068; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2214; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 15:57:56,251 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 +2025-06-02 15:58:33,796 - INFO - Training: cls_zice: 134.96762393799838; reg_zipnll: -134.5972923127231; aux_mae_loss_1: 156.91939251628142; aux_mae_loss_2: 22.691638416012392; cnt_loss: 33.18440116478118; +2025-06-02 15:58:33,797 - INFO - Evaluation: +Curr mae: 146.7079; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 240.4150; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2522; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 15:58:33,797 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 +2025-06-02 15:59:11,282 - INFO - Training: cls_zice: 133.3247870135781; reg_zipnll: -130.68400734149856; aux_mae_loss_1: 155.83008817963253; aux_mae_loss_2: 22.244401641239392; cnt_loss: 32.21103949894179; +2025-06-02 15:59:11,283 - INFO - Evaluation: +Curr mae: 131.7573; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 219.7439; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2189; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 15:59:11,283 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 +2025-06-02 15:59:48,733 - INFO - Training: cls_zice: 133.91248788896775; reg_zipnll: -110.91884094516173; aux_mae_loss_1: 153.10400984303052; aux_mae_loss_2: 21.70267095628953; cnt_loss: 31.239149674674533; +2025-06-02 15:59:48,734 - INFO - Evaluation: +Curr mae: 122.5614; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 200.0257; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2058; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 15:59:48,734 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 +2025-06-02 16:00:25,960 - INFO - Training: cls_zice: 134.88807001177048; reg_zipnll: -104.69715848190106; aux_mae_loss_1: 154.26807267144815; aux_mae_loss_2: 21.891066614365737; cnt_loss: 30.81615114212036; +2025-06-02 16:00:25,961 - INFO - Evaluation: +Curr mae: 159.4756; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 254.5788; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2696; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:00:25,961 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 +2025-06-02 16:01:03,404 - INFO - Training: cls_zice: 135.70053666474803; reg_zipnll: -130.88068759046644; aux_mae_loss_1: 155.68057887601537; aux_mae_loss_2: 22.132548509054626; cnt_loss: 33.157057338992495; +2025-06-02 16:01:03,405 - INFO - Evaluation: +Curr mae: 111.4164; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 187.8841; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1830; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:01:03,405 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 +2025-06-02 16:01:40,827 - INFO - Training: cls_zice: 134.7449780521014; reg_zipnll: -110.85777275135975; aux_mae_loss_1: 153.02798608438857; aux_mae_loss_2: 21.730376060435315; cnt_loss: 30.032012191039836; +2025-06-02 16:01:40,828 - INFO - Evaluation: +Curr mae: 124.2053; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 211.5389; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1983; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:01:40,828 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 +2025-06-02 16:02:18,294 - INFO - Training: cls_zice: 137.02172857878224; reg_zipnll: -139.18413700331126; aux_mae_loss_1: 156.83852664366464; aux_mae_loss_2: 22.436007048120562; cnt_loss: 31.827230876644716; +2025-06-02 16:02:18,294 - INFO - Evaluation: +Curr mae: 122.7692; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 207.5432; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1981; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:02:18,295 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 +2025-06-02 16:02:55,913 - INFO - Training: cls_zice: 132.2268126531942; reg_zipnll: -95.22921204093277; aux_mae_loss_1: 150.2774874453513; aux_mae_loss_2: 21.416057302462345; cnt_loss: 30.752971222858555; +2025-06-02 16:02:55,914 - INFO - Evaluation: +Curr mae: 110.7079; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 186.1068; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1826; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:02:55,914 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 +2025-06-02 16:03:33,407 - INFO - Training: cls_zice: 133.86398391218376; reg_zipnll: -113.91957907645119; aux_mae_loss_1: 154.6665381627367; aux_mae_loss_2: 21.93309622253014; cnt_loss: 29.55767390585893; +2025-06-02 16:03:33,408 - INFO - Evaluation: +Curr mae: 131.8834; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 222.9923; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2226; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:03:33,408 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 +2025-06-02 16:04:10,866 - INFO - Training: cls_zice: 135.0478576003321; reg_zipnll: -126.91344003487896; aux_mae_loss_1: 155.21223409286398; aux_mae_loss_2: 21.976152982143375; cnt_loss: 29.759807236147243; +2025-06-02 16:04:10,867 - INFO - Evaluation: +Curr mae: 109.7394; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 193.4126; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1731; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:04:10,867 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 +2025-06-02 16:04:48,245 - INFO - Training: cls_zice: 134.78238679241662; reg_zipnll: -123.08464713443983; aux_mae_loss_1: 155.17522122212594; aux_mae_loss_2: 22.000513285201116; cnt_loss: 31.40435378283065; +2025-06-02 16:04:48,245 - INFO - Evaluation: +Curr mae: 121.0027; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 201.5897; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2122; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:04:48,245 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 +2025-06-02 16:05:25,489 - INFO - Training: cls_zice: 134.81232338709546; reg_zipnll: -130.07170397398488; aux_mae_loss_1: 156.173985714944; aux_mae_loss_2: 22.492965502454744; cnt_loss: 32.79514640846; +2025-06-02 16:05:25,490 - INFO - Evaluation: +Curr mae: 118.6073; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 204.7315; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2020; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:05:25,490 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 +2025-06-02 16:06:02,825 - INFO - Training: cls_zice: 131.25912144642004; reg_zipnll: -112.18825051010839; aux_mae_loss_1: 151.16671298197562; aux_mae_loss_2: 21.42524722396143; cnt_loss: 30.837773967262926; +2025-06-02 16:06:02,825 - INFO - Evaluation: +Curr mae: 142.6163; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 236.9131; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2387; Best nae: 0.1684; 0.1685; 0.1691; 0.1710; 0.1721; + + + +2025-06-02 16:06:02,825 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 +2025-06-02 16:06:40,461 - INFO - Training: cls_zice: 129.8324340921364; reg_zipnll: -116.49052561829421; aux_mae_loss_1: 150.40717699669844; aux_mae_loss_2: 21.265905203408753; cnt_loss: 29.63662295309913; +2025-06-02 16:06:40,492 - INFO - Evaluation: +Curr mae: 111.8854; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 186.3082; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1689; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:06:40,492 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 +2025-06-02 16:07:18,163 - INFO - Training: cls_zice: 133.92378990223867; reg_zipnll: -128.2731766732323; aux_mae_loss_1: 154.4026780286372; aux_mae_loss_2: 21.972502316860172; cnt_loss: 30.25679965998163; +2025-06-02 16:07:18,163 - INFO - Evaluation: +Curr mae: 118.0401; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 193.5618; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1959; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:07:18,163 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 +2025-06-02 16:07:55,752 - INFO - Training: cls_zice: 131.74887314853288; reg_zipnll: -122.43322469698673; aux_mae_loss_1: 152.8699982497866; aux_mae_loss_2: 21.87100062465036; cnt_loss: 30.568260988652312; +2025-06-02 16:07:55,753 - INFO - Evaluation: +Curr mae: 130.1736; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 218.8885; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2201; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:07:55,754 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 +2025-06-02 16:08:33,287 - INFO - Training: cls_zice: 138.8085119992692; reg_zipnll: -134.02706112135326; aux_mae_loss_1: 158.46303083407167; aux_mae_loss_2: 22.55738227414769; cnt_loss: 30.433265092357104; +2025-06-02 16:08:33,288 - INFO - Evaluation: +Curr mae: 134.5333; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 218.7121; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2185; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:08:33,288 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 +2025-06-02 16:09:10,470 - INFO - Training: cls_zice: 136.89917940809238; reg_zipnll: -179.5027809269381; aux_mae_loss_1: 160.88446830597934; aux_mae_loss_2: 23.132340491212755; cnt_loss: 32.92140609223321; +2025-06-02 16:09:10,471 - INFO - Evaluation: +Curr mae: 123.0117; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 204.5200; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2047; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:09:10,471 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 +2025-06-02 16:09:47,809 - INFO - Training: cls_zice: 133.3457713979759; reg_zipnll: -119.48080227075033; aux_mae_loss_1: 151.52195431538766; aux_mae_loss_2: 21.55217413870704; cnt_loss: 29.42612683694094; +2025-06-02 16:09:47,809 - INFO - Evaluation: +Curr mae: 117.6378; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 202.8178; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1944; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:09:47,809 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 +2025-06-02 16:10:25,368 - INFO - Training: cls_zice: 134.43679122419547; reg_zipnll: -139.29533214758564; aux_mae_loss_1: 154.66454305080387; aux_mae_loss_2: 22.069132198561107; cnt_loss: 29.355958780705535; +2025-06-02 16:10:25,369 - INFO - Evaluation: +Curr mae: 115.2086; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 191.8065; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1867; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:10:25,369 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 +2025-06-02 16:11:02,957 - INFO - Training: cls_zice: 132.06448488046001; reg_zipnll: -150.75290799930394; aux_mae_loss_1: 153.97137193490337; aux_mae_loss_2: 22.039966861143807; cnt_loss: 30.857538179056533; +2025-06-02 16:11:02,958 - INFO - Evaluation: +Curr mae: 113.8535; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 197.6488; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1747; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:11:02,958 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 +2025-06-02 16:11:40,581 - INFO - Training: cls_zice: 135.09560166921048; reg_zipnll: -154.89270174266485; aux_mae_loss_1: 156.8404414195888; aux_mae_loss_2: 22.401729324795554; cnt_loss: 32.399694000648346; +2025-06-02 16:11:40,581 - INFO - Evaluation: +Curr mae: 123.6722; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 198.8245; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2167; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:11:40,670 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 +2025-06-02 16:12:18,644 - INFO - Training: cls_zice: 135.42498132566743; reg_zipnll: -128.34571779326888; aux_mae_loss_1: 154.59409307012496; aux_mae_loss_2: 22.11378134796951; cnt_loss: 31.45095841931981; +2025-06-02 16:12:18,645 - INFO - Evaluation: +Curr mae: 110.0312; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 184.8323; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1872; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:12:18,645 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 +2025-06-02 16:12:55,868 - INFO - Training: cls_zice: 133.76428086236612; reg_zipnll: -123.12062696747432; aux_mae_loss_1: 151.98299099751657; aux_mae_loss_2: 21.349256048139356; cnt_loss: 28.306745383913153; +2025-06-02 16:12:55,869 - INFO - Evaluation: +Curr mae: 109.4124; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 185.9730; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1805; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:12:55,869 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 +2025-06-02 16:13:33,389 - INFO - Training: cls_zice: 136.85117246615175; reg_zipnll: -141.726938835043; aux_mae_loss_1: 156.66665154261304; aux_mae_loss_2: 22.28959849654444; cnt_loss: 30.908749716171364; +2025-06-02 16:13:33,390 - INFO - Evaluation: +Curr mae: 110.9002; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 184.5251; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1848; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:13:33,390 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 +2025-06-02 16:14:11,076 - INFO - Training: cls_zice: 134.3863522232763; reg_zipnll: -105.4605433356683; aux_mae_loss_1: 152.29360792652662; aux_mae_loss_2: 21.604380026558378; cnt_loss: 29.04738355788174; +2025-06-02 16:14:11,077 - INFO - Evaluation: +Curr mae: 117.6683; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 201.5336; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1886; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:14:11,077 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 +2025-06-02 16:14:48,437 - INFO - Training: cls_zice: 133.1043416080096; reg_zipnll: -147.50615963714802; aux_mae_loss_1: 153.97674434232397; aux_mae_loss_2: 21.818030063679675; cnt_loss: 29.555859748890857; +2025-06-02 16:14:48,438 - INFO - Evaluation: +Curr mae: 126.4082; Best mae: 105.7076; 106.1145; 107.5674; 107.6591; 107.9169; +Curr rmse: 208.2256; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2074; Best nae: 0.1684; 0.1685; 0.1689; 0.1691; 0.1710; + + + +2025-06-02 16:14:48,438 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 +2025-06-02 16:15:26,268 - INFO - Training: cls_zice: 134.26203110044366; reg_zipnll: -141.23508734418857; aux_mae_loss_1: 154.7187608630452; aux_mae_loss_2: 21.74119307663267; cnt_loss: 28.854277418149227; +2025-06-02 16:15:26,357 - INFO - Evaluation: +Curr mae: 105.1941; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 181.9091; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1623; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:15:26,357 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 +2025-06-02 16:16:03,890 - INFO - Training: cls_zice: 132.7497080998705; reg_zipnll: -103.26958250841558; aux_mae_loss_1: 151.98840640238578; aux_mae_loss_2: 21.35024590523827; cnt_loss: 28.743498953762433; +2025-06-02 16:16:03,891 - INFO - Evaluation: +Curr mae: 126.3082; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 219.7551; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1880; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:16:03,891 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 +2025-06-02 16:16:41,314 - INFO - Training: cls_zice: 130.5831696466105; reg_zipnll: -109.17420434635996; aux_mae_loss_1: 150.26731059093348; aux_mae_loss_2: 21.197443204210295; cnt_loss: 30.12702504846434; +2025-06-02 16:16:41,315 - INFO - Evaluation: +Curr mae: 114.4491; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 186.7534; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1970; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:16:41,315 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 +2025-06-02 16:17:18,386 - INFO - Training: cls_zice: 131.28674531140865; reg_zipnll: -122.46302490992262; aux_mae_loss_1: 151.18304640409963; aux_mae_loss_2: 21.431325363007602; cnt_loss: 29.52145695212661; +2025-06-02 16:17:18,387 - INFO - Evaluation: +Curr mae: 111.1723; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 183.2339; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1785; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:17:18,387 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 +2025-06-02 16:17:56,009 - INFO - Training: cls_zice: 132.78380920713312; reg_zipnll: -141.25377938605303; aux_mae_loss_1: 153.68844265969383; aux_mae_loss_2: 21.832227782697867; cnt_loss: 29.035265123607306; +2025-06-02 16:17:56,010 - INFO - Evaluation: +Curr mae: 132.6648; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 215.7440; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2194; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:17:56,010 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 +2025-06-02 16:18:33,414 - INFO - Training: cls_zice: 132.76780191636243; reg_zipnll: -99.82698292132245; aux_mae_loss_1: 151.31870562824983; aux_mae_loss_2: 21.312376672858434; cnt_loss: 29.995630826381657; +2025-06-02 16:18:33,415 - INFO - Evaluation: +Curr mae: 120.8236; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 198.7613; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1939; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:18:33,415 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 +2025-06-02 16:19:10,971 - INFO - Training: cls_zice: 127.6994830630473; reg_zipnll: -107.89103285682123; aux_mae_loss_1: 147.9018813884811; aux_mae_loss_2: 20.97438079000309; cnt_loss: 29.558604793043326; +2025-06-02 16:19:10,972 - INFO - Evaluation: +Curr mae: 125.7010; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 213.9059; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2014; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:19:10,972 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 +2025-06-02 16:19:48,329 - INFO - Training: cls_zice: 130.8607802991046; reg_zipnll: -131.9245645320968; aux_mae_loss_1: 153.20683541203178; aux_mae_loss_2: 21.81957647816235; cnt_loss: 27.442033063496975; +2025-06-02 16:19:48,329 - INFO - Evaluation: +Curr mae: 115.5506; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 188.1133; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1965; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:19:48,330 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 +2025-06-02 16:20:25,629 - INFO - Training: cls_zice: 131.26306266026782; reg_zipnll: -117.1852569832707; aux_mae_loss_1: 150.80353576458054; aux_mae_loss_2: 21.268375093573766; cnt_loss: 29.64979001228383; +2025-06-02 16:20:25,630 - INFO - Evaluation: +Curr mae: 119.5835; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 208.0627; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1753; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:20:25,630 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 +2025-06-02 16:21:03,060 - INFO - Training: cls_zice: 134.64481411864426; reg_zipnll: -130.0112966070112; aux_mae_loss_1: 152.60887075259984; aux_mae_loss_2: 21.402403263066777; cnt_loss: 28.408699904056576; +2025-06-02 16:21:03,060 - INFO - Evaluation: +Curr mae: 130.1553; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 224.7612; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1978; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:21:03,060 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 +2025-06-02 16:21:41,085 - INFO - Training: cls_zice: 130.75057604455; reg_zipnll: -109.22244656164915; aux_mae_loss_1: 149.22182378705764; aux_mae_loss_2: 21.083317245079193; cnt_loss: 28.552473257709025; +2025-06-02 16:21:41,085 - INFO - Evaluation: +Curr mae: 126.7964; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 204.3235; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2222; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:21:41,086 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 +2025-06-02 16:22:18,543 - INFO - Training: cls_zice: 131.86302422529815; reg_zipnll: -109.41512657948677; aux_mae_loss_1: 151.3065600868882; aux_mae_loss_2: 21.463865513833152; cnt_loss: 28.65041702472611; +2025-06-02 16:22:18,544 - INFO - Evaluation: +Curr mae: 121.2166; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 195.0915; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1982; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:22:18,544 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 +2025-06-02 16:22:55,925 - INFO - Training: cls_zice: 132.08108914608988; reg_zipnll: -103.33032783609352; aux_mae_loss_1: 150.00612978903663; aux_mae_loss_2: 21.17311333978413; cnt_loss: 28.826595887443087; +2025-06-02 16:22:55,925 - INFO - Evaluation: +Curr mae: 120.8871; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 200.1469; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2007; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:22:55,926 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 +2025-06-02 16:23:33,105 - INFO - Training: cls_zice: 132.30951242257427; reg_zipnll: -104.71436470233841; aux_mae_loss_1: 149.4813065181505; aux_mae_loss_2: 20.906443002208178; cnt_loss: 26.546924518433627; +2025-06-02 16:23:33,105 - INFO - Evaluation: +Curr mae: 129.4530; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 204.8089; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2263; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:23:33,106 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 +2025-06-02 16:24:10,501 - INFO - Training: cls_zice: 130.31432233898846; reg_zipnll: -135.13542556762695; aux_mae_loss_1: 150.33704702112058; aux_mae_loss_2: 21.109300171302642; cnt_loss: 28.888643037404446; +2025-06-02 16:24:10,501 - INFO - Evaluation: +Curr mae: 116.6498; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 195.3825; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1916; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:24:10,501 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 +2025-06-02 16:24:47,878 - INFO - Training: cls_zice: 132.2840288680121; reg_zipnll: -135.56066827584576; aux_mae_loss_1: 152.71053021159392; aux_mae_loss_2: 21.625856576376403; cnt_loss: 29.606593681487027; +2025-06-02 16:24:47,879 - INFO - Evaluation: +Curr mae: 125.2634; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 212.5630; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2044; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:24:47,879 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 +2025-06-02 16:25:25,277 - INFO - Training: cls_zice: 134.8691919465728; reg_zipnll: -143.51103672760212; aux_mae_loss_1: 156.06169411362401; aux_mae_loss_2: 22.338826021611297; cnt_loss: 29.556901751764563; +2025-06-02 16:25:25,277 - INFO - Evaluation: +Curr mae: 118.6877; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 200.1606; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1955; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:25:25,277 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 +2025-06-02 16:26:02,671 - INFO - Training: cls_zice: 133.21484369947422; reg_zipnll: -97.95221528312229; aux_mae_loss_1: 151.2628883462868; aux_mae_loss_2: 21.23493277316062; cnt_loss: 27.40314015331647; +2025-06-02 16:26:02,672 - INFO - Evaluation: +Curr mae: 133.8305; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 227.3897; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2145; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:26:02,672 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 +2025-06-02 16:26:40,242 - INFO - Training: cls_zice: 133.69449084957705; reg_zipnll: -117.27175192801369; aux_mae_loss_1: 151.32818254887664; aux_mae_loss_2: 21.16749674437062; cnt_loss: 27.958797097995582; +2025-06-02 16:26:40,243 - INFO - Evaluation: +Curr mae: 118.5647; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 193.5313; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2013; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:26:40,243 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 +2025-06-02 16:27:17,623 - INFO - Training: cls_zice: 138.83410131694464; reg_zipnll: -126.0631068968615; aux_mae_loss_1: 154.9666260472986; aux_mae_loss_2: 22.32725194589981; cnt_loss: 32.520099200949765; +2025-06-02 16:27:17,624 - INFO - Evaluation: +Curr mae: 114.3658; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 191.2796; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1799; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:27:17,624 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 +2025-06-02 16:27:55,124 - INFO - Training: cls_zice: 132.24323933329802; reg_zipnll: -105.69280678704874; aux_mae_loss_1: 150.01545937645514; aux_mae_loss_2: 20.701217802944562; cnt_loss: 26.80831783496781; +2025-06-02 16:27:55,125 - INFO - Evaluation: +Curr mae: 120.5382; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 197.3549; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2028; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:27:55,125 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 +2025-06-02 16:28:32,631 - INFO - Training: cls_zice: 135.94406486662808; reg_zipnll: -149.78622655047485; aux_mae_loss_1: 155.2221247186724; aux_mae_loss_2: 21.761813902697025; cnt_loss: 27.063143127011937; +2025-06-02 16:28:32,632 - INFO - Evaluation: +Curr mae: 111.3816; Best mae: 105.1941; 105.7076; 106.1145; 107.5674; 107.6591; +Curr rmse: 189.2392; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1783; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:28:32,632 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 +2025-06-02 16:29:10,202 - INFO - Training: cls_zice: 128.0167638513426; reg_zipnll: -127.42018548384408; aux_mae_loss_1: 149.4069831292361; aux_mae_loss_2: 20.92333509432559; cnt_loss: 26.51923883513899; +2025-06-02 16:29:10,235 - INFO - Evaluation: +Curr mae: 107.4638; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 184.4475; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1761; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:29:10,235 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 +2025-06-02 16:29:47,838 - INFO - Training: cls_zice: 134.39404552030248; reg_zipnll: -125.8603336574226; aux_mae_loss_1: 152.43097085510658; aux_mae_loss_2: 21.50940742871619; cnt_loss: 29.488852084077745; +2025-06-02 16:29:47,839 - INFO - Evaluation: +Curr mae: 117.6965; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 196.2558; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1957; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:29:47,839 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 +2025-06-02 16:30:25,249 - INFO - Training: cls_zice: 133.15763569509747; reg_zipnll: -107.84802577037685; aux_mae_loss_1: 150.50512258264402; aux_mae_loss_2: 21.002343329372785; cnt_loss: 26.69758684272008; +2025-06-02 16:30:25,250 - INFO - Evaluation: +Curr mae: 120.8039; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 197.1473; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2131; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:30:25,250 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 +2025-06-02 16:31:03,047 - INFO - Training: cls_zice: 133.93851191792268; reg_zipnll: -116.88026137699354; aux_mae_loss_1: 151.61968018992846; aux_mae_loss_2: 21.114536121191566; cnt_loss: 26.75004261534735; +2025-06-02 16:31:03,048 - INFO - Evaluation: +Curr mae: 123.7670; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 208.1425; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2011; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:31:03,048 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 +2025-06-02 16:31:40,581 - INFO - Training: cls_zice: 133.5123804483982; reg_zipnll: -140.03145372630743; aux_mae_loss_1: 153.43077931183063; aux_mae_loss_2: 21.5156576207142; cnt_loss: 26.418637042014016; +2025-06-02 16:31:40,582 - INFO - Evaluation: +Curr mae: 115.1613; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 193.2542; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1839; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:31:40,582 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 +2025-06-02 16:32:18,087 - INFO - Training: cls_zice: 130.3994765376413; reg_zipnll: -130.05965389479076; aux_mae_loss_1: 152.4400399820694; aux_mae_loss_2: 21.5181953859645; cnt_loss: 27.16640950196626; +2025-06-02 16:32:18,088 - INFO - Evaluation: +Curr mae: 118.6312; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 194.6955; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1991; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:32:18,088 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 +2025-06-02 16:32:55,852 - INFO - Training: cls_zice: 135.3703019918985; reg_zipnll: -135.8738055639709; aux_mae_loss_1: 153.68707280443203; aux_mae_loss_2: 21.56890970192208; cnt_loss: 27.414806972276295; +2025-06-02 16:32:55,853 - INFO - Evaluation: +Curr mae: 114.3452; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 193.7926; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1880; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:32:55,853 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 +2025-06-02 16:33:33,128 - INFO - Training: cls_zice: 133.17267223383416; reg_zipnll: -132.96816883339787; aux_mae_loss_1: 152.93574976131617; aux_mae_loss_2: 21.521205756837958; cnt_loss: 26.70911128947277; +2025-06-02 16:33:33,129 - INFO - Evaluation: +Curr mae: 125.0159; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 209.1712; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2166; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:33:33,129 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 +2025-06-02 16:34:10,931 - INFO - Training: cls_zice: 135.17551358961902; reg_zipnll: -129.29176202988782; aux_mae_loss_1: 151.70881046522533; aux_mae_loss_2: 21.268048014861858; cnt_loss: 27.67460574693238; +2025-06-02 16:34:10,932 - INFO - Evaluation: +Curr mae: 116.5157; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 196.5396; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1898; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:34:10,933 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 +2025-06-02 16:34:48,319 - INFO - Training: cls_zice: 134.40168259475405; reg_zipnll: -129.31079098404638; aux_mae_loss_1: 152.61633427095728; aux_mae_loss_2: 21.344665988391597; cnt_loss: 26.202868992129698; +2025-06-02 16:34:48,320 - INFO - Evaluation: +Curr mae: 110.6274; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 194.2870; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1768; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:34:48,320 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 +2025-06-02 16:35:25,987 - INFO - Training: cls_zice: 128.642139788495; reg_zipnll: -118.4679003330256; aux_mae_loss_1: 148.98235293255738; aux_mae_loss_2: 20.651750678258228; cnt_loss: 25.20742140068913; +2025-06-02 16:35:25,988 - INFO - Evaluation: +Curr mae: 120.4374; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 206.1234; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1863; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:35:25,988 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 +2025-06-02 16:36:03,273 - INFO - Training: cls_zice: 126.89555275519163; reg_zipnll: -94.23357545461086; aux_mae_loss_1: 145.7852614952239; aux_mae_loss_2: 20.266371114364524; cnt_loss: 26.331166178974883; +2025-06-02 16:36:03,274 - INFO - Evaluation: +Curr mae: 121.4435; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 206.0320; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1944; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:36:03,274 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 +2025-06-02 16:36:40,982 - INFO - Training: cls_zice: 129.40454561347204; reg_zipnll: -138.2761969850553; aux_mae_loss_1: 150.67134847072575; aux_mae_loss_2: 20.895242653145694; cnt_loss: 25.470542828768295; +2025-06-02 16:36:40,983 - INFO - Evaluation: +Curr mae: 115.8999; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 193.8423; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1880; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:36:40,983 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 +2025-06-02 16:37:18,557 - INFO - Training: cls_zice: 144.30249607010393; reg_zipnll: -124.17717382923657; aux_mae_loss_1: 158.5281682298673; aux_mae_loss_2: 22.52776521089061; cnt_loss: 31.212125077152884; +2025-06-02 16:37:18,558 - INFO - Evaluation: +Curr mae: 108.1940; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 186.1316; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1762; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:37:18,558 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 +2025-06-02 16:37:56,111 - INFO - Training: cls_zice: 132.54021858063754; reg_zipnll: -128.20089678101192; aux_mae_loss_1: 152.49072169625995; aux_mae_loss_2: 21.31431047805887; cnt_loss: 27.99824417821619; +2025-06-02 16:37:56,111 - INFO - Evaluation: +Curr mae: 107.6799; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 182.8212; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1743; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:37:56,111 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 +2025-06-02 16:38:33,623 - INFO - Training: cls_zice: 134.97346534476375; reg_zipnll: -124.15759291238342; aux_mae_loss_1: 152.71377917157105; aux_mae_loss_2: 21.404437924062968; cnt_loss: 26.594569544129023; +2025-06-02 16:38:33,623 - INFO - Evaluation: +Curr mae: 120.9185; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 203.8701; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2008; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:38:33,623 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 +2025-06-02 16:39:10,962 - INFO - Training: cls_zice: 131.44737223442027; reg_zipnll: -127.97455593134394; aux_mae_loss_1: 149.48612233345082; aux_mae_loss_2: 20.8236183141241; cnt_loss: 25.5219550669588; +2025-06-02 16:39:10,962 - INFO - Evaluation: +Curr mae: 115.0452; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 201.2609; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1823; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:39:10,963 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 +2025-06-02 16:39:48,376 - INFO - Training: cls_zice: 131.7509928318049; reg_zipnll: -145.31427476895567; aux_mae_loss_1: 151.1737763865894; aux_mae_loss_2: 21.313431878753057; cnt_loss: 26.25955399456403; +2025-06-02 16:39:48,376 - INFO - Evaluation: +Curr mae: 117.4918; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 198.9669; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1864; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:39:48,376 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 +2025-06-02 16:40:25,703 - INFO - Training: cls_zice: 137.45562314671398; reg_zipnll: -91.6792323384064; aux_mae_loss_1: 153.0248295866101; aux_mae_loss_2: 21.448586324982294; cnt_loss: 28.8046340137128; +2025-06-02 16:40:25,704 - INFO - Evaluation: +Curr mae: 112.8720; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 193.3905; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1902; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:40:25,704 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 +2025-06-02 16:41:03,260 - INFO - Training: cls_zice: 131.40347190250625; reg_zipnll: -108.01011193509133; aux_mae_loss_1: 148.447937921183; aux_mae_loss_2: 20.76406381619687; cnt_loss: 25.49217197279267; +2025-06-02 16:41:03,260 - INFO - Evaluation: +Curr mae: 111.0110; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 187.9414; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1829; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:41:03,261 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 +2025-06-02 16:41:40,704 - INFO - Training: cls_zice: 134.08615260092628; reg_zipnll: -131.62335722335916; aux_mae_loss_1: 151.77734056687513; aux_mae_loss_2: 21.25963098639684; cnt_loss: 26.422941419462493; +2025-06-02 16:41:40,705 - INFO - Evaluation: +Curr mae: 122.3968; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 214.0930; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1884; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:41:40,705 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 +2025-06-02 16:42:18,140 - INFO - Training: cls_zice: 130.4282750514959; reg_zipnll: -109.9397790163558; aux_mae_loss_1: 148.75902059694; aux_mae_loss_2: 20.760408218333264; cnt_loss: 25.435675960502877; +2025-06-02 16:42:18,140 - INFO - Evaluation: +Curr mae: 114.7713; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 200.8583; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1870; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:42:18,141 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 +2025-06-02 16:42:55,541 - INFO - Training: cls_zice: 134.50548149260464; reg_zipnll: -131.08718506389897; aux_mae_loss_1: 153.62145018419682; aux_mae_loss_2: 21.622991397680824; cnt_loss: 29.256885373829217; +2025-06-02 16:42:55,541 - INFO - Evaluation: +Curr mae: 121.3951; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 208.1139; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2121; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:42:55,648 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 +2025-06-02 16:43:33,344 - INFO - Training: cls_zice: 131.00012717341744; reg_zipnll: -150.14635240163236; aux_mae_loss_1: 152.65852654059202; aux_mae_loss_2: 21.50902197376782; cnt_loss: 26.92460156434419; +2025-06-02 16:43:33,345 - INFO - Evaluation: +Curr mae: 109.8619; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 189.6690; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1748; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:43:33,345 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 +2025-06-02 16:44:10,889 - INFO - Training: cls_zice: 133.3590930155571; reg_zipnll: -100.66699880006297; aux_mae_loss_1: 149.49153122049293; aux_mae_loss_2: 20.85536404161264; cnt_loss: 25.103321776484812; +2025-06-02 16:44:10,890 - INFO - Evaluation: +Curr mae: 115.1108; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 200.3993; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1759; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:44:10,890 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 +2025-06-02 16:44:48,399 - INFO - Training: cls_zice: 129.45644234663604; reg_zipnll: -96.85072298239399; aux_mae_loss_1: 147.31454336406378; aux_mae_loss_2: 20.31892209337247; cnt_loss: 23.8429162612814; +2025-06-02 16:44:48,400 - INFO - Evaluation: +Curr mae: 120.5071; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 206.0274; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1922; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:44:48,400 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 +2025-06-02 16:45:25,731 - INFO - Training: cls_zice: 133.1268377998807; reg_zipnll: -123.9313721688378; aux_mae_loss_1: 149.48294466536566; aux_mae_loss_2: 20.81215825617708; cnt_loss: 24.92986281818112; +2025-06-02 16:45:25,732 - INFO - Evaluation: +Curr mae: 111.2658; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 192.2149; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1790; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:45:25,732 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 +2025-06-02 16:46:03,378 - INFO - Training: cls_zice: 130.2886499316487; reg_zipnll: -152.06445712916897; aux_mae_loss_1: 151.4098815412711; aux_mae_loss_2: 21.048670724527724; cnt_loss: 25.71579039491565; +2025-06-02 16:46:03,379 - INFO - Evaluation: +Curr mae: 117.9055; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 193.7985; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2042; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:46:03,379 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 +2025-06-02 16:46:41,014 - INFO - Training: cls_zice: 132.05217945023088; reg_zipnll: -129.0624025862738; aux_mae_loss_1: 151.59173240408992; aux_mae_loss_2: 21.134359075533634; cnt_loss: 25.63825304145055; +2025-06-02 16:46:41,014 - INFO - Evaluation: +Curr mae: 115.6207; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 193.5832; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1869; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:46:41,015 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 +2025-06-02 16:47:18,814 - INFO - Training: cls_zice: 136.9234235144609; reg_zipnll: -154.10118656916333; aux_mae_loss_1: 156.0704472522862; aux_mae_loss_2: 21.9317574469459; cnt_loss: 29.30221867403447; +2025-06-02 16:47:18,814 - INFO - Evaluation: +Curr mae: 118.6166; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 190.1312; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2069; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:47:18,814 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 +2025-06-02 16:47:56,227 - INFO - Training: cls_zice: 131.32412870040793; reg_zipnll: -87.5502298367734; aux_mae_loss_1: 147.02258128993557; aux_mae_loss_2: 20.346043801465573; cnt_loss: 24.89344692861797; +2025-06-02 16:47:56,228 - INFO - Evaluation: +Curr mae: 113.9177; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 199.1223; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2012; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:47:56,228 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 +2025-06-02 16:48:33,589 - INFO - Training: cls_zice: 132.15900620719455; reg_zipnll: -128.6095458529643; aux_mae_loss_1: 149.05546958872813; aux_mae_loss_2: 20.698766405219274; cnt_loss: 24.065034866333008; +2025-06-02 16:48:33,589 - INFO - Evaluation: +Curr mae: 110.9965; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 188.1471; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1787; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:48:33,590 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 +2025-06-02 16:49:10,966 - INFO - Training: cls_zice: 131.9646212596767; reg_zipnll: -144.9465635817572; aux_mae_loss_1: 151.4075536664748; aux_mae_loss_2: 21.02212173259811; cnt_loss: 25.379746402336274; +2025-06-02 16:49:10,967 - INFO - Evaluation: +Curr mae: 110.6587; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 187.8043; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1793; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:49:10,967 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 +2025-06-02 16:49:48,428 - INFO - Training: cls_zice: 131.18169206025584; reg_zipnll: -146.07637344764558; aux_mae_loss_1: 151.46020598758926; aux_mae_loss_2: 21.169770474465476; cnt_loss: 26.321387742528852; +2025-06-02 16:49:48,428 - INFO - Evaluation: +Curr mae: 116.5757; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 192.5828; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1999; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:49:48,428 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 +2025-06-02 16:50:25,802 - INFO - Training: cls_zice: 137.315701465733; reg_zipnll: -116.49529163726908; aux_mae_loss_1: 152.81159066206573; aux_mae_loss_2: 21.441119102452763; cnt_loss: 27.31453160734366; +2025-06-02 16:50:25,802 - INFO - Evaluation: +Curr mae: 108.7111; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 183.6216; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1763; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:50:25,802 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 +2025-06-02 16:51:02,881 - INFO - Training: cls_zice: 127.71465685509688; reg_zipnll: -101.52367130810062; aux_mae_loss_1: 145.26653694001254; aux_mae_loss_2: 20.116388914600904; cnt_loss: 24.054403472420397; +2025-06-02 16:51:02,881 - INFO - Evaluation: +Curr mae: 117.7407; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 196.7430; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1924; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:51:02,881 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 +2025-06-02 16:51:40,363 - INFO - Training: cls_zice: 130.430280521216; reg_zipnll: -119.74431470529923; aux_mae_loss_1: 150.9757867269958; aux_mae_loss_2: 20.999539217412078; cnt_loss: 26.347678162404243; +2025-06-02 16:51:40,364 - INFO - Evaluation: +Curr mae: 124.7468; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 213.6787; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1968; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:51:40,364 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 +2025-06-02 16:52:17,822 - INFO - Training: cls_zice: 132.7011086924976; reg_zipnll: -133.51416753301558; aux_mae_loss_1: 150.7393785691419; aux_mae_loss_2: 21.129846332878465; cnt_loss: 26.362067285752456; +2025-06-02 16:52:17,823 - INFO - Evaluation: +Curr mae: 115.0198; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 197.8066; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1783; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:52:17,823 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 +2025-06-02 16:52:55,498 - INFO - Training: cls_zice: 129.4928797665021; reg_zipnll: -108.03005680816852; aux_mae_loss_1: 147.53134049169276; aux_mae_loss_2: 20.534110808214603; cnt_loss: 22.669975675494467; +2025-06-02 16:52:55,499 - INFO - Evaluation: +Curr mae: 115.9654; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 195.9767; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1840; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:52:55,499 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 +2025-06-02 16:53:32,797 - INFO - Training: cls_zice: 132.1364691525895; reg_zipnll: -128.78106133669417; aux_mae_loss_1: 149.58312296077906; aux_mae_loss_2: 20.85534407760923; cnt_loss: 24.939667758562706; +2025-06-02 16:53:32,798 - INFO - Evaluation: +Curr mae: 108.4237; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 186.2535; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1769; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:53:32,798 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 +2025-06-02 16:54:10,223 - INFO - Training: cls_zice: 130.9926535246388; reg_zipnll: -119.23301277413273; aux_mae_loss_1: 150.18554874445428; aux_mae_loss_2: 21.04049067465675; cnt_loss: 24.957966927661012; +2025-06-02 16:54:10,224 - INFO - Evaluation: +Curr mae: 122.3094; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 205.4443; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.2004; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:54:10,224 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 +2025-06-02 16:54:47,575 - INFO - Training: cls_zice: 129.81425657967068; reg_zipnll: -129.66330092474325; aux_mae_loss_1: 149.28696835751566; aux_mae_loss_2: 20.835708283430694; cnt_loss: 24.624335109003333; +2025-06-02 16:54:47,576 - INFO - Evaluation: +Curr mae: 114.6249; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 193.3290; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1855; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:54:47,576 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 +2025-06-02 16:55:24,824 - INFO - Training: cls_zice: 132.8267256882017; reg_zipnll: -114.44492937555377; aux_mae_loss_1: 150.45450996247348; aux_mae_loss_2: 20.848542671329927; cnt_loss: 25.580418403574964; +2025-06-02 16:55:24,825 - INFO - Evaluation: +Curr mae: 111.7164; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 190.6716; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1825; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:55:24,825 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 +2025-06-02 16:56:02,353 - INFO - Training: cls_zice: 134.01595417553227; reg_zipnll: -108.6161349403937; aux_mae_loss_1: 149.81678458712747; aux_mae_loss_2: 20.550576090023217; cnt_loss: 24.457824779662076; +2025-06-02 16:56:02,354 - INFO - Evaluation: +Curr mae: 115.1529; Best mae: 105.1941; 105.7076; 106.1145; 107.4638; 107.5674; +Curr rmse: 194.9741; Best rmse: 173.5585; 175.5499; 179.6192; 179.9484; 180.7889; +Curr nae: 0.1891; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:56:02,354 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 +2025-06-02 16:56:39,881 - INFO - Training: cls_zice: 160.45327970997388; reg_zipnll: -138.27237461418505; aux_mae_loss_1: 177.74164364037924; aux_mae_loss_2: 27.402779831791555; cnt_loss: 52.79442304017528; +2025-06-02 16:56:39,944 - INFO - Evaluation: +Curr mae: 106.4915; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 179.9190; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1791; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:56:39,944 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 +2025-06-02 16:57:17,440 - INFO - Training: cls_zice: 132.49159788927494; reg_zipnll: -126.4552699461678; aux_mae_loss_1: 148.9085332605223; aux_mae_loss_2: 20.341085730798987; cnt_loss: 22.983154126350453; +2025-06-02 16:57:17,440 - INFO - Evaluation: +Curr mae: 115.0718; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 193.3075; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1916; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:57:17,440 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 +2025-06-02 16:57:54,856 - INFO - Training: cls_zice: 130.40479073934998; reg_zipnll: -111.37050049510223; aux_mae_loss_1: 147.78104592632775; aux_mae_loss_2: 20.490775177810367; cnt_loss: 24.88655569379693; +2025-06-02 16:57:54,857 - INFO - Evaluation: +Curr mae: 116.5765; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 193.8755; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1938; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:57:54,857 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 +2025-06-02 16:58:32,770 - INFO - Training: cls_zice: 132.71347082529635; reg_zipnll: -149.87575615004988; aux_mae_loss_1: 152.96234027281503; aux_mae_loss_2: 21.43548385670643; cnt_loss: 26.982129213825758; +2025-06-02 16:58:32,771 - INFO - Evaluation: +Curr mae: 116.5528; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 196.3810; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1935; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:58:32,771 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 +2025-06-02 16:59:10,139 - INFO - Training: cls_zice: 131.594986947167; reg_zipnll: -123.99648895011043; aux_mae_loss_1: 148.99588250166533; aux_mae_loss_2: 20.58323094071142; cnt_loss: 23.91412407515065; +2025-06-02 16:59:10,140 - INFO - Evaluation: +Curr mae: 114.8288; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 193.1570; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1902; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:59:10,140 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 +2025-06-02 16:59:47,482 - INFO - Training: cls_zice: 132.45893594602876; reg_zipnll: -120.76204351715694; aux_mae_loss_1: 151.0815808630937; aux_mae_loss_2: 20.996632506515805; cnt_loss: 26.143920459494687; +2025-06-02 16:59:47,483 - INFO - Evaluation: +Curr mae: 126.7689; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 213.0675; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.2042; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 16:59:47,483 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 +2025-06-02 17:00:24,873 - INFO - Training: cls_zice: 128.6225900207924; reg_zipnll: -101.57508516627432; aux_mae_loss_1: 145.8552510596269; aux_mae_loss_2: 20.053876507361203; cnt_loss: 23.435938917248453; +2025-06-02 17:00:24,874 - INFO - Evaluation: +Curr mae: 124.5307; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 214.0673; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.2012; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:00:24,874 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 +2025-06-02 17:01:02,354 - INFO - Training: cls_zice: 131.99011013207846; reg_zipnll: -112.86174500067503; aux_mae_loss_1: 148.72241008834334; aux_mae_loss_2: 20.541345046845493; cnt_loss: 24.104260157275675; +2025-06-02 17:01:02,355 - INFO - Evaluation: +Curr mae: 115.8825; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 198.1871; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1900; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:01:02,355 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 +2025-06-02 17:01:39,980 - INFO - Training: cls_zice: 131.68553212146887; reg_zipnll: -114.55908291545136; aux_mae_loss_1: 149.0290185031512; aux_mae_loss_2: 20.69891589208944; cnt_loss: 23.98738355194496; +2025-06-02 17:01:39,981 - INFO - Evaluation: +Curr mae: 113.6741; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 189.9845; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1873; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:01:39,981 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 +2025-06-02 17:02:17,876 - INFO - Training: cls_zice: 132.57647657078624; reg_zipnll: -134.44502514719173; aux_mae_loss_1: 152.4771157068922; aux_mae_loss_2: 21.358802441729615; cnt_loss: 24.951888406513543; +2025-06-02 17:02:17,877 - INFO - Evaluation: +Curr mae: 109.6967; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 190.9453; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1705; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:02:17,877 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 +2025-06-02 17:02:55,412 - INFO - Training: cls_zice: 130.76487421199977; reg_zipnll: -137.53339509774517; aux_mae_loss_1: 149.77517154516764; aux_mae_loss_2: 20.736750277462384; cnt_loss: 23.34953442630389; +2025-06-02 17:02:55,413 - INFO - Evaluation: +Curr mae: 116.2683; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 199.9190; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1835; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:02:55,413 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 +2025-06-02 17:03:32,918 - INFO - Training: cls_zice: 131.2615587600809; reg_zipnll: -130.54847426761856; aux_mae_loss_1: 148.49693460022377; aux_mae_loss_2: 20.55060577392578; cnt_loss: 24.213821903759282; +2025-06-02 17:03:32,919 - INFO - Evaluation: +Curr mae: 114.9239; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 190.9857; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.1937; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:03:32,919 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 +2025-06-02 17:04:10,182 - INFO - Training: cls_zice: 132.0087662248422; reg_zipnll: -126.95356537016812; aux_mae_loss_1: 151.0812862977287; aux_mae_loss_2: 21.006434712188923; cnt_loss: 24.688753750150568; +2025-06-02 17:04:10,183 - INFO - Evaluation: +Curr mae: 128.3428; Best mae: 105.1941; 105.7076; 106.1145; 106.4915; 107.4638; +Curr rmse: 213.5875; Best rmse: 173.5585; 175.5499; 179.6192; 179.9190; 179.9484; +Curr nae: 0.2075; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:04:10,183 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 +2025-06-02 17:04:47,442 - INFO - Training: cls_zice: 162.84233494941762; reg_zipnll: -128.1258002211716; aux_mae_loss_1: 171.62709308144272; aux_mae_loss_2: 26.095347461321495; cnt_loss: 49.425339809316675; +2025-06-02 17:04:47,518 - INFO - Evaluation: +Curr mae: 105.9679; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 177.6420; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1832; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:04:47,518 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 +2025-06-02 17:05:24,857 - INFO - Training: cls_zice: 133.52235917855572; reg_zipnll: -159.26067376294674; aux_mae_loss_1: 154.58312826598717; aux_mae_loss_2: 21.778650473285197; cnt_loss: 26.09430966156208; +2025-06-02 17:05:24,858 - INFO - Evaluation: +Curr mae: 116.2171; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 197.7953; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1879; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:05:24,858 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 +2025-06-02 17:06:02,400 - INFO - Training: cls_zice: 131.4931896664449; reg_zipnll: -128.59174746077582; aux_mae_loss_1: 150.7553151616987; aux_mae_loss_2: 20.996005550915044; cnt_loss: 26.075964289785222; +2025-06-02 17:06:02,401 - INFO - Evaluation: +Curr mae: 113.2040; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 189.5033; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1916; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:06:02,401 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 +2025-06-02 17:06:39,888 - INFO - Training: cls_zice: 134.43040193469318; reg_zipnll: -138.3512971827526; aux_mae_loss_1: 152.6223438591357; aux_mae_loss_2: 21.17366762666513; cnt_loss: 24.50239869616679; +2025-06-02 17:06:39,889 - INFO - Evaluation: +Curr mae: 111.5007; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 187.3135; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1843; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:06:39,889 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 +2025-06-02 17:07:17,458 - INFO - Training: cls_zice: 131.78310669652674; reg_zipnll: -122.10761343722312; aux_mae_loss_1: 148.6173214691364; aux_mae_loss_2: 20.64243610015768; cnt_loss: 22.509502063523854; +2025-06-02 17:07:17,458 - INFO - Evaluation: +Curr mae: 124.4922; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 208.1763; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2063; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:07:17,458 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 +2025-06-02 17:07:54,815 - INFO - Training: cls_zice: 130.70629493763906; reg_zipnll: -133.68076467198253; aux_mae_loss_1: 149.71652484413804; aux_mae_loss_2: 20.642385287000643; cnt_loss: 23.299173522469225; +2025-06-02 17:07:54,816 - INFO - Evaluation: +Curr mae: 118.3237; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 198.9485; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1910; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:07:54,816 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 +2025-06-02 17:08:32,273 - INFO - Training: cls_zice: 132.525611978493; reg_zipnll: -130.80068440468895; aux_mae_loss_1: 149.85016333977907; aux_mae_loss_2: 20.89081156016975; cnt_loss: 24.15809274193467; +2025-06-02 17:08:32,273 - INFO - Evaluation: +Curr mae: 117.4588; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 199.2007; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1882; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:08:32,273 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 +2025-06-02 17:09:09,756 - INFO - Training: cls_zice: 132.5948957607446; reg_zipnll: -140.54600735847524; aux_mae_loss_1: 150.8521512265237; aux_mae_loss_2: 21.000474500340342; cnt_loss: 25.314218394803685; +2025-06-02 17:09:09,757 - INFO - Evaluation: +Curr mae: 124.0223; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 203.0717; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2146; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:09:09,757 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 +2025-06-02 17:09:47,139 - INFO - Training: cls_zice: 129.27861813677856; reg_zipnll: -125.56092263531211; aux_mae_loss_1: 149.01041417406094; aux_mae_loss_2: 20.794455041948535; cnt_loss: 23.79774876146127; +2025-06-02 17:09:47,140 - INFO - Evaluation: +Curr mae: 124.7836; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 207.6205; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2086; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:09:47,140 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 +2025-06-02 17:10:24,517 - INFO - Training: cls_zice: 132.4823929489843; reg_zipnll: -130.49400229801407; aux_mae_loss_1: 151.56776377696863; aux_mae_loss_2: 21.112105217990496; cnt_loss: 25.32398350033539; +2025-06-02 17:10:24,518 - INFO - Evaluation: +Curr mae: 111.8099; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 189.0003; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1815; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:10:24,518 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 +2025-06-02 17:11:02,034 - INFO - Training: cls_zice: 129.6539085716601; reg_zipnll: -126.28635218285567; aux_mae_loss_1: 148.5692951379233; aux_mae_loss_2: 20.452120787260547; cnt_loss: 23.993092767450193; +2025-06-02 17:11:02,035 - INFO - Evaluation: +Curr mae: 115.6335; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 195.2486; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1896; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:11:02,035 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 +2025-06-02 17:11:39,324 - INFO - Training: cls_zice: 130.86871017051848; reg_zipnll: -136.1683925540242; aux_mae_loss_1: 151.570799568631; aux_mae_loss_2: 21.154469167949348; cnt_loss: 24.92093431712776; +2025-06-02 17:11:39,325 - INFO - Evaluation: +Curr mae: 112.5742; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 189.8553; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1803; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:11:39,325 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 +2025-06-02 17:12:16,662 - INFO - Training: cls_zice: 132.04984968071741; reg_zipnll: -113.17841095324384; aux_mae_loss_1: 148.64827950584967; aux_mae_loss_2: 20.65401272426378; cnt_loss: 23.40235140623636; +2025-06-02 17:12:16,663 - INFO - Evaluation: +Curr mae: 110.1320; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 188.8176; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1772; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:12:16,663 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 +2025-06-02 17:12:54,227 - INFO - Training: cls_zice: 134.19789564372687; reg_zipnll: -127.82641383038451; aux_mae_loss_1: 151.8392983746055; aux_mae_loss_2: 21.0828737833642; cnt_loss: 25.575653063540425; +2025-06-02 17:12:54,228 - INFO - Evaluation: +Curr mae: 111.6746; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 189.8265; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1835; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:12:54,228 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 +2025-06-02 17:13:31,693 - INFO - Training: cls_zice: 131.80160819299962; reg_zipnll: -113.59528266199378; aux_mae_loss_1: 149.12655462808166; aux_mae_loss_2: 20.643166927312382; cnt_loss: 24.404884448904074; +2025-06-02 17:13:31,693 - INFO - Evaluation: +Curr mae: 111.0589; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 189.4198; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1797; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:13:31,693 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 +2025-06-02 17:14:09,040 - INFO - Training: cls_zice: 134.5541237205859; reg_zipnll: -109.45295863751544; aux_mae_loss_1: 149.44929031978378; aux_mae_loss_2: 20.540063507509547; cnt_loss: 22.819589491711547; +2025-06-02 17:14:09,041 - INFO - Evaluation: +Curr mae: 112.6262; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 189.3420; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1818; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:14:09,137 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 +2025-06-02 17:14:46,613 - INFO - Training: cls_zice: 128.4744054529051; reg_zipnll: -118.22612542032407; aux_mae_loss_1: 148.35043092437138; aux_mae_loss_2: 20.52805284159073; cnt_loss: 24.614437712738845; +2025-06-02 17:14:46,614 - INFO - Evaluation: +Curr mae: 117.2319; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 197.1217; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1872; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:14:46,614 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 +2025-06-02 17:15:24,108 - INFO - Training: cls_zice: 132.230352136473; reg_zipnll: -156.91847754472138; aux_mae_loss_1: 152.53993962774214; aux_mae_loss_2: 21.39448783571357; cnt_loss: 25.064790432026843; +2025-06-02 17:15:24,109 - INFO - Evaluation: +Curr mae: 116.5458; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 196.5138; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1913; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:15:24,109 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 +2025-06-02 17:16:01,276 - INFO - Training: cls_zice: 133.97255540051998; reg_zipnll: -133.3177094364798; aux_mae_loss_1: 153.09782000409058; aux_mae_loss_2: 21.255030410968704; cnt_loss: 23.980181624557797; +2025-06-02 17:16:01,277 - INFO - Evaluation: +Curr mae: 111.4913; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 187.8178; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1798; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:16:01,277 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 +2025-06-02 17:16:38,856 - INFO - Training: cls_zice: 137.4685347601278; reg_zipnll: -133.36485865258223; aux_mae_loss_1: 154.0612852083926; aux_mae_loss_2: 21.393036059196422; cnt_loss: 27.891948147325326; +2025-06-02 17:16:38,857 - INFO - Evaluation: +Curr mae: 119.0666; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 203.2747; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1923; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:16:38,857 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 +2025-06-02 17:17:16,553 - INFO - Training: cls_zice: 130.5746036302175; reg_zipnll: -120.9169143398866; aux_mae_loss_1: 147.92694223163934; aux_mae_loss_2: 20.460797821449127; cnt_loss: 24.49554301255586; +2025-06-02 17:17:16,554 - INFO - Evaluation: +Curr mae: 118.5715; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 201.2744; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1914; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:17:16,554 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 +2025-06-02 17:17:53,910 - INFO - Training: cls_zice: 132.28712716007865; reg_zipnll: -133.47167843698665; aux_mae_loss_1: 151.27641129651607; aux_mae_loss_2: 21.057414793810306; cnt_loss: 24.71619331599861; +2025-06-02 17:17:53,911 - INFO - Evaluation: +Curr mae: 114.3133; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 193.4118; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1832; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:17:53,911 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 +2025-06-02 17:18:31,748 - INFO - Training: cls_zice: 136.67113376137436; reg_zipnll: -122.23699816015383; aux_mae_loss_1: 151.6667408216868; aux_mae_loss_2: 21.075421156472718; cnt_loss: 25.18315249563053; +2025-06-02 17:18:31,748 - INFO - Evaluation: +Curr mae: 129.5483; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 208.0559; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2314; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:18:31,749 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 +2025-06-02 17:19:09,369 - INFO - Training: cls_zice: 133.48611565141488; reg_zipnll: -117.25795327748683; aux_mae_loss_1: 149.07879290043914; aux_mae_loss_2: 20.511393060747363; cnt_loss: 22.661618655880556; +2025-06-02 17:19:09,370 - INFO - Evaluation: +Curr mae: 114.2525; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 190.3083; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1849; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:19:09,370 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 +2025-06-02 17:19:46,756 - INFO - Training: cls_zice: 133.8629637206627; reg_zipnll: -124.79514200324255; aux_mae_loss_1: 150.20570125958778; aux_mae_loss_2: 20.832257163445682; cnt_loss: 24.168586301487803; +2025-06-02 17:19:46,756 - INFO - Evaluation: +Curr mae: 111.0727; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 187.9710; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1809; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:19:46,756 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 +2025-06-02 17:20:24,261 - INFO - Training: cls_zice: 132.13599916167607; reg_zipnll: -109.71791137291106; aux_mae_loss_1: 149.22213957325513; aux_mae_loss_2: 20.58319677264485; cnt_loss: 23.678378957786308; +2025-06-02 17:20:24,262 - INFO - Evaluation: +Curr mae: 114.0649; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 192.7282; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1816; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:20:24,262 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 +2025-06-02 17:21:01,941 - INFO - Training: cls_zice: 137.3885227228632; reg_zipnll: -130.8299607472704; aux_mae_loss_1: 159.8058787213256; aux_mae_loss_2: 23.746973088245518; cnt_loss: 42.91237298700194; +2025-06-02 17:21:01,942 - INFO - Evaluation: +Curr mae: 140.3826; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 233.8623; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2438; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:21:01,942 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 +2025-06-02 17:21:39,306 - INFO - Training: cls_zice: 134.9713700401862; reg_zipnll: -158.20093077855395; aux_mae_loss_1: 161.07670118319277; aux_mae_loss_2: 23.87424837200847; cnt_loss: 40.17527814574589; +2025-06-02 17:21:39,307 - INFO - Evaluation: +Curr mae: 142.3887; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 241.3552; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2217; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:21:39,307 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 +2025-06-02 17:22:16,651 - INFO - Training: cls_zice: 136.41460950485128; reg_zipnll: -119.10938772618375; aux_mae_loss_1: 161.2652396397875; aux_mae_loss_2: 24.230650292327073; cnt_loss: 43.896249935326985; +2025-06-02 17:22:16,652 - INFO - Evaluation: +Curr mae: 162.4690; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 271.1342; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2609; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:22:16,652 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 +2025-06-02 17:22:54,106 - INFO - Training: cls_zice: 136.64890329727274; reg_zipnll: -126.37103636533219; aux_mae_loss_1: 162.7156459479932; aux_mae_loss_2: 24.778779869837475; cnt_loss: 46.127898712031886; +2025-06-02 17:22:54,107 - INFO - Evaluation: +Curr mae: 111.9980; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 184.5590; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1785; Best nae: 0.1623; 0.1684; 0.1685; 0.1689; 0.1691; + + + +2025-06-02 17:22:54,107 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 +2025-06-02 17:23:31,775 - INFO - Training: cls_zice: 137.48275097474357; reg_zipnll: -124.75625295196937; aux_mae_loss_1: 162.4084910714863; aux_mae_loss_2: 24.579496371035543; cnt_loss: 47.067349926525395; +2025-06-02 17:23:31,830 - INFO - Evaluation: +Curr mae: 113.7307; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 199.5471; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1685; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:23:31,830 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 +2025-06-02 17:24:09,025 - INFO - Training: cls_zice: 134.3139972560453; reg_zipnll: -118.00080980844055; aux_mae_loss_1: 157.93781469989295; aux_mae_loss_2: 23.06755283810445; cnt_loss: 38.98812374847614; +2025-06-02 17:24:09,026 - INFO - Evaluation: +Curr mae: 118.6555; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 210.6032; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1958; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:24:09,026 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 +2025-06-02 17:24:46,788 - INFO - Training: cls_zice: 140.54780488614216; reg_zipnll: -150.9898351770363; aux_mae_loss_1: 167.5736510927314; aux_mae_loss_2: 25.051759227222163; cnt_loss: 45.60460858945026; +2025-06-02 17:24:46,789 - INFO - Evaluation: +Curr mae: 137.9159; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 222.8345; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2704; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:24:46,789 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 +2025-06-02 17:25:24,522 - INFO - Training: cls_zice: 135.96894576217954; reg_zipnll: -117.01887387155698; aux_mae_loss_1: 162.28356938646328; aux_mae_loss_2: 24.232531130708605; cnt_loss: 44.876109085335635; +2025-06-02 17:25:24,523 - INFO - Evaluation: +Curr mae: 164.9809; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 290.7307; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2599; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:25:24,523 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 +2025-06-02 17:26:01,963 - INFO - Training: cls_zice: 137.6513812968273; reg_zipnll: -132.96945458216382; aux_mae_loss_1: 169.64838712578577; aux_mae_loss_2: 25.895393586316647; cnt_loss: 50.166493990563396; +2025-06-02 17:26:01,963 - INFO - Evaluation: +Curr mae: 173.8918; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 265.6353; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3186; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:26:01,964 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 +2025-06-02 17:26:39,335 - INFO - Training: cls_zice: 138.7429037030959; reg_zipnll: -149.67019957738208; aux_mae_loss_1: 166.36401033717274; aux_mae_loss_2: 24.912084623677842; cnt_loss: 44.95639540817564; +2025-06-02 17:26:39,336 - INFO - Evaluation: +Curr mae: 118.1953; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 199.7570; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1907; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:26:39,336 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 +2025-06-02 17:27:17,121 - INFO - Training: cls_zice: 140.09375; reg_zipnll: -123.78563318820979; aux_mae_loss_1: 164.17113671713318; aux_mae_loss_2: 24.480231278779492; cnt_loss: 43.99028190082272; +2025-06-02 17:27:17,122 - INFO - Evaluation: +Curr mae: 120.7362; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 211.4413; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2139; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:27:17,122 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 +2025-06-02 17:27:54,435 - INFO - Training: cls_zice: 136.92913558151548; reg_zipnll: -114.08072018781245; aux_mae_loss_1: 160.56931514613674; aux_mae_loss_2: 24.02924849023882; cnt_loss: 45.02266713957123; +2025-06-02 17:27:54,436 - INFO - Evaluation: +Curr mae: 121.1924; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 201.7503; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2219; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:27:54,436 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 +2025-06-02 17:28:31,995 - INFO - Training: cls_zice: 137.68436899248337; reg_zipnll: -104.80913763488365; aux_mae_loss_1: 159.3038300267908; aux_mae_loss_2: 23.711494496326573; cnt_loss: 43.92727598607146; +2025-06-02 17:28:31,996 - INFO - Evaluation: +Curr mae: 155.1232; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 267.9641; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2622; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:28:31,996 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 +2025-06-02 17:29:09,370 - INFO - Training: cls_zice: 138.5852741468821; reg_zipnll: -126.35140462584843; aux_mae_loss_1: 165.2662949719966; aux_mae_loss_2: 25.0910728656693; cnt_loss: 48.5140792770891; +2025-06-02 17:29:09,370 - INFO - Evaluation: +Curr mae: 150.7547; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 260.9422; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2384; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:29:09,370 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 +2025-06-02 17:29:46,616 - INFO - Training: cls_zice: 157.73458453045777; reg_zipnll: -128.8507682092932; aux_mae_loss_1: 180.50146731951378; aux_mae_loss_2: 28.50454838860114; cnt_loss: 61.89159652255229; +2025-06-02 17:29:46,616 - INFO - Evaluation: +Curr mae: 162.6262; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 276.5057; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2621; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:29:46,616 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 +2025-06-02 17:30:24,391 - INFO - Training: cls_zice: 139.99016509150826; reg_zipnll: -141.85037408285584; aux_mae_loss_1: 164.7721939086914; aux_mae_loss_2: 24.608998140751922; cnt_loss: 44.3015658334391; +2025-06-02 17:30:24,392 - INFO - Evaluation: +Curr mae: 172.9080; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 292.0408; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2591; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:30:24,392 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 +2025-06-02 17:31:02,228 - INFO - Training: cls_zice: 138.15956421403695; reg_zipnll: -129.1360172941195; aux_mae_loss_1: 162.3380637768878; aux_mae_loss_2: 24.34058453389351; cnt_loss: 46.242943940573184; +2025-06-02 17:31:02,229 - INFO - Evaluation: +Curr mae: 150.9598; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 242.3588; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2867; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:31:02,229 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 +2025-06-02 17:31:39,950 - INFO - Training: cls_zice: 134.51187858834172; reg_zipnll: -116.77274965450464; aux_mae_loss_1: 157.73874406625103; aux_mae_loss_2: 23.298955468941998; cnt_loss: 40.662235588427414; +2025-06-02 17:31:39,950 - INFO - Evaluation: +Curr mae: 147.7767; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 265.2083; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2292; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:31:39,950 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 +2025-06-02 17:32:17,244 - INFO - Training: cls_zice: 133.01854484760207; reg_zipnll: -92.9019682044225; aux_mae_loss_1: 157.01384967526064; aux_mae_loss_2: 23.27801128412714; cnt_loss: 39.938878552013676; +2025-06-02 17:32:17,245 - INFO - Evaluation: +Curr mae: 185.7791; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 348.5149; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2736; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:32:17,245 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 +2025-06-02 17:32:55,086 - INFO - Training: cls_zice: 134.86800447678723; reg_zipnll: -107.1835403252911; aux_mae_loss_1: 161.80873173593685; aux_mae_loss_2: 24.361777911912526; cnt_loss: 43.69603818299755; +2025-06-02 17:32:55,086 - INFO - Evaluation: +Curr mae: 148.6615; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 243.0876; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2514; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:32:55,086 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 +2025-06-02 17:33:32,433 - INFO - Training: cls_zice: 140.84224402825564; reg_zipnll: -121.84194751133192; aux_mae_loss_1: 162.66875129346028; aux_mae_loss_2: 24.264021197691658; cnt_loss: 42.75492940675344; +2025-06-02 17:33:32,434 - INFO - Evaluation: +Curr mae: 128.9597; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 218.1992; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2087; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:33:32,434 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 +2025-06-02 17:34:10,165 - INFO - Training: cls_zice: 137.97276776042204; reg_zipnll: -101.92917779581437; aux_mae_loss_1: 162.458705321053; aux_mae_loss_2: 24.461429355949754; cnt_loss: 46.280395021501754; +2025-06-02 17:34:10,166 - INFO - Evaluation: +Curr mae: 163.3714; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 276.2245; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2552; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:34:10,166 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 +2025-06-02 17:34:47,648 - INFO - Training: cls_zice: 143.28569781069723; reg_zipnll: -160.52278480782414; aux_mae_loss_1: 170.60367639806887; aux_mae_loss_2: 25.71185718309011; cnt_loss: 48.548669350857764; +2025-06-02 17:34:47,648 - INFO - Evaluation: +Curr mae: 185.9497; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 298.6337; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3155; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:34:47,649 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 +2025-06-02 17:35:25,481 - INFO - Training: cls_zice: 145.05265420320018; reg_zipnll: -130.99386242999145; aux_mae_loss_1: 171.35931982583557; aux_mae_loss_2: 25.992934346988502; cnt_loss: 46.40364509228839; +2025-06-02 17:35:25,482 - INFO - Evaluation: +Curr mae: 121.8965; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 206.8256; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2200; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:35:25,482 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 +2025-06-02 17:36:03,194 - INFO - Training: cls_zice: 140.06688504503262; reg_zipnll: -139.41198976150412; aux_mae_loss_1: 169.3204110758194; aux_mae_loss_2: 25.563597439140672; cnt_loss: 47.90964724685972; +2025-06-02 17:36:03,195 - INFO - Evaluation: +Curr mae: 168.6154; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 285.3032; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2770; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:36:03,195 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 +2025-06-02 17:36:40,890 - INFO - Training: cls_zice: 138.39245160841784; reg_zipnll: -138.92725157579838; aux_mae_loss_1: 163.09702318709418; aux_mae_loss_2: 24.40840386397002; cnt_loss: 43.95073508584736; +2025-06-02 17:36:40,891 - INFO - Evaluation: +Curr mae: 130.1555; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 215.5508; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2049; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:36:40,891 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 +2025-06-02 17:37:18,899 - INFO - Training: cls_zice: 133.04598167874167; reg_zipnll: -68.63317336783504; aux_mae_loss_1: 154.17185473915757; aux_mae_loss_2: 22.619823758965296; cnt_loss: 38.26410804205383; +2025-06-02 17:37:18,900 - INFO - Evaluation: +Curr mae: 127.6792; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 226.4331; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2374; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:37:18,900 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 +2025-06-02 17:37:56,455 - INFO - Training: cls_zice: 136.93612574899433; reg_zipnll: -115.34193933878514; aux_mae_loss_1: 160.88393007998434; aux_mae_loss_2: 23.819278938091355; cnt_loss: 38.01385697623752; +2025-06-02 17:37:56,456 - INFO - Evaluation: +Curr mae: 141.7094; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 250.2137; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2169; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:37:56,456 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 +2025-06-02 17:38:34,005 - INFO - Training: cls_zice: 135.47237019823086; reg_zipnll: -125.43190241175772; aux_mae_loss_1: 160.54230019272558; aux_mae_loss_2: 23.914340132909107; cnt_loss: 42.7973963503806; +2025-06-02 17:38:34,005 - INFO - Evaluation: +Curr mae: 133.8228; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 228.8052; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2204; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:38:34,006 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 +2025-06-02 17:39:11,610 - INFO - Training: cls_zice: 141.4615591693398; reg_zipnll: -150.62890638894592; aux_mae_loss_1: 165.35018824899433; aux_mae_loss_2: 24.649547254802375; cnt_loss: 43.742469130762366; +2025-06-02 17:39:11,611 - INFO - Evaluation: +Curr mae: 153.2245; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 286.1074; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2561; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:39:11,611 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 +2025-06-02 17:39:49,052 - INFO - Training: cls_zice: 136.79312237366935; reg_zipnll: -108.92942116592104; aux_mae_loss_1: 163.26984077099934; aux_mae_loss_2: 24.323270102999857; cnt_loss: 43.056669431016935; +2025-06-02 17:39:49,053 - INFO - Evaluation: +Curr mae: 131.8779; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 245.8168; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2293; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:39:49,053 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 +2025-06-02 17:40:26,564 - INFO - Training: cls_zice: 134.6415252432918; reg_zipnll: -100.16609954202411; aux_mae_loss_1: 157.88780783343788; aux_mae_loss_2: 23.039377888306877; cnt_loss: 39.25261446971767; +2025-06-02 17:40:26,565 - INFO - Evaluation: +Curr mae: 110.5351; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 187.8063; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1709; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:40:26,565 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 +2025-06-02 17:41:03,898 - INFO - Training: cls_zice: 140.53551334103213; reg_zipnll: -119.29421317498415; aux_mae_loss_1: 163.88799402097993; aux_mae_loss_2: 24.285598950670256; cnt_loss: 41.68877037629387; +2025-06-02 17:41:03,899 - INFO - Evaluation: +Curr mae: 149.7123; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 248.1785; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2473; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:41:03,899 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 +2025-06-02 17:41:41,301 - INFO - Training: cls_zice: 136.3283002360767; reg_zipnll: -120.28404919201175; aux_mae_loss_1: 159.21378237995881; aux_mae_loss_2: 23.2978536719518; cnt_loss: 38.61034822779776; +2025-06-02 17:41:41,302 - INFO - Evaluation: +Curr mae: 133.2968; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 246.1394; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2129; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:41:41,302 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 +2025-06-02 17:42:18,511 - INFO - Training: cls_zice: 142.8108758484291; reg_zipnll: -147.36450553414048; aux_mae_loss_1: 165.2950005941833; aux_mae_loss_2: 24.66262349387668; cnt_loss: 40.662156663983076; +2025-06-02 17:42:18,512 - INFO - Evaluation: +Curr mae: 152.3183; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 238.2415; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2897; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:42:18,512 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 +2025-06-02 17:42:56,135 - INFO - Training: cls_zice: 136.4429679769554; reg_zipnll: -129.8055783012845; aux_mae_loss_1: 160.780357562943; aux_mae_loss_2: 23.560551308638214; cnt_loss: 39.25921210863732; +2025-06-02 17:42:56,136 - INFO - Evaluation: +Curr mae: 154.7755; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 263.2766; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2389; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:42:56,136 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 +2025-06-02 17:43:33,720 - INFO - Training: cls_zice: 135.098666513203; reg_zipnll: -124.3722032205948; aux_mae_loss_1: 161.0379362295795; aux_mae_loss_2: 23.984243165578274; cnt_loss: 40.94445037841797; +2025-06-02 17:43:33,721 - INFO - Evaluation: +Curr mae: 158.9551; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 250.5244; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2812; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:43:33,721 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 +2025-06-02 17:44:11,120 - INFO - Training: cls_zice: 132.028025747135; reg_zipnll: -119.37122365812593; aux_mae_loss_1: 157.57491019545802; aux_mae_loss_2: 23.464127502694033; cnt_loss: 39.31103345100453; +2025-06-02 17:44:11,121 - INFO - Evaluation: +Curr mae: 120.3660; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 199.1402; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2049; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:44:11,121 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 +2025-06-02 17:44:48,972 - INFO - Training: cls_zice: 137.09331191612395; reg_zipnll: -127.00427961033701; aux_mae_loss_1: 162.89013828504955; aux_mae_loss_2: 24.54087051492653; cnt_loss: 44.95160668101532; +2025-06-02 17:44:48,973 - INFO - Evaluation: +Curr mae: 146.5229; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 263.3801; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2078; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:44:48,973 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 +2025-06-02 17:45:25,997 - INFO - Training: cls_zice: 137.1947860844088; reg_zipnll: -120.60801272360695; aux_mae_loss_1: 160.5935617409005; aux_mae_loss_2: 23.643474869380725; cnt_loss: 40.16891085391013; +2025-06-02 17:45:25,998 - INFO - Evaluation: +Curr mae: 123.6441; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 201.6756; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1873; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:45:26,095 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 +2025-06-02 17:46:03,531 - INFO - Training: cls_zice: 136.12591903888625; reg_zipnll: -97.99689852480857; aux_mae_loss_1: 158.43473770444757; aux_mae_loss_2: 23.366931100554815; cnt_loss: 42.36573177931324; +2025-06-02 17:46:03,532 - INFO - Evaluation: +Curr mae: 132.1943; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 215.4674; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2393; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:46:03,532 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 +2025-06-02 17:46:40,743 - INFO - Training: cls_zice: 133.63861197667407; reg_zipnll: -120.47971041470963; aux_mae_loss_1: 157.70304607871353; aux_mae_loss_2: 23.32414775494708; cnt_loss: 40.06034551077331; +2025-06-02 17:46:40,744 - INFO - Evaluation: +Curr mae: 158.7316; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 239.3267; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2892; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:46:40,744 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 +2025-06-02 17:47:18,201 - INFO - Training: cls_zice: 136.98314628853703; reg_zipnll: -100.15164405620651; aux_mae_loss_1: 158.22248926225876; aux_mae_loss_2: 23.315503871993513; cnt_loss: 39.95665175077931; +2025-06-02 17:47:18,201 - INFO - Evaluation: +Curr mae: 126.4591; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 219.9696; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1934; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:47:18,201 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 +2025-06-02 17:47:55,879 - INFO - Training: cls_zice: 138.61588886084147; reg_zipnll: -147.89006010270276; aux_mae_loss_1: 164.22622428035103; aux_mae_loss_2: 24.3576843438559; cnt_loss: 43.9582662203454; +2025-06-02 17:47:55,880 - INFO - Evaluation: +Curr mae: 148.6366; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 254.3619; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2453; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:47:55,880 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 +2025-06-02 17:48:33,374 - INFO - Training: cls_zice: 138.31842159751235; reg_zipnll: -141.69774191269022; aux_mae_loss_1: 163.60058517961312; aux_mae_loss_2: 24.451722625075586; cnt_loss: 44.135685295458664; +2025-06-02 17:48:33,375 - INFO - Evaluation: +Curr mae: 167.4458; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 265.3855; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2848; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:48:33,375 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 +2025-06-02 17:49:11,255 - INFO - Training: cls_zice: 136.98043977345853; reg_zipnll: -133.47012115630093; aux_mae_loss_1: 163.70905546478878; aux_mae_loss_2: 24.386998751305587; cnt_loss: 44.14379132504495; +2025-06-02 17:49:11,255 - INFO - Evaluation: +Curr mae: 118.2504; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 205.2211; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1993; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:49:11,256 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 +2025-06-02 17:49:48,845 - INFO - Training: cls_zice: 136.6653716485232; reg_zipnll: -122.61909803175769; aux_mae_loss_1: 158.86378064692414; aux_mae_loss_2: 23.5186748062538; cnt_loss: 40.64360907535679; +2025-06-02 17:49:48,846 - INFO - Evaluation: +Curr mae: 123.0089; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 180.3051; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2297; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:49:48,846 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 +2025-06-02 17:50:26,256 - INFO - Training: cls_zice: 137.99701342045867; reg_zipnll: -119.34128824448743; aux_mae_loss_1: 159.55876134405074; aux_mae_loss_2: 23.661287812997173; cnt_loss: 41.216766900574136; +2025-06-02 17:50:26,257 - INFO - Evaluation: +Curr mae: 128.8752; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 213.6422; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2149; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:50:26,257 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 +2025-06-02 17:51:04,001 - INFO - Training: cls_zice: 139.42555001871474; reg_zipnll: -127.32509556195593; aux_mae_loss_1: 162.86856554044004; aux_mae_loss_2: 24.238424844299722; cnt_loss: 40.799077229784025; +2025-06-02 17:51:04,002 - INFO - Evaluation: +Curr mae: 120.5025; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 208.6983; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1818; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:51:04,002 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 +2025-06-02 17:51:41,832 - INFO - Training: cls_zice: 136.7800652965015; reg_zipnll: -118.63909722006085; aux_mae_loss_1: 162.69865321481464; aux_mae_loss_2: 24.365748778084257; cnt_loss: 41.98796508485908; +2025-06-02 17:51:41,833 - INFO - Evaluation: +Curr mae: 153.5898; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 275.4612; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2353; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:51:41,833 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 +2025-06-02 17:52:19,260 - INFO - Training: cls_zice: 135.9018271490438; reg_zipnll: -107.92411719568518; aux_mae_loss_1: 158.4446793613055; aux_mae_loss_2: 23.1523102071901; cnt_loss: 39.13713105309088; +2025-06-02 17:52:19,260 - INFO - Evaluation: +Curr mae: 116.0196; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 206.7055; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1834; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:52:19,260 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 +2025-06-02 17:52:56,593 - INFO - Training: cls_zice: 139.07758839083033; reg_zipnll: -114.49087235469692; aux_mae_loss_1: 160.9610751827821; aux_mae_loss_2: 23.54388594469487; cnt_loss: 38.74382063884609; +2025-06-02 17:52:56,594 - INFO - Evaluation: +Curr mae: 170.7400; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 291.1000; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2560; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:52:56,594 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 +2025-06-02 17:53:34,211 - INFO - Training: cls_zice: 136.16427045152676; reg_zipnll: -114.56752735415832; aux_mae_loss_1: 159.28986899268548; aux_mae_loss_2: 23.47241737037305; cnt_loss: 40.205811828966965; +2025-06-02 17:53:34,212 - INFO - Evaluation: +Curr mae: 136.3863; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 226.6970; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2492; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:53:34,212 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 +2025-06-02 17:54:11,756 - INFO - Training: cls_zice: 133.5588480968349; reg_zipnll: -101.99031674467176; aux_mae_loss_1: 157.86932186101447; aux_mae_loss_2: 23.368263693045307; cnt_loss: 41.31127488849968; +2025-06-02 17:54:11,757 - INFO - Evaluation: +Curr mae: 154.6991; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 271.4046; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2229; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:54:11,757 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 +2025-06-02 17:54:49,491 - INFO - Training: cls_zice: 136.0423303124131; reg_zipnll: -131.15123925619568; aux_mae_loss_1: 162.6498796071438; aux_mae_loss_2: 24.304045961392635; cnt_loss: 43.9525845571859; +2025-06-02 17:54:49,492 - INFO - Evaluation: +Curr mae: 116.3963; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 209.0513; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1945; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:54:49,492 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 +2025-06-02 17:55:26,808 - INFO - Training: cls_zice: 153.9259472272254; reg_zipnll: -154.9862312165317; aux_mae_loss_1: 191.814698478244; aux_mae_loss_2: 31.117545487864916; cnt_loss: 72.41669630214868; +2025-06-02 17:55:26,809 - INFO - Evaluation: +Curr mae: 114.4804; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 203.4147; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1918; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:55:26,809 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 +2025-06-02 17:56:04,241 - INFO - Training: cls_zice: 134.2679425422719; reg_zipnll: -102.92598730049386; aux_mae_loss_1: 156.75764920064157; aux_mae_loss_2: 23.084437963978345; cnt_loss: 38.51169924704444; +2025-06-02 17:56:04,242 - INFO - Evaluation: +Curr mae: 146.5767; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 246.3807; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2312; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:56:04,242 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 +2025-06-02 17:56:41,574 - INFO - Training: cls_zice: 137.1654901062416; reg_zipnll: -96.62587134885472; aux_mae_loss_1: 158.08497503419585; aux_mae_loss_2: 23.227456819142727; cnt_loss: 39.598146091233815; +2025-06-02 17:56:41,575 - INFO - Evaluation: +Curr mae: 142.7142; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 245.4600; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2220; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:56:41,575 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 +2025-06-02 17:57:18,934 - INFO - Training: cls_zice: 134.92204789925884; reg_zipnll: -108.29615644745479; aux_mae_loss_1: 162.98097774682455; aux_mae_loss_2: 23.85858347558028; cnt_loss: 40.26555307653566; +2025-06-02 17:57:18,935 - INFO - Evaluation: +Curr mae: 112.2464; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 189.7379; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1850; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:57:18,935 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 +2025-06-02 17:57:56,515 - INFO - Training: cls_zice: 138.14751108434817; reg_zipnll: -126.74612913068556; aux_mae_loss_1: 163.6047747277266; aux_mae_loss_2: 24.490384986069028; cnt_loss: 44.25522367843729; +2025-06-02 17:57:56,516 - INFO - Evaluation: +Curr mae: 120.9878; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 202.3248; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1952; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:57:56,516 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 +2025-06-02 17:58:33,835 - INFO - Training: cls_zice: 135.11524946958025; reg_zipnll: -128.88959220229395; aux_mae_loss_1: 159.59172790729446; aux_mae_loss_2: 23.448149485303865; cnt_loss: 40.17217870421757; +2025-06-02 17:58:33,836 - INFO - Evaluation: +Curr mae: 137.4347; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 234.0620; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2374; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:58:33,836 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 +2025-06-02 17:59:11,320 - INFO - Training: cls_zice: 135.12650774014708; reg_zipnll: -112.168733659959; aux_mae_loss_1: 158.99999209271363; aux_mae_loss_2: 23.734451540258547; cnt_loss: 43.61124739741648; +2025-06-02 17:59:11,321 - INFO - Evaluation: +Curr mae: 134.0642; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 237.6267; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1898; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:59:11,321 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 +2025-06-02 17:59:48,771 - INFO - Training: cls_zice: 141.33754307071104; reg_zipnll: -140.18097406349435; aux_mae_loss_1: 165.7225204366722; aux_mae_loss_2: 24.909309822991982; cnt_loss: 46.783070084274996; +2025-06-02 17:59:48,771 - INFO - Evaluation: +Curr mae: 268.6785; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 435.8469; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.4533; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 17:59:48,771 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 +2025-06-02 18:00:26,316 - INFO - Training: cls_zice: 138.12348841989277; reg_zipnll: -119.92840557856276; aux_mae_loss_1: 163.23871733810728; aux_mae_loss_2: 24.296606404891868; cnt_loss: 43.59383894118252; +2025-06-02 18:00:26,317 - INFO - Evaluation: +Curr mae: 153.3857; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 275.5475; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2523; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:00:26,317 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 +2025-06-02 18:01:04,019 - INFO - Training: cls_zice: 140.15866230339404; reg_zipnll: -133.9484933448943; aux_mae_loss_1: 165.24411672630058; aux_mae_loss_2: 24.621250588372842; cnt_loss: 44.43113135028359; +2025-06-02 18:01:04,020 - INFO - Evaluation: +Curr mae: 128.0143; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 219.5339; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1917; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:01:04,020 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 +2025-06-02 18:01:41,544 - INFO - Training: cls_zice: 137.64965547473224; reg_zipnll: -128.30086804067852; aux_mae_loss_1: 160.100676126038; aux_mae_loss_2: 23.50455556957927; cnt_loss: 41.124013780758084; +2025-06-02 18:01:41,545 - INFO - Evaluation: +Curr mae: 109.9298; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 193.2030; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1694; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:01:41,545 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 +2025-06-02 18:02:19,066 - INFO - Training: cls_zice: 136.65371926415045; reg_zipnll: -159.11167805400115; aux_mae_loss_1: 163.07752338939946; aux_mae_loss_2: 24.3210895677276; cnt_loss: 42.84796600468111; +2025-06-02 18:02:19,067 - INFO - Evaluation: +Curr mae: 130.9859; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 228.6342; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1937; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:02:19,067 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 +2025-06-02 18:02:56,626 - INFO - Training: cls_zice: 134.43756654246752; reg_zipnll: -113.8463561708564; aux_mae_loss_1: 158.0536104417005; aux_mae_loss_2: 23.237732615691936; cnt_loss: 39.01933221943331; +2025-06-02 18:02:56,627 - INFO - Evaluation: +Curr mae: 130.7159; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 240.2041; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2086; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:02:56,627 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 +2025-06-02 18:03:33,980 - INFO - Training: cls_zice: 144.7863405366607; reg_zipnll: -125.50382049510021; aux_mae_loss_1: 167.63946467519597; aux_mae_loss_2: 25.216655396467804; cnt_loss: 46.48324452962307; +2025-06-02 18:03:33,981 - INFO - Evaluation: +Curr mae: 158.0812; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 268.8853; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2431; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:03:33,981 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 +2025-06-02 18:04:11,560 - INFO - Training: cls_zice: 139.43179701495643; reg_zipnll: -112.92086915148805; aux_mae_loss_1: 172.75554626666946; aux_mae_loss_2: 26.634822479146994; cnt_loss: 51.22907183186108; +2025-06-02 18:04:11,560 - INFO - Evaluation: +Curr mae: 131.6613; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 239.4856; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2028; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:04:11,561 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 +2025-06-02 18:04:49,144 - INFO - Training: cls_zice: 138.09245771445975; reg_zipnll: -134.23506759491977; aux_mae_loss_1: 165.70317451527578; aux_mae_loss_2: 24.9143213562618; cnt_loss: 43.002184155761014; +2025-06-02 18:04:49,145 - INFO - Evaluation: +Curr mae: 117.9261; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 191.2485; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1912; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:04:49,145 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 +2025-06-02 18:05:26,385 - INFO - Training: cls_zice: 137.3090147308956; reg_zipnll: -122.79946301946576; aux_mae_loss_1: 163.85619859505962; aux_mae_loss_2: 24.366875995863353; cnt_loss: 42.006385828485556; +2025-06-02 18:05:26,386 - INFO - Evaluation: +Curr mae: 175.2413; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 268.3007; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3112; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:05:26,386 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 +2025-06-02 18:06:04,169 - INFO - Training: cls_zice: 136.21329668815562; reg_zipnll: -132.05995056960757; aux_mae_loss_1: 162.3955397448003; aux_mae_loss_2: 24.27950898227313; cnt_loss: 42.73085718597008; +2025-06-02 18:06:04,170 - INFO - Evaluation: +Curr mae: 159.2309; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 250.3664; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2841; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:06:04,170 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 +2025-06-02 18:06:41,410 - INFO - Training: cls_zice: 134.22258177498318; reg_zipnll: -114.35683585160615; aux_mae_loss_1: 158.99941930707718; aux_mae_loss_2: 23.413135452775766; cnt_loss: 39.91288319644549; +2025-06-02 18:06:41,411 - INFO - Evaluation: +Curr mae: 144.5302; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 243.2679; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2391; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:06:41,411 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 +2025-06-02 18:07:18,836 - INFO - Training: cls_zice: 141.69978504307224; reg_zipnll: -128.30136657866422; aux_mae_loss_1: 164.18944822399823; aux_mae_loss_2: 24.734119377388858; cnt_loss: 47.10131142786796; +2025-06-02 18:07:18,836 - INFO - Evaluation: +Curr mae: 138.5048; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 241.4846; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2350; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:07:18,836 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 +2025-06-02 18:07:56,701 - INFO - Training: cls_zice: 135.65364024181238; reg_zipnll: -136.5858091013321; aux_mae_loss_1: 162.6742635057462; aux_mae_loss_2: 24.405319605442074; cnt_loss: 45.196813305482166; +2025-06-02 18:07:56,702 - INFO - Evaluation: +Curr mae: 126.2113; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 214.2519; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1958; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:07:56,702 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 +2025-06-02 18:08:34,240 - INFO - Training: cls_zice: 140.93626237073482; reg_zipnll: -133.9742299010422; aux_mae_loss_1: 163.01610201399848; aux_mae_loss_2: 24.072960259898608; cnt_loss: 41.410781404040506; +2025-06-02 18:08:34,240 - INFO - Evaluation: +Curr mae: 146.2592; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 231.2620; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2454; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:08:34,240 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 +2025-06-02 18:09:11,588 - INFO - Training: cls_zice: 137.6664155113776; reg_zipnll: -121.91920665715703; aux_mae_loss_1: 162.6132042486936; aux_mae_loss_2: 24.2244540776638; cnt_loss: 42.96320023441946; +2025-06-02 18:09:11,589 - INFO - Evaluation: +Curr mae: 135.1565; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 223.0021; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2219; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:09:11,589 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 +2025-06-02 18:09:49,274 - INFO - Training: cls_zice: 138.87214986535886; reg_zipnll: -149.91952664962668; aux_mae_loss_1: 162.4269213139616; aux_mae_loss_2: 24.152817738766704; cnt_loss: 40.76334090580214; +2025-06-02 18:09:49,275 - INFO - Evaluation: +Curr mae: 153.2838; Best mae: 105.1941; 105.7076; 105.9679; 106.1145; 106.4915; +Curr rmse: 264.5486; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2269; Best nae: 0.1623; 0.1684; 0.1685; 0.1685; 0.1689; + + + +2025-06-02 18:09:49,275 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 +2025-06-02 18:10:26,817 - INFO - Training: cls_zice: 138.00677957597946; reg_zipnll: -132.46275999056581; aux_mae_loss_1: 163.94414732471998; aux_mae_loss_2: 24.319069306582016; cnt_loss: 41.69271008699935; +2025-06-02 18:10:26,900 - INFO - Evaluation: +Curr mae: 106.0362; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 182.7829; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1655; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:10:26,901 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 +2025-06-02 18:11:04,259 - INFO - Training: cls_zice: 133.52324099256504; reg_zipnll: -107.61788911377357; aux_mae_loss_1: 156.77052059552528; aux_mae_loss_2: 22.886000614292573; cnt_loss: 36.90377872037572; +2025-06-02 18:11:04,260 - INFO - Evaluation: +Curr mae: 129.7052; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 207.5070; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2186; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:11:04,260 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 +2025-06-02 18:11:41,917 - INFO - Training: cls_zice: 137.90774346661095; reg_zipnll: -138.2949651756034; aux_mae_loss_1: 162.85529580021537; aux_mae_loss_2: 23.989835164404862; cnt_loss: 39.59206928164754; +2025-06-02 18:11:41,918 - INFO - Evaluation: +Curr mae: 112.7550; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 183.3549; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1807; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:11:41,918 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 +2025-06-02 18:12:19,615 - INFO - Training: cls_zice: 136.9783745696213; reg_zipnll: -143.15287774445994; aux_mae_loss_1: 159.87532753344402; aux_mae_loss_2: 23.540735004753465; cnt_loss: 37.4590568163537; +2025-06-02 18:12:19,616 - INFO - Evaluation: +Curr mae: 135.3745; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 239.1399; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2102; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:12:19,616 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 +2025-06-02 18:12:57,099 - INFO - Training: cls_zice: 136.92377618448623; reg_zipnll: -126.65230364515291; aux_mae_loss_1: 159.98778665302606; aux_mae_loss_2: 23.473221317821782; cnt_loss: 37.94029820044309; +2025-06-02 18:12:57,100 - INFO - Evaluation: +Curr mae: 160.3807; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 267.6284; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2475; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:12:57,100 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 +2025-06-02 18:13:34,635 - INFO - Training: cls_zice: 133.78650919175305; reg_zipnll: -113.36421321085747; aux_mae_loss_1: 155.4051375231206; aux_mae_loss_2: 22.591246131240137; cnt_loss: 35.321905000320335; +2025-06-02 18:13:34,636 - INFO - Evaluation: +Curr mae: 136.3914; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 231.8302; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2251; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:13:34,636 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 +2025-06-02 18:14:11,995 - INFO - Training: cls_zice: 135.25306725659908; reg_zipnll: -97.75270958452035; aux_mae_loss_1: 156.60071482879437; aux_mae_loss_2: 22.94111239831179; cnt_loss: 39.13503402432069; +2025-06-02 18:14:11,996 - INFO - Evaluation: +Curr mae: 118.3792; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 207.7350; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1976; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:14:11,996 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 +2025-06-02 18:14:49,489 - INFO - Training: cls_zice: 135.97769730927928; reg_zipnll: -106.83074500229185; aux_mae_loss_1: 158.63662098259326; aux_mae_loss_2: 23.24038522606654; cnt_loss: 39.00081251788613; +2025-06-02 18:14:49,490 - INFO - Evaluation: +Curr mae: 170.7142; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 296.1339; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2523; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:14:49,490 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 +2025-06-02 18:15:27,079 - INFO - Training: cls_zice: 137.8892728919225; reg_zipnll: -111.09109580437868; aux_mae_loss_1: 157.51101376362985; aux_mae_loss_2: 22.83027797345294; cnt_loss: 36.33601215185708; +2025-06-02 18:15:27,080 - INFO - Evaluation: +Curr mae: 113.0880; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 187.8503; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1746; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:15:27,080 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 +2025-06-02 18:16:04,607 - INFO - Training: cls_zice: 137.83911029234628; reg_zipnll: -144.61404475786827; aux_mae_loss_1: 160.4479909227384; aux_mae_loss_2: 23.393529064607936; cnt_loss: 37.95328851409306; +2025-06-02 18:16:04,608 - INFO - Evaluation: +Curr mae: 158.1356; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 239.2628; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2954; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:16:04,608 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 +2025-06-02 18:16:42,312 - INFO - Training: cls_zice: 134.1667312217864; reg_zipnll: -119.61027443487913; aux_mae_loss_1: 157.78750888243417; aux_mae_loss_2: 22.936917412359982; cnt_loss: 36.30789671512629; +2025-06-02 18:16:42,313 - INFO - Evaluation: +Curr mae: 119.1037; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 198.5122; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2096; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:16:42,401 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 +2025-06-02 18:17:20,045 - INFO - Training: cls_zice: 139.0827697097071; reg_zipnll: -126.8965443427989; aux_mae_loss_1: 163.3041158006681; aux_mae_loss_2: 24.311077882122518; cnt_loss: 44.12698541729655; +2025-06-02 18:17:20,046 - INFO - Evaluation: +Curr mae: 148.9169; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 241.5587; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2442; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:17:20,046 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 +2025-06-02 18:17:57,166 - INFO - Training: cls_zice: 133.03455140574877; reg_zipnll: -122.1962427303491; aux_mae_loss_1: 156.44367147281469; aux_mae_loss_2: 22.751226140963322; cnt_loss: 38.026458411816726; +2025-06-02 18:17:57,167 - INFO - Evaluation: +Curr mae: 128.6760; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 207.0811; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2293; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:17:57,167 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 +2025-06-02 18:18:34,446 - INFO - Training: cls_zice: 149.20507888288688; reg_zipnll: -101.77979726980854; aux_mae_loss_1: 162.07705349953758; aux_mae_loss_2: 24.11334668090012; cnt_loss: 44.71384560982913; +2025-06-02 18:18:34,447 - INFO - Evaluation: +Curr mae: 205.1556; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 322.0755; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3345; Best nae: 0.1623; 0.1655; 0.1684; 0.1685; 0.1685; + + + +2025-06-02 18:18:34,447 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 +2025-06-02 18:19:12,015 - INFO - Training: cls_zice: 140.186538468923; reg_zipnll: -133.0744375772034; aux_mae_loss_1: 169.42551947587373; aux_mae_loss_2: 25.82220116672137; cnt_loss: 49.794065140730496; +2025-06-02 18:19:12,048 - INFO - Evaluation: +Curr mae: 111.7574; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 182.6687; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1683; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:19:12,048 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 +2025-06-02 18:19:49,362 - INFO - Training: cls_zice: 136.61454327059107; reg_zipnll: -103.388480950665; aux_mae_loss_1: 159.84470503851279; aux_mae_loss_2: 23.58475011863456; cnt_loss: 40.654506695981055; +2025-06-02 18:19:49,363 - INFO - Evaluation: +Curr mae: 426.6114; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 1093.8245; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 1.0481; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:19:49,363 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 +2025-06-02 18:20:26,958 - INFO - Training: cls_zice: 139.3526995324141; reg_zipnll: -111.17441775467222; aux_mae_loss_1: 162.5195329173511; aux_mae_loss_2: 24.051075979573838; cnt_loss: 40.70263018829144; +2025-06-02 18:20:26,959 - INFO - Evaluation: +Curr mae: 164.7700; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 307.3364; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2879; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:20:26,959 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 +2025-06-02 18:21:04,388 - INFO - Training: cls_zice: 135.41685497208147; reg_zipnll: -144.12217491352004; aux_mae_loss_1: 158.81280325580116; aux_mae_loss_2: 23.155477403804955; cnt_loss: 37.55979972485675; +2025-06-02 18:21:04,389 - INFO - Evaluation: +Curr mae: 154.9757; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 257.7082; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2634; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:21:04,389 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 +2025-06-02 18:21:42,104 - INFO - Training: cls_zice: 137.1123085906174; reg_zipnll: -146.6542388334969; aux_mae_loss_1: 161.8039111712121; aux_mae_loss_2: 23.757331216572137; cnt_loss: 39.33542415164165; +2025-06-02 18:21:42,105 - INFO - Evaluation: +Curr mae: 128.5751; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 220.9969; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1958; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:21:42,105 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 +2025-06-02 18:22:19,720 - INFO - Training: cls_zice: 134.0898437752629; reg_zipnll: -134.2270444528946; aux_mae_loss_1: 157.23772455682817; aux_mae_loss_2: 22.886253565352483; cnt_loss: 34.86553122665708; +2025-06-02 18:22:19,721 - INFO - Evaluation: +Curr mae: 117.5210; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 199.4645; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1824; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:22:19,721 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 +2025-06-02 18:22:57,039 - INFO - Training: cls_zice: 135.381380144334; reg_zipnll: -132.89766485327917; aux_mae_loss_1: 158.48082920099725; aux_mae_loss_2: 23.090817691474562; cnt_loss: 38.95944094500005; +2025-06-02 18:22:57,039 - INFO - Evaluation: +Curr mae: 136.7991; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 236.5724; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2137; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:22:57,040 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 +2025-06-02 18:23:34,533 - INFO - Training: cls_zice: 138.18857780355492; reg_zipnll: -164.2746821460345; aux_mae_loss_1: 162.80270704054675; aux_mae_loss_2: 24.09585263713306; cnt_loss: 40.9054924731223; +2025-06-02 18:23:34,534 - INFO - Evaluation: +Curr mae: 165.3580; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 288.0622; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2925; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:23:34,534 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 +2025-06-02 18:24:11,874 - INFO - Training: cls_zice: 134.7432440448281; reg_zipnll: -88.70126716664295; aux_mae_loss_1: 157.57121190961624; aux_mae_loss_2: 23.17023880434352; cnt_loss: 41.08895796340033; +2025-06-02 18:24:11,875 - INFO - Evaluation: +Curr mae: 116.3125; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 205.8073; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1717; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:24:11,875 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 +2025-06-02 18:24:49,419 - INFO - Training: cls_zice: 139.7859397787132; reg_zipnll: -138.66903377684537; aux_mae_loss_1: 162.92818329665835; aux_mae_loss_2: 24.13660194068555; cnt_loss: 41.20561206893416; +2025-06-02 18:24:49,420 - INFO - Evaluation: +Curr mae: 154.5676; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 256.2684; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2531; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:24:49,420 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 +2025-06-02 18:25:26,802 - INFO - Training: cls_zice: 133.80584286064501; reg_zipnll: -126.66393058347386; aux_mae_loss_1: 159.8011541050791; aux_mae_loss_2: 23.63437041225812; cnt_loss: 42.73675698791908; +2025-06-02 18:25:26,803 - INFO - Evaluation: +Curr mae: 124.2053; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 211.6021; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2085; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:25:26,803 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 +2025-06-02 18:26:04,429 - INFO - Training: cls_zice: 134.30494902149732; reg_zipnll: -86.82703376921597; aux_mae_loss_1: 155.1508423255769; aux_mae_loss_2: 22.85775838940349; cnt_loss: 39.24464407346107; +2025-06-02 18:26:04,430 - INFO - Evaluation: +Curr mae: 120.7000; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 222.7625; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1847; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:26:04,430 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 +2025-06-02 18:26:41,930 - INFO - Training: cls_zice: 136.46434679094529; reg_zipnll: -131.50592431327365; aux_mae_loss_1: 159.3294965226129; aux_mae_loss_2: 23.22851763971594; cnt_loss: 39.32989819002467; +2025-06-02 18:26:41,931 - INFO - Evaluation: +Curr mae: 125.7006; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 227.8470; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2113; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:26:41,931 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 +2025-06-02 18:27:19,487 - INFO - Training: cls_zice: 133.39937871970878; reg_zipnll: -109.53205925265685; aux_mae_loss_1: 156.8332243660428; aux_mae_loss_2: 22.89938264177335; cnt_loss: 38.035114351487316; +2025-06-02 18:27:19,488 - INFO - Evaluation: +Curr mae: 132.3542; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 225.8000; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2073; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:27:19,488 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 +2025-06-02 18:27:57,107 - INFO - Training: cls_zice: 135.01045705782656; reg_zipnll: -90.03728920892374; aux_mae_loss_1: 158.26312498383174; aux_mae_loss_2: 23.338158310643884; cnt_loss: 39.02856058158622; +2025-06-02 18:27:57,108 - INFO - Evaluation: +Curr mae: 113.4247; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 197.0636; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1738; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:27:57,108 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 +2025-06-02 18:28:34,828 - INFO - Training: cls_zice: 134.80859971204342; reg_zipnll: -95.70515434315662; aux_mae_loss_1: 155.1990154594775; aux_mae_loss_2: 22.53665437129949; cnt_loss: 36.93581116910013; +2025-06-02 18:28:34,829 - INFO - Evaluation: +Curr mae: 143.2806; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 245.9670; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2143; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:28:34,829 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 +2025-06-02 18:29:12,519 - INFO - Training: cls_zice: 139.51233359835794; reg_zipnll: -154.599039507228; aux_mae_loss_1: 167.2079049925141; aux_mae_loss_2: 25.054225637423283; cnt_loss: 45.50736931933473; +2025-06-02 18:29:12,520 - INFO - Evaluation: +Curr mae: 144.1965; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 239.3844; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2372; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:29:12,520 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 +2025-06-02 18:29:50,128 - INFO - Training: cls_zice: 136.03878637654893; reg_zipnll: -107.25202806106466; aux_mae_loss_1: 156.79295359226253; aux_mae_loss_2: 22.86089467054961; cnt_loss: 37.09547175792669; +2025-06-02 18:29:50,129 - INFO - Evaluation: +Curr mae: 124.7257; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 205.3579; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2077; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:29:50,130 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 +2025-06-02 18:30:27,656 - INFO - Training: cls_zice: 135.53059493311193; reg_zipnll: -113.05757140481708; aux_mae_loss_1: 156.7917233902887; aux_mae_loss_2: 22.576029297531836; cnt_loss: 35.932496452963115; +2025-06-02 18:30:27,657 - INFO - Evaluation: +Curr mae: 122.2084; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 227.0901; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1761; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:30:27,657 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 +2025-06-02 18:31:05,386 - INFO - Training: cls_zice: 137.0054908904019; reg_zipnll: -152.30247154614784; aux_mae_loss_1: 161.48741321690036; aux_mae_loss_2: 23.91248887422069; cnt_loss: 40.69092376026886; +2025-06-02 18:31:05,387 - INFO - Evaluation: +Curr mae: 137.6816; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 232.0757; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2211; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:31:05,387 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 +2025-06-02 18:31:42,790 - INFO - Training: cls_zice: 134.95216137210264; reg_zipnll: -133.39667352461657; aux_mae_loss_1: 157.90514459673142; aux_mae_loss_2: 23.0593611262492; cnt_loss: 36.94492252615114; +2025-06-02 18:31:42,790 - INFO - Evaluation: +Curr mae: 145.0846; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 230.8723; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2586; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:31:42,791 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 +2025-06-02 18:32:20,585 - INFO - Training: cls_zice: 133.70565149168306; reg_zipnll: -113.65523831260126; aux_mae_loss_1: 154.97204978892344; aux_mae_loss_2: 22.408537732054857; cnt_loss: 33.49070345644919; +2025-06-02 18:32:20,586 - INFO - Evaluation: +Curr mae: 124.8179; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 250.7414; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1704; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:32:20,586 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 +2025-06-02 18:32:58,034 - INFO - Training: cls_zice: 133.10769817529135; reg_zipnll: -103.41611613343093; aux_mae_loss_1: 155.07656536986497; aux_mae_loss_2: 22.531231892819438; cnt_loss: 36.24731539416787; +2025-06-02 18:32:58,035 - INFO - Evaluation: +Curr mae: 180.5826; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 279.2258; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3477; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:32:58,035 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 +2025-06-02 18:33:35,995 - INFO - Training: cls_zice: 133.12571994200448; reg_zipnll: -142.8245043975628; aux_mae_loss_1: 157.1165074733709; aux_mae_loss_2: 23.117733702754343; cnt_loss: 39.940470455498094; +2025-06-02 18:33:35,997 - INFO - Evaluation: +Curr mae: 120.0615; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 227.8815; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1751; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:33:35,997 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 +2025-06-02 18:34:13,591 - INFO - Training: cls_zice: 136.0331946619299; reg_zipnll: -119.3759639310521; aux_mae_loss_1: 159.98898446796747; aux_mae_loss_2: 23.691521025651337; cnt_loss: 41.997983206186866; +2025-06-02 18:34:13,591 - INFO - Evaluation: +Curr mae: 131.8006; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 235.1068; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1935; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:34:13,591 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 +2025-06-02 18:34:51,033 - INFO - Training: cls_zice: 135.03518487286095; reg_zipnll: -101.98370869112331; aux_mae_loss_1: 156.31505281562048; aux_mae_loss_2: 22.902218344985254; cnt_loss: 39.16180304344127; +2025-06-02 18:34:51,033 - INFO - Evaluation: +Curr mae: 128.3356; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 217.7277; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2177; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:34:51,033 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 +2025-06-02 18:35:28,625 - INFO - Training: cls_zice: 136.73553363219003; reg_zipnll: -136.27507805982174; aux_mae_loss_1: 160.28802146658992; aux_mae_loss_2: 23.70501005412727; cnt_loss: 40.57623420487966; +2025-06-02 18:35:28,625 - INFO - Evaluation: +Curr mae: 138.9586; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 241.2433; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2188; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:35:28,625 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 +2025-06-02 18:36:06,248 - INFO - Training: cls_zice: 137.33333034389065; reg_zipnll: -112.7539510537457; aux_mae_loss_1: 159.5496333545407; aux_mae_loss_2: 23.39749216875493; cnt_loss: 39.85968001788815; +2025-06-02 18:36:06,248 - INFO - Evaluation: +Curr mae: 125.1023; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 211.0917; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1925; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:36:06,249 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 +2025-06-02 18:36:43,811 - INFO - Training: cls_zice: 136.28253999924817; reg_zipnll: -100.22944729533417; aux_mae_loss_1: 157.38357240790563; aux_mae_loss_2: 23.040573158011533; cnt_loss: 38.427994437565076; +2025-06-02 18:36:43,812 - INFO - Evaluation: +Curr mae: 123.9001; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 201.3276; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2038; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:36:43,812 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 +2025-06-02 18:37:21,360 - INFO - Training: cls_zice: 134.715135776444; reg_zipnll: -110.49022426984168; aux_mae_loss_1: 155.1160179795019; aux_mae_loss_2: 22.5822323394927; cnt_loss: 37.06817458639082; +2025-06-02 18:37:21,361 - INFO - Evaluation: +Curr mae: 115.9260; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 205.2897; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1722; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:37:21,361 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 +2025-06-02 18:37:58,776 - INFO - Training: cls_zice: 136.77622470476769; reg_zipnll: -116.41216420811533; aux_mae_loss_1: 159.54024439931706; aux_mae_loss_2: 23.594784888210675; cnt_loss: 41.47611623726144; +2025-06-02 18:37:58,777 - INFO - Evaluation: +Curr mae: 185.8062; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 284.0342; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3270; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:37:58,777 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 +2025-06-02 18:38:36,235 - INFO - Training: cls_zice: 136.7006382594835; reg_zipnll: -107.06803301628062; aux_mae_loss_1: 158.34905232814762; aux_mae_loss_2: 23.25484120451062; cnt_loss: 38.63428332474058; +2025-06-02 18:38:36,235 - INFO - Evaluation: +Curr mae: 121.4808; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 214.9076; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2074; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:38:36,235 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 +2025-06-02 18:39:13,632 - INFO - Training: cls_zice: 135.18823580710304; reg_zipnll: -124.16492667419232; aux_mae_loss_1: 157.74745102433968; aux_mae_loss_2: 23.176891882688004; cnt_loss: 39.93149853384258; +2025-06-02 18:39:13,633 - INFO - Evaluation: +Curr mae: 157.5529; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 235.2924; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2788; Best nae: 0.1623; 0.1655; 0.1683; 0.1684; 0.1685; + + + +2025-06-02 18:39:13,633 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 +2025-06-02 18:39:51,451 - INFO - Training: cls_zice: 135.87927302935265; reg_zipnll: -141.93149994224902; aux_mae_loss_1: 158.86855927524186; aux_mae_loss_2: 23.11851656831653; cnt_loss: 37.34535115602001; +2025-06-02 18:39:51,485 - INFO - Evaluation: +Curr mae: 114.4828; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 194.3268; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1663; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:39:51,485 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 +2025-06-02 18:40:29,303 - INFO - Training: cls_zice: 137.87655053549256; reg_zipnll: -133.38421287283992; aux_mae_loss_1: 160.34723941221932; aux_mae_loss_2: 23.553314133195688; cnt_loss: 38.99133518042154; +2025-06-02 18:40:29,304 - INFO - Evaluation: +Curr mae: 119.7260; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 232.1416; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2120; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:40:29,304 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 +2025-06-02 18:41:06,958 - INFO - Training: cls_zice: 137.27140691896147; reg_zipnll: -137.20294617027636; aux_mae_loss_1: 159.4675552166061; aux_mae_loss_2: 23.2769754296107; cnt_loss: 39.43241642010923; +2025-06-02 18:41:06,959 - INFO - Evaluation: +Curr mae: 144.8029; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 238.6931; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2499; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:41:06,959 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 +2025-06-02 18:41:44,372 - INFO - Training: cls_zice: 136.41981358559715; reg_zipnll: -107.31232051344108; aux_mae_loss_1: 162.41173336205892; aux_mae_loss_2: 24.298460739337845; cnt_loss: 44.59317487754569; +2025-06-02 18:41:44,373 - INFO - Evaluation: +Curr mae: 159.0693; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 369.5646; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2765; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:41:44,373 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 +2025-06-02 18:42:21,996 - INFO - Training: cls_zice: 134.5942472748409; reg_zipnll: -142.88615368217822; aux_mae_loss_1: 162.08898814624507; aux_mae_loss_2: 24.056472828846104; cnt_loss: 41.31998394972441; +2025-06-02 18:42:21,997 - INFO - Evaluation: +Curr mae: 192.0009; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 428.5565; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3416; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:42:21,998 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 +2025-06-02 18:42:59,507 - INFO - Training: cls_zice: 134.61486980615072; reg_zipnll: -137.42637387332536; aux_mae_loss_1: 156.60763681171747; aux_mae_loss_2: 22.957282198975417; cnt_loss: 38.14065517021331; +2025-06-02 18:42:59,508 - INFO - Evaluation: +Curr mae: 129.6425; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 267.5483; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2458; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:42:59,508 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 +2025-06-02 18:43:37,089 - INFO - Training: cls_zice: 136.63588131026717; reg_zipnll: -137.90500038980647; aux_mae_loss_1: 159.44279217246353; aux_mae_loss_2: 23.274059213549886; cnt_loss: 36.89102140641371; +2025-06-02 18:43:37,090 - INFO - Evaluation: +Curr mae: 138.6025; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 247.6587; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2570; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:43:37,090 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 +2025-06-02 18:44:14,846 - INFO - Training: cls_zice: 146.71146579767694; reg_zipnll: -144.46334534449292; aux_mae_loss_1: 165.8098504274886; aux_mae_loss_2: 25.032210438456758; cnt_loss: 45.68278346788015; +2025-06-02 18:44:14,846 - INFO - Evaluation: +Curr mae: 266.9249; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 787.1976; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.6004; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:44:14,846 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 +2025-06-02 18:44:52,464 - INFO - Training: cls_zice: 133.26819579017084; reg_zipnll: -133.40819415667198; aux_mae_loss_1: 156.04520370786554; aux_mae_loss_2: 22.619492897134744; cnt_loss: 36.62448994844954; +2025-06-02 18:44:52,465 - INFO - Evaluation: +Curr mae: 148.6683; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 236.4303; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2730; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:44:52,465 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 +2025-06-02 18:45:29,763 - INFO - Training: cls_zice: 132.04460709931834; reg_zipnll: -109.72919758424064; aux_mae_loss_1: 153.67637452384494; aux_mae_loss_2: 22.32728112454446; cnt_loss: 36.87692271478918; +2025-06-02 18:45:29,763 - INFO - Evaluation: +Curr mae: 125.4135; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 231.9518; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2371; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:45:29,763 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 +2025-06-02 18:46:07,466 - INFO - Training: cls_zice: 168.1250570436187; reg_zipnll: -149.05982672457662; aux_mae_loss_1: 187.2660056107881; aux_mae_loss_2: 29.905032271580982; cnt_loss: 69.51488342821993; +2025-06-02 18:46:07,467 - INFO - Evaluation: +Curr mae: 118.2606; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 224.7804; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2445; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:46:07,467 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 +2025-06-02 18:46:45,153 - INFO - Training: cls_zice: 136.3198841044445; reg_zipnll: -133.93596699695715; aux_mae_loss_1: 158.01046272934667; aux_mae_loss_2: 22.971112008126365; cnt_loss: 37.62082479805346; +2025-06-02 18:46:45,154 - INFO - Evaluation: +Curr mae: 125.7121; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 206.4263; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2076; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:46:45,154 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 +2025-06-02 18:47:22,636 - INFO - Training: cls_zice: 143.9810170243118; reg_zipnll: -145.3823653530601; aux_mae_loss_1: 170.5906489795407; aux_mae_loss_2: 26.030715557123653; cnt_loss: 50.47470131930926; +2025-06-02 18:47:22,637 - INFO - Evaluation: +Curr mae: 155.1656; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 253.4755; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2775; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:47:22,637 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 +2025-06-02 18:48:00,396 - INFO - Training: cls_zice: 139.93297883216908; reg_zipnll: -138.49860610709285; aux_mae_loss_1: 174.17411170100533; aux_mae_loss_2: 26.895041472075; cnt_loss: 50.43841723890494; +2025-06-02 18:48:00,396 - INFO - Evaluation: +Curr mae: 225.4706; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 363.0254; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.4111; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:48:00,486 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 +2025-06-02 18:48:37,880 - INFO - Training: cls_zice: 134.6304898672546; reg_zipnll: -118.0561093589328; aux_mae_loss_1: 160.40001908359147; aux_mae_loss_2: 23.657846823433378; cnt_loss: 39.168420482155504; +2025-06-02 18:48:37,881 - INFO - Evaluation: +Curr mae: 164.5222; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 271.1629; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2811; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:48:37,881 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 +2025-06-02 18:49:15,395 - INFO - Training: cls_zice: 136.39521617763089; reg_zipnll: -126.159840223805; aux_mae_loss_1: 159.91743014506156; aux_mae_loss_2: 23.28417956118552; cnt_loss: 35.996008203519104; +2025-06-02 18:49:15,396 - INFO - Evaluation: +Curr mae: 184.1681; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 278.8999; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3365; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:49:15,396 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 +2025-06-02 18:49:53,051 - INFO - Training: cls_zice: 134.70471603191453; reg_zipnll: -141.54183122495942; aux_mae_loss_1: 159.82855148820687; aux_mae_loss_2: 23.37880763628625; cnt_loss: 38.31426708903534; +2025-06-02 18:49:53,052 - INFO - Evaluation: +Curr mae: 131.3577; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 231.9731; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2207; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:49:53,052 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 +2025-06-02 18:50:30,586 - INFO - Training: cls_zice: 133.94182887298382; reg_zipnll: -101.09002777124873; aux_mae_loss_1: 155.11317853106567; aux_mae_loss_2: 22.439076373119228; cnt_loss: 36.65657807659629; +2025-06-02 18:50:30,587 - INFO - Evaluation: +Curr mae: 115.6894; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 186.1945; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1954; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:50:30,587 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 +2025-06-02 18:51:07,959 - INFO - Training: cls_zice: 131.7497690718695; reg_zipnll: -105.06882006916778; aux_mae_loss_1: 151.8172979796959; aux_mae_loss_2: 21.793674254259525; cnt_loss: 31.954832923333377; +2025-06-02 18:51:07,960 - INFO - Evaluation: +Curr mae: 127.6828; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 212.5350; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2270; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:51:07,960 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 +2025-06-02 18:51:45,724 - INFO - Training: cls_zice: 138.26020072785434; reg_zipnll: -140.20999953920477; aux_mae_loss_1: 161.59878201516258; aux_mae_loss_2: 23.45722511746236; cnt_loss: 37.908197339796864; +2025-06-02 18:51:45,724 - INFO - Evaluation: +Curr mae: 132.4111; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 214.1725; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2497; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:51:45,724 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 +2025-06-02 18:52:23,239 - INFO - Training: cls_zice: 133.93837937613986; reg_zipnll: -133.73860368033908; aux_mae_loss_1: 156.66889637827083; aux_mae_loss_2: 22.885564267240614; cnt_loss: 35.38370407180281; +2025-06-02 18:52:23,239 - INFO - Evaluation: +Curr mae: 148.3402; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 226.7882; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2723; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:52:23,240 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 +2025-06-02 18:53:00,827 - INFO - Training: cls_zice: 135.89163156218876; reg_zipnll: -137.6509508991873; aux_mae_loss_1: 156.68495893162608; aux_mae_loss_2: 22.679652795096896; cnt_loss: 36.13182974809053; +2025-06-02 18:53:00,828 - INFO - Evaluation: +Curr mae: 138.3157; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 228.4419; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2357; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:53:00,828 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 +2025-06-02 18:53:38,498 - INFO - Training: cls_zice: 133.33941956071664; reg_zipnll: -116.21091177605635; aux_mae_loss_1: 155.21052303693153; aux_mae_loss_2: 22.559276707125026; cnt_loss: 36.743126831307315; +2025-06-02 18:53:38,499 - INFO - Evaluation: +Curr mae: 187.0105; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 300.7941; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3114; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:53:38,499 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 +2025-06-02 18:54:15,783 - INFO - Training: cls_zice: 137.53934968859943; reg_zipnll: -137.64481783860566; aux_mae_loss_1: 158.31475630501248; aux_mae_loss_2: 23.11627788417387; cnt_loss: 39.362575335218416; +2025-06-02 18:54:15,784 - INFO - Evaluation: +Curr mae: 113.9826; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 199.4409; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1868; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:54:15,784 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 +2025-06-02 18:54:53,367 - INFO - Training: cls_zice: 132.08102245204495; reg_zipnll: -106.38466941757707; aux_mae_loss_1: 155.06872821327866; aux_mae_loss_2: 22.799491427592095; cnt_loss: 38.88816448868505; +2025-06-02 18:54:53,368 - INFO - Evaluation: +Curr mae: 163.3226; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 242.8465; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3034; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:54:53,368 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 +2025-06-02 18:55:30,985 - INFO - Training: cls_zice: 137.72814498042428; reg_zipnll: -128.63088328001515; aux_mae_loss_1: 158.139283565496; aux_mae_loss_2: 23.131656008840398; cnt_loss: 34.97580849729626; +2025-06-02 18:55:30,986 - INFO - Evaluation: +Curr mae: 142.5711; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 236.6909; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2189; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:55:30,986 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 +2025-06-02 18:56:08,494 - INFO - Training: cls_zice: 132.09006569717104; reg_zipnll: -111.2545803651115; aux_mae_loss_1: 155.8192873064256; aux_mae_loss_2: 22.675851733479277; cnt_loss: 35.80282966664295; +2025-06-02 18:56:08,495 - INFO - Evaluation: +Curr mae: 182.2708; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 297.0836; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.3348; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:56:08,495 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 +2025-06-02 18:56:46,082 - INFO - Training: cls_zice: 131.3118498846395; reg_zipnll: -133.38999691072678; aux_mae_loss_1: 153.90465654284748; aux_mae_loss_2: 22.215587451757973; cnt_loss: 35.58810147544406; +2025-06-02 18:56:46,082 - INFO - Evaluation: +Curr mae: 123.8316; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 212.5114; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1871; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:56:46,082 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 +2025-06-02 18:57:23,271 - INFO - Training: cls_zice: 134.0186762020288; reg_zipnll: -115.26848724819966; aux_mae_loss_1: 154.43098712441147; aux_mae_loss_2: 22.170464029375292; cnt_loss: 34.51612616532686; +2025-06-02 18:57:23,272 - INFO - Evaluation: +Curr mae: 141.7484; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 249.4544; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2281; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:57:23,272 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 +2025-06-02 18:58:00,971 - INFO - Training: cls_zice: 131.4831782713631; reg_zipnll: -106.86306431119804; aux_mae_loss_1: 151.15054589075757; aux_mae_loss_2: 21.479727606110224; cnt_loss: 32.03657943207696; +2025-06-02 18:58:00,972 - INFO - Evaluation: +Curr mae: 124.8466; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 212.7820; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.1861; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:58:00,972 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 +2025-06-02 18:58:38,569 - INFO - Training: cls_zice: 135.60371899131118; reg_zipnll: -120.49482811681482; aux_mae_loss_1: 156.10089955108845; aux_mae_loss_2: 22.59565366656575; cnt_loss: 35.909055046687854; +2025-06-02 18:58:38,570 - INFO - Evaluation: +Curr mae: 122.5120; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 214.4234; Best rmse: 173.5585; 175.5499; 177.6420; 179.6192; 179.9190; +Curr nae: 0.2167; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:58:38,570 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 +2025-06-02 18:59:16,281 - INFO - Training: cls_zice: 137.0482310364578; reg_zipnll: -118.75438519661; aux_mae_loss_1: 156.38433095161488; aux_mae_loss_2: 22.703621618005613; cnt_loss: 36.436747292019675; +2025-06-02 18:59:16,313 - INFO - Evaluation: +Curr mae: 112.3849; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 179.3707; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1946; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:59:16,314 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 +2025-06-02 18:59:53,746 - INFO - Training: cls_zice: 135.5467439108337; reg_zipnll: -126.16933539687403; aux_mae_loss_1: 156.3432599503473; aux_mae_loss_2: 22.700744508907494; cnt_loss: 34.119750616566236; +2025-06-02 18:59:53,747 - INFO - Evaluation: +Curr mae: 112.6099; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 190.2035; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1731; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 18:59:53,747 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 +2025-06-02 19:00:31,678 - INFO - Training: cls_zice: 136.12670943910712; reg_zipnll: -131.8479864865739; aux_mae_loss_1: 158.99362278616192; aux_mae_loss_2: 23.194339379569552; cnt_loss: 39.04467585860499; +2025-06-02 19:00:31,679 - INFO - Evaluation: +Curr mae: 117.1273; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 196.2795; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1854; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:00:31,679 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 +2025-06-02 19:01:09,002 - INFO - Training: cls_zice: 137.16535760235314; reg_zipnll: -121.18641103656087; aux_mae_loss_1: 156.1341985740409; aux_mae_loss_2: 23.102686193605134; cnt_loss: 40.45473289489746; +2025-06-02 19:01:09,003 - INFO - Evaluation: +Curr mae: 114.8551; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 193.5432; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1845; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:01:09,003 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 +2025-06-02 19:01:46,772 - INFO - Training: cls_zice: 135.60336270869172; reg_zipnll: -118.24164857295965; aux_mae_loss_1: 158.58036071575242; aux_mae_loss_2: 23.26871174692318; cnt_loss: 37.818543099409695; +2025-06-02 19:01:46,773 - INFO - Evaluation: +Curr mae: 145.1326; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 257.1314; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.2367; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:01:46,773 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 +2025-06-02 19:02:24,314 - INFO - Training: cls_zice: 136.11174983851956; reg_zipnll: -106.92650290356566; aux_mae_loss_1: 155.80591800512858; aux_mae_loss_2: 22.56344368915684; cnt_loss: 33.4039511475342; +2025-06-02 19:02:24,315 - INFO - Evaluation: +Curr mae: 126.2552; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 247.5657; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1745; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:02:24,315 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 +2025-06-02 19:03:01,860 - INFO - Training: cls_zice: 137.66059746647514; reg_zipnll: -139.74073031722315; aux_mae_loss_1: 159.32946453978684; aux_mae_loss_2: 23.173848234265055; cnt_loss: 35.14329171338618; +2025-06-02 19:03:01,861 - INFO - Evaluation: +Curr mae: 128.1823; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 207.7526; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.2189; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:03:01,861 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 +2025-06-02 19:03:39,477 - INFO - Training: cls_zice: 133.8715604819999; reg_zipnll: -130.6166011987143; aux_mae_loss_1: 158.80707539943668; aux_mae_loss_2: 23.239072717578207; cnt_loss: 38.9950181380013; +2025-06-02 19:03:39,478 - INFO - Evaluation: +Curr mae: 124.9344; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 219.2931; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1960; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:03:39,478 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 +2025-06-02 19:04:17,051 - INFO - Training: cls_zice: 134.10337061597812; reg_zipnll: -123.9923687991717; aux_mae_loss_1: 157.81776029068902; aux_mae_loss_2: 22.751659026998556; cnt_loss: 34.31747130210826; +2025-06-02 19:04:17,052 - INFO - Evaluation: +Curr mae: 121.4155; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 201.3533; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.2023; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:04:17,052 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 +2025-06-02 19:04:54,343 - INFO - Training: cls_zice: 135.8214947782605; reg_zipnll: -119.0750641159664; aux_mae_loss_1: 156.9332251643503; aux_mae_loss_2: 22.537621150743092; cnt_loss: 35.69943609300828; +2025-06-02 19:04:54,344 - INFO - Evaluation: +Curr mae: 119.2601; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 204.0638; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1884; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:04:54,344 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 +2025-06-02 19:05:31,755 - INFO - Training: cls_zice: 135.46804193155654; reg_zipnll: -134.6946447448225; aux_mae_loss_1: 157.48016541841014; aux_mae_loss_2: 22.71313238459707; cnt_loss: 36.6672046042436; +2025-06-02 19:05:31,756 - INFO - Evaluation: +Curr mae: 138.4133; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 231.8497; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.2176; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:05:31,756 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 +2025-06-02 19:06:09,136 - INFO - Training: cls_zice: 135.73235315992343; reg_zipnll: -129.6595822896389; aux_mae_loss_1: 156.48020758218323; aux_mae_loss_2: 22.67571475805826; cnt_loss: 35.20079634836967; +2025-06-02 19:06:09,137 - INFO - Evaluation: +Curr mae: 131.1677; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 227.7047; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.2003; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:06:09,137 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 +2025-06-02 19:06:46,322 - INFO - Training: cls_zice: 133.71790371825364; reg_zipnll: -122.14568439066805; aux_mae_loss_1: 155.8095624810023; aux_mae_loss_2: 22.57692412193248; cnt_loss: 36.47276773515916; +2025-06-02 19:06:46,323 - INFO - Evaluation: +Curr mae: 120.9665; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 195.5592; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.2090; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:06:46,323 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 +2025-06-02 19:07:23,562 - INFO - Training: cls_zice: 133.2020727246013; reg_zipnll: -140.53704839036953; aux_mae_loss_1: 155.1839291402046; aux_mae_loss_2: 22.245137385185192; cnt_loss: 31.50228244579391; +2025-06-02 19:07:23,562 - INFO - Evaluation: +Curr mae: 153.7486; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 286.1987; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.2267; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:07:23,563 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 +2025-06-02 19:08:00,994 - INFO - Training: cls_zice: 132.36574213394266; reg_zipnll: -124.24712421088819; aux_mae_loss_1: 153.7250664818366; aux_mae_loss_2: 22.191247744276033; cnt_loss: 33.402678691788225; +2025-06-02 19:08:00,995 - INFO - Evaluation: +Curr mae: 111.4076; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 201.0624; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1787; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:08:00,995 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 +2025-06-02 19:08:38,194 - INFO - Training: cls_zice: 132.60284018358647; reg_zipnll: -119.02381085717914; aux_mae_loss_1: 154.55445727923058; aux_mae_loss_2: 22.411570624799918; cnt_loss: 34.79244337018752; +2025-06-02 19:08:38,195 - INFO - Evaluation: +Curr mae: 115.5034; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 201.6542; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1761; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:08:38,195 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 +2025-06-02 19:09:15,748 - INFO - Training: cls_zice: 129.86023158900784; reg_zipnll: -114.35995958972451; aux_mae_loss_1: 151.60013297377833; aux_mae_loss_2: 21.55894856105577; cnt_loss: 32.27608220940394; +2025-06-02 19:09:15,749 - INFO - Evaluation: +Curr mae: 125.4519; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 230.0703; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1988; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:09:15,749 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 +2025-06-02 19:09:53,169 - INFO - Training: cls_zice: 132.40671938460395; reg_zipnll: -115.25853610512436; aux_mae_loss_1: 152.02025816456373; aux_mae_loss_2: 21.749068699135684; cnt_loss: 33.904366597434546; +2025-06-02 19:09:53,170 - INFO - Evaluation: +Curr mae: 146.1706; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 241.1290; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.2219; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:09:53,170 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 +2025-06-02 19:10:30,652 - INFO - Training: cls_zice: 133.70696544015644; reg_zipnll: -145.824240507669; aux_mae_loss_1: 157.1143101066943; aux_mae_loss_2: 22.878205160431513; cnt_loss: 36.657913801685865; +2025-06-02 19:10:30,653 - INFO - Evaluation: +Curr mae: 116.3146; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 190.4441; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.1877; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:10:30,653 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 +2025-06-02 19:11:08,174 - INFO - Training: cls_zice: 133.69462294294345; reg_zipnll: -122.55307746407212; aux_mae_loss_1: 156.10544929757023; aux_mae_loss_2: 22.66086889418545; cnt_loss: 35.79176828877026; +2025-06-02 19:11:08,175 - INFO - Evaluation: +Curr mae: 119.7769; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 192.7415; Best rmse: 173.5585; 175.5499; 177.6420; 179.3707; 179.6192; +Curr nae: 0.2129; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:11:08,175 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 +2025-06-02 19:11:45,609 - INFO - Training: cls_zice: 131.76161356793335; reg_zipnll: -142.56108756412735; aux_mae_loss_1: 154.34207360476057; aux_mae_loss_2: 22.415318836439525; cnt_loss: 36.087987362943736; +2025-06-02 19:11:45,656 - INFO - Evaluation: +Curr mae: 109.9366; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 177.1946; Best rmse: 173.5585; 175.5499; 177.1946; 177.6420; 179.3707; +Curr nae: 0.1756; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:11:45,656 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 +2025-06-02 19:12:23,084 - INFO - Training: cls_zice: 139.3944417182973; reg_zipnll: -92.4230683560403; aux_mae_loss_1: 155.8277757657285; aux_mae_loss_2: 22.61898644554694; cnt_loss: 39.067840317227194; +2025-06-02 19:12:23,085 - INFO - Evaluation: +Curr mae: 114.5259; Best mae: 105.1941; 105.7076; 105.9679; 106.0362; 106.1145; +Curr rmse: 198.0206; Best rmse: 173.5585; 175.5499; 177.1946; 177.6420; 179.3707; +Curr nae: 0.1808; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:12:23,085 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 +2025-06-02 19:13:00,369 - INFO - Training: cls_zice: 135.6760151338893; reg_zipnll: -123.73083929352413; aux_mae_loss_1: 156.75519996289387; aux_mae_loss_2: 22.743620531448464; cnt_loss: 38.450468657032545; +2025-06-02 19:13:00,454 - INFO - Evaluation: +Curr mae: 104.8661; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 174.9785; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.1864; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:13:00,454 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 +2025-06-02 19:13:37,776 - INFO - Training: cls_zice: 136.89320067854118; reg_zipnll: -141.08400304428; aux_mae_loss_1: 155.65949443791877; aux_mae_loss_2: 22.340083766457262; cnt_loss: 33.5785246211172; +2025-06-02 19:13:37,777 - INFO - Evaluation: +Curr mae: 135.9451; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 228.1515; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.2125; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:13:37,777 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 +2025-06-02 19:14:15,333 - INFO - Training: cls_zice: 136.69795856096886; reg_zipnll: -138.71505417729057; aux_mae_loss_1: 161.9476727113029; aux_mae_loss_2: 24.01278591156006; cnt_loss: 41.02907420783643; +2025-06-02 19:14:15,334 - INFO - Evaluation: +Curr mae: 129.7961; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 218.8855; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.2127; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:14:15,334 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 +2025-06-02 19:14:53,201 - INFO - Training: cls_zice: 132.35698967737866; reg_zipnll: -140.79513235281635; aux_mae_loss_1: 154.2913937347614; aux_mae_loss_2: 22.184219240352807; cnt_loss: 33.91619144528117; +2025-06-02 19:14:53,202 - INFO - Evaluation: +Curr mae: 109.2635; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 185.1749; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.1717; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:14:53,202 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 +2025-06-02 19:15:30,775 - INFO - Training: cls_zice: 133.73013003772456; reg_zipnll: -125.65121977218729; aux_mae_loss_1: 154.43807341720884; aux_mae_loss_2: 22.41712169773531; cnt_loss: 35.61523259396585; +2025-06-02 19:15:30,775 - INFO - Evaluation: +Curr mae: 116.5814; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 194.8831; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.1889; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:15:30,775 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 +2025-06-02 19:16:08,302 - INFO - Training: cls_zice: 133.37068733316383; reg_zipnll: -106.58052190565905; aux_mae_loss_1: 153.52124644904737; aux_mae_loss_2: 22.015336175628057; cnt_loss: 35.17414877746279; +2025-06-02 19:16:08,302 - INFO - Evaluation: +Curr mae: 146.0147; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 264.4724; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.2521; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:16:08,302 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 +2025-06-02 19:16:45,626 - INFO - Training: cls_zice: 133.218783037552; reg_zipnll: -99.43289755195971; aux_mae_loss_1: 152.87679164457006; aux_mae_loss_2: 21.95730435137717; cnt_loss: 34.09852067997913; +2025-06-02 19:16:45,627 - INFO - Evaluation: +Curr mae: 115.3875; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 214.1245; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.1985; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:16:45,627 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 +2025-06-02 19:17:23,032 - INFO - Training: cls_zice: 139.07331752145527; reg_zipnll: -111.07453856562937; aux_mae_loss_1: 155.44827129035596; aux_mae_loss_2: 22.6347985362375; cnt_loss: 38.248456885483094; +2025-06-02 19:17:23,033 - INFO - Evaluation: +Curr mae: 141.7571; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 244.8605; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.2225; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:17:23,033 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 +2025-06-02 19:18:00,669 - INFO - Training: cls_zice: 137.0605961376468; reg_zipnll: -122.05541718085081; aux_mae_loss_1: 158.52056945396575; aux_mae_loss_2: 23.108457369520174; cnt_loss: 36.388110498718866; +2025-06-02 19:18:00,670 - INFO - Evaluation: +Curr mae: 124.7162; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 218.0962; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.1821; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:18:00,670 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 +2025-06-02 19:18:38,381 - INFO - Training: cls_zice: 132.142536668588; reg_zipnll: -101.4004032564479; aux_mae_loss_1: 153.7652586880109; aux_mae_loss_2: 22.28919285654232; cnt_loss: 36.67776133682554; +2025-06-02 19:18:38,382 - INFO - Evaluation: +Curr mae: 148.5789; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 257.7976; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.2327; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:18:38,382 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 +2025-06-02 19:19:15,868 - INFO - Training: cls_zice: 133.8253690454344; reg_zipnll: -144.03940519118152; aux_mae_loss_1: 155.91680155368832; aux_mae_loss_2: 22.413042561107915; cnt_loss: 33.4886592618677; +2025-06-02 19:19:15,868 - INFO - Evaluation: +Curr mae: 159.9864; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 283.1646; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.2367; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:19:15,970 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 +2025-06-02 19:19:53,409 - INFO - Training: cls_zice: 133.5220059653781; reg_zipnll: -129.69417635178723; aux_mae_loss_1: 156.12632961146878; aux_mae_loss_2: 22.385225864435665; cnt_loss: 35.31920943354929; +2025-06-02 19:19:53,410 - INFO - Evaluation: +Curr mae: 134.4216; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 228.7730; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.2152; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:19:53,410 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 +2025-06-02 19:20:30,541 - INFO - Training: cls_zice: 133.0409090661055; reg_zipnll: -155.63533242964587; aux_mae_loss_1: 155.9314871276451; aux_mae_loss_2: 22.55209118167296; cnt_loss: 34.42329803365745; +2025-06-02 19:20:30,542 - INFO - Evaluation: +Curr mae: 111.5171; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 188.4964; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.1691; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:20:30,542 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 +2025-06-02 19:21:07,755 - INFO - Training: cls_zice: 135.5508228074636; reg_zipnll: -108.60644151043418; aux_mae_loss_1: 154.18970661289646; aux_mae_loss_2: 22.243721961975098; cnt_loss: 34.52609923343785; +2025-06-02 19:21:07,756 - INFO - Evaluation: +Curr mae: 121.6073; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 207.0951; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.2015; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:21:07,756 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 +2025-06-02 19:21:45,371 - INFO - Training: cls_zice: 134.28148387125785; reg_zipnll: -117.4012165827467; aux_mae_loss_1: 154.44386710867977; aux_mae_loss_2: 22.1663898000654; cnt_loss: 33.401895800963146; +2025-06-02 19:21:45,372 - INFO - Evaluation: +Curr mae: 136.0308; Best mae: 104.8661; 105.1941; 105.7076; 105.9679; 106.0362; +Curr rmse: 238.2183; Best rmse: 173.5585; 174.9785; 175.5499; 177.1946; 177.6420; +Curr nae: 0.2106; Best nae: 0.1623; 0.1655; 0.1663; 0.1683; 0.1684; + + + +2025-06-02 19:21:45,372 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 +2025-06-02 19:22:22,776 - INFO - Training: cls_zice: 134.09562417845063; reg_zipnll: -123.34872008317353; aux_mae_loss_1: 154.79662378576418; aux_mae_loss_2: 22.271381100281975; cnt_loss: 35.92326768028815; +2025-06-02 19:22:22,878 - INFO - Evaluation: +Curr mae: 102.9485; Best mae: 102.9485; 104.8661; 105.1941; 105.7076; 105.9679; +Curr rmse: 176.8003; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1546; Best nae: 0.1546; 0.1623; 0.1655; 0.1663; 0.1683; + + + +2025-06-02 19:22:22,878 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 +2025-06-02 19:23:00,263 - INFO - Training: cls_zice: 132.39747743417095; reg_zipnll: -135.74332499346195; aux_mae_loss_1: 155.29561837303717; aux_mae_loss_2: 22.558518649726516; cnt_loss: 36.2544684094309; +2025-06-02 19:23:00,264 - INFO - Evaluation: +Curr mae: 111.4443; Best mae: 102.9485; 104.8661; 105.1941; 105.7076; 105.9679; +Curr rmse: 190.5730; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1803; Best nae: 0.1546; 0.1623; 0.1655; 0.1663; 0.1683; + + + +2025-06-02 19:23:00,264 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 +2025-06-02 19:23:37,852 - INFO - Training: cls_zice: 132.4251754331273; reg_zipnll: -144.89630303793396; aux_mae_loss_1: 155.33637394178783; aux_mae_loss_2: 22.57894471781143; cnt_loss: 38.6861853631127; +2025-06-02 19:23:37,930 - INFO - Evaluation: +Curr mae: 105.2004; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 182.2815; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1657; Best nae: 0.1546; 0.1623; 0.1655; 0.1657; 0.1663; + + + +2025-06-02 19:23:37,930 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 +2025-06-02 19:24:15,190 - INFO - Training: cls_zice: 131.5286826613723; reg_zipnll: -118.85368246747957; aux_mae_loss_1: 153.07207332383717; aux_mae_loss_2: 22.08880664497022; cnt_loss: 34.90405126596918; +2025-06-02 19:24:15,190 - INFO - Evaluation: +Curr mae: 127.6658; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 226.0788; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.2110; Best nae: 0.1546; 0.1623; 0.1655; 0.1657; 0.1663; + + + +2025-06-02 19:24:15,190 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 +2025-06-02 19:24:52,827 - INFO - Training: cls_zice: 133.67139172080337; reg_zipnll: -123.25162982940674; aux_mae_loss_1: 152.3784533368041; aux_mae_loss_2: 21.710217122210572; cnt_loss: 32.90545412720434; +2025-06-02 19:24:52,860 - INFO - Evaluation: +Curr mae: 105.8315; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 178.1942; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1651; Best nae: 0.1546; 0.1623; 0.1651; 0.1655; 0.1657; + + + +2025-06-02 19:24:52,860 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 +2025-06-02 19:25:30,324 - INFO - Training: cls_zice: 135.5137727497429; reg_zipnll: -119.30985664216098; aux_mae_loss_1: 153.75489054294613; aux_mae_loss_2: 22.06429283824188; cnt_loss: 33.91813242198616; +2025-06-02 19:25:30,325 - INFO - Evaluation: +Curr mae: 122.9682; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 201.4591; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1987; Best nae: 0.1546; 0.1623; 0.1651; 0.1655; 0.1657; + + + +2025-06-02 19:25:30,325 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 +2025-06-02 19:26:08,157 - INFO - Training: cls_zice: 133.92981242501972; reg_zipnll: -130.03428911373317; aux_mae_loss_1: 155.39412507316135; aux_mae_loss_2: 22.396614434703295; cnt_loss: 35.44621737903317; +2025-06-02 19:26:08,157 - INFO - Evaluation: +Curr mae: 117.6519; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 184.6089; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.2145; Best nae: 0.1546; 0.1623; 0.1651; 0.1655; 0.1657; + + + +2025-06-02 19:26:08,158 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 +2025-06-02 19:26:45,581 - INFO - Training: cls_zice: 130.61638681778055; reg_zipnll: -132.0019562575991; aux_mae_loss_1: 153.29120474303795; aux_mae_loss_2: 21.93232987258608; cnt_loss: 33.893506179582204; +2025-06-02 19:26:45,582 - INFO - Evaluation: +Curr mae: 123.3314; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 205.6840; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.2212; Best nae: 0.1546; 0.1623; 0.1651; 0.1655; 0.1657; + + + +2025-06-02 19:26:45,582 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 +2025-06-02 19:27:23,304 - INFO - Training: cls_zice: 132.44919578602773; reg_zipnll: -124.91316509878399; aux_mae_loss_1: 154.52682267751126; aux_mae_loss_2: 22.23248903640848; cnt_loss: 33.969621225698106; +2025-06-02 19:27:23,305 - INFO - Evaluation: +Curr mae: 111.4303; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 199.0854; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1676; Best nae: 0.1546; 0.1623; 0.1651; 0.1655; 0.1657; + + + +2025-06-02 19:27:23,305 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 +2025-06-02 19:28:00,782 - INFO - Training: cls_zice: 132.38018318833105; reg_zipnll: -134.73128894780646; aux_mae_loss_1: 152.5315853902046; aux_mae_loss_2: 21.925980564774267; cnt_loss: 34.228329889032224; +2025-06-02 19:28:00,783 - INFO - Evaluation: +Curr mae: 130.9231; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 217.1648; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1963; Best nae: 0.1546; 0.1623; 0.1651; 0.1655; 0.1657; + + + +2025-06-02 19:28:00,783 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 +2025-06-02 19:28:38,591 - INFO - Training: cls_zice: 132.5239984626012; reg_zipnll: -133.5855807058069; aux_mae_loss_1: 154.74110303967205; aux_mae_loss_2: 22.20382218013536; cnt_loss: 34.55707767625518; +2025-06-02 19:28:38,643 - INFO - Evaluation: +Curr mae: 112.3142; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 193.7109; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1636; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:28:38,643 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 +2025-06-02 19:29:16,386 - INFO - Training: cls_zice: 133.46951160051964; reg_zipnll: -122.89003052616751; aux_mae_loss_1: 154.09812692301162; aux_mae_loss_2: 22.180255567790656; cnt_loss: 34.18513581610673; +2025-06-02 19:29:16,386 - INFO - Evaluation: +Curr mae: 179.1333; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 289.0599; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.3173; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:29:16,386 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 +2025-06-02 19:29:53,915 - INFO - Training: cls_zice: 132.8881490214771; reg_zipnll: -106.30584441431311; aux_mae_loss_1: 153.930612425141; aux_mae_loss_2: 22.195498403334458; cnt_loss: 34.695799903364374; +2025-06-02 19:29:53,916 - INFO - Evaluation: +Curr mae: 106.4618; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 181.8331; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1684; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:29:53,916 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 +2025-06-02 19:30:31,382 - INFO - Training: cls_zice: 132.25275562614794; reg_zipnll: -106.7178346589701; aux_mae_loss_1: 151.99246913076237; aux_mae_loss_2: 21.89063684829813; cnt_loss: 35.78578503400285; +2025-06-02 19:30:31,383 - INFO - Evaluation: +Curr mae: 130.6142; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 203.3756; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.2328; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:30:31,383 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 +2025-06-02 19:31:09,189 - INFO - Training: cls_zice: 133.42366141830848; reg_zipnll: -107.82943296116709; aux_mae_loss_1: 153.9444681129708; aux_mae_loss_2: 22.300600004511953; cnt_loss: 35.622630643528815; +2025-06-02 19:31:09,190 - INFO - Evaluation: +Curr mae: 125.0691; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 216.6527; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.2241; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:31:09,190 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 +2025-06-02 19:31:46,626 - INFO - Training: cls_zice: 133.1146985237172; reg_zipnll: -148.0212756024291; aux_mae_loss_1: 155.43697604754112; aux_mae_loss_2: 22.23802169269284; cnt_loss: 33.27438262282618; +2025-06-02 19:31:46,626 - INFO - Evaluation: +Curr mae: 128.3448; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 227.4371; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.2146; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:31:46,626 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 +2025-06-02 19:32:24,217 - INFO - Training: cls_zice: 132.65276493299876; reg_zipnll: -113.52584750447052; aux_mae_loss_1: 150.81604279271815; aux_mae_loss_2: 21.353039059417927; cnt_loss: 31.60500619900937; +2025-06-02 19:32:24,219 - INFO - Evaluation: +Curr mae: 123.3673; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 202.3909; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.2167; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:32:24,219 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 +2025-06-02 19:33:01,841 - INFO - Training: cls_zice: 130.41289017532046; reg_zipnll: -140.20703312577; aux_mae_loss_1: 153.63510450148425; aux_mae_loss_2: 22.199331334095127; cnt_loss: 35.747800283874106; +2025-06-02 19:33:01,842 - INFO - Evaluation: +Curr mae: 120.2873; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 197.1101; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1885; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:33:01,842 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 +2025-06-02 19:33:39,532 - INFO - Training: cls_zice: 133.67584877772046; reg_zipnll: -141.9987085733982; aux_mae_loss_1: 156.16661425457886; aux_mae_loss_2: 22.533847688839135; cnt_loss: 35.728279966392265; +2025-06-02 19:33:39,533 - INFO - Evaluation: +Curr mae: 119.5237; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 200.5589; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1867; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:33:39,533 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 +2025-06-02 19:34:16,874 - INFO - Training: cls_zice: 133.57489949662164; reg_zipnll: -128.83450959060366; aux_mae_loss_1: 152.7781152535748; aux_mae_loss_2: 22.01686283136835; cnt_loss: 35.17543026627294; +2025-06-02 19:34:16,875 - INFO - Evaluation: +Curr mae: 110.1502; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 188.3444; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1784; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:34:16,875 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 +2025-06-02 19:34:54,555 - INFO - Training: cls_zice: 134.6259465501798; reg_zipnll: -108.28669498772021; aux_mae_loss_1: 152.47617395666262; aux_mae_loss_2: 21.8179854904579; cnt_loss: 31.479423039796337; +2025-06-02 19:34:54,556 - INFO - Evaluation: +Curr mae: 109.7801; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 194.1672; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1853; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:34:54,556 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 +2025-06-02 19:35:32,024 - INFO - Training: cls_zice: 135.07630857252917; reg_zipnll: -118.48257572603542; aux_mae_loss_1: 154.86422249497167; aux_mae_loss_2: 22.31364861545184; cnt_loss: 35.79924673749911; +2025-06-02 19:35:32,025 - INFO - Evaluation: +Curr mae: 128.0678; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 217.1324; Best rmse: 173.5585; 174.9785; 175.5499; 176.8003; 177.1946; +Curr nae: 0.1919; Best nae: 0.1546; 0.1623; 0.1636; 0.1651; 0.1655; + + + +2025-06-02 19:35:32,025 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 +2025-06-02 19:36:09,670 - INFO - Training: cls_zice: 149.15925888667832; reg_zipnll: -135.35334291521286; aux_mae_loss_1: 167.0527369012896; aux_mae_loss_2: 24.728450819356553; cnt_loss: 45.25247708377459; +2025-06-02 19:36:09,767 - INFO - Evaluation: +Curr mae: 106.1649; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 173.0540; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1613; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:36:09,767 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 +2025-06-02 19:36:47,117 - INFO - Training: cls_zice: 136.61240321279362; reg_zipnll: -132.9485392286288; aux_mae_loss_1: 156.39901058879119; aux_mae_loss_2: 22.79258271400502; cnt_loss: 38.73712462305233; +2025-06-02 19:36:47,118 - INFO - Evaluation: +Curr mae: 152.7928; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 247.2364; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2395; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:36:47,118 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 +2025-06-02 19:37:24,403 - INFO - Training: cls_zice: 131.13928379286205; reg_zipnll: -110.41882950738565; aux_mae_loss_1: 151.2897872166918; aux_mae_loss_2: 21.694765760409123; cnt_loss: 35.20017459060972; +2025-06-02 19:37:24,403 - INFO - Evaluation: +Curr mae: 120.5896; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 203.9138; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2064; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:37:24,404 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 +2025-06-02 19:38:02,122 - INFO - Training: cls_zice: 132.96235810841947; reg_zipnll: -121.54656467058801; aux_mae_loss_1: 153.14220941303583; aux_mae_loss_2: 21.738102132910925; cnt_loss: 32.471096250395114; +2025-06-02 19:38:02,123 - INFO - Evaluation: +Curr mae: 110.6975; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 185.3151; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1897; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:38:02,123 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 +2025-06-02 19:38:39,569 - INFO - Training: cls_zice: 131.94412256708208; reg_zipnll: -104.12489278427023; aux_mae_loss_1: 151.29880134633046; aux_mae_loss_2: 21.84073727967723; cnt_loss: 33.77224476921637; +2025-06-02 19:38:39,570 - INFO - Evaluation: +Curr mae: 143.4654; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 227.7673; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2347; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:38:39,570 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 +2025-06-02 19:39:17,098 - INFO - Training: cls_zice: 129.7534799133705; reg_zipnll: -109.38771808068483; aux_mae_loss_1: 150.39634517644416; aux_mae_loss_2: 21.615194150154164; cnt_loss: 33.187424356574255; +2025-06-02 19:39:17,099 - INFO - Evaluation: +Curr mae: 127.6498; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 203.8620; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2103; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:39:17,099 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 +2025-06-02 19:39:54,566 - INFO - Training: cls_zice: 135.5662602051994; reg_zipnll: -106.8321515266469; aux_mae_loss_1: 154.33546574068384; aux_mae_loss_2: 21.964432583739427; cnt_loss: 34.67063274130916; +2025-06-02 19:39:54,567 - INFO - Evaluation: +Curr mae: 130.6477; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 211.5880; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2246; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:39:54,567 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 +2025-06-02 19:40:32,183 - INFO - Training: cls_zice: 140.64222740021762; reg_zipnll: -145.64790792970467; aux_mae_loss_1: 160.70940030331644; aux_mae_loss_2: 23.561463564436956; cnt_loss: 36.532156034810654; +2025-06-02 19:40:32,183 - INFO - Evaluation: +Curr mae: 128.5566; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 215.9049; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2136; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:40:32,184 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 +2025-06-02 19:41:09,897 - INFO - Training: cls_zice: 134.00084754489114; reg_zipnll: -137.4892447010571; aux_mae_loss_1: 156.3183803432035; aux_mae_loss_2: 22.583832052369782; cnt_loss: 35.888547512079704; +2025-06-02 19:41:09,898 - INFO - Evaluation: +Curr mae: 121.8252; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 211.7335; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1854; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:41:09,898 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 +2025-06-02 19:41:47,587 - INFO - Training: cls_zice: 133.00070690635025; reg_zipnll: -132.71713568201127; aux_mae_loss_1: 152.35921387325058; aux_mae_loss_2: 21.4420549443226; cnt_loss: 30.02258000468576; +2025-06-02 19:41:47,588 - INFO - Evaluation: +Curr mae: 162.5244; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 293.3809; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2360; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:41:47,588 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 +2025-06-02 19:42:25,160 - INFO - Training: cls_zice: 131.63321776737442; reg_zipnll: -112.89859862359154; aux_mae_loss_1: 151.08076259789877; aux_mae_loss_2: 21.585559030242315; cnt_loss: 32.02129067174646; +2025-06-02 19:42:25,161 - INFO - Evaluation: +Curr mae: 125.8338; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 207.3581; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2006; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:42:25,161 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 +2025-06-02 19:43:02,617 - INFO - Training: cls_zice: 129.64897370496334; reg_zipnll: -129.53216954414418; aux_mae_loss_1: 151.2888448348898; aux_mae_loss_2: 21.456835652029277; cnt_loss: 30.167033804962966; +2025-06-02 19:43:02,618 - INFO - Evaluation: +Curr mae: 120.5017; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 203.6165; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2115; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:43:02,618 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 +2025-06-02 19:43:39,996 - INFO - Training: cls_zice: 133.527326773334; reg_zipnll: -124.325881244331; aux_mae_loss_1: 151.9633802199206; aux_mae_loss_2: 21.613026881060062; cnt_loss: 32.20389340255434; +2025-06-02 19:43:39,997 - INFO - Evaluation: +Curr mae: 117.6512; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 220.2333; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1878; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:43:39,997 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 +2025-06-02 19:44:17,694 - INFO - Training: cls_zice: 135.26034796001105; reg_zipnll: -124.1017950386401; aux_mae_loss_1: 156.4429136869923; aux_mae_loss_2: 22.454706027807777; cnt_loss: 36.70430884456003; +2025-06-02 19:44:17,695 - INFO - Evaluation: +Curr mae: 111.0813; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 189.2056; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1682; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:44:17,695 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 +2025-06-02 19:44:55,022 - INFO - Training: cls_zice: 132.94616022173142; reg_zipnll: -127.7024121442378; aux_mae_loss_1: 154.3418462386984; aux_mae_loss_2: 22.303601703896426; cnt_loss: 35.922036092012924; +2025-06-02 19:44:55,023 - INFO - Evaluation: +Curr mae: 111.4125; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 186.7181; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1830; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:44:55,023 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 +2025-06-02 19:45:32,779 - INFO - Training: cls_zice: 131.9484837386782; reg_zipnll: -131.298543740582; aux_mae_loss_1: 152.549843238679; aux_mae_loss_2: 21.672690719958172; cnt_loss: 33.442056876934124; +2025-06-02 19:45:32,780 - INFO - Evaluation: +Curr mae: 129.8400; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 216.8337; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1990; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:45:32,780 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 +2025-06-02 19:46:10,183 - INFO - Training: cls_zice: 129.7792655490092; reg_zipnll: -99.95335567550154; aux_mae_loss_1: 148.73931283508705; aux_mae_loss_2: 21.014780189817316; cnt_loss: 31.539996475573407; +2025-06-02 19:46:10,183 - INFO - Evaluation: +Curr mae: 112.8097; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 192.0191; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1893; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:46:10,183 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 +2025-06-02 19:46:47,685 - INFO - Training: cls_zice: 133.75124437445837; reg_zipnll: -126.15193931314329; aux_mae_loss_1: 152.71168482698351; aux_mae_loss_2: 21.84169826128625; cnt_loss: 33.8057497163482; +2025-06-02 19:46:47,686 - INFO - Evaluation: +Curr mae: 130.6752; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 229.5629; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1901; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:46:47,686 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 +2025-06-02 19:47:25,319 - INFO - Training: cls_zice: 139.33803169301015; reg_zipnll: -101.62454686575379; aux_mae_loss_1: 154.25929497725127; aux_mae_loss_2: 22.159402386242192; cnt_loss: 35.36562068572897; +2025-06-02 19:47:25,320 - INFO - Evaluation: +Curr mae: 118.4854; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 199.8104; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1796; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:47:25,320 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 +2025-06-02 19:48:03,191 - INFO - Training: cls_zice: 136.89263380442233; reg_zipnll: -144.58005911467092; aux_mae_loss_1: 157.1910269023567; aux_mae_loss_2: 22.47428774675786; cnt_loss: 33.33254313942612; +2025-06-02 19:48:03,192 - INFO - Evaluation: +Curr mae: 111.1439; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 189.9913; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1865; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:48:03,192 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 +2025-06-02 19:48:40,548 - INFO - Training: cls_zice: 132.42675431358893; reg_zipnll: -112.54841369982587; aux_mae_loss_1: 151.19798546595288; aux_mae_loss_2: 21.500149537395956; cnt_loss: 31.931097965366792; +2025-06-02 19:48:40,549 - INFO - Evaluation: +Curr mae: 134.6372; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 211.4008; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2580; Best nae: 0.1546; 0.1613; 0.1623; 0.1636; 0.1651; + + + +2025-06-02 19:48:40,549 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 +2025-06-02 19:49:18,299 - INFO - Training: cls_zice: 134.3277906455741; reg_zipnll: -123.08940401772; aux_mae_loss_1: 154.17234183305146; aux_mae_loss_2: 22.08530131081082; cnt_loss: 32.7985925295495; +2025-06-02 19:49:18,345 - INFO - Evaluation: +Curr mae: 109.3942; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 192.2085; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1593; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:49:18,345 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 +2025-06-02 19:49:56,127 - INFO - Training: cls_zice: 137.53198580710304; reg_zipnll: -152.62805905878938; aux_mae_loss_1: 157.9888668944504; aux_mae_loss_2: 22.79382402533727; cnt_loss: 34.13015228865162; +2025-06-02 19:49:56,128 - INFO - Evaluation: +Curr mae: 120.7645; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 207.0018; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1796; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:49:56,128 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 +2025-06-02 19:50:33,627 - INFO - Training: cls_zice: 139.68283010318578; reg_zipnll: -107.17396137414389; aux_mae_loss_1: 153.93979013202997; aux_mae_loss_2: 22.223486110864098; cnt_loss: 34.96244355069091; +2025-06-02 19:50:33,628 - INFO - Evaluation: +Curr mae: 132.2626; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 219.8840; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2085; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:50:33,739 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 +2025-06-02 19:51:11,300 - INFO - Training: cls_zice: 133.36364665252484; reg_zipnll: -148.6815255146153; aux_mae_loss_1: 158.04865845939182; aux_mae_loss_2: 22.812188325338806; cnt_loss: 34.99938101484286; +2025-06-02 19:51:11,300 - INFO - Evaluation: +Curr mae: 125.7610; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 223.3004; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2072; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:51:11,300 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 +2025-06-02 19:51:48,967 - INFO - Training: cls_zice: 134.21436117816444; reg_zipnll: -125.8760978686099; aux_mae_loss_1: 154.02106955825099; aux_mae_loss_2: 21.911826607407324; cnt_loss: 32.09070804734893; +2025-06-02 19:51:48,967 - INFO - Evaluation: +Curr mae: 111.8988; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 196.9064; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1725; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:51:48,967 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 +2025-06-02 19:52:26,748 - INFO - Training: cls_zice: 132.653371469864; reg_zipnll: -130.1707063321246; aux_mae_loss_1: 153.99594045474828; aux_mae_loss_2: 22.006698513662577; cnt_loss: 31.58026034942526; +2025-06-02 19:52:26,748 - INFO - Evaluation: +Curr mae: 112.5242; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 182.2312; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1949; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:52:26,749 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 +2025-06-02 19:53:04,435 - INFO - Training: cls_zice: 136.55315156646122; reg_zipnll: -133.29561666147598; aux_mae_loss_1: 155.69895212539774; aux_mae_loss_2: 22.28283505723966; cnt_loss: 35.18367327759597; +2025-06-02 19:53:04,435 - INFO - Evaluation: +Curr mae: 118.9760; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 209.8406; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1772; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:53:04,435 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 +2025-06-02 19:53:42,112 - INFO - Training: cls_zice: 132.13041356067785; reg_zipnll: -121.43484099811276; aux_mae_loss_1: 152.30915029159445; aux_mae_loss_2: 21.607857167326063; cnt_loss: 32.301735565362385; +2025-06-02 19:53:42,113 - INFO - Evaluation: +Curr mae: 110.2329; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 192.7622; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1636; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:53:42,113 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 +2025-06-02 19:54:19,688 - INFO - Training: cls_zice: 136.06860884609603; reg_zipnll: -148.1150903133367; aux_mae_loss_1: 155.13780783343788; aux_mae_loss_2: 22.052416889872774; cnt_loss: 31.205902535394326; +2025-06-02 19:54:19,688 - INFO - Evaluation: +Curr mae: 136.5796; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 239.8875; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1885; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:54:19,689 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 +2025-06-02 19:54:57,169 - INFO - Training: cls_zice: 129.43291213180845; reg_zipnll: -118.21933654128321; aux_mae_loss_1: 149.47214359005557; aux_mae_loss_2: 21.252810452947553; cnt_loss: 32.20436323557468; +2025-06-02 19:54:57,170 - INFO - Evaluation: +Curr mae: 144.0818; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 256.9594; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2325; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:54:57,170 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 +2025-06-02 19:55:34,598 - INFO - Training: cls_zice: 130.875778728763; reg_zipnll: -98.59310669930565; aux_mae_loss_1: 148.47387738259422; aux_mae_loss_2: 20.931025069280967; cnt_loss: 30.146193952749897; +2025-06-02 19:55:34,599 - INFO - Evaluation: +Curr mae: 132.6417; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 209.7083; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2299; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:55:34,599 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 +2025-06-02 19:56:12,203 - INFO - Training: cls_zice: 130.3906737068631; reg_zipnll: -130.14380139230892; aux_mae_loss_1: 151.4050647154549; aux_mae_loss_2: 21.4576151513106; cnt_loss: 31.602425136313535; +2025-06-02 19:56:12,204 - INFO - Evaluation: +Curr mae: 120.4524; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 220.8236; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1852; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:56:12,204 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 +2025-06-02 19:56:49,548 - INFO - Training: cls_zice: 132.11523649708326; reg_zipnll: -115.64846215974416; aux_mae_loss_1: 150.1406189874308; aux_mae_loss_2: 21.233178580833588; cnt_loss: 30.80062070745506; +2025-06-02 19:56:49,549 - INFO - Evaluation: +Curr mae: 130.0255; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 233.7491; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1875; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:56:49,549 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 +2025-06-02 19:57:27,233 - INFO - Training: cls_zice: 136.55099489830977; reg_zipnll: -164.01650776768363; aux_mae_loss_1: 157.34999988884326; aux_mae_loss_2: 22.52321186444617; cnt_loss: 35.447580148052694; +2025-06-02 19:57:27,234 - INFO - Evaluation: +Curr mae: 118.3035; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 210.3153; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1803; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:57:27,234 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 +2025-06-02 19:58:04,671 - INFO - Training: cls_zice: 135.368795382266; reg_zipnll: -137.62813306644262; aux_mae_loss_1: 155.63556403355884; aux_mae_loss_2: 22.2971938493236; cnt_loss: 33.80056862483751; +2025-06-02 19:58:04,671 - INFO - Evaluation: +Curr mae: 111.6395; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 193.6244; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1680; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:58:04,671 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 +2025-06-02 19:58:42,356 - INFO - Training: cls_zice: 134.24185178137773; reg_zipnll: -124.53616051326524; aux_mae_loss_1: 153.8224550967185; aux_mae_loss_2: 21.93687786329661; cnt_loss: 31.85887927882719; +2025-06-02 19:58:42,357 - INFO - Evaluation: +Curr mae: 126.3968; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 208.5895; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1998; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:58:42,357 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 +2025-06-02 19:59:20,050 - INFO - Training: cls_zice: 134.53144617901734; reg_zipnll: -124.23487334851397; aux_mae_loss_1: 156.17409070753894; aux_mae_loss_2: 22.362331977743185; cnt_loss: 34.399260628302365; +2025-06-02 19:59:20,050 - INFO - Evaluation: +Curr mae: 121.8061; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 196.4918; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2071; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:59:20,050 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 +2025-06-02 19:59:57,966 - INFO - Training: cls_zice: 133.25173106414593; reg_zipnll: -127.96160876040427; aux_mae_loss_1: 158.62374713720865; aux_mae_loss_2: 23.15509672354389; cnt_loss: 38.92456806574436; +2025-06-02 19:59:57,967 - INFO - Evaluation: +Curr mae: 119.4261; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 201.9637; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1840; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 19:59:57,967 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 +2025-06-02 20:00:35,857 - INFO - Training: cls_zice: 132.92721856982502; reg_zipnll: -116.43332615909198; aux_mae_loss_1: 150.5551157060838; aux_mae_loss_2: 21.373273540016832; cnt_loss: 33.08125227808163; +2025-06-02 20:00:35,857 - INFO - Evaluation: +Curr mae: 123.7496; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 192.7944; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2063; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 20:00:35,857 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 +2025-06-02 20:01:13,458 - INFO - Training: cls_zice: 133.90914682047256; reg_zipnll: -142.1321392564584; aux_mae_loss_1: 153.50189704137134; aux_mae_loss_2: 21.888247243615965; cnt_loss: 32.35653391579129; +2025-06-02 20:01:13,459 - INFO - Evaluation: +Curr mae: 114.0082; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 199.9870; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1718; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 20:01:13,459 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 +2025-06-02 20:01:51,156 - INFO - Training: cls_zice: 131.8518325603561; reg_zipnll: -119.76285148772183; aux_mae_loss_1: 151.59436191786205; aux_mae_loss_2: 21.465673206657762; cnt_loss: 31.951705206308933; +2025-06-02 20:01:51,157 - INFO - Evaluation: +Curr mae: 144.0773; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 236.0487; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2244; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 20:01:51,157 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 +2025-06-02 20:02:29,074 - INFO - Training: cls_zice: 137.7480542265027; reg_zipnll: -100.96213170866304; aux_mae_loss_1: 153.61303326941484; aux_mae_loss_2: 21.972897933808383; cnt_loss: 32.79773515581295; +2025-06-02 20:02:29,075 - INFO - Evaluation: +Curr mae: 122.0951; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 198.9467; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2003; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 20:02:29,075 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 +2025-06-02 20:03:06,233 - INFO - Training: cls_zice: 131.79570022481957; reg_zipnll: -112.26692256548547; aux_mae_loss_1: 149.7909182617996; aux_mae_loss_2: 21.15044252761942; cnt_loss: 30.528636885005117; +2025-06-02 20:03:06,234 - INFO - Evaluation: +Curr mae: 118.6568; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 205.6434; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1736; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 20:03:06,234 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 +2025-06-02 20:03:43,997 - INFO - Training: cls_zice: 132.78650478337775; reg_zipnll: -125.01953912886563; aux_mae_loss_1: 153.02303440523463; aux_mae_loss_2: 21.708543227997836; cnt_loss: 31.667054267908565; +2025-06-02 20:03:43,997 - INFO - Evaluation: +Curr mae: 114.5706; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 187.5990; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1999; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 20:03:43,998 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 +2025-06-02 20:04:21,543 - INFO - Training: cls_zice: 131.96988123457953; reg_zipnll: -112.10490065063073; aux_mae_loss_1: 150.09170724224572; aux_mae_loss_2: 21.201069692902216; cnt_loss: 31.10298463682465; +2025-06-02 20:04:21,544 - INFO - Evaluation: +Curr mae: 141.6161; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 231.7280; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2254; Best nae: 0.1546; 0.1593; 0.1613; 0.1623; 0.1636; + + + +2025-06-02 20:04:21,544 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 +2025-06-02 20:04:58,853 - INFO - Training: cls_zice: 133.02174407756883; reg_zipnll: -110.2838142912909; aux_mae_loss_1: 151.77415375362168; aux_mae_loss_2: 21.40050529328403; cnt_loss: 30.91136945320281; +2025-06-02 20:04:58,905 - INFO - Evaluation: +Curr mae: 108.2179; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 184.9311; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1612; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:04:58,905 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 +2025-06-02 20:05:36,577 - INFO - Training: cls_zice: 132.31903376800335; reg_zipnll: -109.11903070614038; aux_mae_loss_1: 151.23019469810637; aux_mae_loss_2: 21.452793651858702; cnt_loss: 31.886162764189258; +2025-06-02 20:05:36,577 - INFO - Evaluation: +Curr mae: 127.7182; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 219.3110; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1924; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:05:36,578 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 +2025-06-02 20:06:14,339 - INFO - Training: cls_zice: 128.9809089306964; reg_zipnll: -122.94177878297717; aux_mae_loss_1: 149.0505053286521; aux_mae_loss_2: 21.123504960773797; cnt_loss: 30.824319403692588; +2025-06-02 20:06:14,340 - INFO - Evaluation: +Curr mae: 120.7421; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 204.4084; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1981; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:06:14,340 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 +2025-06-02 20:06:51,925 - INFO - Training: cls_zice: 134.59513440668977; reg_zipnll: -180.3154918468551; aux_mae_loss_1: 157.10923448777356; aux_mae_loss_2: 22.323691311261513; cnt_loss: 30.8839813320842; +2025-06-02 20:06:51,926 - INFO - Evaluation: +Curr mae: 111.4426; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 183.8486; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1725; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:06:51,926 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 +2025-06-02 20:07:29,467 - INFO - Training: cls_zice: 130.85623767675943; reg_zipnll: -104.49123405304965; aux_mae_loss_1: 147.7241602512385; aux_mae_loss_2: 20.973637359821243; cnt_loss: 29.41306388614983; +2025-06-02 20:07:29,467 - INFO - Evaluation: +Curr mae: 129.8936; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 209.4919; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2208; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:07:29,468 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 +2025-06-02 20:08:07,440 - INFO - Training: cls_zice: 131.58434947437007; reg_zipnll: -138.22182795543543; aux_mae_loss_1: 152.27195790271887; aux_mae_loss_2: 21.61581206163823; cnt_loss: 30.819444978473992; +2025-06-02 20:08:07,441 - INFO - Evaluation: +Curr mae: 139.8270; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 227.3893; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2250; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:08:07,441 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 +2025-06-02 20:08:45,184 - INFO - Training: cls_zice: 136.8472635888106; reg_zipnll: -141.9699652463395; aux_mae_loss_1: 154.4778005334715; aux_mae_loss_2: 21.89292564771033; cnt_loss: 32.62547698557771; +2025-06-02 20:08:45,185 - INFO - Evaluation: +Curr mae: 126.2380; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 215.2897; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1956; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:08:45,185 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 +2025-06-02 20:09:22,734 - INFO - Training: cls_zice: 132.38783146687692; reg_zipnll: -127.08233497316475; aux_mae_loss_1: 151.70547737980522; aux_mae_loss_2: 21.633282863541154; cnt_loss: 32.77265859439673; +2025-06-02 20:09:22,735 - INFO - Evaluation: +Curr mae: 113.8867; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 201.4741; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1812; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:09:22,735 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 +2025-06-02 20:10:00,242 - INFO - Training: cls_zice: 134.64544445315732; reg_zipnll: -113.65988642964142; aux_mae_loss_1: 151.21472986486575; aux_mae_loss_2: 21.286923976923458; cnt_loss: 30.403550615373828; +2025-06-02 20:10:00,242 - INFO - Evaluation: +Curr mae: 109.6249; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 183.6742; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1775; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:10:00,243 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 +2025-06-02 20:10:38,068 - INFO - Training: cls_zice: 135.93605387605578; reg_zipnll: -121.36561249739287; aux_mae_loss_1: 153.0149172347113; aux_mae_loss_2: 21.61261079169267; cnt_loss: 32.03687619215605; +2025-06-02 20:10:38,069 - INFO - Evaluation: +Curr mae: 122.9280; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 225.7387; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1776; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:10:38,069 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 +2025-06-02 20:11:15,163 - INFO - Training: cls_zice: 134.9650543162365; reg_zipnll: -128.18240884755622; aux_mae_loss_1: 153.33551222441213; aux_mae_loss_2: 21.627439884160527; cnt_loss: 31.934686123930067; +2025-06-02 20:11:15,164 - INFO - Evaluation: +Curr mae: 114.2907; Best mae: 102.9485; 104.8661; 105.1941; 105.2004; 105.7076; +Curr rmse: 222.0883; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1680; Best nae: 0.1546; 0.1593; 0.1612; 0.1613; 0.1623; + + + +2025-06-02 20:11:15,164 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 +2025-06-02 20:11:52,520 - INFO - Training: cls_zice: 130.60971881538038; reg_zipnll: -125.65945928459925; aux_mae_loss_1: 151.7527150034115; aux_mae_loss_2: 21.663160620935706; cnt_loss: 32.67797867983382; +2025-06-02 20:11:52,636 - INFO - Evaluation: +Curr mae: 105.0882; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 179.2301; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1517; Best nae: 0.1517; 0.1546; 0.1593; 0.1612; 0.1613; + + + +2025-06-02 20:11:52,636 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 +2025-06-02 20:12:30,316 - INFO - Training: cls_zice: 132.8588154142266; reg_zipnll: -130.48524859725245; aux_mae_loss_1: 149.93309910250025; aux_mae_loss_2: 21.08620262145996; cnt_loss: 30.275646544450165; +2025-06-02 20:12:30,317 - INFO - Evaluation: +Curr mae: 128.0341; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 218.3218; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1933; Best nae: 0.1517; 0.1546; 0.1593; 0.1612; 0.1613; + + + +2025-06-02 20:12:30,317 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 +2025-06-02 20:13:07,527 - INFO - Training: cls_zice: 130.57504570563108; reg_zipnll: -109.55151667184387; aux_mae_loss_1: 149.53999606505135; aux_mae_loss_2: 21.286677758425277; cnt_loss: 33.95258103932766; +2025-06-02 20:13:07,528 - INFO - Evaluation: +Curr mae: 128.8576; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 213.1665; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2129; Best nae: 0.1517; 0.1546; 0.1593; 0.1612; 0.1613; + + + +2025-06-02 20:13:07,528 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 +2025-06-02 20:13:44,834 - INFO - Training: cls_zice: 130.460914712868; reg_zipnll: -147.3352293683993; aux_mae_loss_1: 152.73035233857615; aux_mae_loss_2: 21.638762063538003; cnt_loss: 33.2625956566918; +2025-06-02 20:13:44,901 - INFO - Evaluation: +Curr mae: 107.8852; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 187.9912; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1518; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:13:44,901 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 +2025-06-02 20:14:22,503 - INFO - Training: cls_zice: 132.0143777960973; reg_zipnll: -132.01023612748708; aux_mae_loss_1: 152.02667524325136; aux_mae_loss_2: 21.385739654894696; cnt_loss: 31.701614323041298; +2025-06-02 20:14:22,503 - INFO - Evaluation: +Curr mae: 121.2298; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 216.6368; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1771; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:14:22,503 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 +2025-06-02 20:14:59,987 - INFO - Training: cls_zice: 131.55552281764957; reg_zipnll: -134.53937181258044; aux_mae_loss_1: 152.59683081014268; aux_mae_loss_2: 21.804531248989484; cnt_loss: 31.16448715348907; +2025-06-02 20:14:59,988 - INFO - Evaluation: +Curr mae: 113.2818; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 181.2756; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1922; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:14:59,988 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 +2025-06-02 20:15:37,348 - INFO - Training: cls_zice: 130.85534554285718; reg_zipnll: -110.05044824713903; aux_mae_loss_1: 149.5855417820002; aux_mae_loss_2: 20.966533452469783; cnt_loss: 31.52456820721658; +2025-06-02 20:15:37,349 - INFO - Evaluation: +Curr mae: 114.2844; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 199.9342; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1791; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:15:37,349 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 +2025-06-02 20:16:14,963 - INFO - Training: cls_zice: 132.01261570911535; reg_zipnll: -151.27547692305205; aux_mae_loss_1: 150.60232604576262; aux_mae_loss_2: 21.18764252378451; cnt_loss: 30.519584756813302; +2025-06-02 20:16:14,964 - INFO - Evaluation: +Curr mae: 132.7141; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 240.5973; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1835; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:16:14,964 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 +2025-06-02 20:16:52,461 - INFO - Training: cls_zice: 132.85687944273286; reg_zipnll: -114.56755619175387; aux_mae_loss_1: 150.73668195711855; aux_mae_loss_2: 21.31243437331244; cnt_loss: 31.518779347274478; +2025-06-02 20:16:52,461 - INFO - Evaluation: +Curr mae: 107.7243; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 188.4428; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1673; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:16:52,461 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 +2025-06-02 20:17:30,165 - INFO - Training: cls_zice: 127.13159624314466; reg_zipnll: -110.40256403613564; aux_mae_loss_1: 147.56729525130316; aux_mae_loss_2: 20.8096529853265; cnt_loss: 30.39260628681309; +2025-06-02 20:17:30,166 - INFO - Evaluation: +Curr mae: 111.1032; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 185.0963; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1824; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:17:30,166 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 +2025-06-02 20:18:07,833 - INFO - Training: cls_zice: 131.89176914391928; reg_zipnll: -125.10794231591635; aux_mae_loss_1: 149.63414590090315; aux_mae_loss_2: 20.968064440796706; cnt_loss: 29.46572112405537; +2025-06-02 20:18:07,834 - INFO - Evaluation: +Curr mae: 154.4829; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 247.7157; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2481; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:18:07,834 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 +2025-06-02 20:18:45,580 - INFO - Training: cls_zice: 130.25863394831978; reg_zipnll: -113.19743232221794; aux_mae_loss_1: 147.94512317985888; aux_mae_loss_2: 20.805695830591468; cnt_loss: 29.3768142295989; +2025-06-02 20:18:45,581 - INFO - Evaluation: +Curr mae: 122.3463; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 209.6765; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1793; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:18:45,581 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 +2025-06-02 20:19:23,312 - INFO - Training: cls_zice: 136.14569589475923; reg_zipnll: -132.0322230762204; aux_mae_loss_1: 151.57129012354162; aux_mae_loss_2: 21.4225698433175; cnt_loss: 30.640949596632396; +2025-06-02 20:19:23,313 - INFO - Evaluation: +Curr mae: 115.7227; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 206.6767; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1780; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:19:23,313 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 +2025-06-02 20:20:00,975 - INFO - Training: cls_zice: 134.30251772040563; reg_zipnll: -118.37774596940602; aux_mae_loss_1: 151.4051214053931; aux_mae_loss_2: 21.185591849270246; cnt_loss: 29.819541905889448; +2025-06-02 20:20:00,976 - INFO - Evaluation: +Curr mae: 120.7880; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 205.2810; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1771; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:20:00,976 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 +2025-06-02 20:20:38,597 - INFO - Training: cls_zice: 131.2218564014561; reg_zipnll: -132.52654799404525; aux_mae_loss_1: 151.1756711037743; aux_mae_loss_2: 21.442007690076007; cnt_loss: 30.236376102396985; +2025-06-02 20:20:38,598 - INFO - Evaluation: +Curr mae: 111.4600; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 190.2438; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1771; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:20:38,598 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 +2025-06-02 20:21:16,045 - INFO - Training: cls_zice: 133.28079891836407; reg_zipnll: -121.69889908594801; aux_mae_loss_1: 150.37494336058762; aux_mae_loss_2: 21.04120592407833; cnt_loss: 28.888363926615938; +2025-06-02 20:21:16,046 - INFO - Evaluation: +Curr mae: 143.7608; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 227.9752; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.2310; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:21:16,046 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 +2025-06-02 20:21:53,279 - INFO - Training: cls_zice: 132.2027858961497; reg_zipnll: -150.32320583419295; aux_mae_loss_1: 151.8585914460239; aux_mae_loss_2: 21.28503181129102; cnt_loss: 29.631305817736695; +2025-06-02 20:21:53,279 - INFO - Evaluation: +Curr mae: 107.4587; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 179.2256; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1769; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:21:53,398 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 +2025-06-02 20:22:31,180 - INFO - Training: cls_zice: 132.28411966285958; reg_zipnll: -144.64940293103655; aux_mae_loss_1: 151.18526590107294; aux_mae_loss_2: 21.31508136900845; cnt_loss: 30.210579647923147; +2025-06-02 20:22:31,181 - INFO - Evaluation: +Curr mae: 127.9907; Best mae: 102.9485; 104.8661; 105.0882; 105.1941; 105.2004; +Curr rmse: 221.2347; Best rmse: 173.0540; 173.5585; 174.9785; 175.5499; 176.8003; +Curr nae: 0.1958; Best nae: 0.1517; 0.1518; 0.1546; 0.1593; 0.1612; + + + +2025-06-02 20:22:31,181 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 +2025-06-02 20:23:08,812 - INFO - Training: cls_zice: 132.21486080245467; reg_zipnll: -116.8408646425664; aux_mae_loss_1: 149.9892468484032; aux_mae_loss_2: 20.99056209791575; cnt_loss: 31.22293197240261; +2025-06-02 20:23:09,144 - INFO - Evaluation: +Curr mae: 103.3811; Best mae: 102.9485; 103.3811; 104.8661; 105.0882; 105.1941; +Curr rmse: 173.3352; Best rmse: 173.0540; 173.3352; 173.5585; 174.9785; 175.5499; +Curr nae: 0.1592; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:23:09,144 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 +2025-06-02 20:23:46,974 - INFO - Training: cls_zice: 134.7410973302576; reg_zipnll: -150.1017855713699; aux_mae_loss_1: 154.66910982447743; aux_mae_loss_2: 22.06118701783237; cnt_loss: 34.90644215905903; +2025-06-02 20:23:47,070 - INFO - Evaluation: +Curr mae: 104.6427; Best mae: 102.9485; 103.3811; 104.6427; 104.8661; 105.0882; +Curr rmse: 173.4917; Best rmse: 173.0540; 173.3352; 173.4917; 173.5585; 174.9785; +Curr nae: 0.1680; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:23:47,070 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 +2025-06-02 20:24:24,470 - INFO - Training: cls_zice: 131.72089769982344; reg_zipnll: -135.99791389743223; aux_mae_loss_1: 150.18074631848873; aux_mae_loss_2: 21.109397812394906; cnt_loss: 30.026456946568775; +2025-06-02 20:24:24,471 - INFO - Evaluation: +Curr mae: 114.5785; Best mae: 102.9485; 103.3811; 104.6427; 104.8661; 105.0882; +Curr rmse: 200.6838; Best rmse: 173.0540; 173.3352; 173.4917; 173.5585; 174.9785; +Curr nae: 0.1727; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:24:24,471 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 +2025-06-02 20:25:01,889 - INFO - Training: cls_zice: 129.4175820761169; reg_zipnll: -126.75754787116651; aux_mae_loss_1: 148.02819622115584; aux_mae_loss_2: 20.632225232408537; cnt_loss: 27.38117908641992; +2025-06-02 20:25:01,889 - INFO - Evaluation: +Curr mae: 122.4400; Best mae: 102.9485; 103.3811; 104.6427; 104.8661; 105.0882; +Curr rmse: 203.2291; Best rmse: 173.0540; 173.3352; 173.4917; 173.5585; 174.9785; +Curr nae: 0.1955; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:25:01,890 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 +2025-06-02 20:25:39,410 - INFO - Training: cls_zice: 129.45687881368676; reg_zipnll: -120.77968388993219; aux_mae_loss_1: 147.51984289308257; aux_mae_loss_2: 20.697667728196706; cnt_loss: 28.722153799423317; +2025-06-02 20:25:39,411 - INFO - Evaluation: +Curr mae: 135.5207; Best mae: 102.9485; 103.3811; 104.6427; 104.8661; 105.0882; +Curr rmse: 221.6084; Best rmse: 173.0540; 173.3352; 173.4917; 173.5585; 174.9785; +Curr nae: 0.2129; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:25:39,411 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 +2025-06-02 20:26:17,262 - INFO - Training: cls_zice: 131.5027549566812; reg_zipnll: -140.79187304768342; aux_mae_loss_1: 150.86517915030979; aux_mae_loss_2: 21.393851542314945; cnt_loss: 31.130896157776284; +2025-06-02 20:26:17,263 - INFO - Evaluation: +Curr mae: 111.3634; Best mae: 102.9485; 103.3811; 104.6427; 104.8661; 105.0882; +Curr rmse: 191.0137; Best rmse: 173.0540; 173.3352; 173.4917; 173.5585; 174.9785; +Curr nae: 0.1709; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:26:17,263 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 +2025-06-02 20:26:54,662 - INFO - Training: cls_zice: 131.63807622644285; reg_zipnll: -132.63407050379064; aux_mae_loss_1: 149.77622445213873; aux_mae_loss_2: 21.16620041045132; cnt_loss: 30.714201560873068; +2025-06-02 20:26:54,745 - INFO - Evaluation: +Curr mae: 100.7702; Best mae: 100.7702; 102.9485; 103.3811; 104.6427; 104.8661; +Curr rmse: 170.1018; Best rmse: 170.1018; 173.0540; 173.3352; 173.4917; 173.5585; +Curr nae: 0.1602; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:26:54,745 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 +2025-06-02 20:27:32,508 - INFO - Training: cls_zice: 132.27628131891717; reg_zipnll: -148.74721087525222; aux_mae_loss_1: 151.5003344049517; aux_mae_loss_2: 21.347529152371237; cnt_loss: 28.111694623302938; +2025-06-02 20:27:32,509 - INFO - Evaluation: +Curr mae: 118.1852; Best mae: 100.7702; 102.9485; 103.3811; 104.6427; 104.8661; +Curr rmse: 203.3566; Best rmse: 170.1018; 173.0540; 173.3352; 173.4917; 173.5585; +Curr nae: 0.1779; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:27:32,509 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 +2025-06-02 20:28:09,944 - INFO - Training: cls_zice: 130.73602324605778; reg_zipnll: -114.69622469895722; aux_mae_loss_1: 147.88742656581448; aux_mae_loss_2: 20.656141135866278; cnt_loss: 28.299946646027216; +2025-06-02 20:28:09,945 - INFO - Evaluation: +Curr mae: 123.5194; Best mae: 100.7702; 102.9485; 103.3811; 104.6427; 104.8661; +Curr rmse: 206.4788; Best rmse: 170.1018; 173.0540; 173.3352; 173.4917; 173.5585; +Curr nae: 0.1847; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:28:09,945 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 +2025-06-02 20:28:47,525 - INFO - Training: cls_zice: 130.49690448685197; reg_zipnll: -127.35653440210203; aux_mae_loss_1: 148.8265001915938; aux_mae_loss_2: 20.747090687025462; cnt_loss: 28.303474132588367; +2025-06-02 20:28:47,526 - INFO - Evaluation: +Curr mae: 107.6964; Best mae: 100.7702; 102.9485; 103.3811; 104.6427; 104.8661; +Curr rmse: 177.8837; Best rmse: 170.1018; 173.0540; 173.3352; 173.4917; 173.5585; +Curr nae: 0.1719; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:28:47,526 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 +2025-06-02 20:29:24,995 - INFO - Training: cls_zice: 133.87413998786977; reg_zipnll: -128.04817226233072; aux_mae_loss_1: 151.0131361500317; aux_mae_loss_2: 21.417580661394737; cnt_loss: 32.23594326215075; +2025-06-02 20:29:25,083 - INFO - Evaluation: +Curr mae: 103.0313; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 169.3691; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1677; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:29:25,083 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 +2025-06-02 20:30:02,468 - INFO - Training: cls_zice: 129.77286994378298; reg_zipnll: -141.04126055193262; aux_mae_loss_1: 148.88907067507307; aux_mae_loss_2: 20.78904268757397; cnt_loss: 28.465197320016014; +2025-06-02 20:30:02,469 - INFO - Evaluation: +Curr mae: 131.5831; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 219.5143; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2079; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:30:02,469 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 +2025-06-02 20:30:39,591 - INFO - Training: cls_zice: 130.9549541283917; reg_zipnll: -143.20693284470514; aux_mae_loss_1: 152.19961184065863; aux_mae_loss_2: 21.768722259445695; cnt_loss: 33.113496868815645; +2025-06-02 20:30:39,592 - INFO - Evaluation: +Curr mae: 144.7011; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 232.1312; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2356; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:30:39,592 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 +2025-06-02 20:31:17,296 - INFO - Training: cls_zice: 132.75007313608333; reg_zipnll: -116.93813492604438; aux_mae_loss_1: 150.30610808315657; aux_mae_loss_2: 21.023429093771423; cnt_loss: 29.29460064780633; +2025-06-02 20:31:17,297 - INFO - Evaluation: +Curr mae: 117.9463; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 205.0362; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1876; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:31:17,297 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 +2025-06-02 20:31:55,180 - INFO - Training: cls_zice: 129.5988096275077; reg_zipnll: -131.95277299944138; aux_mae_loss_1: 147.921924212121; aux_mae_loss_2: 20.683824722340564; cnt_loss: 27.931175254038628; +2025-06-02 20:31:55,181 - INFO - Evaluation: +Curr mae: 112.6278; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 190.2645; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1767; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:31:55,181 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 +2025-06-02 20:32:32,893 - INFO - Training: cls_zice: 131.6687727921846; reg_zipnll: -160.3505477021072; aux_mae_loss_1: 151.88337550889577; aux_mae_loss_2: 21.276954044569408; cnt_loss: 27.489296259469544; +2025-06-02 20:32:32,894 - INFO - Evaluation: +Curr mae: 113.2395; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 198.7220; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1731; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:32:32,894 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 +2025-06-02 20:33:10,336 - INFO - Training: cls_zice: 132.83658597327226; reg_zipnll: -150.7118782270823; aux_mae_loss_1: 152.95888900756836; aux_mae_loss_2: 21.497514541575452; cnt_loss: 30.29330174970311; +2025-06-02 20:33:10,337 - INFO - Evaluation: +Curr mae: 123.8609; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 200.0562; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2055; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:33:10,337 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 +2025-06-02 20:33:48,031 - INFO - Training: cls_zice: 134.53722386644375; reg_zipnll: -136.09965169035047; aux_mae_loss_1: 151.89541188928465; aux_mae_loss_2: 21.56751012486338; cnt_loss: 31.214106559753418; +2025-06-02 20:33:48,031 - INFO - Evaluation: +Curr mae: 129.1190; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 215.4100; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2093; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:33:48,031 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 +2025-06-02 20:34:25,683 - INFO - Training: cls_zice: 131.84742360399258; reg_zipnll: -100.5845622890043; aux_mae_loss_1: 149.97752476370098; aux_mae_loss_2: 21.081837016225652; cnt_loss: 30.297132305751575; +2025-06-02 20:34:25,683 - INFO - Evaluation: +Curr mae: 131.1368; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 227.8327; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2082; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:34:25,683 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 +2025-06-02 20:35:03,396 - INFO - Training: cls_zice: 132.80151867392837; reg_zipnll: -135.4060014320525; aux_mae_loss_1: 150.6671437648748; aux_mae_loss_2: 21.079616603472374; cnt_loss: 29.252602185634586; +2025-06-02 20:35:03,397 - INFO - Evaluation: +Curr mae: 121.2100; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 207.9980; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1909; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:35:03,397 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 +2025-06-02 20:35:41,078 - INFO - Training: cls_zice: 132.15799212929429; reg_zipnll: -126.32355539688211; aux_mae_loss_1: 150.20903530499794; aux_mae_loss_2: 20.91012201246047; cnt_loss: 29.447273835441134; +2025-06-02 20:35:41,078 - INFO - Evaluation: +Curr mae: 119.5366; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 206.1563; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1850; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:35:41,078 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 +2025-06-02 20:36:18,500 - INFO - Training: cls_zice: 132.90751546897636; reg_zipnll: -133.31915804881922; aux_mae_loss_1: 151.0446315032757; aux_mae_loss_2: 21.07604787207597; cnt_loss: 30.50112349781769; +2025-06-02 20:36:18,501 - INFO - Evaluation: +Curr mae: 149.4746; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 253.1089; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2395; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:36:18,501 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 +2025-06-02 20:36:55,996 - INFO - Training: cls_zice: 134.47747689051343; reg_zipnll: -131.49800661225981; aux_mae_loss_1: 149.79757271065617; aux_mae_loss_2: 20.870946258898602; cnt_loss: 27.082435424754163; +2025-06-02 20:36:55,996 - INFO - Evaluation: +Curr mae: 114.2635; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 198.9055; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1731; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:36:55,996 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 +2025-06-02 20:37:33,824 - INFO - Training: cls_zice: 129.5197928220231; reg_zipnll: -84.4330070255608; aux_mae_loss_1: 144.66165332920505; aux_mae_loss_2: 20.0995666807061; cnt_loss: 26.752545798851166; +2025-06-02 20:37:33,825 - INFO - Evaluation: +Curr mae: 108.4641; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 184.0511; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1659; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:37:33,825 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 +2025-06-02 20:38:11,254 - INFO - Training: cls_zice: 130.055781888646; reg_zipnll: -118.07329533431704; aux_mae_loss_1: 147.07034817120888; aux_mae_loss_2: 20.570263995240065; cnt_loss: 28.099913571844038; +2025-06-02 20:38:11,254 - INFO - Evaluation: +Curr mae: 110.3940; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 175.9230; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1788; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:38:11,255 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 +2025-06-02 20:38:48,805 - INFO - Training: cls_zice: 129.11062018287103; reg_zipnll: -123.18289861615919; aux_mae_loss_1: 147.7549640832358; aux_mae_loss_2: 20.589510728191854; cnt_loss: 28.194549415285223; +2025-06-02 20:38:48,807 - INFO - Evaluation: +Curr mae: 136.5685; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 218.7600; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2371; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:38:48,807 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 +2025-06-02 20:39:26,308 - INFO - Training: cls_zice: 133.57920761613656; reg_zipnll: -140.90797659577123; aux_mae_loss_1: 150.6617618586054; aux_mae_loss_2: 20.885608963619006; cnt_loss: 29.52269338771997; +2025-06-02 20:39:26,309 - INFO - Evaluation: +Curr mae: 115.9354; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 196.6888; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1755; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:39:26,309 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 +2025-06-02 20:40:03,790 - INFO - Training: cls_zice: 127.62894132753081; reg_zipnll: -126.2050964784938; aux_mae_loss_1: 146.54950600428296; aux_mae_loss_2: 20.35110462896082; cnt_loss: 26.91246866390405; +2025-06-02 20:40:03,791 - INFO - Evaluation: +Curr mae: 125.8023; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 194.5865; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2228; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:40:03,791 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 +2025-06-02 20:40:41,501 - INFO - Training: cls_zice: 133.80890604991785; reg_zipnll: -142.4571940883106; aux_mae_loss_1: 151.54059691776504; aux_mae_loss_2: 21.293393223490938; cnt_loss: 30.84971412759743; +2025-06-02 20:40:41,501 - INFO - Evaluation: +Curr mae: 119.6711; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 190.1942; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2036; Best nae: 0.1517; 0.1518; 0.1546; 0.1592; 0.1593; + + + +2025-06-02 20:40:41,501 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 +2025-06-02 20:41:19,032 - INFO - Training: cls_zice: 132.92776595361974; reg_zipnll: -160.41007336243888; aux_mae_loss_1: 152.24287712652952; aux_mae_loss_2: 21.48743168407718; cnt_loss: 30.307712968611558; +2025-06-02 20:41:19,079 - INFO - Evaluation: +Curr mae: 107.8623; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 187.4192; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1531; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:41:19,079 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 +2025-06-02 20:41:56,624 - INFO - Training: cls_zice: 131.17052469821957; reg_zipnll: -131.11668797676137; aux_mae_loss_1: 149.15496482596492; aux_mae_loss_2: 20.779537169349116; cnt_loss: 27.92460690428879; +2025-06-02 20:41:56,625 - INFO - Evaluation: +Curr mae: 109.1825; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 181.3097; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1740; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:41:56,625 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 +2025-06-02 20:42:34,237 - INFO - Training: cls_zice: 134.85138075872763; reg_zipnll: -140.47521924025176; aux_mae_loss_1: 152.84582408374507; aux_mae_loss_2: 21.569596814793467; cnt_loss: 30.41121416849806; +2025-06-02 20:42:34,238 - INFO - Evaluation: +Curr mae: 124.4960; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 197.1513; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2153; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:42:34,238 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 +2025-06-02 20:43:11,766 - INFO - Training: cls_zice: 132.0880730862649; reg_zipnll: -141.87045337348584; aux_mae_loss_1: 150.8375208267313; aux_mae_loss_2: 21.158131548900478; cnt_loss: 28.53987965362751; +2025-06-02 20:43:11,766 - INFO - Evaluation: +Curr mae: 120.3589; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 195.9974; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1898; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:43:11,767 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 +2025-06-02 20:43:49,611 - INFO - Training: cls_zice: 132.09994116524197; reg_zipnll: -115.83651495927217; aux_mae_loss_1: 149.07843568309252; aux_mae_loss_2: 20.97091381755096; cnt_loss: 28.74033810445015; +2025-06-02 20:43:49,611 - INFO - Evaluation: +Curr mae: 113.9035; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 202.0533; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1659; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:43:49,612 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 +2025-06-02 20:44:27,241 - INFO - Training: cls_zice: 135.2573740877063; reg_zipnll: -138.84299844148143; aux_mae_loss_1: 151.64925250628136; aux_mae_loss_2: 21.21730121082028; cnt_loss: 29.50510021550766; +2025-06-02 20:44:27,242 - INFO - Evaluation: +Curr mae: 113.3682; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 188.8278; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1772; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:44:27,242 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 +2025-06-02 20:45:05,311 - INFO - Training: cls_zice: 135.6473486186653; reg_zipnll: -135.01371782820746; aux_mae_loss_1: 152.46136219454127; aux_mae_loss_2: 21.24153259732076; cnt_loss: 27.818861241372215; +2025-06-02 20:45:05,311 - INFO - Evaluation: +Curr mae: 139.0414; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 248.0501; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2003; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:45:05,311 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 +2025-06-02 20:45:43,105 - INFO - Training: cls_zice: 132.6771834670313; reg_zipnll: -129.06342956088235; aux_mae_loss_1: 151.02205703432196; aux_mae_loss_2: 21.29740003876339; cnt_loss: 30.781756037907886; +2025-06-02 20:45:43,106 - INFO - Evaluation: +Curr mae: 114.7669; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 195.7393; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1733; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:45:43,106 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 +2025-06-02 20:46:20,518 - INFO - Training: cls_zice: 129.64571552402927; reg_zipnll: -126.70564278861545; aux_mae_loss_1: 147.80953797599338; aux_mae_loss_2: 20.805376880216283; cnt_loss: 28.434537417051807; +2025-06-02 20:46:20,519 - INFO - Evaluation: +Curr mae: 141.3157; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 235.8206; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2183; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:46:20,519 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 +2025-06-02 20:46:57,978 - INFO - Training: cls_zice: 131.19638026155383; reg_zipnll: -113.44314852455594; aux_mae_loss_1: 148.4458566122497; aux_mae_loss_2: 20.806332689247384; cnt_loss: 30.359046771826332; +2025-06-02 20:46:57,978 - INFO - Evaluation: +Curr mae: 111.6399; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 193.4343; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1704; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:46:57,979 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 +2025-06-02 20:47:35,209 - INFO - Training: cls_zice: 133.0720792606177; reg_zipnll: -116.10948299887954; aux_mae_loss_1: 148.6010627493953; aux_mae_loss_2: 20.690087912098463; cnt_loss: 28.66414670754742; +2025-06-02 20:47:35,209 - INFO - Evaluation: +Curr mae: 119.9680; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 189.9321; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2097; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:47:35,209 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 +2025-06-02 20:48:12,749 - INFO - Training: cls_zice: 133.09394098749223; reg_zipnll: -111.33869884819384; aux_mae_loss_1: 150.28221827627019; aux_mae_loss_2: 20.9393784163014; cnt_loss: 29.49657493237628; +2025-06-02 20:48:12,750 - INFO - Evaluation: +Curr mae: 108.8450; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 186.5854; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.1699; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:48:12,750 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 +2025-06-02 20:48:50,128 - INFO - Training: cls_zice: 130.31571990764695; reg_zipnll: -123.17737095561249; aux_mae_loss_1: 146.39893022751966; aux_mae_loss_2: 20.295446891658354; cnt_loss: 26.385519160340163; +2025-06-02 20:48:50,128 - INFO - Evaluation: +Curr mae: 131.3350; Best mae: 100.7702; 102.9485; 103.0313; 103.3811; 104.6427; +Curr rmse: 216.1701; Best rmse: 169.3691; 170.1018; 173.0540; 173.3352; 173.4917; +Curr nae: 0.2019; Best nae: 0.1517; 0.1518; 0.1531; 0.1546; 0.1592; + + + +2025-06-02 20:48:50,128 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 +2025-06-02 20:49:28,148 - INFO - Training: cls_zice: 132.1299086817053; reg_zipnll: -121.3418558133359; aux_mae_loss_1: 150.6882967917335; aux_mae_loss_2: 21.35479873379335; cnt_loss: 30.72513216536566; +2025-06-02 20:49:28,265 - INFO - Evaluation: +Curr mae: 98.4121; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 165.7109; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.1541; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:49:28,265 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 +2025-06-02 20:50:05,732 - INFO - Training: cls_zice: 131.19167790191852; reg_zipnll: -140.4107143831569; aux_mae_loss_1: 148.95000508289465; aux_mae_loss_2: 20.72493495688533; cnt_loss: 27.502537629462235; +2025-06-02 20:50:05,732 - INFO - Evaluation: +Curr mae: 120.6703; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 202.2382; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.1951; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:50:05,733 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 +2025-06-02 20:50:43,151 - INFO - Training: cls_zice: 130.2628871336678; reg_zipnll: -148.5828863737599; aux_mae_loss_1: 150.0326054554112; aux_mae_loss_2: 20.930148926791766; cnt_loss: 28.645691022178195; +2025-06-02 20:50:43,152 - INFO - Evaluation: +Curr mae: 121.9227; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 206.7782; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.1848; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:50:43,152 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 +2025-06-02 20:51:20,544 - INFO - Training: cls_zice: 132.5228392241017; reg_zipnll: -118.0087949929648; aux_mae_loss_1: 148.2937679669715; aux_mae_loss_2: 20.45313569883637; cnt_loss: 26.081927785810255; +2025-06-02 20:51:20,545 - INFO - Evaluation: +Curr mae: 126.5060; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 202.7717; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.2124; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:51:20,545 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 +2025-06-02 20:51:57,899 - INFO - Training: cls_zice: 128.10998792206215; reg_zipnll: -113.7747454359042; aux_mae_loss_1: 146.18412035506293; aux_mae_loss_2: 20.216553129107748; cnt_loss: 26.372836926125533; +2025-06-02 20:51:57,899 - INFO - Evaluation: +Curr mae: 121.8584; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 197.2475; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.1990; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:51:57,899 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 +2025-06-02 20:52:35,751 - INFO - Training: cls_zice: 130.87294399185686; reg_zipnll: -103.89620251055585; aux_mae_loss_1: 146.85363633111612; aux_mae_loss_2: 20.47586263568196; cnt_loss: 29.382897133858787; +2025-06-02 20:52:35,752 - INFO - Evaluation: +Curr mae: 125.8261; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 206.3916; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.2030; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:52:35,752 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 +2025-06-02 20:53:13,110 - INFO - Training: cls_zice: 133.12107657123084; reg_zipnll: -145.38297103730258; aux_mae_loss_1: 151.94511191260736; aux_mae_loss_2: 21.317144368658003; cnt_loss: 29.264612242086045; +2025-06-02 20:53:13,110 - INFO - Evaluation: +Curr mae: 115.1538; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 191.4861; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.1812; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:53:13,290 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 +2025-06-02 20:53:50,566 - INFO - Training: cls_zice: 132.78975388230077; reg_zipnll: -118.98280643311557; aux_mae_loss_1: 147.94069229530183; aux_mae_loss_2: 20.65278906222211; cnt_loss: 29.2206107606951; +2025-06-02 20:53:50,567 - INFO - Evaluation: +Curr mae: 131.3647; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 223.0579; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.2042; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:53:50,567 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 +2025-06-02 20:54:28,151 - INFO - Training: cls_zice: 132.47365379333496; reg_zipnll: -132.7285411026304; aux_mae_loss_1: 149.27926655952504; aux_mae_loss_2: 20.77773358174507; cnt_loss: 27.39282006143734; +2025-06-02 20:54:28,151 - INFO - Evaluation: +Curr mae: 111.8109; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 190.8978; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.1656; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:54:28,151 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 +2025-06-02 20:55:05,605 - INFO - Training: cls_zice: 127.4738751594594; reg_zipnll: -132.03988802196173; aux_mae_loss_1: 146.5012543785651; aux_mae_loss_2: 20.379929447805644; cnt_loss: 26.514827677745693; +2025-06-02 20:55:05,605 - INFO - Evaluation: +Curr mae: 112.0365; Best mae: 98.4121; 100.7702; 102.9485; 103.0313; 103.3811; +Curr rmse: 193.0816; Best rmse: 165.7109; 169.3691; 170.1018; 173.0540; 173.3352; +Curr nae: 0.1636; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:55:05,606 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 +2025-06-02 20:55:43,049 - INFO - Training: cls_zice: 132.43123262923285; reg_zipnll: -118.76930611970408; aux_mae_loss_1: 148.1215394127448; aux_mae_loss_2: 20.57299649952263; cnt_loss: 28.2130393034575; +2025-06-02 20:55:43,144 - INFO - Evaluation: +Curr mae: 101.6609; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 170.1773; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1565; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:55:43,144 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 +2025-06-02 20:56:20,899 - INFO - Training: cls_zice: 130.1882893012849; reg_zipnll: -147.38351550323284; aux_mae_loss_1: 149.78609931390017; aux_mae_loss_2: 20.63044511403469; cnt_loss: 25.53092013921169; +2025-06-02 20:56:20,900 - INFO - Evaluation: +Curr mae: 106.4711; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 179.9111; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1661; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:56:20,900 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 +2025-06-02 20:56:58,395 - INFO - Training: cls_zice: 131.82629293479667; reg_zipnll: -121.86106806875064; aux_mae_loss_1: 149.34260336768548; aux_mae_loss_2: 20.921676856792526; cnt_loss: 27.876376856241794; +2025-06-02 20:56:58,395 - INFO - Evaluation: +Curr mae: 110.9874; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 175.9877; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1889; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:56:58,395 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 +2025-06-02 20:57:35,966 - INFO - Training: cls_zice: 129.95344927453047; reg_zipnll: -120.76250269555098; aux_mae_loss_1: 146.4998653235025; aux_mae_loss_2: 20.31018067669395; cnt_loss: 26.556716120006232; +2025-06-02 20:57:35,967 - INFO - Evaluation: +Curr mae: 118.2405; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 190.6930; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1845; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:57:35,967 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 +2025-06-02 20:58:13,529 - INFO - Training: cls_zice: 134.88903854066962; reg_zipnll: -141.3403567699407; aux_mae_loss_1: 152.31929761368707; aux_mae_loss_2: 21.407264128426053; cnt_loss: 30.343546197903866; +2025-06-02 20:58:13,530 - INFO - Evaluation: +Curr mae: 128.0669; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 212.9644; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.2023; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:58:13,530 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 +2025-06-02 20:58:50,993 - INFO - Training: cls_zice: 129.3603875873894; reg_zipnll: -115.3424454619553; aux_mae_loss_1: 146.77199882861004; aux_mae_loss_2: 20.401311457551866; cnt_loss: 28.876384226691645; +2025-06-02 20:58:50,994 - INFO - Evaluation: +Curr mae: 113.2015; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 180.8515; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1881; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:58:50,994 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 +2025-06-02 20:59:28,323 - INFO - Training: cls_zice: 132.67637038073002; reg_zipnll: -150.24198936942398; aux_mae_loss_1: 149.69837360508396; aux_mae_loss_2: 20.838603000767183; cnt_loss: 26.50250865923648; +2025-06-02 20:59:28,324 - INFO - Evaluation: +Curr mae: 109.8277; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 183.0777; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1750; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 20:59:28,324 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 +2025-06-02 21:00:05,862 - INFO - Training: cls_zice: 129.9941973780954; reg_zipnll: -138.7988758845045; aux_mae_loss_1: 148.44541597682118; aux_mae_loss_2: 20.775128282458578; cnt_loss: 28.221665167650638; +2025-06-02 21:00:05,863 - INFO - Evaluation: +Curr mae: 116.7859; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 194.4710; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1813; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:00:05,863 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 +2025-06-02 21:00:43,217 - INFO - Training: cls_zice: 131.35328088848797; reg_zipnll: -152.6748782909469; aux_mae_loss_1: 150.7747795660764; aux_mae_loss_2: 21.099881298494655; cnt_loss: 30.03582872302327; +2025-06-02 21:00:43,217 - INFO - Evaluation: +Curr mae: 142.5674; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 234.7657; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.2363; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:00:43,218 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 +2025-06-02 21:01:20,770 - INFO - Training: cls_zice: 133.73935297782847; reg_zipnll: -135.4547627303774; aux_mae_loss_1: 149.62374888034847; aux_mae_loss_2: 20.73722462306749; cnt_loss: 26.64642855347387; +2025-06-02 21:01:20,771 - INFO - Evaluation: +Curr mae: 121.7633; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 196.7954; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.2028; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:01:20,771 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 +2025-06-02 21:01:58,341 - INFO - Training: cls_zice: 131.10717074918432; reg_zipnll: -140.06079446401029; aux_mae_loss_1: 147.35799617641018; aux_mae_loss_2: 20.375088836973077; cnt_loss: 26.285855643796605; +2025-06-02 21:01:58,342 - INFO - Evaluation: +Curr mae: 109.7440; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 190.9112; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1648; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:01:58,342 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 +2025-06-02 21:02:35,496 - INFO - Training: cls_zice: 130.93119846116628; reg_zipnll: -136.6955241020152; aux_mae_loss_1: 148.3142799225864; aux_mae_loss_2: 20.76428096341771; cnt_loss: 27.71692555155975; +2025-06-02 21:02:35,497 - INFO - Evaluation: +Curr mae: 112.3726; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 179.5938; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1896; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:02:35,497 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 +2025-06-02 21:03:13,055 - INFO - Training: cls_zice: 125.70690157555586; reg_zipnll: -107.80584853216513; aux_mae_loss_1: 144.5822375215442; aux_mae_loss_2: 19.991135947751683; cnt_loss: 25.543039356635894; +2025-06-02 21:03:13,056 - INFO - Evaluation: +Curr mae: 132.9909; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 230.1360; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.2012; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:03:13,056 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 +2025-06-02 21:03:50,907 - INFO - Training: cls_zice: 134.15522697903464; reg_zipnll: -150.7146798822264; aux_mae_loss_1: 151.46675650489252; aux_mae_loss_2: 21.057251273401526; cnt_loss: 28.673814091461384; +2025-06-02 21:03:50,907 - INFO - Evaluation: +Curr mae: 119.2430; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 211.6771; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1788; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:03:50,908 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 +2025-06-02 21:04:28,402 - INFO - Training: cls_zice: 131.22462993899717; reg_zipnll: -140.54824671208465; aux_mae_loss_1: 148.9771350582704; aux_mae_loss_2: 20.640868079583377; cnt_loss: 25.67466184477143; +2025-06-02 21:04:28,402 - INFO - Evaluation: +Curr mae: 109.8040; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 195.9328; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1715; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:04:28,402 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 +2025-06-02 21:05:05,944 - INFO - Training: cls_zice: 130.32101021065617; reg_zipnll: -124.46862747495537; aux_mae_loss_1: 147.81785826019893; aux_mae_loss_2: 20.54884104065548; cnt_loss: 28.53173391392689; +2025-06-02 21:05:05,945 - INFO - Evaluation: +Curr mae: 110.9620; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 197.8933; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1620; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:05:05,945 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 +2025-06-02 21:05:43,697 - INFO - Training: cls_zice: 131.53501744301903; reg_zipnll: -123.18471382469531; aux_mae_loss_1: 148.96886739667679; aux_mae_loss_2: 20.621081440654024; cnt_loss: 27.531713293088192; +2025-06-02 21:05:43,698 - INFO - Evaluation: +Curr mae: 127.0921; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 219.7298; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1918; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:05:43,698 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 +2025-06-02 21:06:21,113 - INFO - Training: cls_zice: 129.64605392051848; reg_zipnll: -135.49954005740335; aux_mae_loss_1: 148.32236096716875; aux_mae_loss_2: 20.473321693622513; cnt_loss: 26.366904205044374; +2025-06-02 21:06:21,114 - INFO - Evaluation: +Curr mae: 114.1736; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 205.1646; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1715; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:06:21,114 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 +2025-06-02 21:06:58,894 - INFO - Training: cls_zice: 127.8492013413385; reg_zipnll: -116.89032323470968; aux_mae_loss_1: 144.96555063108735; aux_mae_loss_2: 20.087427170860845; cnt_loss: 26.240525106720575; +2025-06-02 21:06:58,894 - INFO - Evaluation: +Curr mae: 116.0390; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 196.5725; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1699; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:06:58,894 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 +2025-06-02 21:07:36,543 - INFO - Training: cls_zice: 131.49625610199985; reg_zipnll: -125.82553219637335; aux_mae_loss_1: 147.9868627384009; aux_mae_loss_2: 20.603235326855387; cnt_loss: 26.75867854996233; +2025-06-02 21:07:36,544 - INFO - Evaluation: +Curr mae: 104.8710; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 177.7456; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1571; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:07:36,544 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 +2025-06-02 21:08:13,805 - INFO - Training: cls_zice: 129.3951256227809; reg_zipnll: -128.72189259055435; aux_mae_loss_1: 147.92852242577155; aux_mae_loss_2: 20.50819943282778; cnt_loss: 27.699080181437612; +2025-06-02 21:08:13,806 - INFO - Evaluation: +Curr mae: 119.6685; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 201.7154; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1816; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:08:13,806 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 +2025-06-02 21:08:51,637 - INFO - Training: cls_zice: 130.68596464750783; reg_zipnll: -141.33837639259187; aux_mae_loss_1: 149.9097959505801; aux_mae_loss_2: 20.93734263742207; cnt_loss: 28.2977226491006; +2025-06-02 21:08:51,638 - INFO - Evaluation: +Curr mae: 116.8012; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 196.6848; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1874; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:08:51,638 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 +2025-06-02 21:09:28,967 - INFO - Training: cls_zice: 129.9754815891089; reg_zipnll: -131.7489087502688; aux_mae_loss_1: 147.66560823554235; aux_mae_loss_2: 20.51686433451065; cnt_loss: 26.30829826885501; +2025-06-02 21:09:28,968 - INFO - Evaluation: +Curr mae: 130.3061; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 221.8946; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.2006; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:09:28,968 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 +2025-06-02 21:10:06,606 - INFO - Training: cls_zice: 129.13794976038648; reg_zipnll: -111.09317142916042; aux_mae_loss_1: 144.99999211797652; aux_mae_loss_2: 19.93418994802513; cnt_loss: 25.71079510884569; +2025-06-02 21:10:06,607 - INFO - Evaluation: +Curr mae: 114.9129; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 192.2353; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1747; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:10:06,607 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 +2025-06-02 21:10:44,198 - INFO - Training: cls_zice: 132.32423092671579; reg_zipnll: -137.73906158295688; aux_mae_loss_1: 148.96376113386344; aux_mae_loss_2: 20.764243814329436; cnt_loss: 27.764121677701837; +2025-06-02 21:10:44,198 - INFO - Evaluation: +Curr mae: 109.9514; Best mae: 98.4121; 100.7702; 101.6609; 102.9485; 103.0313; +Curr rmse: 181.2289; Best rmse: 165.7109; 169.3691; 170.1018; 170.1773; 173.0540; +Curr nae: 0.1747; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:10:44,199 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 +2025-06-02 21:11:21,988 - INFO - Training: cls_zice: 131.5622227649815; reg_zipnll: -144.89288496813236; aux_mae_loss_1: 149.39811552439303; aux_mae_loss_2: 20.770008181894063; cnt_loss: 26.895737502748602; +2025-06-02 21:11:22,052 - INFO - Evaluation: +Curr mae: 101.9546; Best mae: 98.4121; 100.7702; 101.6609; 101.9546; 102.9485; +Curr rmse: 169.5880; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1773; +Curr nae: 0.1678; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:11:22,052 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 +2025-06-02 21:11:59,581 - INFO - Training: cls_zice: 138.47222779128725; reg_zipnll: -133.60222296051631; aux_mae_loss_1: 152.42556515118935; aux_mae_loss_2: 21.461762005130186; cnt_loss: 30.433270394407362; +2025-06-02 21:11:59,581 - INFO - Evaluation: +Curr mae: 115.7837; Best mae: 98.4121; 100.7702; 101.6609; 101.9546; 102.9485; +Curr rmse: 188.0407; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1773; +Curr nae: 0.1910; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:11:59,581 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 +2025-06-02 21:12:37,146 - INFO - Training: cls_zice: 127.95112184183488; reg_zipnll: -111.30986084843313; aux_mae_loss_1: 145.94023268743857; aux_mae_loss_2: 20.119166645782673; cnt_loss: 25.136459025326154; +2025-06-02 21:12:37,147 - INFO - Evaluation: +Curr mae: 119.5035; Best mae: 98.4121; 100.7702; 101.6609; 101.9546; 102.9485; +Curr rmse: 198.6120; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1773; +Curr nae: 0.1984; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:12:37,147 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 +2025-06-02 21:13:14,804 - INFO - Training: cls_zice: 128.68225352811498; reg_zipnll: -130.27929996970474; aux_mae_loss_1: 146.34306886180346; aux_mae_loss_2: 20.285932761943894; cnt_loss: 26.10004546626514; +2025-06-02 21:13:14,805 - INFO - Evaluation: +Curr mae: 110.5279; Best mae: 98.4121; 100.7702; 101.6609; 101.9546; 102.9485; +Curr rmse: 188.3828; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1773; +Curr nae: 0.1682; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:13:14,805 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 +2025-06-02 21:13:52,408 - INFO - Training: cls_zice: 129.34938006369484; reg_zipnll: -116.04602808036552; aux_mae_loss_1: 146.71715262709864; aux_mae_loss_2: 20.325538647885356; cnt_loss: 25.95421152556969; +2025-06-02 21:13:52,409 - INFO - Evaluation: +Curr mae: 120.0054; Best mae: 98.4121; 100.7702; 101.6609; 101.9546; 102.9485; +Curr rmse: 200.2249; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1773; +Curr nae: 0.1929; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:13:52,409 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 +2025-06-02 21:14:30,311 - INFO - Training: cls_zice: 129.20916611627237; reg_zipnll: -115.98944593265357; aux_mae_loss_1: 145.26962654164296; aux_mae_loss_2: 19.926213782354697; cnt_loss: 25.430756941536405; +2025-06-02 21:14:30,312 - INFO - Evaluation: +Curr mae: 116.6871; Best mae: 98.4121; 100.7702; 101.6609; 101.9546; 102.9485; +Curr rmse: 200.8255; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1773; +Curr nae: 0.1788; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:14:30,312 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 +2025-06-02 21:15:08,162 - INFO - Training: cls_zice: 128.30148478375366; reg_zipnll: -123.98176596180492; aux_mae_loss_1: 146.5988150590303; aux_mae_loss_2: 20.36448036282268; cnt_loss: 27.726898101781376; +2025-06-02 21:15:08,163 - INFO - Evaluation: +Curr mae: 116.5846; Best mae: 98.4121; 100.7702; 101.6609; 101.9546; 102.9485; +Curr rmse: 208.8858; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1773; +Curr nae: 0.1739; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:15:08,163 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 +2025-06-02 21:15:45,501 - INFO - Training: cls_zice: 129.43577325580927; reg_zipnll: -102.37839492267331; aux_mae_loss_1: 145.118079204433; aux_mae_loss_2: 19.952011954705448; cnt_loss: 26.130648865605032; +2025-06-02 21:15:45,502 - INFO - Evaluation: +Curr mae: 120.9042; Best mae: 98.4121; 100.7702; 101.6609; 101.9546; 102.9485; +Curr rmse: 194.0934; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1773; +Curr nae: 0.1960; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:15:45,502 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 +2025-06-02 21:16:22,831 - INFO - Training: cls_zice: 130.62851603931148; reg_zipnll: -123.1146589114966; aux_mae_loss_1: 146.36958237199593; aux_mae_loss_2: 20.10064742107265; cnt_loss: 26.281204132054814; +2025-06-02 21:16:22,915 - INFO - Evaluation: +Curr mae: 101.7681; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 170.1560; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1663; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:16:22,915 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 +2025-06-02 21:17:00,418 - INFO - Training: cls_zice: 129.39215128311258; reg_zipnll: -120.31440072975411; aux_mae_loss_1: 146.88863832587438; aux_mae_loss_2: 20.49438861821661; cnt_loss: 26.63411102547551; +2025-06-02 21:17:00,418 - INFO - Evaluation: +Curr mae: 102.0293; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 174.4529; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1592; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:17:00,419 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 +2025-06-02 21:17:38,107 - INFO - Training: cls_zice: 133.14193270853812; reg_zipnll: -156.68850758533605; aux_mae_loss_1: 150.7958227498642; aux_mae_loss_2: 20.957627713285536; cnt_loss: 28.565372852300175; +2025-06-02 21:17:38,107 - INFO - Evaluation: +Curr mae: 123.2106; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 206.0119; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1918; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:17:38,108 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 +2025-06-02 21:18:15,458 - INFO - Training: cls_zice: 127.1643998607105; reg_zipnll: -103.96524822159319; aux_mae_loss_1: 144.28651200856595; aux_mae_loss_2: 19.80433729310699; cnt_loss: 24.263970024538356; +2025-06-02 21:18:15,459 - INFO - Evaluation: +Curr mae: 115.4700; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 198.4014; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1776; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:18:15,459 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 +2025-06-02 21:18:53,137 - INFO - Training: cls_zice: 126.81295733420265; reg_zipnll: -118.87871328568616; aux_mae_loss_1: 143.86302887367097; aux_mae_loss_2: 19.72529932363144; cnt_loss: 24.30158172380056; +2025-06-02 21:18:53,138 - INFO - Evaluation: +Curr mae: 106.1527; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 178.0394; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1702; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:18:53,138 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 +2025-06-02 21:19:30,680 - INFO - Training: cls_zice: 128.2765680022587; reg_zipnll: -119.39644185754636; aux_mae_loss_1: 145.54332147055115; aux_mae_loss_2: 20.041282180129297; cnt_loss: 25.507662741553705; +2025-06-02 21:19:30,680 - INFO - Evaluation: +Curr mae: 116.2222; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 193.6284; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1750; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:19:30,681 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 +2025-06-02 21:20:08,000 - INFO - Training: cls_zice: 126.54520156051939; reg_zipnll: -109.9046231074049; aux_mae_loss_1: 142.2393936258278; aux_mae_loss_2: 19.558947702117315; cnt_loss: 23.60061366352814; +2025-06-02 21:20:08,001 - INFO - Evaluation: +Curr mae: 123.3040; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 208.3431; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1825; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:20:08,001 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 +2025-06-02 21:20:45,777 - INFO - Training: cls_zice: 131.58282293862854; reg_zipnll: -130.7437752098437; aux_mae_loss_1: 148.47261097889074; aux_mae_loss_2: 20.52168390450888; cnt_loss: 27.375211655698866; +2025-06-02 21:20:45,778 - INFO - Evaluation: +Curr mae: 104.7637; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 173.9412; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1708; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:20:45,778 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 +2025-06-02 21:21:23,267 - INFO - Training: cls_zice: 131.0941690861784; reg_zipnll: -116.71645626800739; aux_mae_loss_1: 147.15653334863927; aux_mae_loss_2: 20.250986648711148; cnt_loss: 25.226049808476933; +2025-06-02 21:21:23,268 - INFO - Evaluation: +Curr mae: 113.5074; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 182.7588; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1959; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:21:23,268 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 +2025-06-02 21:22:00,595 - INFO - Training: cls_zice: 132.15815187921586; reg_zipnll: -132.17199312930074; aux_mae_loss_1: 148.2719996117598; aux_mae_loss_2: 20.477915334385752; cnt_loss: 26.724000226582913; +2025-06-02 21:22:00,595 - INFO - Evaluation: +Curr mae: 108.0928; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 181.4785; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1738; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:22:00,595 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 +2025-06-02 21:22:38,279 - INFO - Training: cls_zice: 129.92328071594238; reg_zipnll: -135.029650536594; aux_mae_loss_1: 147.53843870857693; aux_mae_loss_2: 20.423412127210604; cnt_loss: 26.74741466155905; +2025-06-02 21:22:38,279 - INFO - Evaluation: +Curr mae: 106.1677; Best mae: 98.4121; 100.7702; 101.6609; 101.7681; 101.9546; +Curr rmse: 177.6825; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1724; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:22:38,279 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 +2025-06-02 21:23:15,839 - INFO - Training: cls_zice: 128.48128949095872; reg_zipnll: -126.18904051875437; aux_mae_loss_1: 145.3529118670533; aux_mae_loss_2: 19.94099248166116; cnt_loss: 24.344029110788508; +2025-06-02 21:23:15,873 - INFO - Evaluation: +Curr mae: 98.7307; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 170.4535; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1561; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:23:15,873 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 +2025-06-02 21:23:53,324 - INFO - Training: cls_zice: 131.675903446627; reg_zipnll: -118.38601510256332; aux_mae_loss_1: 147.06531378133408; aux_mae_loss_2: 20.168957009220755; cnt_loss: 25.47320908426449; +2025-06-02 21:23:53,325 - INFO - Evaluation: +Curr mae: 109.6141; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 178.1935; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1816; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:23:53,325 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 +2025-06-02 21:24:30,802 - INFO - Training: cls_zice: 132.0555936548094; reg_zipnll: -122.47849863570258; aux_mae_loss_1: 146.94511332732952; aux_mae_loss_2: 20.147755935492103; cnt_loss: 26.051565085025814; +2025-06-02 21:24:30,803 - INFO - Evaluation: +Curr mae: 105.9637; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 171.7430; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1759; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:24:30,897 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 +2025-06-02 21:25:08,578 - INFO - Training: cls_zice: 128.90532259909523; reg_zipnll: -107.94929059767566; aux_mae_loss_1: 143.6151380728412; aux_mae_loss_2: 19.64996448415794; cnt_loss: 24.114051847268414; +2025-06-02 21:25:08,578 - INFO - Evaluation: +Curr mae: 109.4920; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 181.8911; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1669; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:25:08,578 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 +2025-06-02 21:25:46,303 - INFO - Training: cls_zice: 133.15534472939194; reg_zipnll: -107.71219855428531; aux_mae_loss_1: 145.9397363725877; aux_mae_loss_2: 19.982228354902457; cnt_loss: 25.472535051257406; +2025-06-02 21:25:46,304 - INFO - Evaluation: +Curr mae: 127.3434; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 215.3225; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.2001; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:25:46,304 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 +2025-06-02 21:26:23,538 - INFO - Training: cls_zice: 129.94072624863378; reg_zipnll: -141.92670445726407; aux_mae_loss_1: 147.5861875521426; aux_mae_loss_2: 20.35499469807606; cnt_loss: 25.49049701438045; +2025-06-02 21:26:23,539 - INFO - Evaluation: +Curr mae: 111.5664; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 185.0432; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1771; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:26:23,539 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 +2025-06-02 21:27:00,923 - INFO - Training: cls_zice: 132.89595620363752; reg_zipnll: -147.1477103833331; aux_mae_loss_1: 151.05957773979137; aux_mae_loss_2: 20.972391842216844; cnt_loss: 26.37888285655849; +2025-06-02 21:27:00,924 - INFO - Evaluation: +Curr mae: 111.7956; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 184.5281; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1738; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:27:00,924 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 +2025-06-02 21:27:38,632 - INFO - Training: cls_zice: 130.72161577237364; reg_zipnll: -125.45502233189463; aux_mae_loss_1: 146.72310800110267; aux_mae_loss_2: 20.326367637179544; cnt_loss: 26.325466793893977; +2025-06-02 21:27:38,633 - INFO - Evaluation: +Curr mae: 108.9951; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 184.4340; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1645; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:27:38,633 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 +2025-06-02 21:28:16,274 - INFO - Training: cls_zice: 129.39912404445622; reg_zipnll: -121.17142862989412; aux_mae_loss_1: 146.54488362697575; aux_mae_loss_2: 19.972295527426613; cnt_loss: 23.84667209284195; +2025-06-02 21:28:16,275 - INFO - Evaluation: +Curr mae: 119.5663; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 197.0017; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1989; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:28:16,275 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 +2025-06-02 21:28:53,896 - INFO - Training: cls_zice: 129.1603829087011; reg_zipnll: -129.82515187295067; aux_mae_loss_1: 146.1531146725282; aux_mae_loss_2: 20.038255982051624; cnt_loss: 24.446518023282486; +2025-06-02 21:28:53,897 - INFO - Evaluation: +Curr mae: 117.6090; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 194.2676; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1922; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:28:53,897 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 +2025-06-02 21:29:31,486 - INFO - Training: cls_zice: 128.02061500296688; reg_zipnll: -111.4480879291004; aux_mae_loss_1: 144.20265372067888; aux_mae_loss_2: 19.600447446305232; cnt_loss: 24.020851517355204; +2025-06-02 21:29:31,486 - INFO - Evaluation: +Curr mae: 114.8336; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 186.7431; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1884; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:29:31,486 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 +2025-06-02 21:30:09,207 - INFO - Training: cls_zice: 129.94620018763257; reg_zipnll: -133.04849711159207; aux_mae_loss_1: 146.48244673368947; aux_mae_loss_2: 19.98065327650664; cnt_loss: 23.739284193278937; +2025-06-02 21:30:09,208 - INFO - Evaluation: +Curr mae: 115.4593; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 196.9573; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1846; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:30:09,208 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 +2025-06-02 21:30:46,868 - INFO - Training: cls_zice: 130.4926174997494; reg_zipnll: -147.11956082274583; aux_mae_loss_1: 148.0714754521452; aux_mae_loss_2: 20.298060707698596; cnt_loss: 24.641562202908347; +2025-06-02 21:30:46,868 - INFO - Evaluation: +Curr mae: 116.5946; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 196.7567; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1829; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:30:46,868 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 +2025-06-02 21:31:24,527 - INFO - Training: cls_zice: 131.16064420283234; reg_zipnll: -177.12216631781976; aux_mae_loss_1: 149.25333884536036; aux_mae_loss_2: 20.646505251625516; cnt_loss: 24.424271867764705; +2025-06-02 21:31:24,528 - INFO - Evaluation: +Curr mae: 107.3439; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 179.0103; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1782; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:31:24,528 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 +2025-06-02 21:32:02,242 - INFO - Training: cls_zice: 129.73243685589722; reg_zipnll: -127.32190103088783; aux_mae_loss_1: 146.54483684009273; aux_mae_loss_2: 20.102572453732524; cnt_loss: 24.464019503814495; +2025-06-02 21:32:02,243 - INFO - Evaluation: +Curr mae: 121.7642; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 203.1418; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1850; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:32:02,243 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 +2025-06-02 21:32:39,798 - INFO - Training: cls_zice: 129.12733565576818; reg_zipnll: -146.68440309107697; aux_mae_loss_1: 146.93713429432043; aux_mae_loss_2: 20.470458801219007; cnt_loss: 25.33149862921001; +2025-06-02 21:32:39,798 - INFO - Evaluation: +Curr mae: 128.5024; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 219.5153; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1932; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:32:39,799 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 +2025-06-02 21:33:17,020 - INFO - Training: cls_zice: 129.95170180213373; reg_zipnll: -135.3753178703864; aux_mae_loss_1: 148.09918586781484; aux_mae_loss_2: 20.45822299553069; cnt_loss: 26.30220154263326; +2025-06-02 21:33:17,021 - INFO - Evaluation: +Curr mae: 107.1752; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 175.9256; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1826; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:33:17,021 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 +2025-06-02 21:33:54,527 - INFO - Training: cls_zice: 128.68298145319451; reg_zipnll: -117.71303570981057; aux_mae_loss_1: 144.89959527325158; aux_mae_loss_2: 19.888381642221614; cnt_loss: 24.78505025004709; +2025-06-02 21:33:54,527 - INFO - Evaluation: +Curr mae: 122.4688; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 211.2069; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1803; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:33:54,527 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 +2025-06-02 21:34:32,063 - INFO - Training: cls_zice: 128.414989484067; reg_zipnll: -134.21456858653895; aux_mae_loss_1: 145.75273026220057; aux_mae_loss_2: 19.919675523871618; cnt_loss: 24.016221813808215; +2025-06-02 21:34:32,064 - INFO - Evaluation: +Curr mae: 103.0602; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 177.4384; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1615; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:34:32,064 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 +2025-06-02 21:35:09,596 - INFO - Training: cls_zice: 129.80268172712516; reg_zipnll: -117.48641401252999; aux_mae_loss_1: 144.94481585673148; aux_mae_loss_2: 19.99288069491355; cnt_loss: 24.740078796614085; +2025-06-02 21:35:09,597 - INFO - Evaluation: +Curr mae: 103.1871; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 172.9403; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1676; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:35:09,597 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 +2025-06-02 21:35:47,168 - INFO - Training: cls_zice: 129.7088794708252; reg_zipnll: -130.9170423217167; aux_mae_loss_1: 146.14857109019297; aux_mae_loss_2: 20.233809780600843; cnt_loss: 25.105680020439703; +2025-06-02 21:35:47,169 - INFO - Evaluation: +Curr mae: 111.7000; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 184.3544; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1792; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:35:47,169 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 +2025-06-02 21:36:24,723 - INFO - Training: cls_zice: 131.5412706034073; reg_zipnll: -140.73169887618513; aux_mae_loss_1: 147.88775816658475; aux_mae_loss_2: 20.317213134260367; cnt_loss: 25.726463242082406; +2025-06-02 21:36:24,723 - INFO - Evaluation: +Curr mae: 106.3287; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 180.3742; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1700; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:36:24,724 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 +2025-06-02 21:37:02,302 - INFO - Training: cls_zice: 131.07629293479667; reg_zipnll: -120.82592438704131; aux_mae_loss_1: 147.55260232584365; aux_mae_loss_2: 20.280413134998042; cnt_loss: 24.571060322767853; +2025-06-02 21:37:02,302 - INFO - Evaluation: +Curr mae: 124.6453; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 196.5351; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.2012; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:37:02,302 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 +2025-06-02 21:37:40,172 - INFO - Training: cls_zice: 129.6466136705007; reg_zipnll: -131.47191134825448; aux_mae_loss_1: 144.6110099640903; aux_mae_loss_2: 19.709373347806615; cnt_loss: 24.487906317047724; +2025-06-02 21:37:40,173 - INFO - Evaluation: +Curr mae: 121.0311; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 198.4141; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1954; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:37:40,173 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 +2025-06-02 21:38:17,561 - INFO - Training: cls_zice: 127.04712248795869; reg_zipnll: -132.8795574011392; aux_mae_loss_1: 144.05079820140307; aux_mae_loss_2: 19.745245308276044; cnt_loss: 23.364213915060688; +2025-06-02 21:38:17,561 - INFO - Evaluation: +Curr mae: 108.0638; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 180.9260; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1729; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:38:17,561 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 +2025-06-02 21:38:55,254 - INFO - Training: cls_zice: 129.97918536963053; reg_zipnll: -125.5685225038339; aux_mae_loss_1: 144.874028287976; aux_mae_loss_2: 19.93168543506142; cnt_loss: 24.97063551517512; +2025-06-02 21:38:55,255 - INFO - Evaluation: +Curr mae: 118.2647; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 191.3556; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.2038; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:38:55,255 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 +2025-06-02 21:39:32,557 - INFO - Training: cls_zice: 128.66088756030757; reg_zipnll: -131.01944489510643; aux_mae_loss_1: 144.80509261579704; aux_mae_loss_2: 19.866116504795503; cnt_loss: 25.24890401979156; +2025-06-02 21:39:32,557 - INFO - Evaluation: +Curr mae: 109.8313; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 182.6751; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1748; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:39:32,558 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 +2025-06-02 21:40:10,084 - INFO - Training: cls_zice: 127.56179300522962; reg_zipnll: -136.9025341438142; aux_mae_loss_1: 148.61053456691715; aux_mae_loss_2: 20.88916984457054; cnt_loss: 28.386807485921494; +2025-06-02 21:40:10,085 - INFO - Evaluation: +Curr mae: 122.0259; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 197.2347; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.2018; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:40:10,085 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 +2025-06-02 21:40:47,401 - INFO - Training: cls_zice: 131.4118042118502; reg_zipnll: -143.08783066983256; aux_mae_loss_1: 148.71322641941097; aux_mae_loss_2: 20.509088459393837; cnt_loss: 24.951004896732357; +2025-06-02 21:40:47,401 - INFO - Evaluation: +Curr mae: 104.1767; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 176.3248; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1610; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:40:47,401 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 +2025-06-02 21:41:24,849 - INFO - Training: cls_zice: 128.85442924499512; reg_zipnll: -121.18183264195524; aux_mae_loss_1: 145.6304632022681; aux_mae_loss_2: 20.059442090672373; cnt_loss: 23.64402923362934; +2025-06-02 21:41:24,850 - INFO - Evaluation: +Curr mae: 119.7704; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 195.8684; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1946; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:41:24,850 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 +2025-06-02 21:42:02,240 - INFO - Training: cls_zice: 128.28028051111082; reg_zipnll: -127.60229077876009; aux_mae_loss_1: 143.9909374161272; aux_mae_loss_2: 19.70301142433621; cnt_loss: 23.390022637828295; +2025-06-02 21:42:02,241 - INFO - Evaluation: +Curr mae: 112.8163; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 189.4815; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1802; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:42:02,241 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 +2025-06-02 21:42:39,943 - INFO - Training: cls_zice: 129.7045922184622; reg_zipnll: -136.11216477526733; aux_mae_loss_1: 144.90223499323358; aux_mae_loss_2: 19.924999186534755; cnt_loss: 25.59382827076691; +2025-06-02 21:42:39,943 - INFO - Evaluation: +Curr mae: 112.9159; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 179.7248; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1925; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:42:39,944 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 +2025-06-02 21:43:17,468 - INFO - Training: cls_zice: 130.50765544057683; reg_zipnll: -123.87632063050933; aux_mae_loss_1: 145.56847308329398; aux_mae_loss_2: 19.775756406468272; cnt_loss: 22.918988992046835; +2025-06-02 21:43:17,469 - INFO - Evaluation: +Curr mae: 106.3749; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 175.2121; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1698; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:43:17,469 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 +2025-06-02 21:43:55,001 - INFO - Training: cls_zice: 130.30897365342702; reg_zipnll: -140.59302260544126; aux_mae_loss_1: 146.76992065227586; aux_mae_loss_2: 19.9660852065939; cnt_loss: 22.93677317701428; +2025-06-02 21:43:55,002 - INFO - Evaluation: +Curr mae: 120.4229; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 192.5239; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.2041; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:43:55,002 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 +2025-06-02 21:44:32,689 - INFO - Training: cls_zice: 129.55263958861497; reg_zipnll: -126.94152350773085; aux_mae_loss_1: 144.89004948597082; aux_mae_loss_2: 19.940770408175638; cnt_loss: 24.944672095065084; +2025-06-02 21:44:32,689 - INFO - Evaluation: +Curr mae: 113.9605; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 191.8717; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1741; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:44:32,690 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 +2025-06-02 21:45:10,790 - INFO - Training: cls_zice: 132.0889441130177; reg_zipnll: -140.1918784135225; aux_mae_loss_1: 148.1460092304558; aux_mae_loss_2: 20.393876694685577; cnt_loss: 25.240403399562204; +2025-06-02 21:45:10,791 - INFO - Evaluation: +Curr mae: 127.6172; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 212.0308; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1990; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:45:10,791 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 +2025-06-02 21:45:47,992 - INFO - Training: cls_zice: 131.82477301793384; reg_zipnll: -113.70707360956052; aux_mae_loss_1: 146.7967282731012; aux_mae_loss_2: 20.25276945126767; cnt_loss: 24.811632805312705; +2025-06-02 21:45:47,993 - INFO - Evaluation: +Curr mae: 116.5545; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 195.1777; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1856; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:45:47,993 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 +2025-06-02 21:46:25,720 - INFO - Training: cls_zice: 129.9171317397364; reg_zipnll: -144.697706020431; aux_mae_loss_1: 147.61047282439984; aux_mae_loss_2: 20.171600644951624; cnt_loss: 26.014883878215258; +2025-06-02 21:46:25,721 - INFO - Evaluation: +Curr mae: 109.8754; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 183.9599; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1658; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:46:25,721 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 +2025-06-02 21:47:03,313 - INFO - Training: cls_zice: 131.0475912030959; reg_zipnll: -132.6433342813656; aux_mae_loss_1: 146.2905298700396; aux_mae_loss_2: 20.08971318503879; cnt_loss: 25.609665539090997; +2025-06-02 21:47:03,314 - INFO - Evaluation: +Curr mae: 114.6816; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 188.8869; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1904; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:47:03,314 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 +2025-06-02 21:47:41,146 - INFO - Training: cls_zice: 129.72476736915033; reg_zipnll: -158.78877552613517; aux_mae_loss_1: 147.75563013948351; aux_mae_loss_2: 20.528165217266967; cnt_loss: 24.648354214548274; +2025-06-02 21:47:41,147 - INFO - Evaluation: +Curr mae: 109.4821; Best mae: 98.4121; 98.7307; 100.7702; 101.6609; 101.7681; +Curr rmse: 186.4805; Best rmse: 165.7109; 169.3691; 169.5880; 170.1018; 170.1560; +Curr nae: 0.1673; Best nae: 0.1517; 0.1518; 0.1531; 0.1541; 0.1546; + + + +2025-06-02 21:47:41,147 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 +2025-06-02 21:48:18,607 - INFO - Training: cls_zice: 137.4575645749932; reg_zipnll: -147.89727552679201; aux_mae_loss_1: 151.90807398107668; aux_mae_loss_2: 21.251260751130566; cnt_loss: 29.27725450566273; +2025-06-02 21:48:18,729 - INFO - Evaluation: +Curr mae: 100.1899; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.6609; +Curr rmse: 167.8105; Best rmse: 165.7109; 167.8105; 169.3691; 169.5880; 170.1018; +Curr nae: 0.1515; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:48:18,729 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 +2025-06-02 21:48:56,018 - INFO - Training: cls_zice: 132.20456869870623; reg_zipnll: -160.4493753925854; aux_mae_loss_1: 149.81022803199212; aux_mae_loss_2: 20.694546964784333; cnt_loss: 23.767175911278123; +2025-06-02 21:48:56,019 - INFO - Evaluation: +Curr mae: 115.9285; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.6609; +Curr rmse: 191.8041; Best rmse: 165.7109; 167.8105; 169.3691; 169.5880; 170.1018; +Curr nae: 0.1794; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:48:56,019 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 +2025-06-02 21:49:33,467 - INFO - Training: cls_zice: 127.04132491863326; reg_zipnll: -118.80887785652615; aux_mae_loss_1: 142.1712537853923; aux_mae_loss_2: 19.405963430341505; cnt_loss: 23.103774759153655; +2025-06-02 21:49:33,467 - INFO - Evaluation: +Curr mae: 124.0641; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.6609; +Curr rmse: 203.3858; Best rmse: 165.7109; 167.8105; 169.3691; 169.5880; 170.1018; +Curr nae: 0.2015; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:49:33,467 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 +2025-06-02 21:50:10,930 - INFO - Training: cls_zice: 129.66154325876803; reg_zipnll: -139.8053733497266; aux_mae_loss_1: 145.42651816867044; aux_mae_loss_2: 19.760165467167532; cnt_loss: 23.075970049725463; +2025-06-02 21:50:10,931 - INFO - Evaluation: +Curr mae: 106.3920; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.6609; +Curr rmse: 179.6292; Best rmse: 165.7109; 167.8105; 169.3691; 169.5880; 170.1018; +Curr nae: 0.1594; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:50:10,931 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 +2025-06-02 21:50:48,413 - INFO - Training: cls_zice: 129.20525291897604; reg_zipnll: -143.15034464652965; aux_mae_loss_1: 146.39479352938417; aux_mae_loss_2: 20.076563134098684; cnt_loss: 23.907445216021; +2025-06-02 21:50:48,414 - INFO - Evaluation: +Curr mae: 113.6562; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.6609; +Curr rmse: 187.6219; Best rmse: 165.7109; 167.8105; 169.3691; 169.5880; 170.1018; +Curr nae: 0.1780; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:50:48,414 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 +2025-06-02 21:51:25,952 - INFO - Training: cls_zice: 129.5323209194158; reg_zipnll: -150.0161363589053; aux_mae_loss_1: 145.93222495577982; aux_mae_loss_2: 19.883152810153582; cnt_loss: 24.630495873508075; +2025-06-02 21:51:25,953 - INFO - Evaluation: +Curr mae: 106.1879; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.6609; +Curr rmse: 176.8643; Best rmse: 165.7109; 167.8105; 169.3691; 169.5880; 170.1018; +Curr nae: 0.1676; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:51:25,953 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 +2025-06-02 21:52:02,941 - INFO - Training: cls_zice: 133.95642534470716; reg_zipnll: -171.17549828030417; aux_mae_loss_1: 151.64229240164852; aux_mae_loss_2: 20.958838292305042; cnt_loss: 26.544365323931967; +2025-06-02 21:52:02,942 - INFO - Evaluation: +Curr mae: 111.8540; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.6609; +Curr rmse: 178.1761; Best rmse: 165.7109; 167.8105; 169.3691; 169.5880; 170.1018; +Curr nae: 0.1980; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:52:02,942 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 +2025-06-02 21:52:40,491 - INFO - Training: cls_zice: 130.58795875902996; reg_zipnll: -159.23653036711232; aux_mae_loss_1: 148.02762242500356; aux_mae_loss_2: 20.177646501174827; cnt_loss: 25.732735513851342; +2025-06-02 21:52:40,555 - INFO - Evaluation: +Curr mae: 101.4922; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 164.2172; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1637; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:52:40,555 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 +2025-06-02 21:53:18,271 - INFO - Training: cls_zice: 130.0073898012275; reg_zipnll: -143.28923155929868; aux_mae_loss_1: 144.82677207087838; aux_mae_loss_2: 19.67011035514983; cnt_loss: 22.837086128083286; +2025-06-02 21:53:18,272 - INFO - Evaluation: +Curr mae: 111.3904; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 191.3101; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1670; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:53:18,272 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 +2025-06-02 21:53:55,886 - INFO - Training: cls_zice: 129.6107304048854; reg_zipnll: -126.2127282856316; aux_mae_loss_1: 145.457170650659; aux_mae_loss_2: 19.829241389470386; cnt_loss: 22.96758054581699; +2025-06-02 21:53:55,887 - INFO - Evaluation: +Curr mae: 116.0587; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 194.8881; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1754; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:53:55,887 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 +2025-06-02 21:54:33,298 - INFO - Training: cls_zice: 125.57133709989637; reg_zipnll: -119.19413647430622; aux_mae_loss_1: 140.81188628847235; aux_mae_loss_2: 19.18849559177626; cnt_loss: 24.35490277587183; +2025-06-02 21:54:33,299 - INFO - Evaluation: +Curr mae: 125.8757; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 207.5098; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1975; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:54:33,299 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 +2025-06-02 21:55:10,848 - INFO - Training: cls_zice: 128.90986011833544; reg_zipnll: -130.460042524022; aux_mae_loss_1: 142.97874587103232; aux_mae_loss_2: 19.30194607791522; cnt_loss: 22.472302121042414; +2025-06-02 21:55:10,849 - INFO - Evaluation: +Curr mae: 102.9049; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 174.6604; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1576; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:55:10,849 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 +2025-06-02 21:55:48,337 - INFO - Training: cls_zice: 132.4942788383029; reg_zipnll: -122.13428180896683; aux_mae_loss_1: 147.28877809031908; aux_mae_loss_2: 20.172983447447518; cnt_loss: 25.09678436115088; +2025-06-02 21:55:48,337 - INFO - Evaluation: +Curr mae: 107.6644; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 186.3955; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1659; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:55:48,440 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 +2025-06-02 21:56:26,085 - INFO - Training: cls_zice: 126.33384728589594; reg_zipnll: -123.54311053168695; aux_mae_loss_1: 144.9417237035486; aux_mae_loss_2: 19.826138338505828; cnt_loss: 23.758920767449386; +2025-06-02 21:56:26,086 - INFO - Evaluation: +Curr mae: 107.8790; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 175.5939; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1700; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:56:26,086 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 +2025-06-02 21:57:03,716 - INFO - Training: cls_zice: 130.4264931836665; reg_zipnll: -127.77142995872245; aux_mae_loss_1: 145.4355835567247; aux_mae_loss_2: 19.75224266304875; cnt_loss: 23.706417879521453; +2025-06-02 21:57:03,717 - INFO - Evaluation: +Curr mae: 113.1635; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 192.3734; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1723; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:57:03,717 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 +2025-06-02 21:57:41,307 - INFO - Training: cls_zice: 133.9458401282102; reg_zipnll: -120.59609596302967; aux_mae_loss_1: 146.98401816159685; aux_mae_loss_2: 19.889957415347066; cnt_loss: 23.674853946988947; +2025-06-02 21:57:41,308 - INFO - Evaluation: +Curr mae: 117.8131; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 195.1738; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1864; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:57:41,308 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 +2025-06-02 21:58:18,283 - INFO - Training: cls_zice: 150.05002505574006; reg_zipnll: -116.44027069546529; aux_mae_loss_1: 166.7147847358754; aux_mae_loss_2: 25.068605985073063; cnt_loss: 47.79408902837741; +2025-06-02 21:58:18,284 - INFO - Evaluation: +Curr mae: 108.5666; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 183.7644; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1631; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:58:18,284 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 +2025-06-02 21:58:56,235 - INFO - Training: cls_zice: 126.94523140610448; reg_zipnll: -133.85971660487698; aux_mae_loss_1: 143.9038886771297; aux_mae_loss_2: 19.737120868354445; cnt_loss: 23.727824864798034; +2025-06-02 21:58:56,236 - INFO - Evaluation: +Curr mae: 110.6697; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 186.7756; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1671; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:58:56,236 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 +2025-06-02 21:59:33,730 - INFO - Training: cls_zice: 127.39928529752011; reg_zipnll: -135.82652294083147; aux_mae_loss_1: 143.70139247060612; aux_mae_loss_2: 19.636101640612875; cnt_loss: 22.628630293915602; +2025-06-02 21:59:33,730 - INFO - Evaluation: +Curr mae: 105.8128; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 177.0653; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1658; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 21:59:33,730 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 +2025-06-02 22:00:11,557 - INFO - Training: cls_zice: 132.7240085222863; reg_zipnll: -126.54343079573272; aux_mae_loss_1: 146.80149677099772; aux_mae_loss_2: 20.051721528665908; cnt_loss: 23.623175861030226; +2025-06-02 22:00:11,558 - INFO - Evaluation: +Curr mae: 110.1931; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 190.2641; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1756; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 22:00:11,558 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 +2025-06-02 22:00:49,123 - INFO - Training: cls_zice: 127.53623225988932; reg_zipnll: -160.64298777548683; aux_mae_loss_1: 145.61216994784525; aux_mae_loss_2: 19.91674799634921; cnt_loss: 24.2531905868985; +2025-06-02 22:00:49,124 - INFO - Evaluation: +Curr mae: 129.9750; Best mae: 98.4121; 98.7307; 100.1899; 100.7702; 101.4922; +Curr rmse: 210.5566; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.2118; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 22:00:49,124 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 +2025-06-02 22:01:26,637 - INFO - Training: cls_zice: 130.65889598518018; reg_zipnll: -137.62029932034727; aux_mae_loss_1: 145.70382235697562; aux_mae_loss_2: 19.768976173653506; cnt_loss: 23.282070971482636; +2025-06-02 22:01:26,702 - INFO - Evaluation: +Curr mae: 100.6314; Best mae: 98.4121; 98.7307; 100.1899; 100.6314; 100.7702; +Curr rmse: 169.7819; Best rmse: 164.2172; 165.7109; 167.8105; 169.3691; 169.5880; +Curr nae: 0.1573; Best nae: 0.1515; 0.1517; 0.1518; 0.1531; 0.1541; + + + +2025-06-02 22:01:26,702 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 +2025-06-02 22:02:04,461 - INFO - Training: cls_zice: 126.20275227123538; reg_zipnll: -124.75978604373553; aux_mae_loss_1: 143.05997643881287; aux_mae_loss_2: 19.487049200676925; cnt_loss: 24.02126882565732; +2025-06-02 22:02:04,883 - INFO - Evaluation: +Curr mae: 99.4747; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 166.6200; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1522; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:02:04,883 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 +2025-06-02 22:02:42,358 - INFO - Training: cls_zice: 128.71659158870875; reg_zipnll: -128.74205118141427; aux_mae_loss_1: 145.07774661234671; aux_mae_loss_2: 19.790774389608018; cnt_loss: 22.11781746820109; +2025-06-02 22:02:42,359 - INFO - Evaluation: +Curr mae: 103.0411; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 175.9412; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1585; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:02:42,359 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 +2025-06-02 22:03:20,129 - INFO - Training: cls_zice: 132.0348169945723; reg_zipnll: -143.90877150226112; aux_mae_loss_1: 148.30771422228275; aux_mae_loss_2: 20.243117417720768; cnt_loss: 22.956435184605073; +2025-06-02 22:03:20,130 - INFO - Evaluation: +Curr mae: 107.6130; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 180.3984; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1661; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:03:20,130 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 +2025-06-02 22:03:57,853 - INFO - Training: cls_zice: 130.54873322493194; reg_zipnll: -138.7769820484894; aux_mae_loss_1: 146.34672978382238; aux_mae_loss_2: 19.988041997745338; cnt_loss: 24.573966578931998; +2025-06-02 22:03:57,853 - INFO - Evaluation: +Curr mae: 110.9719; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 185.3297; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1805; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:03:57,853 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 +2025-06-02 22:04:35,537 - INFO - Training: cls_zice: 128.68496896099572; reg_zipnll: -126.35108540389712; aux_mae_loss_1: 143.7416866883537; aux_mae_loss_2: 19.48601206091066; cnt_loss: 22.691794651233597; +2025-06-02 22:04:35,538 - INFO - Evaluation: +Curr mae: 102.2686; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 173.2690; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1562; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:04:35,538 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 +2025-06-02 22:05:12,893 - INFO - Training: cls_zice: 129.72021646057533; reg_zipnll: -161.51033518961722; aux_mae_loss_1: 147.4681402800099; aux_mae_loss_2: 20.197152740907985; cnt_loss: 22.963533976220138; +2025-06-02 22:05:12,894 - INFO - Evaluation: +Curr mae: 110.6222; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 184.2180; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1691; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:05:12,894 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 +2025-06-02 22:05:50,429 - INFO - Training: cls_zice: 129.68725300466778; reg_zipnll: -152.69010848872708; aux_mae_loss_1: 144.7983964073737; aux_mae_loss_2: 19.616986969448874; cnt_loss: 22.84690892617434; +2025-06-02 22:05:50,430 - INFO - Evaluation: +Curr mae: 120.9420; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 202.9149; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1828; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:05:50,430 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 +2025-06-02 22:06:27,960 - INFO - Training: cls_zice: 131.75586144655745; reg_zipnll: -133.53503454599948; aux_mae_loss_1: 145.86709594726562; aux_mae_loss_2: 19.76260938075994; cnt_loss: 22.195062116281875; +2025-06-02 22:06:27,961 - INFO - Evaluation: +Curr mae: 111.6979; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 190.9434; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1666; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:06:27,961 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 +2025-06-02 22:07:05,610 - INFO - Training: cls_zice: 130.1402682879113; reg_zipnll: -136.3846093739895; aux_mae_loss_1: 147.27812159456164; aux_mae_loss_2: 20.031290944838364; cnt_loss: 23.886773475748026; +2025-06-02 22:07:05,610 - INFO - Evaluation: +Curr mae: 108.0184; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 181.0195; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1696; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:07:05,611 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 +2025-06-02 22:07:43,181 - INFO - Training: cls_zice: 129.86513898230547; reg_zipnll: -129.34500673433013; aux_mae_loss_1: 145.20251841260898; aux_mae_loss_2: 19.72296409733248; cnt_loss: 23.13321286637262; +2025-06-02 22:07:43,182 - INFO - Evaluation: +Curr mae: 107.3799; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 178.4154; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1700; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:07:43,182 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 +2025-06-02 22:08:20,759 - INFO - Training: cls_zice: 129.8564466514335; reg_zipnll: -143.88234893849355; aux_mae_loss_1: 145.21869876684733; aux_mae_loss_2: 19.76057585659406; cnt_loss: 22.80405733601147; +2025-06-02 22:08:20,759 - INFO - Evaluation: +Curr mae: 107.1180; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 181.1895; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1649; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:08:20,759 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 +2025-06-02 22:08:58,503 - INFO - Training: cls_zice: 130.67463080298822; reg_zipnll: -129.89626713935903; aux_mae_loss_1: 144.9548598535803; aux_mae_loss_2: 19.618447341666318; cnt_loss: 23.357380390167236; +2025-06-02 22:08:58,504 - INFO - Evaluation: +Curr mae: 110.4644; Best mae: 98.4121; 98.7307; 99.4747; 100.1899; 100.6314; +Curr rmse: 184.5204; Best rmse: 164.2172; 165.7109; 166.6200; 167.8105; 169.3691; +Curr nae: 0.1741; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:08:58,504 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 +2025-06-02 22:09:36,260 - INFO - Training: cls_zice: 129.19456207831175; reg_zipnll: -157.16285201571634; aux_mae_loss_1: 146.2082933842741; aux_mae_loss_2: 19.801433812703518; cnt_loss: 23.546289237129766; +2025-06-02 22:09:36,408 - INFO - Evaluation: +Curr mae: 96.8325; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 162.2282; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1533; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:09:36,408 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 +2025-06-02 22:10:13,774 - INFO - Training: cls_zice: 131.9465920909351; reg_zipnll: -136.20889230437626; aux_mae_loss_1: 146.31669343859943; aux_mae_loss_2: 19.881974226591602; cnt_loss: 22.581769589556764; +2025-06-02 22:10:13,776 - INFO - Evaluation: +Curr mae: 109.8751; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 182.1073; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1711; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:10:13,776 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 +2025-06-02 22:10:51,148 - INFO - Training: cls_zice: 131.30069634140722; reg_zipnll: -131.67992780066484; aux_mae_loss_1: 146.42962944586546; aux_mae_loss_2: 19.942036919246448; cnt_loss: 24.726229560296268; +2025-06-02 22:10:51,149 - INFO - Evaluation: +Curr mae: 104.7926; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 177.1662; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1630; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:10:51,149 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 +2025-06-02 22:11:28,635 - INFO - Training: cls_zice: 127.0221184357902; reg_zipnll: -112.80841464870024; aux_mae_loss_1: 141.95424664731058; aux_mae_loss_2: 19.267390677471035; cnt_loss: 23.22155420985443; +2025-06-02 22:11:28,636 - INFO - Evaluation: +Curr mae: 109.5018; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 181.6074; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1744; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:11:28,636 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 +2025-06-02 22:12:06,307 - INFO - Training: cls_zice: 128.1912650304125; reg_zipnll: -156.83597209122007; aux_mae_loss_1: 146.03260929537134; aux_mae_loss_2: 19.804245838266336; cnt_loss: 22.194638609096703; +2025-06-02 22:12:06,307 - INFO - Evaluation: +Curr mae: 104.8732; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 178.5505; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1653; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:12:06,307 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 +2025-06-02 22:12:44,057 - INFO - Training: cls_zice: 129.2580936886617; reg_zipnll: -135.73328289133033; aux_mae_loss_1: 144.23475545921073; aux_mae_loss_2: 19.604059067782977; cnt_loss: 22.371514162480437; +2025-06-02 22:12:44,057 - INFO - Evaluation: +Curr mae: 100.8002; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 170.9444; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1558; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:12:44,058 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 +2025-06-02 22:13:21,571 - INFO - Training: cls_zice: 147.95471807820908; reg_zipnll: -138.7254167803076; aux_mae_loss_1: 154.9481555862932; aux_mae_loss_2: 21.850932253907057; cnt_loss: 30.280842269493256; +2025-06-02 22:13:21,572 - INFO - Evaluation: +Curr mae: 120.3430; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 193.2884; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1961; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:13:21,572 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 +2025-06-02 22:13:59,272 - INFO - Training: cls_zice: 126.99970425991033; reg_zipnll: -106.14775130922432; aux_mae_loss_1: 143.17378593596402; aux_mae_loss_2: 19.45861352832112; cnt_loss: 22.766202582428786; +2025-06-02 22:13:59,273 - INFO - Evaluation: +Curr mae: 108.0157; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 178.5712; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1785; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:13:59,273 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 +2025-06-02 22:14:36,679 - INFO - Training: cls_zice: 125.37884031384196; reg_zipnll: -98.19314258777543; aux_mae_loss_1: 141.96335824120123; aux_mae_loss_2: 19.27135235742228; cnt_loss: 24.485485013747056; +2025-06-02 22:14:36,680 - INFO - Evaluation: +Curr mae: 108.4620; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 178.9372; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1747; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:14:36,680 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 +2025-06-02 22:15:14,140 - INFO - Training: cls_zice: 129.82233044959062; reg_zipnll: -148.13766046865098; aux_mae_loss_1: 145.289478529368; aux_mae_loss_2: 19.743036788030967; cnt_loss: 22.471660617171533; +2025-06-02 22:15:14,141 - INFO - Evaluation: +Curr mae: 116.8618; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 196.5968; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1825; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:15:14,141 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 +2025-06-02 22:15:51,860 - INFO - Training: cls_zice: 130.3146846089142; reg_zipnll: -130.31598594488688; aux_mae_loss_1: 146.64070680125658; aux_mae_loss_2: 20.095777530543852; cnt_loss: 24.580619840432476; +2025-06-02 22:15:51,861 - INFO - Evaluation: +Curr mae: 104.6260; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 175.6957; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1661; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:15:51,861 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 +2025-06-02 22:16:29,261 - INFO - Training: cls_zice: 127.5945916207421; reg_zipnll: -130.73509280097406; aux_mae_loss_1: 143.1155073153262; aux_mae_loss_2: 19.23175683558382; cnt_loss: 20.66994167163672; +2025-06-02 22:16:29,261 - INFO - Evaluation: +Curr mae: 108.2024; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 178.7543; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1742; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:16:29,261 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 +2025-06-02 22:17:07,073 - INFO - Training: cls_zice: 127.64621284939595; reg_zipnll: -121.3883363079551; aux_mae_loss_1: 144.07850571183968; aux_mae_loss_2: 19.52109662112811; cnt_loss: 21.869600599175257; +2025-06-02 22:17:07,073 - INFO - Evaluation: +Curr mae: 106.6547; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 174.6471; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1734; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:17:07,073 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 +2025-06-02 22:17:44,606 - INFO - Training: cls_zice: 130.57679487064183; reg_zipnll: -125.28312233425923; aux_mae_loss_1: 145.29934606488968; aux_mae_loss_2: 19.739280656473525; cnt_loss: 22.99949122106792; +2025-06-02 22:17:44,607 - INFO - Evaluation: +Curr mae: 103.9699; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 175.1625; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1593; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:17:44,607 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 +2025-06-02 22:18:22,273 - INFO - Training: cls_zice: 129.59763976596048; reg_zipnll: -131.58158098940817; aux_mae_loss_1: 145.11343919362454; aux_mae_loss_2: 19.71376267490008; cnt_loss: 22.62107622386604; +2025-06-02 22:18:22,274 - INFO - Evaluation: +Curr mae: 105.9781; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 176.4921; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1703; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:18:22,274 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 +2025-06-02 22:18:59,799 - INFO - Training: cls_zice: 128.30536121090518; reg_zipnll: -106.09613735628444; aux_mae_loss_1: 142.4558020080162; aux_mae_loss_2: 19.211677567058842; cnt_loss: 21.040308001815088; +2025-06-02 22:18:59,800 - INFO - Evaluation: +Curr mae: 101.6566; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 168.9867; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1602; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:18:59,800 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 +2025-06-02 22:19:37,225 - INFO - Training: cls_zice: 125.1632728418767; reg_zipnll: -124.29314127031542; aux_mae_loss_1: 141.20315190498403; aux_mae_loss_2: 19.138961242524203; cnt_loss: 21.22370358650258; +2025-06-02 22:19:37,226 - INFO - Evaluation: +Curr mae: 109.5306; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 178.6930; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1800; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:19:37,226 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 +2025-06-02 22:20:14,796 - INFO - Training: cls_zice: 128.8225892174323; reg_zipnll: -126.73277043980478; aux_mae_loss_1: 143.36711191341578; aux_mae_loss_2: 19.38588720283761; cnt_loss: 21.720998148255; +2025-06-02 22:20:14,797 - INFO - Evaluation: +Curr mae: 112.3706; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 186.0508; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1793; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:20:14,797 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 +2025-06-02 22:20:52,340 - INFO - Training: cls_zice: 130.89528542322827; reg_zipnll: -156.20431809077988; aux_mae_loss_1: 146.59792934190358; aux_mae_loss_2: 19.78747668803133; cnt_loss: 22.64294622433896; +2025-06-02 22:20:52,341 - INFO - Evaluation: +Curr mae: 111.0714; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 190.0045; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1690; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:20:52,341 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 +2025-06-02 22:21:30,078 - INFO - Training: cls_zice: 131.8639619587273; reg_zipnll: -139.92302741751766; aux_mae_loss_1: 146.93029234425123; aux_mae_loss_2: 20.142454703122574; cnt_loss: 24.51242427952242; +2025-06-02 22:21:30,079 - INFO - Evaluation: +Curr mae: 106.9893; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 184.8478; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1565; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:21:30,079 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 +2025-06-02 22:22:07,802 - INFO - Training: cls_zice: 129.66280079519512; reg_zipnll: -131.9293973935361; aux_mae_loss_1: 145.95300075707846; aux_mae_loss_2: 20.04720247028679; cnt_loss: 23.824087746095973; +2025-06-02 22:22:07,803 - INFO - Evaluation: +Curr mae: 111.3821; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 182.2212; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1743; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:22:07,803 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 +2025-06-02 22:22:45,505 - INFO - Training: cls_zice: 127.55785900393859; reg_zipnll: -108.50810599169195; aux_mae_loss_1: 141.49505564708582; aux_mae_loss_2: 19.200976895970225; cnt_loss: 21.10047034080455; +2025-06-02 22:22:45,506 - INFO - Evaluation: +Curr mae: 105.1152; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 175.6844; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1614; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:22:45,506 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 +2025-06-02 22:23:23,138 - INFO - Training: cls_zice: 130.45550465110122; reg_zipnll: -135.44467284347837; aux_mae_loss_1: 145.48525023302494; aux_mae_loss_2: 19.82598443694462; cnt_loss: 22.99131343854184; +2025-06-02 22:23:23,139 - INFO - Evaluation: +Curr mae: 111.1406; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 184.6888; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1722; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:23:23,139 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 +2025-06-02 22:24:00,520 - INFO - Training: cls_zice: 130.14208933849207; reg_zipnll: -148.10343384269058; aux_mae_loss_1: 146.02539310076378; aux_mae_loss_2: 19.886008518421097; cnt_loss: 22.53423084486399; +2025-06-02 22:24:00,521 - INFO - Evaluation: +Curr mae: 105.9142; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 172.8813; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1708; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:24:00,521 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 +2025-06-02 22:24:37,954 - INFO - Training: cls_zice: 127.68788304865755; reg_zipnll: -123.38324434394079; aux_mae_loss_1: 142.1495343644098; aux_mae_loss_2: 19.03926129056918; cnt_loss: 19.922207604970364; +2025-06-02 22:24:37,955 - INFO - Evaluation: +Curr mae: 109.3990; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 182.7693; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1747; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:24:37,955 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 +2025-06-02 22:25:15,559 - INFO - Training: cls_zice: 131.5360780425419; reg_zipnll: -134.05531209352; aux_mae_loss_1: 146.16629846838137; aux_mae_loss_2: 19.771263387819; cnt_loss: 21.601514251026884; +2025-06-02 22:25:15,560 - INFO - Evaluation: +Curr mae: 101.4128; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 172.9014; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1546; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:25:15,560 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 +2025-06-02 22:25:53,216 - INFO - Training: cls_zice: 131.06777524632335; reg_zipnll: -135.014389448608; aux_mae_loss_1: 145.8061987011638; aux_mae_loss_2: 19.79732461638798; cnt_loss: 22.659391580038513; +2025-06-02 22:25:53,216 - INFO - Evaluation: +Curr mae: 109.3974; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 184.0847; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1659; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:25:53,216 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 +2025-06-02 22:26:31,088 - INFO - Training: cls_zice: 132.0960994493093; reg_zipnll: -137.56292857239578; aux_mae_loss_1: 144.9735217062843; aux_mae_loss_2: 19.610505520902723; cnt_loss: 22.945447681755418; +2025-06-02 22:26:31,089 - INFO - Evaluation: +Curr mae: 119.8037; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 198.0787; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1882; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:26:31,089 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 +2025-06-02 22:27:08,681 - INFO - Training: cls_zice: 129.67490240438096; reg_zipnll: -140.975470902904; aux_mae_loss_1: 145.58768746079198; aux_mae_loss_2: 19.82760675063986; cnt_loss: 23.082448270936677; +2025-06-02 22:27:08,682 - INFO - Evaluation: +Curr mae: 111.6619; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 186.9064; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1725; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:27:08,775 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 +2025-06-02 22:27:46,636 - INFO - Training: cls_zice: 129.47703942557834; reg_zipnll: -119.72477921744846; aux_mae_loss_1: 143.21839058478147; aux_mae_loss_2: 19.428687405112562; cnt_loss: 22.855656686997573; +2025-06-02 22:27:46,637 - INFO - Evaluation: +Curr mae: 109.3949; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 184.6292; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1676; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:27:46,637 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 +2025-06-02 22:28:24,294 - INFO - Training: cls_zice: 127.07409003554591; reg_zipnll: -121.27718067800762; aux_mae_loss_1: 141.6746916613042; aux_mae_loss_2: 19.053597683938133; cnt_loss: 20.88742571634962; +2025-06-02 22:28:24,295 - INFO - Evaluation: +Curr mae: 106.1628; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 180.6009; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1607; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:28:24,295 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 +2025-06-02 22:29:01,782 - INFO - Training: cls_zice: 128.93930049921502; reg_zipnll: -119.74743346662711; aux_mae_loss_1: 142.8270751498393; aux_mae_loss_2: 19.275774557858902; cnt_loss: 20.73104336088067; +2025-06-02 22:29:01,783 - INFO - Evaluation: +Curr mae: 113.7541; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 184.5633; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1867; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:29:01,783 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 +2025-06-02 22:29:39,309 - INFO - Training: cls_zice: 126.21682251052351; reg_zipnll: -113.62959176499322; aux_mae_loss_1: 140.39718835085432; aux_mae_loss_2: 18.941392784876538; cnt_loss: 19.777763843536377; +2025-06-02 22:29:39,310 - INFO - Evaluation: +Curr mae: 113.2858; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 190.6757; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1765; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:29:39,310 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 +2025-06-02 22:30:16,720 - INFO - Training: cls_zice: 126.95259773810179; reg_zipnll: -120.37063135058675; aux_mae_loss_1: 143.4464016339637; aux_mae_loss_2: 19.286149612325705; cnt_loss: 21.65411533425186; +2025-06-02 22:30:16,721 - INFO - Evaluation: +Curr mae: 113.2436; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 186.7240; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1724; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:30:16,721 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 +2025-06-02 22:30:54,385 - INFO - Training: cls_zice: 127.32927715225725; reg_zipnll: -107.6438555496418; aux_mae_loss_1: 141.55969172597722; aux_mae_loss_2: 19.132172691900998; cnt_loss: 21.98219113318336; +2025-06-02 22:30:54,385 - INFO - Evaluation: +Curr mae: 112.0956; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 184.4840; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1750; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:30:54,385 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 +2025-06-02 22:31:31,903 - INFO - Training: cls_zice: 128.12826986502338; reg_zipnll: -109.16638831587028; aux_mae_loss_1: 142.01307440751435; aux_mae_loss_2: 19.12864690426959; cnt_loss: 22.190278902748563; +2025-06-02 22:31:31,904 - INFO - Evaluation: +Curr mae: 112.7310; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 189.5941; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1741; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:31:31,904 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 +2025-06-02 22:32:09,381 - INFO - Training: cls_zice: 128.49926353606168; reg_zipnll: -160.2517412640401; aux_mae_loss_1: 145.36596588741074; aux_mae_loss_2: 19.730608321183563; cnt_loss: 22.86986784903419; +2025-06-02 22:32:09,382 - INFO - Evaluation: +Curr mae: 131.4618; Best mae: 96.8325; 98.4121; 98.7307; 99.4747; 100.1899; +Curr rmse: 208.6835; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.2215; Best nae: 0.1515; 0.1517; 0.1518; 0.1522; 0.1531; + + + +2025-06-02 22:32:09,382 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 +2025-06-02 22:32:46,755 - INFO - Training: cls_zice: 132.24665313367024; reg_zipnll: -148.12498814538614; aux_mae_loss_1: 146.63201704719998; aux_mae_loss_2: 19.84661738919896; cnt_loss: 22.735517201834167; +2025-06-02 22:32:46,818 - INFO - Evaluation: +Curr mae: 99.1505; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 172.6398; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1462; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:32:46,818 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 +2025-06-02 22:33:24,268 - INFO - Training: cls_zice: 126.76812789613838; reg_zipnll: -91.4464045139338; aux_mae_loss_1: 140.9523432396895; aux_mae_loss_2: 18.82356790833126; cnt_loss: 19.316990523938312; +2025-06-02 22:33:24,268 - INFO - Evaluation: +Curr mae: 107.8770; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 181.9218; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1646; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:33:24,269 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 +2025-06-02 22:34:01,875 - INFO - Training: cls_zice: 130.8924435242912; reg_zipnll: -133.80434671616712; aux_mae_loss_1: 145.65765300018109; aux_mae_loss_2: 19.61395042937323; cnt_loss: 20.85951042491079; +2025-06-02 22:34:01,875 - INFO - Evaluation: +Curr mae: 101.8418; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 174.8198; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1568; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:34:01,876 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 +2025-06-02 22:34:39,384 - INFO - Training: cls_zice: 129.05043742198816; reg_zipnll: -111.77453123181071; aux_mae_loss_1: 143.00858311937344; aux_mae_loss_2: 19.439770635390122; cnt_loss: 22.04049747037572; +2025-06-02 22:34:39,384 - INFO - Evaluation: +Curr mae: 108.7961; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 183.8887; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1691; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:34:39,384 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 +2025-06-02 22:35:16,754 - INFO - Training: cls_zice: 126.39812963372034; reg_zipnll: -107.01047016926948; aux_mae_loss_1: 141.31918370328992; aux_mae_loss_2: 19.06873884264207; cnt_loss: 21.335255464970672; +2025-06-02 22:35:16,755 - INFO - Evaluation: +Curr mae: 107.2559; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 178.2040; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1708; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:35:16,755 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 +2025-06-02 22:35:54,254 - INFO - Training: cls_zice: 127.72350856957846; reg_zipnll: -111.68484763593864; aux_mae_loss_1: 141.93371372349216; aux_mae_loss_2: 19.098860039616262; cnt_loss: 20.136391440764168; +2025-06-02 22:35:54,255 - INFO - Evaluation: +Curr mae: 100.3953; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 171.7714; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1549; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:35:54,255 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 +2025-06-02 22:36:31,282 - INFO - Training: cls_zice: 125.59174897654957; reg_zipnll: -129.97374108927139; aux_mae_loss_1: 143.03464619213383; aux_mae_loss_2: 19.41517514108822; cnt_loss: 21.681540299725057; +2025-06-02 22:36:31,282 - INFO - Evaluation: +Curr mae: 108.5349; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 181.2449; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1742; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:36:31,283 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 +2025-06-02 22:37:08,764 - INFO - Training: cls_zice: 128.90624555373034; reg_zipnll: -142.37653656511117; aux_mae_loss_1: 143.9460131411521; aux_mae_loss_2: 19.441062030413292; cnt_loss: 21.729462642543364; +2025-06-02 22:37:08,764 - INFO - Evaluation: +Curr mae: 106.3959; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 184.2214; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1611; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:37:08,764 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 +2025-06-02 22:37:46,423 - INFO - Training: cls_zice: 127.61586275163866; reg_zipnll: -139.90784690553778; aux_mae_loss_1: 143.72773004999223; aux_mae_loss_2: 19.465381287581085; cnt_loss: 21.825344256217907; +2025-06-02 22:37:46,424 - INFO - Evaluation: +Curr mae: 113.2035; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 185.6688; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1767; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:37:46,424 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 +2025-06-02 22:38:24,050 - INFO - Training: cls_zice: 125.11356298181394; reg_zipnll: -145.6132135328078; aux_mae_loss_1: 142.67545935018174; aux_mae_loss_2: 19.300502562364994; cnt_loss: 22.116423537399594; +2025-06-02 22:38:24,050 - INFO - Evaluation: +Curr mae: 113.7351; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 184.0121; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1911; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:38:24,050 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 +2025-06-02 22:39:01,750 - INFO - Training: cls_zice: 127.60377072972177; reg_zipnll: -125.33170985543964; aux_mae_loss_1: 142.97713899928212; aux_mae_loss_2: 19.300261535391904; cnt_loss: 20.646969466809406; +2025-06-02 22:39:01,751 - INFO - Evaluation: +Curr mae: 103.9272; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 177.5882; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1543; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:39:01,751 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 +2025-06-02 22:39:39,788 - INFO - Training: cls_zice: 128.97247483714526; reg_zipnll: -142.02029920413793; aux_mae_loss_1: 145.80738719409663; aux_mae_loss_2: 19.802978155628736; cnt_loss: 22.033446365634337; +2025-06-02 22:39:39,789 - INFO - Evaluation: +Curr mae: 113.5381; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 195.0149; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1662; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:39:39,789 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 +2025-06-02 22:40:17,314 - INFO - Training: cls_zice: 129.7077810274844; reg_zipnll: -134.94631265172896; aux_mae_loss_1: 146.95990227705596; aux_mae_loss_2: 20.109390789309874; cnt_loss: 23.29333526409225; +2025-06-02 22:40:17,315 - INFO - Evaluation: +Curr mae: 111.3154; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 184.4156; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1765; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:40:17,315 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 +2025-06-02 22:40:54,945 - INFO - Training: cls_zice: 127.24021458783686; reg_zipnll: -116.36795566255684; aux_mae_loss_1: 140.86725861505167; aux_mae_loss_2: 18.911924842177637; cnt_loss: 21.03311989323193; +2025-06-02 22:40:54,945 - INFO - Evaluation: +Curr mae: 114.6070; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 190.2853; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1843; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:40:54,945 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 +2025-06-02 22:41:32,648 - INFO - Training: cls_zice: 128.15074924443732; reg_zipnll: -161.3979534123907; aux_mae_loss_1: 144.74184271199815; aux_mae_loss_2: 19.600816657211606; cnt_loss: 21.486067891910377; +2025-06-02 22:41:32,649 - INFO - Evaluation: +Curr mae: 111.4016; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 181.5045; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1791; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:41:32,649 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 +2025-06-02 22:42:10,256 - INFO - Training: cls_zice: 125.06626336306137; reg_zipnll: -145.36101559140036; aux_mae_loss_1: 142.53151839300497; aux_mae_loss_2: 19.36118096863197; cnt_loss: 19.91065346799939; +2025-06-02 22:42:10,256 - INFO - Evaluation: +Curr mae: 111.8986; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 184.7114; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1702; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:42:10,256 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 +2025-06-02 22:42:47,920 - INFO - Training: cls_zice: 127.52727526228949; reg_zipnll: -131.0533792230467; aux_mae_loss_1: 143.0590736187057; aux_mae_loss_2: 19.413352202105997; cnt_loss: 22.35028156065783; +2025-06-02 22:42:47,921 - INFO - Evaluation: +Curr mae: 114.2780; Best mae: 96.8325; 98.4121; 98.7307; 99.1505; 99.4747; +Curr rmse: 187.7988; Best rmse: 162.2282; 164.2172; 165.7109; 166.6200; 167.8105; +Curr nae: 0.1821; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:42:47,921 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 +2025-06-02 22:43:25,524 - INFO - Training: cls_zice: 130.66237791958235; reg_zipnll: -152.74866141388748; aux_mae_loss_1: 145.81592443605132; aux_mae_loss_2: 19.81880046516065; cnt_loss: 23.05288725657179; +2025-06-02 22:43:25,591 - INFO - Evaluation: +Curr mae: 98.5423; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 163.0535; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1543; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:43:25,591 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 +2025-06-02 22:44:03,476 - INFO - Training: cls_zice: 128.42897983576287; reg_zipnll: -131.39751513904292; aux_mae_loss_1: 142.06063014150456; aux_mae_loss_2: 19.070715386346475; cnt_loss: 21.839763120310195; +2025-06-02 22:44:03,477 - INFO - Evaluation: +Curr mae: 107.2878; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 176.2396; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1839; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:44:03,477 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 +2025-06-02 22:44:41,072 - INFO - Training: cls_zice: 128.74804708973463; reg_zipnll: -150.053563162191; aux_mae_loss_1: 144.25820175069848; aux_mae_loss_2: 19.462669170455428; cnt_loss: 20.821909658166746; +2025-06-02 22:44:41,073 - INFO - Evaluation: +Curr mae: 104.7877; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.3375; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1679; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:44:41,073 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 +2025-06-02 22:45:18,735 - INFO - Training: cls_zice: 125.96452322700955; reg_zipnll: -123.2132135353341; aux_mae_loss_1: 140.56879637257154; aux_mae_loss_2: 18.798596862136133; cnt_loss: 18.910672683589507; +2025-06-02 22:45:18,735 - INFO - Evaluation: +Curr mae: 108.1502; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 183.4115; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1677; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:45:18,735 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 +2025-06-02 22:45:55,985 - INFO - Training: cls_zice: 129.64862018863096; reg_zipnll: -122.61690787763786; aux_mae_loss_1: 143.06077823259972; aux_mae_loss_2: 19.395805390465338; cnt_loss: 21.68305342402679; +2025-06-02 22:45:55,986 - INFO - Evaluation: +Curr mae: 108.5879; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 184.6841; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1707; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:45:55,986 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 +2025-06-02 22:46:33,756 - INFO - Training: cls_zice: 130.24845906440785; reg_zipnll: -128.9730142568121; aux_mae_loss_1: 144.43083963962582; aux_mae_loss_2: 19.260501280525663; cnt_loss: 20.491269171632677; +2025-06-02 22:46:33,757 - INFO - Evaluation: +Curr mae: 106.6482; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 181.5233; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1622; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:46:33,757 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 +2025-06-02 22:47:11,071 - INFO - Training: cls_zice: 130.1275556450648; reg_zipnll: -121.6236900051698; aux_mae_loss_1: 144.24386480470366; aux_mae_loss_2: 19.542139268079342; cnt_loss: 22.356935741096144; +2025-06-02 22:47:11,071 - INFO - Evaluation: +Curr mae: 118.7103; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 197.8303; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1836; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:47:11,072 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 +2025-06-02 22:47:48,917 - INFO - Training: cls_zice: 130.10155216747563; reg_zipnll: -112.89763137362651; aux_mae_loss_1: 143.57870331821061; aux_mae_loss_2: 19.18698334851802; cnt_loss: 20.147055663809873; +2025-06-02 22:47:48,918 - INFO - Evaluation: +Curr mae: 110.3148; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 186.4432; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1689; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:47:48,918 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 +2025-06-02 22:48:26,478 - INFO - Training: cls_zice: 128.49947153811422; reg_zipnll: -153.88165845934128; aux_mae_loss_1: 145.14632188405423; aux_mae_loss_2: 19.67073890231303; cnt_loss: 21.9559218709832; +2025-06-02 22:48:26,479 - INFO - Evaluation: +Curr mae: 110.4561; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 186.7570; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1683; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:48:26,479 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 +2025-06-02 22:49:04,162 - INFO - Training: cls_zice: 128.55430234189066; reg_zipnll: -100.24243300482138; aux_mae_loss_1: 141.4021121397713; aux_mae_loss_2: 18.888527813336708; cnt_loss: 20.30251949512406; +2025-06-02 22:49:04,163 - INFO - Evaluation: +Curr mae: 110.8168; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 183.4114; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1731; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:49:04,163 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 +2025-06-02 22:49:41,126 - INFO - Training: cls_zice: 129.0117283751633; reg_zipnll: -120.139555640568; aux_mae_loss_1: 142.6416761890942; aux_mae_loss_2: 19.10907886201972; cnt_loss: 19.416444355288878; +2025-06-02 22:49:41,127 - INFO - Evaluation: +Curr mae: 105.4160; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 177.5693; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1736; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:49:41,127 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 +2025-06-02 22:50:18,824 - INFO - Training: cls_zice: 129.74495138711487; reg_zipnll: -126.10167509672658; aux_mae_loss_1: 144.25620421352767; aux_mae_loss_2: 19.53670900862738; cnt_loss: 20.504415164720143; +2025-06-02 22:50:18,825 - INFO - Evaluation: +Curr mae: 110.5547; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 184.0876; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1768; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:50:18,825 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 +2025-06-02 22:50:56,474 - INFO - Training: cls_zice: 128.55503981634482; reg_zipnll: -111.12629313184725; aux_mae_loss_1: 143.2638696834741; aux_mae_loss_2: 19.20129990735591; cnt_loss: 19.67391816511849; +2025-06-02 22:50:56,475 - INFO - Evaluation: +Curr mae: 103.0589; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.1044; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1617; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:50:56,475 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 +2025-06-02 22:51:34,155 - INFO - Training: cls_zice: 129.55793429999952; reg_zipnll: -115.52693852051993; aux_mae_loss_1: 142.72024768551455; aux_mae_loss_2: 19.22489926041357; cnt_loss: 20.63756270755995; +2025-06-02 22:51:34,155 - INFO - Evaluation: +Curr mae: 111.4917; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 189.3902; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1700; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:51:34,155 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 +2025-06-02 22:52:11,544 - INFO - Training: cls_zice: 125.61700401558781; reg_zipnll: -125.40526310497562; aux_mae_loss_1: 141.00187864998318; aux_mae_loss_2: 18.862141078671083; cnt_loss: 21.824867820108174; +2025-06-02 22:52:11,545 - INFO - Evaluation: +Curr mae: 108.1622; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 182.4853; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1725; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:52:11,545 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 +2025-06-02 22:52:49,097 - INFO - Training: cls_zice: 125.01734237165641; reg_zipnll: -127.09887826679558; aux_mae_loss_1: 140.81877343386213; aux_mae_loss_2: 18.893525148859087; cnt_loss: 19.03789895101888; +2025-06-02 22:52:49,098 - INFO - Evaluation: +Curr mae: 110.2325; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 186.7751; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1672; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:52:49,098 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 +2025-06-02 22:53:26,464 - INFO - Training: cls_zice: 126.71657475098868; reg_zipnll: -118.45068601267228; aux_mae_loss_1: 141.22074506140703; aux_mae_loss_2: 18.994190885531193; cnt_loss: 21.304391895698394; +2025-06-02 22:53:26,465 - INFO - Evaluation: +Curr mae: 111.0726; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 184.1002; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1718; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:53:26,465 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 +2025-06-02 22:54:04,148 - INFO - Training: cls_zice: 126.51485988793783; reg_zipnll: -103.55674556075343; aux_mae_loss_1: 141.5340824253512; aux_mae_loss_2: 18.99784317395545; cnt_loss: 20.157944136107993; +2025-06-02 22:54:04,149 - INFO - Evaluation: +Curr mae: 113.0208; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 184.0531; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1848; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:54:04,149 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 +2025-06-02 22:54:41,783 - INFO - Training: cls_zice: 128.66074113656353; reg_zipnll: -134.5413261691466; aux_mae_loss_1: 142.96051763067183; aux_mae_loss_2: 19.312929867119188; cnt_loss: 19.484941593069113; +2025-06-02 22:54:41,783 - INFO - Evaluation: +Curr mae: 107.2858; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.7578; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1721; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:54:41,783 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 +2025-06-02 22:55:19,205 - INFO - Training: cls_zice: 138.09881937898547; reg_zipnll: -203.1613930392739; aux_mae_loss_1: 157.35697835960136; aux_mae_loss_2: 22.09884332821069; cnt_loss: 30.927976317753064; +2025-06-02 22:55:19,206 - INFO - Evaluation: +Curr mae: 103.9191; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 172.4204; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1696; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:55:19,206 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 +2025-06-02 22:55:56,848 - INFO - Training: cls_zice: 127.53058076062739; reg_zipnll: -146.31216759081707; aux_mae_loss_1: 146.5550068482658; aux_mae_loss_2: 19.915986035833296; cnt_loss: 20.229494053796426; +2025-06-02 22:55:56,848 - INFO - Evaluation: +Curr mae: 107.0279; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 179.8798; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1619; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:55:56,848 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 +2025-06-02 22:56:34,399 - INFO - Training: cls_zice: 128.46447548013649; reg_zipnll: -130.0726947531795; aux_mae_loss_1: 143.09622189856523; aux_mae_loss_2: 19.294697092068905; cnt_loss: 20.36587534835007; +2025-06-02 22:56:34,400 - INFO - Evaluation: +Curr mae: 105.1282; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.4446; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1690; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:56:34,400 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 +2025-06-02 22:57:12,144 - INFO - Training: cls_zice: 127.4045432071812; reg_zipnll: -108.54738069370093; aux_mae_loss_1: 141.23494557513305; aux_mae_loss_2: 19.039401919636504; cnt_loss: 20.26422662608671; +2025-06-02 22:57:12,144 - INFO - Evaluation: +Curr mae: 119.4325; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 198.6003; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1854; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:57:12,144 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 +2025-06-02 22:57:49,675 - INFO - Training: cls_zice: 127.1895986645427; reg_zipnll: -117.77647550848147; aux_mae_loss_1: 142.09432930346355; aux_mae_loss_2: 19.24081898051382; cnt_loss: 22.08275484091399; +2025-06-02 22:57:49,676 - INFO - Evaluation: +Curr mae: 112.1578; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 188.1935; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1803; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:57:49,676 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 +2025-06-02 22:58:27,303 - INFO - Training: cls_zice: 126.88289444020252; reg_zipnll: -110.65674535486082; aux_mae_loss_1: 141.83144776552717; aux_mae_loss_2: 19.11136028308742; cnt_loss: 20.387294153504023; +2025-06-02 22:58:27,304 - INFO - Evaluation: +Curr mae: 118.3658; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 194.0748; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1951; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:58:27,589 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 +2025-06-02 22:59:05,396 - INFO - Training: cls_zice: 128.53270873012923; reg_zipnll: -132.72040046287688; aux_mae_loss_1: 143.24216127711415; aux_mae_loss_2: 19.24651416879616; cnt_loss: 19.83795623589825; +2025-06-02 22:59:05,397 - INFO - Evaluation: +Curr mae: 110.4214; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 184.8697; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1768; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:59:05,397 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 +2025-06-02 22:59:42,984 - INFO - Training: cls_zice: 130.63361751480608; reg_zipnll: -135.7701263554049; aux_mae_loss_1: 144.86079581052263; aux_mae_loss_2: 19.473028350350084; cnt_loss: 21.541705538894956; +2025-06-02 22:59:42,985 - INFO - Evaluation: +Curr mae: 104.3092; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.4302; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1628; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 22:59:42,985 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 +2025-06-02 23:00:20,684 - INFO - Training: cls_zice: 126.12426671918654; reg_zipnll: -110.38303913343822; aux_mae_loss_1: 141.90171743228734; aux_mae_loss_2: 19.042801162264993; cnt_loss: 21.19807701237154; +2025-06-02 23:00:20,685 - INFO - Evaluation: +Curr mae: 102.2578; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 170.8359; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1549; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:00:20,685 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 +2025-06-02 23:00:58,069 - INFO - Training: cls_zice: 130.8964586700035; reg_zipnll: -145.43104399750564; aux_mae_loss_1: 145.53908000718678; aux_mae_loss_2: 19.618936914481864; cnt_loss: 21.573204204736168; +2025-06-02 23:00:58,070 - INFO - Evaluation: +Curr mae: 109.8941; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 182.2273; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1707; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:00:58,070 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 +2025-06-02 23:01:35,412 - INFO - Training: cls_zice: 128.01051449302017; reg_zipnll: -134.34676414767637; aux_mae_loss_1: 144.3108931029869; aux_mae_loss_2: 19.5298207832488; cnt_loss: 21.256400736751935; +2025-06-02 23:01:35,413 - INFO - Evaluation: +Curr mae: 106.6190; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.6390; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1681; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:01:35,413 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 +2025-06-02 23:02:13,009 - INFO - Training: cls_zice: 130.37121187930074; reg_zipnll: -140.6281415737228; aux_mae_loss_1: 144.61053871003207; aux_mae_loss_2: 19.431292950712294; cnt_loss: 19.201858078407135; +2025-06-02 23:02:13,009 - INFO - Evaluation: +Curr mae: 107.2368; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 178.7140; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1666; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:02:13,009 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 +2025-06-02 23:02:50,655 - INFO - Training: cls_zice: 127.37959218814673; reg_zipnll: -142.21326067589766; aux_mae_loss_1: 142.7297844286786; aux_mae_loss_2: 19.32084957021751; cnt_loss: 20.672407390266066; +2025-06-02 23:02:50,655 - INFO - Evaluation: +Curr mae: 112.5877; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 182.5588; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1852; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:02:50,656 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 +2025-06-02 23:03:28,109 - INFO - Training: cls_zice: 129.22153344059623; reg_zipnll: -119.66828779511104; aux_mae_loss_1: 141.84955420083557; aux_mae_loss_2: 18.975702772077344; cnt_loss: 19.319030496458343; +2025-06-02 23:03:28,109 - INFO - Evaluation: +Curr mae: 114.2033; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 184.4851; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1838; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:03:28,109 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 +2025-06-02 23:04:05,693 - INFO - Training: cls_zice: 125.54658710403947; reg_zipnll: -117.95172377453734; aux_mae_loss_1: 140.86489969215646; aux_mae_loss_2: 19.009514473921417; cnt_loss: 19.25694411321981; +2025-06-02 23:04:05,693 - INFO - Evaluation: +Curr mae: 110.6080; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 186.9396; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1690; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:04:05,693 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 +2025-06-02 23:04:43,301 - INFO - Training: cls_zice: 128.30869658261736; reg_zipnll: -115.1942215407921; aux_mae_loss_1: 142.8260052409393; aux_mae_loss_2: 19.192944258254094; cnt_loss: 19.49055149381524; +2025-06-02 23:04:43,302 - INFO - Evaluation: +Curr mae: 110.7509; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 186.9747; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1729; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:04:43,302 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 +2025-06-02 23:05:20,875 - INFO - Training: cls_zice: 130.1554977467518; reg_zipnll: -150.2235451976195; aux_mae_loss_1: 145.34181574638316; aux_mae_loss_2: 19.74709495013913; cnt_loss: 22.3344122810869; +2025-06-02 23:05:20,876 - INFO - Evaluation: +Curr mae: 103.8311; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.7379; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1615; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:05:20,876 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 +2025-06-02 23:05:58,288 - INFO - Training: cls_zice: 126.58751643098742; reg_zipnll: -127.36149515063558; aux_mae_loss_1: 141.40185132563508; aux_mae_loss_2: 18.984822787985898; cnt_loss: 20.423361683523417; +2025-06-02 23:05:58,289 - INFO - Evaluation: +Curr mae: 105.6606; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 178.5718; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1595; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:05:58,289 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 +2025-06-02 23:06:35,764 - INFO - Training: cls_zice: 128.1640065426858; reg_zipnll: -131.05178063121062; aux_mae_loss_1: 141.78898405870854; aux_mae_loss_2: 19.039558382223774; cnt_loss: 19.470026793069398; +2025-06-02 23:06:35,765 - INFO - Evaluation: +Curr mae: 117.5775; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 195.6257; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1889; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:06:35,765 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 +2025-06-02 23:07:13,283 - INFO - Training: cls_zice: 125.63826030453309; reg_zipnll: -143.62790163936995; aux_mae_loss_1: 142.4732402270993; aux_mae_loss_2: 19.129407636377195; cnt_loss: 19.265621425300246; +2025-06-02 23:07:13,284 - INFO - Evaluation: +Curr mae: 108.4884; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 184.4227; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1638; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:07:13,284 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 +2025-06-02 23:07:50,924 - INFO - Training: cls_zice: 130.20743325846084; reg_zipnll: -112.57426272007014; aux_mae_loss_1: 143.4185399693369; aux_mae_loss_2: 19.351428909807016; cnt_loss: 20.219873911497608; +2025-06-02 23:07:50,925 - INFO - Evaluation: +Curr mae: 114.5615; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 190.4129; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1876; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:07:50,925 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 +2025-06-02 23:08:28,261 - INFO - Training: cls_zice: 130.7222400943175; reg_zipnll: -132.67650488038726; aux_mae_loss_1: 144.5380395800862; aux_mae_loss_2: 19.28916314737686; cnt_loss: 21.07556808231682; +2025-06-02 23:08:28,262 - INFO - Evaluation: +Curr mae: 108.3243; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 179.2210; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1725; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:08:28,262 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 +2025-06-02 23:09:06,212 - INFO - Training: cls_zice: 127.873057055947; reg_zipnll: -126.95552755823199; aux_mae_loss_1: 143.71069373831844; aux_mae_loss_2: 19.279107671699776; cnt_loss: 19.40596583663233; +2025-06-02 23:09:06,213 - INFO - Evaluation: +Curr mae: 104.9695; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.2173; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1667; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:09:06,213 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 +2025-06-02 23:09:43,910 - INFO - Training: cls_zice: 127.21137427020547; reg_zipnll: -135.67072065618655; aux_mae_loss_1: 142.93272531269403; aux_mae_loss_2: 19.053528874125703; cnt_loss: 19.708575482400047; +2025-06-02 23:09:43,910 - INFO - Evaluation: +Curr mae: 114.2813; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 189.9280; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1807; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:09:43,910 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 +2025-06-02 23:10:21,541 - INFO - Training: cls_zice: 126.1173173765473; reg_zipnll: -153.33263489426366; aux_mae_loss_1: 143.48367056941353; aux_mae_loss_2: 19.39261429515106; cnt_loss: 19.386413987898667; +2025-06-02 23:10:21,542 - INFO - Evaluation: +Curr mae: 108.5206; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 179.7295; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1736; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:10:21,542 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 +2025-06-02 23:10:59,164 - INFO - Training: cls_zice: 127.95574973908481; reg_zipnll: -158.47901536297326; aux_mae_loss_1: 144.7053451538086; aux_mae_loss_2: 19.605086977118688; cnt_loss: 21.486013557737238; +2025-06-02 23:10:59,165 - INFO - Evaluation: +Curr mae: 115.5723; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 189.6851; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1924; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:10:59,165 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 +2025-06-02 23:11:36,874 - INFO - Training: cls_zice: 128.12238465871243; reg_zipnll: -119.34521000590546; aux_mae_loss_1: 143.6524424521339; aux_mae_loss_2: 19.299143608042737; cnt_loss: 21.16765591008774; +2025-06-02 23:11:36,875 - INFO - Evaluation: +Curr mae: 117.1155; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 189.6231; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1966; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:11:36,875 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 +2025-06-02 23:12:14,155 - INFO - Training: cls_zice: 126.91600258934577; reg_zipnll: -120.8315060217649; aux_mae_loss_1: 142.65033090351434; aux_mae_loss_2: 19.096881935928042; cnt_loss: 20.921371343120043; +2025-06-02 23:12:14,156 - INFO - Evaluation: +Curr mae: 105.6558; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 178.7895; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1586; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:12:14,156 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 +2025-06-02 23:12:51,989 - INFO - Training: cls_zice: 126.78204161283986; reg_zipnll: -107.0026586482067; aux_mae_loss_1: 140.41713017343685; aux_mae_loss_2: 18.84551089331014; cnt_loss: 19.86704693093205; +2025-06-02 23:12:51,990 - INFO - Evaluation: +Curr mae: 110.2492; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 182.2770; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1780; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:12:51,990 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 +2025-06-02 23:13:29,373 - INFO - Training: cls_zice: 128.19807263557485; reg_zipnll: -140.69816262200968; aux_mae_loss_1: 143.64217005344418; aux_mae_loss_2: 19.298974397166674; cnt_loss: 19.739237128504065; +2025-06-02 23:13:29,373 - INFO - Evaluation: +Curr mae: 104.6548; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 173.6751; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1663; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:13:29,373 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 +2025-06-02 23:14:06,939 - INFO - Training: cls_zice: 137.2185269033672; reg_zipnll: -149.81172669012815; aux_mae_loss_1: 148.6698839301305; aux_mae_loss_2: 20.24782334889797; cnt_loss: 22.637105338620824; +2025-06-02 23:14:06,940 - INFO - Evaluation: +Curr mae: 104.3467; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 171.0483; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1711; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:14:06,940 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 +2025-06-02 23:14:44,538 - INFO - Training: cls_zice: 126.64620103899217; reg_zipnll: -141.29777529381758; aux_mae_loss_1: 142.25286521658992; aux_mae_loss_2: 19.214173708530453; cnt_loss: 20.140625281049715; +2025-06-02 23:14:44,539 - INFO - Evaluation: +Curr mae: 110.7708; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 186.7952; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1722; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:14:44,539 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 +2025-06-02 23:15:21,781 - INFO - Training: cls_zice: 127.9070903575973; reg_zipnll: -118.01853690242136; aux_mae_loss_1: 143.26026946819383; aux_mae_loss_2: 19.419003878208187; cnt_loss: 21.38352754100269; +2025-06-02 23:15:21,782 - INFO - Evaluation: +Curr mae: 103.2783; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.4883; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1596; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:15:21,782 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 +2025-06-02 23:15:59,374 - INFO - Training: cls_zice: 127.00979255524692; reg_zipnll: -130.7644783234754; aux_mae_loss_1: 142.07850480237545; aux_mae_loss_2: 19.04412739482147; cnt_loss: 19.075153600301174; +2025-06-02 23:15:59,375 - INFO - Evaluation: +Curr mae: 106.2276; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 177.6554; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1649; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:15:59,375 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 +2025-06-02 23:16:36,973 - INFO - Training: cls_zice: 130.82064837019965; reg_zipnll: -156.2664519303682; aux_mae_loss_1: 145.2323750375912; aux_mae_loss_2: 19.499445624698865; cnt_loss: 20.527272666526947; +2025-06-02 23:16:36,973 - INFO - Evaluation: +Curr mae: 109.4236; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 181.6211; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1688; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:16:36,973 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 +2025-06-02 23:17:14,458 - INFO - Training: cls_zice: 124.9112474176268; reg_zipnll: -109.42410919997866; aux_mae_loss_1: 139.0840745382751; aux_mae_loss_2: 18.719128993962773; cnt_loss: 19.993535499699068; +2025-06-02 23:17:14,458 - INFO - Evaluation: +Curr mae: 104.8847; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 176.6267; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1587; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:17:14,459 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 +2025-06-02 23:17:52,146 - INFO - Training: cls_zice: 129.95422024758446; reg_zipnll: -114.77811007468117; aux_mae_loss_1: 142.179719988084; aux_mae_loss_2: 18.99900770503164; cnt_loss: 19.670587065993555; +2025-06-02 23:17:52,146 - INFO - Evaluation: +Curr mae: 104.9655; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.5729; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1668; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:17:52,146 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 +2025-06-02 23:18:29,909 - INFO - Training: cls_zice: 129.58699250379146; reg_zipnll: -145.72959240540763; aux_mae_loss_1: 144.67462137992808; aux_mae_loss_2: 19.37527040140518; cnt_loss: 19.301859593549313; +2025-06-02 23:18:29,910 - INFO - Evaluation: +Curr mae: 110.6098; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 180.7161; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1835; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:18:29,910 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 +2025-06-02 23:19:07,266 - INFO - Training: cls_zice: 130.0888731748063; reg_zipnll: -124.83290818827042; aux_mae_loss_1: 143.53883013188445; aux_mae_loss_2: 19.28774651154777; cnt_loss: 20.74669393008908; +2025-06-02 23:19:07,267 - INFO - Evaluation: +Curr mae: 108.0356; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 180.0086; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1768; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:19:07,267 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 +2025-06-02 23:19:44,831 - INFO - Training: cls_zice: 124.80199633213068; reg_zipnll: -145.41973945794516; aux_mae_loss_1: 141.04143188173407; aux_mae_loss_2: 19.02900375593577; cnt_loss: 20.28640845911392; +2025-06-02 23:19:44,832 - INFO - Evaluation: +Curr mae: 105.7806; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.9613; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1666; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:19:44,832 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 +2025-06-02 23:20:22,366 - INFO - Training: cls_zice: 127.51435020901509; reg_zipnll: -171.78930496064243; aux_mae_loss_1: 144.98682979558478; aux_mae_loss_2: 19.698795634389715; cnt_loss: 21.368881667686615; +2025-06-02 23:20:22,367 - INFO - Evaluation: +Curr mae: 110.1939; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 182.9027; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1780; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:20:22,367 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 +2025-06-02 23:21:00,027 - INFO - Training: cls_zice: 127.78158811859737; reg_zipnll: -146.84988946472572; aux_mae_loss_1: 141.8931987332982; aux_mae_loss_2: 19.033485412597656; cnt_loss: 21.099634407371873; +2025-06-02 23:21:00,028 - INFO - Evaluation: +Curr mae: 117.0088; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 192.2730; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1973; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:21:00,028 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 +2025-06-02 23:21:37,619 - INFO - Training: cls_zice: 131.95370781500608; reg_zipnll: -151.93962796950183; aux_mae_loss_1: 145.91612602385464; aux_mae_loss_2: 19.682422846358342; cnt_loss: 21.589993315816717; +2025-06-02 23:21:37,620 - INFO - Evaluation: +Curr mae: 105.6737; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.8423; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1600; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:21:37,620 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 +2025-06-02 23:22:15,419 - INFO - Training: cls_zice: 127.72379573291501; reg_zipnll: -123.377692639433; aux_mae_loss_1: 141.76646195973782; aux_mae_loss_2: 19.122764903188543; cnt_loss: 19.503600341594773; +2025-06-02 23:22:15,419 - INFO - Evaluation: +Curr mae: 102.0982; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 171.1039; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1609; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:22:15,419 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 +2025-06-02 23:22:53,484 - INFO - Training: cls_zice: 129.07657022034095; reg_zipnll: -123.93788131814918; aux_mae_loss_1: 142.64930949937428; aux_mae_loss_2: 19.102199099711235; cnt_loss: 20.192071317836938; +2025-06-02 23:22:53,485 - INFO - Evaluation: +Curr mae: 108.7649; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 184.4187; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1687; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:22:53,485 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 +2025-06-02 23:23:31,024 - INFO - Training: cls_zice: 128.76140711954886; reg_zipnll: -140.21970918162768; aux_mae_loss_1: 144.85403588907607; aux_mae_loss_2: 19.465003307292005; cnt_loss: 19.94561941892106; +2025-06-02 23:23:31,025 - INFO - Evaluation: +Curr mae: 105.9420; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 179.7087; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1596; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:23:31,025 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 +2025-06-02 23:24:08,272 - INFO - Training: cls_zice: 127.6916970385621; reg_zipnll: -155.41024880693448; aux_mae_loss_1: 144.57386224001448; aux_mae_loss_2: 19.63130000727066; cnt_loss: 21.001892929835034; +2025-06-02 23:24:08,272 - INFO - Evaluation: +Curr mae: 102.6013; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.1667; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1601; Best nae: 0.1462; 0.1515; 0.1517; 0.1518; 0.1522; + + + +2025-06-02 23:24:08,273 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 +2025-06-02 23:24:45,933 - INFO - Training: cls_zice: 142.26238654938754; reg_zipnll: -123.55266327257978; aux_mae_loss_1: 155.91333578753944; aux_mae_loss_2: 22.303006607965127; cnt_loss: 33.11940442647366; +2025-06-02 23:24:45,965 - INFO - Evaluation: +Curr mae: 99.2671; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 170.7334; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1478; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:24:45,965 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 +2025-06-02 23:25:23,522 - INFO - Training: cls_zice: 125.0794298538309; reg_zipnll: -103.4892214718244; aux_mae_loss_1: 138.5491827655312; aux_mae_loss_2: 18.54753749417943; cnt_loss: 18.887193670335986; +2025-06-02 23:25:23,523 - INFO - Evaluation: +Curr mae: 105.7360; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 178.9392; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1628; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:25:23,523 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 +2025-06-02 23:26:01,110 - INFO - Training: cls_zice: 129.56005419800613; reg_zipnll: -157.04326850689012; aux_mae_loss_1: 145.71368355151043; aux_mae_loss_2: 19.51507390887532; cnt_loss: 21.118455160532566; +2025-06-02 23:26:01,111 - INFO - Evaluation: +Curr mae: 108.5599; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 184.0036; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1677; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:26:01,111 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 +2025-06-02 23:26:38,909 - INFO - Training: cls_zice: 133.52837644665448; reg_zipnll: -122.7515400261279; aux_mae_loss_1: 147.81077156319523; aux_mae_loss_2: 20.302653104264216; cnt_loss: 24.336391455290332; +2025-06-02 23:26:38,910 - INFO - Evaluation: +Curr mae: 104.6024; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 176.1703; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1715; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:26:38,910 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 +2025-06-02 23:27:16,600 - INFO - Training: cls_zice: 127.60823065397756; reg_zipnll: -122.51416957931013; aux_mae_loss_1: 141.26479465914088; aux_mae_loss_2: 18.841733146187487; cnt_loss: 19.711001440389268; +2025-06-02 23:27:16,601 - INFO - Evaluation: +Curr mae: 106.5705; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 178.4267; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1677; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:27:16,601 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 +2025-06-02 23:27:54,042 - INFO - Training: cls_zice: 129.2867040823627; reg_zipnll: -141.4709916209543; aux_mae_loss_1: 142.05454754355728; aux_mae_loss_2: 19.014419789345848; cnt_loss: 18.771831225085734; +2025-06-02 23:27:54,043 - INFO - Evaluation: +Curr mae: 102.6643; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.9098; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1533; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:27:54,043 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 +2025-06-02 23:28:31,625 - INFO - Training: cls_zice: 127.85987428955684; reg_zipnll: -171.94937548100555; aux_mae_loss_1: 144.9565075501701; aux_mae_loss_2: 19.577594545503327; cnt_loss: 20.82423339616384; +2025-06-02 23:28:31,626 - INFO - Evaluation: +Curr mae: 110.9869; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 185.3589; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1749; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:28:31,626 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 +2025-06-02 23:29:09,385 - INFO - Training: cls_zice: 128.88343927244478; reg_zipnll: -121.74694932849202; aux_mae_loss_1: 141.8182588792005; aux_mae_loss_2: 18.967431106314756; cnt_loss: 18.629321669900655; +2025-06-02 23:29:09,386 - INFO - Evaluation: +Curr mae: 106.5586; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 177.9365; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1657; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:29:09,386 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 +2025-06-02 23:29:46,714 - INFO - Training: cls_zice: 129.2900329236163; reg_zipnll: -142.6982597262654; aux_mae_loss_1: 145.5629955064382; aux_mae_loss_2: 19.626218789460644; cnt_loss: 20.666747879508314; +2025-06-02 23:29:46,714 - INFO - Evaluation: +Curr mae: 104.1716; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 173.2902; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1685; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:29:46,819 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 +2025-06-02 23:30:24,350 - INFO - Training: cls_zice: 128.2761001586914; reg_zipnll: -134.36627696207816; aux_mae_loss_1: 143.26568168993816; aux_mae_loss_2: 19.252846048367733; cnt_loss: 20.40288424333989; +2025-06-02 23:30:24,351 - INFO - Evaluation: +Curr mae: 109.1262; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 182.5012; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1679; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:30:24,351 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 +2025-06-02 23:31:01,762 - INFO - Training: cls_zice: 123.3065414176082; reg_zipnll: -106.39709989914041; aux_mae_loss_1: 138.888760850919; aux_mae_loss_2: 18.64388362303475; cnt_loss: 20.376192230262504; +2025-06-02 23:31:01,762 - INFO - Evaluation: +Curr mae: 107.7943; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 181.6769; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1671; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:31:01,762 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 +2025-06-02 23:31:39,236 - INFO - Training: cls_zice: 129.76388878222332; reg_zipnll: -161.9895674945503; aux_mae_loss_1: 145.9783765780215; aux_mae_loss_2: 19.812451571028753; cnt_loss: 21.877084207850576; +2025-06-02 23:31:39,237 - INFO - Evaluation: +Curr mae: 113.6188; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 187.4807; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1799; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:31:39,237 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 +2025-06-02 23:32:16,723 - INFO - Training: cls_zice: 127.67638139535259; reg_zipnll: -124.7937159127747; aux_mae_loss_1: 140.60903746244924; aux_mae_loss_2: 18.872038449672672; cnt_loss: 19.76472899455898; +2025-06-02 23:32:16,723 - INFO - Evaluation: +Curr mae: 115.1989; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 190.0170; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1834; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:32:16,723 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 +2025-06-02 23:32:54,238 - INFO - Training: cls_zice: 128.71555527946018; reg_zipnll: -125.28441483453409; aux_mae_loss_1: 141.95896441731233; aux_mae_loss_2: 19.00559142409571; cnt_loss: 20.15147999896119; +2025-06-02 23:32:54,238 - INFO - Evaluation: +Curr mae: 106.1250; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 176.6112; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1727; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:32:54,239 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 +2025-06-02 23:33:31,846 - INFO - Training: cls_zice: 130.1551763142971; reg_zipnll: -125.46706550800248; aux_mae_loss_1: 144.2931274515114; aux_mae_loss_2: 19.33452451465935; cnt_loss: 19.235796568409498; +2025-06-02 23:33:31,846 - INFO - Evaluation: +Curr mae: 107.0988; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 179.5709; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1683; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:33:31,846 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 +2025-06-02 23:34:09,436 - INFO - Training: cls_zice: 128.03754950832848; reg_zipnll: -124.05026078382075; aux_mae_loss_1: 143.3212199179542; aux_mae_loss_2: 19.374338907911287; cnt_loss: 18.65585100729734; +2025-06-02 23:34:09,437 - INFO - Evaluation: +Curr mae: 108.6272; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 181.5120; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1810; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:34:09,437 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 +2025-06-02 23:34:47,031 - INFO - Training: cls_zice: 128.17469691598652; reg_zipnll: -142.44901727840602; aux_mae_loss_1: 144.65173183213795; aux_mae_loss_2: 19.53681182861328; cnt_loss: 20.23432873732207; +2025-06-02 23:34:47,032 - INFO - Evaluation: +Curr mae: 107.7099; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 181.8097; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1683; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:34:47,032 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 +2025-06-02 23:35:24,391 - INFO - Training: cls_zice: 130.23809273827155; reg_zipnll: -139.50428334924558; aux_mae_loss_1: 143.66000138844876; aux_mae_loss_2: 19.234048117075535; cnt_loss: 19.874255710879698; +2025-06-02 23:35:24,392 - INFO - Evaluation: +Curr mae: 104.0866; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.3425; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1628; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:35:24,392 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 +2025-06-02 23:36:01,537 - INFO - Training: cls_zice: 128.90570606459056; reg_zipnll: -111.91560034088741; aux_mae_loss_1: 142.1218055826149; aux_mae_loss_2: 18.838549323429334; cnt_loss: 20.46720227658354; +2025-06-02 23:36:01,538 - INFO - Evaluation: +Curr mae: 114.0112; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 187.6990; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1864; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:36:01,538 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 +2025-06-02 23:36:39,264 - INFO - Training: cls_zice: 131.18368097014775; reg_zipnll: -182.91917862797416; aux_mae_loss_1: 148.83867685684305; aux_mae_loss_2: 20.282875269454046; cnt_loss: 23.0292569627825; +2025-06-02 23:36:39,264 - INFO - Evaluation: +Curr mae: 99.5432; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 168.4390; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1558; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:36:39,265 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 +2025-06-02 23:37:16,904 - INFO - Training: cls_zice: 131.8776008151225; reg_zipnll: -146.80781656227364; aux_mae_loss_1: 145.09619110309524; aux_mae_loss_2: 19.506532612225868; cnt_loss: 20.218183264827097; +2025-06-02 23:37:16,904 - INFO - Evaluation: +Curr mae: 107.8280; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 179.8593; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1690; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:37:16,905 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 +2025-06-02 23:37:54,504 - INFO - Training: cls_zice: 129.17364662372512; reg_zipnll: -135.1033046608729; aux_mae_loss_1: 143.62616638789902; aux_mae_loss_2: 19.251345066045292; cnt_loss: 19.735229839552318; +2025-06-02 23:37:54,505 - INFO - Evaluation: +Curr mae: 103.6383; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.3332; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1625; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:37:54,505 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 +2025-06-02 23:38:32,023 - INFO - Training: cls_zice: 129.69801696878395; reg_zipnll: -153.02491596045084; aux_mae_loss_1: 143.833273047643; aux_mae_loss_2: 19.20242716934507; cnt_loss: 19.388260563477775; +2025-06-02 23:38:32,024 - INFO - Evaluation: +Curr mae: 111.4294; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 188.4948; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1691; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:38:32,024 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 +2025-06-02 23:39:09,821 - INFO - Training: cls_zice: 130.8345531690989; reg_zipnll: -128.39627587400525; aux_mae_loss_1: 145.2773924568631; aux_mae_loss_2: 19.520950611063977; cnt_loss: 19.91944899148499; +2025-06-02 23:39:09,822 - INFO - Evaluation: +Curr mae: 101.3590; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 172.2412; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1531; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:39:09,822 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 +2025-06-02 23:39:47,478 - INFO - Training: cls_zice: 124.89671358525358; reg_zipnll: -132.9430594854797; aux_mae_loss_1: 142.45586539262177; aux_mae_loss_2: 19.303974195821397; cnt_loss: 19.261080505042678; +2025-06-02 23:39:47,479 - INFO - Evaluation: +Curr mae: 109.2942; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 180.2500; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1789; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:39:47,479 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 +2025-06-02 23:40:25,054 - INFO - Training: cls_zice: 127.71972913931538; reg_zipnll: -127.79080649874858; aux_mae_loss_1: 142.1897332399886; aux_mae_loss_2: 19.19453573542715; cnt_loss: 19.408329013167627; +2025-06-02 23:40:25,055 - INFO - Evaluation: +Curr mae: 105.8635; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 176.8545; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1619; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:40:25,055 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 +2025-06-02 23:41:02,360 - INFO - Training: cls_zice: 127.90724172023748; reg_zipnll: -129.70489755845227; aux_mae_loss_1: 143.26751511933787; aux_mae_loss_2: 19.112448528112953; cnt_loss: 19.300774567964062; +2025-06-02 23:41:02,361 - INFO - Evaluation: +Curr mae: 105.6245; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.3974; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1660; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:41:02,361 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 +2025-06-02 23:41:39,973 - INFO - Training: cls_zice: 128.76182611099142; reg_zipnll: -136.6435020269937; aux_mae_loss_1: 145.30724400400325; aux_mae_loss_2: 19.46269077654706; cnt_loss: 19.668534222028114; +2025-06-02 23:41:39,973 - INFO - Evaluation: +Curr mae: 117.2548; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 194.5269; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1814; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:41:39,974 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 +2025-06-02 23:42:17,711 - INFO - Training: cls_zice: 127.74673148654155; reg_zipnll: -135.40298517492434; aux_mae_loss_1: 142.75967333964164; aux_mae_loss_2: 19.215020495534734; cnt_loss: 20.1386468363124; +2025-06-02 23:42:17,711 - INFO - Evaluation: +Curr mae: 105.3642; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 179.3454; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1604; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:42:17,711 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 +2025-06-02 23:42:55,396 - INFO - Training: cls_zice: 126.81765503283368; reg_zipnll: -120.15628960590489; aux_mae_loss_1: 141.57894417465917; aux_mae_loss_2: 18.94963697723995; cnt_loss: 19.680164052950627; +2025-06-02 23:42:55,397 - INFO - Evaluation: +Curr mae: 109.1185; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 183.4482; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1706; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:42:55,397 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 +2025-06-02 23:43:33,009 - INFO - Training: cls_zice: 128.42197387897414; reg_zipnll: -120.59530669963912; aux_mae_loss_1: 143.5010901950053; aux_mae_loss_2: 19.223817136903474; cnt_loss: 19.33210546291427; +2025-06-02 23:43:33,010 - INFO - Evaluation: +Curr mae: 105.0004; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 177.6868; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1606; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:43:33,010 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 +2025-06-02 23:44:10,838 - INFO - Training: cls_zice: 125.25142593889046; reg_zipnll: -129.24975481096482; aux_mae_loss_1: 140.65422128841578; aux_mae_loss_2: 18.91996738610678; cnt_loss: 19.57256146298339; +2025-06-02 23:44:10,839 - INFO - Evaluation: +Curr mae: 108.7998; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 181.7103; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1694; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:44:10,839 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 +2025-06-02 23:44:48,701 - INFO - Training: cls_zice: 129.3611193524291; reg_zipnll: -126.08393330605614; aux_mae_loss_1: 142.8647178498325; aux_mae_loss_2: 19.081742122473305; cnt_loss: 19.910329783989106; +2025-06-02 23:44:48,702 - INFO - Evaluation: +Curr mae: 104.4969; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.1269; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1629; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:44:48,702 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 +2025-06-02 23:45:26,368 - INFO - Training: cls_zice: 126.51540629042695; reg_zipnll: -148.75765948264015; aux_mae_loss_1: 144.45478446909922; aux_mae_loss_2: 19.571435688347215; cnt_loss: 19.84833432191255; +2025-06-02 23:45:26,369 - INFO - Evaluation: +Curr mae: 115.4704; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 193.5802; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1832; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:45:26,369 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 +2025-06-02 23:46:03,905 - INFO - Training: cls_zice: 126.61976575535654; reg_zipnll: -102.29902265561337; aux_mae_loss_1: 140.82946251875518; aux_mae_loss_2: 18.951287016963327; cnt_loss: 19.950553682466218; +2025-06-02 23:46:03,906 - INFO - Evaluation: +Curr mae: 106.3846; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 180.6836; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1633; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:46:03,906 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 +2025-06-02 23:46:41,380 - INFO - Training: cls_zice: 129.65799662608973; reg_zipnll: -111.0650179338771; aux_mae_loss_1: 143.62350180922755; aux_mae_loss_2: 19.287345172553664; cnt_loss: 19.09227668054846; +2025-06-02 23:46:41,380 - INFO - Evaluation: +Curr mae: 103.0277; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.7331; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1618; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:46:41,380 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 +2025-06-02 23:47:18,929 - INFO - Training: cls_zice: 126.71823893793372; reg_zipnll: -136.66092046522937; aux_mae_loss_1: 143.63621897413242; aux_mae_loss_2: 19.385934210770966; cnt_loss: 19.792207604212475; +2025-06-02 23:47:18,930 - INFO - Evaluation: +Curr mae: 111.7521; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 186.9511; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1750; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:47:18,930 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 +2025-06-02 23:47:56,630 - INFO - Training: cls_zice: 128.47450627712223; reg_zipnll: -138.84803675973652; aux_mae_loss_1: 143.96299011028367; aux_mae_loss_2: 19.465113993512084; cnt_loss: 20.593535173807712; +2025-06-02 23:47:56,630 - INFO - Evaluation: +Curr mae: 102.6843; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.2520; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1576; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:47:56,630 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 +2025-06-02 23:48:34,336 - INFO - Training: cls_zice: 128.22737508104336; reg_zipnll: -137.67716294092847; aux_mae_loss_1: 143.53058154377717; aux_mae_loss_2: 19.23742953673104; cnt_loss: 19.312460488830972; +2025-06-02 23:48:34,336 - INFO - Evaluation: +Curr mae: 105.9174; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 178.2554; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1641; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:48:34,336 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 +2025-06-02 23:49:11,518 - INFO - Training: cls_zice: 128.7589526397503; reg_zipnll: -111.88266802149893; aux_mae_loss_1: 141.39772983576287; aux_mae_loss_2: 18.876563836407186; cnt_loss: 18.714703796715135; +2025-06-02 23:49:11,519 - INFO - Evaluation: +Curr mae: 103.4547; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 175.7919; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1576; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:49:11,519 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 +2025-06-02 23:49:49,079 - INFO - Training: cls_zice: 128.7188483768741; reg_zipnll: -119.1875279786571; aux_mae_loss_1: 142.60263501097825; aux_mae_loss_2: 18.992323250170575; cnt_loss: 18.59497580938781; +2025-06-02 23:49:49,080 - INFO - Evaluation: +Curr mae: 115.9636; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 189.7621; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1872; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:49:49,080 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 +2025-06-02 23:50:26,589 - INFO - Training: cls_zice: 129.52425553782885; reg_zipnll: -156.31093826041317; aux_mae_loss_1: 143.89005650905582; aux_mae_loss_2: 19.313973414187398; cnt_loss: 18.795132425447175; +2025-06-02 23:50:26,589 - INFO - Evaluation: +Curr mae: 106.0601; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 179.5409; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1680; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:50:26,590 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 +2025-06-02 23:51:04,226 - INFO - Training: cls_zice: 126.19142685189152; reg_zipnll: -126.86077998331841; aux_mae_loss_1: 142.49330154317894; aux_mae_loss_2: 19.05093496208949; cnt_loss: 19.22543535485173; +2025-06-02 23:51:04,227 - INFO - Evaluation: +Curr mae: 110.2853; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 188.4952; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1684; Best nae: 0.1462; 0.1478; 0.1515; 0.1517; 0.1518; + + + +2025-06-02 23:51:04,227 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 +2025-06-02 23:51:41,955 - INFO - Training: cls_zice: 130.13717133477823; reg_zipnll: -113.32397221887348; aux_mae_loss_1: 143.5547091503017; aux_mae_loss_2: 19.282231943496804; cnt_loss: 21.768402538552188; +2025-06-02 23:51:41,989 - INFO - Evaluation: +Curr mae: 100.2990; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 172.1396; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1502; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:51:41,989 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 +2025-06-02 23:52:19,398 - INFO - Training: cls_zice: 124.28033679684266; reg_zipnll: -98.57620350414554; aux_mae_loss_1: 138.3648712966616; aux_mae_loss_2: 18.406394427975282; cnt_loss: 17.950555378238096; +2025-06-02 23:52:19,398 - INFO - Evaluation: +Curr mae: 103.4585; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.5460; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1592; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:52:19,399 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 +2025-06-02 23:52:56,788 - INFO - Training: cls_zice: 129.28063858739588; reg_zipnll: -125.510225056023; aux_mae_loss_1: 142.81388243618392; aux_mae_loss_2: 19.08472474205573; cnt_loss: 19.316665519941722; +2025-06-02 23:52:56,789 - INFO - Evaluation: +Curr mae: 106.9403; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 181.5818; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1661; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:52:56,789 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 +2025-06-02 23:53:34,687 - INFO - Training: cls_zice: 128.1050123252616; reg_zipnll: -138.04553200551217; aux_mae_loss_1: 142.94769529633174; aux_mae_loss_2: 19.1695186918145; cnt_loss: 19.77603301938796; +2025-06-02 23:53:34,688 - INFO - Evaluation: +Curr mae: 106.7978; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 179.9379; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1646; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:53:34,688 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 +2025-06-02 23:54:12,061 - INFO - Training: cls_zice: 128.0829742381115; reg_zipnll: -119.20538461445183; aux_mae_loss_1: 141.67729358799411; aux_mae_loss_2: 18.974361432309184; cnt_loss: 18.349583802633727; +2025-06-02 23:54:12,062 - INFO - Evaluation: +Curr mae: 110.8486; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 187.2684; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1666; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:54:12,062 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 +2025-06-02 23:54:49,525 - INFO - Training: cls_zice: 127.08521728010368; reg_zipnll: -116.9600280483827; aux_mae_loss_1: 143.36151714198635; aux_mae_loss_2: 19.251409120117593; cnt_loss: 21.305880546569824; +2025-06-02 23:54:49,526 - INFO - Evaluation: +Curr mae: 110.0011; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 182.1256; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1733; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:54:49,526 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 +2025-06-02 23:55:27,227 - INFO - Training: cls_zice: 128.81260726625555; reg_zipnll: -150.27450460471854; aux_mae_loss_1: 144.05768408364807; aux_mae_loss_2: 19.300079352018848; cnt_loss: 19.066202542639726; +2025-06-02 23:55:27,228 - INFO - Evaluation: +Curr mae: 111.0444; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 185.5989; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1739; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:55:27,228 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 +2025-06-02 23:56:05,350 - INFO - Training: cls_zice: 126.1255832697382; reg_zipnll: -127.71360254603506; aux_mae_loss_1: 141.9800574195306; aux_mae_loss_2: 19.11684561091543; cnt_loss: 19.642039993740866; +2025-06-02 23:56:05,350 - INFO - Evaluation: +Curr mae: 107.5734; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 181.0420; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1659; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:56:05,351 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 +2025-06-02 23:56:42,945 - INFO - Training: cls_zice: 132.68262408427054; reg_zipnll: -158.9339270307528; aux_mae_loss_1: 147.35432100611806; aux_mae_loss_2: 19.948111635170235; cnt_loss: 19.42849619972785; +2025-06-02 23:56:42,946 - INFO - Evaluation: +Curr mae: 106.2368; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 176.8947; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1681; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:56:42,946 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 +2025-06-02 23:57:20,210 - INFO - Training: cls_zice: 127.30926674091263; reg_zipnll: -141.90617993335852; aux_mae_loss_1: 142.70364192937384; aux_mae_loss_2: 19.1231001576051; cnt_loss: 19.3375160015182; +2025-06-02 23:57:20,211 - INFO - Evaluation: +Curr mae: 108.4751; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 181.2711; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1693; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:57:20,211 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 +2025-06-02 23:57:57,886 - INFO - Training: cls_zice: 127.61457983863275; reg_zipnll: -162.59865497437534; aux_mae_loss_1: 144.3018348643322; aux_mae_loss_2: 19.49475527757051; cnt_loss: 20.782225911980433; +2025-06-02 23:57:57,886 - INFO - Evaluation: +Curr mae: 103.8015; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 177.5944; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1549; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:57:57,886 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 +2025-06-02 23:58:35,548 - INFO - Training: cls_zice: 126.42253077424914; reg_zipnll: -130.09292603802209; aux_mae_loss_1: 142.5659259265622; aux_mae_loss_2: 19.130490808297466; cnt_loss: 18.326961346809437; +2025-06-02 23:58:35,548 - INFO - Evaluation: +Curr mae: 114.9677; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 192.4133; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1795; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:58:35,548 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 +2025-06-02 23:59:12,814 - INFO - Training: cls_zice: 132.3656438107522; reg_zipnll: -123.15372417462582; aux_mae_loss_1: 143.9680976109789; aux_mae_loss_2: 19.169739003213035; cnt_loss: 19.363794358360845; +2025-06-02 23:59:12,815 - INFO - Evaluation: +Curr mae: 109.2421; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 182.7262; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1718; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:59:12,815 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 +2025-06-02 23:59:50,188 - INFO - Training: cls_zice: 129.44815134212672; reg_zipnll: -135.7762421109029; aux_mae_loss_1: 142.65859015256365; aux_mae_loss_2: 19.17786653783937; cnt_loss: 19.788211260410336; +2025-06-02 23:59:50,189 - INFO - Evaluation: +Curr mae: 106.3748; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 180.7010; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1665; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-02 23:59:50,189 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 +2025-06-03 00:00:27,670 - INFO - Training: cls_zice: 128.5467806178213; reg_zipnll: -134.93273762204; aux_mae_loss_1: 141.96774953880058; aux_mae_loss_2: 19.03661856746042; cnt_loss: 19.317763401183072; +2025-06-03 00:00:27,671 - INFO - Evaluation: +Curr mae: 103.8251; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 174.8461; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1632; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + + +2025-06-03 00:00:27,671 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 +2025-06-03 00:01:05,499 - INFO - Training: cls_zice: 130.41867789211653; reg_zipnll: -148.27906224585527; aux_mae_loss_1: 145.1998050260228; aux_mae_loss_2: 19.58402682929639; cnt_loss: 20.65363072085854; +2025-06-03 00:01:05,500 - INFO - Evaluation: +Curr mae: 106.7167; Best mae: 96.8325; 98.4121; 98.5423; 98.7307; 99.1505; +Curr rmse: 180.7941; Best rmse: 162.2282; 163.0535; 164.2172; 165.7109; 166.6200; +Curr nae: 0.1630; Best nae: 0.1462; 0.1478; 0.1502; 0.1515; 0.1517; + + +