diff --git "a/checkpoints/nwpu/best_rmse.log" "b/checkpoints/nwpu/best_rmse.log" new file mode 100644--- /dev/null +++ "b/checkpoints/nwpu/best_rmse.log" @@ -0,0 +1,5521 @@ +2025-06-19 18:29:04,804 - INFO - model_name : CLIP_convnext_base_w_320 +block_size : 16 +clip_weight_name: laion_aesthetic_s13b_b82k_augreg +num_vpt : None +vpt_drop : None +adapter : False +norm : none +act : none +dataset : nwpu +in_memory_dataset: False +input_size : 672 +batch_size : 8 +num_crops : 1 +aug_min_scale : 0.75 +aug_max_scale : 2.0 +aug_brightness : 0.2 +aug_contrast : 0.2 +aug_saturation : 0.15 +aug_hue : 0.0 +aug_kernel_size: 5 +aug_saltiness : 0.001 +aug_spiciness : 0.001 +aug_blur_prob : 0.2 +sliding_window : False +stride : 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, 4] +min_scale_weight: 0.0 +max_scale_weight: 1.0 +alpha : 0.5 +optimizer : adam +lr : 0.0001 +vpt_lr : None +adapter_lr : None +backbone_lr : 1e-05 +weight_decay : 0.0001 +vpt_weight_decay: None +adapter_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_b_16_12345 +total_epochs : 660 +eval_start : 100 +eval_freq : 1.0 +save_freq : 50 +save_best_k : 5 +amp : True +num_workers : 8 +local_rank : 0 +seed : 12345 +nprocs : 1 +ckpt_dir : /dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/nwpu/ebc_b_16_12345 +bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, 9.0), (10.0, inf)] +bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 12.161079133299465] +bin_counts : [14200293041, 230337258, 25716807, 6591144, 2496616, 1151263, 597759, 328222, 186538, 107834, 190931] +2025-06-19 18:29:04,804 - INFO - Total parameters: 107,753,602 +Trainable parameters: 107,753,602 +Non-trainable parameters: 0 + +2025-06-19 18:29:04,822 - INFO - Epoch: 001 / 660 lr: 1.000e-05 +2025-06-19 18:31:06,325 - INFO - Training: cls_zice: 75.81620320807998; reg_zipnll: 330.2375874359994; aux_mae_loss_1: 380.54567022740383; aux_mae_loss_2: 87.00731766193262; aux_mae_loss_4: 18.579026848920513; cnt_loss: 294.26053753610137; + + +2025-06-19 18:31:06,326 - INFO - Epoch: 002 / 660 lr: 1.096e-05 +2025-06-19 18:33:07,242 - INFO - Training: cls_zice: 50.339864478932554; reg_zipnll: 194.85706070456223; aux_mae_loss_1: 126.3454519188496; aux_mae_loss_2: 20.928127351334286; aux_mae_loss_4: 3.47851253214716; cnt_loss: 33.72895374886481; + + +2025-06-19 18:33:07,242 - INFO - Epoch: 003 / 660 lr: 1.202e-05 +2025-06-19 18:35:08,274 - INFO - Training: cls_zice: 50.057694481700125; reg_zipnll: 177.7066372770883; aux_mae_loss_1: 124.25239225647444; aux_mae_loss_2: 19.69214455879133; aux_mae_loss_4: 3.257422859227443; cnt_loss: 32.37682418038729; + + +2025-06-19 18:35:08,275 - INFO - Epoch: 004 / 660 lr: 1.318e-05 +2025-06-19 18:37:09,067 - INFO - Training: cls_zice: 47.29553327707521; reg_zipnll: 176.53944637229938; aux_mae_loss_1: 122.53199654557098; aux_mae_loss_2: 18.70272853166095; aux_mae_loss_4: 3.078773930477299; cnt_loss: 29.972134864115777; + + +2025-06-19 18:37:09,067 - INFO - Epoch: 005 / 660 lr: 1.445e-05 +2025-06-19 18:39:10,142 - INFO - Training: cls_zice: 44.75536911775643; reg_zipnll: 172.01495715339877; aux_mae_loss_1: 117.48138492456745; aux_mae_loss_2: 17.59313993650108; aux_mae_loss_4: 2.8902393446177013; cnt_loss: 28.73584891560758; + + +2025-06-19 18:39:10,143 - INFO - Epoch: 006 / 660 lr: 1.585e-05 +2025-06-19 18:41:11,003 - INFO - Training: cls_zice: 51.55937369133329; reg_zipnll: 175.16850700966802; aux_mae_loss_1: 122.54905587664607; aux_mae_loss_2: 18.143593217535926; aux_mae_loss_4: 2.9999805541761737; cnt_loss: 31.04553360926768; + + +2025-06-19 18:41:11,003 - INFO - Epoch: 007 / 660 lr: 1.738e-05 +2025-06-19 18:43:11,490 - INFO - Training: cls_zice: 48.34614357788949; reg_zipnll: 169.0179988694375; aux_mae_loss_1: 117.973572303213; aux_mae_loss_2: 17.273963659159016; aux_mae_loss_4: 2.845102278386413; cnt_loss: 28.106621299427395; + + +2025-06-19 18:43:11,491 - INFO - Epoch: 008 / 660 lr: 1.905e-05 +2025-06-19 18:45:12,196 - INFO - Training: cls_zice: 46.64485209643994; reg_zipnll: 168.46867386295742; aux_mae_loss_1: 114.92320375270893; aux_mae_loss_2: 16.844356891122146; aux_mae_loss_4: 2.78461763906295; cnt_loss: 28.565138462576584; + + +2025-06-19 18:45:12,196 - INFO - Epoch: 009 / 660 lr: 2.089e-05 +2025-06-19 18:47:13,076 - INFO - Training: cls_zice: 45.21474718128194; reg_zipnll: 158.56681839911062; aux_mae_loss_1: 113.4208791825949; aux_mae_loss_2: 16.645271233237494; aux_mae_loss_4: 2.7723673254940993; cnt_loss: 29.128624272223917; + + +2025-06-19 18:47:13,076 - INFO - Epoch: 010 / 660 lr: 2.291e-05 +2025-06-19 18:49:13,342 - INFO - Training: cls_zice: 46.743213565306675; reg_zipnll: 162.88097143295798; aux_mae_loss_1: 113.98161217853772; aux_mae_loss_2: 16.42130830171482; aux_mae_loss_4: 2.669999453356456; cnt_loss: 26.31712105617425; + + +2025-06-19 18:49:13,343 - INFO - Epoch: 011 / 660 lr: 2.512e-05 +2025-06-19 18:51:14,008 - INFO - Training: cls_zice: 44.64198157474743; reg_zipnll: 161.3116970062256; aux_mae_loss_1: 112.583954713032; aux_mae_loss_2: 16.218815162433145; aux_mae_loss_4: 2.62909646968149; cnt_loss: 25.51079922776602; + + +2025-06-19 18:51:14,009 - INFO - Epoch: 012 / 660 lr: 2.754e-05 +2025-06-19 18:53:14,718 - INFO - Training: cls_zice: 46.363248994233984; reg_zipnll: 159.59101774024472; aux_mae_loss_1: 113.12452792385857; aux_mae_loss_2: 16.67717457338593; aux_mae_loss_4: 2.7968334914173134; cnt_loss: 29.422219730588036; + + +2025-06-19 18:53:14,719 - INFO - Epoch: 013 / 660 lr: 3.020e-05 +2025-06-19 18:55:15,101 - INFO - Training: cls_zice: 44.62239457954171; reg_zipnll: 153.9142623450272; aux_mae_loss_1: 106.94582484130075; aux_mae_loss_2: 15.644383456222808; aux_mae_loss_4: 2.570633337246422; cnt_loss: 25.671406764604132; + + +2025-06-19 18:55:15,102 - INFO - Epoch: 014 / 660 lr: 3.311e-05 +2025-06-19 18:57:15,782 - INFO - Training: cls_zice: 43.918380457821726; reg_zipnll: 158.92690104996944; aux_mae_loss_1: 105.72130578832945; aux_mae_loss_2: 15.548633357246615; aux_mae_loss_4: 2.534321583711703; cnt_loss: 25.294006661002005; + + +2025-06-19 18:57:15,783 - INFO - Epoch: 015 / 660 lr: 3.631e-05 +2025-06-19 18:59:16,133 - INFO - Training: cls_zice: 47.11412799021272; reg_zipnll: 158.4569061985359; aux_mae_loss_1: 110.589389207737; aux_mae_loss_2: 16.96398624111264; aux_mae_loss_4: 2.8953326373219794; cnt_loss: 31.739405789534658; + + +2025-06-19 18:59:16,134 - INFO - Epoch: 016 / 660 lr: 3.981e-05 +2025-06-19 19:01:16,490 - INFO - Training: cls_zice: 41.66221618774924; reg_zipnll: 152.78495631671504; aux_mae_loss_1: 99.3362697169836; aux_mae_loss_2: 14.737454422335391; aux_mae_loss_4: 2.4084202884708397; cnt_loss: 23.823570188336017; + + +2025-06-19 19:01:16,491 - INFO - Epoch: 017 / 660 lr: 4.365e-05 +2025-06-19 19:03:16,947 - INFO - Training: cls_zice: 44.48057259262987; reg_zipnll: 152.3602095287686; aux_mae_loss_1: 102.72553898803986; aux_mae_loss_2: 15.465446579425684; aux_mae_loss_4: 2.5805301639062272; cnt_loss: 26.53683094255109; + + +2025-06-19 19:03:16,948 - INFO - Epoch: 018 / 660 lr: 4.786e-05 +2025-06-19 19:05:17,519 - INFO - Training: cls_zice: 46.00353194631464; reg_zipnll: 149.96859733856124; aux_mae_loss_1: 102.99579331807428; aux_mae_loss_2: 15.63028967043428; aux_mae_loss_4: 2.607444365946983; cnt_loss: 26.50484316866931; + + +2025-06-19 19:05:17,519 - INFO - Epoch: 019 / 660 lr: 5.248e-05 +2025-06-19 19:07:17,769 - INFO - Training: cls_zice: 45.458123983025246; reg_zipnll: 147.56931725136724; aux_mae_loss_1: 100.9456073520729; aux_mae_loss_2: 15.313815356833157; aux_mae_loss_4: 2.556552405375748; cnt_loss: 26.339144771387154; + + +2025-06-19 19:07:17,769 - INFO - Epoch: 020 / 660 lr: 5.754e-05 +2025-06-19 19:09:17,757 - INFO - Training: cls_zice: 46.841393678173766; reg_zipnll: 144.36642112339678; aux_mae_loss_1: 101.17539445048433; aux_mae_loss_2: 15.547044019159744; aux_mae_loss_4: 2.616581570519886; cnt_loss: 28.347480162556803; + + +2025-06-19 19:09:17,757 - INFO - Epoch: 021 / 660 lr: 6.310e-05 +2025-06-19 19:11:18,374 - INFO - Training: cls_zice: 46.52666941890374; reg_zipnll: 148.9013150320568; aux_mae_loss_1: 99.868866133506; aux_mae_loss_2: 15.019628975262679; aux_mae_loss_4: 2.4625450808621925; cnt_loss: 25.153678934188; + + +2025-06-19 19:11:18,375 - INFO - Epoch: 022 / 660 lr: 6.918e-05 +2025-06-19 19:13:18,980 - INFO - Training: cls_zice: 44.38066263738206; reg_zipnll: 147.39109356053996; aux_mae_loss_1: 100.17000241022184; aux_mae_loss_2: 15.586500293491433; aux_mae_loss_4: 2.6706249258052415; cnt_loss: 29.727269528764072; + + +2025-06-19 19:13:18,980 - INFO - Epoch: 023 / 660 lr: 7.586e-05 +2025-06-19 19:15:19,345 - INFO - Training: cls_zice: 45.52660486446861; reg_zipnll: 143.47934141379702; aux_mae_loss_1: 99.4429941594141; aux_mae_loss_2: 15.502061008487692; aux_mae_loss_4: 2.6309831997422757; cnt_loss: 28.659005451937873; + + +2025-06-19 19:15:19,345 - INFO - Epoch: 024 / 660 lr: 8.318e-05 +2025-06-19 19:17:19,893 - INFO - Training: cls_zice: 47.33652243332262; reg_zipnll: 145.1751321336604; aux_mae_loss_1: 98.71696677122141; aux_mae_loss_2: 15.65698697573115; aux_mae_loss_4: 2.711187710913717; cnt_loss: 30.73813592529542; + + +2025-06-19 19:17:19,893 - INFO - Epoch: 025 / 660 lr: 9.120e-05 +2025-06-19 19:19:20,351 - INFO - Training: cls_zice: 48.64041525539212; reg_zipnll: 144.2759096591822; aux_mae_loss_1: 101.0056704218406; aux_mae_loss_2: 15.957528492938584; aux_mae_loss_4: 2.7820661741387873; cnt_loss: 31.746809652348105; + + +2025-06-19 19:19:20,351 - INFO - Epoch: 026 / 660 lr: 1.000e-04 +2025-06-19 19:21:21,015 - INFO - Training: cls_zice: 45.53903573215161; reg_zipnll: 139.69829164617778; aux_mae_loss_1: 97.2810402480373; aux_mae_loss_2: 15.065594070061927; aux_mae_loss_4: 2.574560093542604; cnt_loss: 27.83053140545259; + + +2025-06-19 19:21:21,015 - INFO - Epoch: 027 / 660 lr: 9.055e-05 +2025-06-19 19:23:21,267 - INFO - Training: cls_zice: 44.86819026035025; reg_zipnll: 138.3091300557389; aux_mae_loss_1: 96.91205351273014; aux_mae_loss_2: 15.186607545323115; aux_mae_loss_4: 2.6004464891775103; cnt_loss: 27.087364875259006; + + +2025-06-19 19:23:21,268 - INFO - Epoch: 028 / 660 lr: 6.580e-05 +2025-06-19 19:25:21,098 - INFO - Training: cls_zice: 44.97210470140747; reg_zipnll: 144.06116841568738; aux_mae_loss_1: 94.44744455293396; aux_mae_loss_2: 14.610349430829517; aux_mae_loss_4: 2.454869339812384; cnt_loss: 25.18984521124847; + + +2025-06-19 19:25:21,098 - INFO - Epoch: 029 / 660 lr: 3.520e-05 +2025-06-19 19:27:21,524 - INFO - Training: cls_zice: 43.005602481126175; reg_zipnll: 140.4560116373175; aux_mae_loss_1: 90.07110129898189; aux_mae_loss_2: 13.449968649979422; aux_mae_loss_4: 2.1357420135509693; cnt_loss: 19.450535943085246; + + +2025-06-19 19:27:21,525 - INFO - Epoch: 030 / 660 lr: 1.045e-05 +2025-06-19 19:29:21,887 - INFO - Training: cls_zice: 40.40261191880489; reg_zipnll: 133.43216769063994; aux_mae_loss_1: 85.66805408056108; aux_mae_loss_2: 12.657621283764092; aux_mae_loss_4: 1.9734485808252369; cnt_loss: 16.450177628767214; + + +2025-06-19 19:29:21,888 - INFO - Epoch: 031 / 660 lr: 1.000e-04 +2025-06-19 19:31:22,649 - INFO - Training: cls_zice: 46.913209038712374; reg_zipnll: 138.09050835067632; aux_mae_loss_1: 97.1171878505795; aux_mae_loss_2: 15.57521587502987; aux_mae_loss_4: 2.732626322838825; cnt_loss: 30.98877005987731; + + +2025-06-19 19:31:22,649 - INFO - Epoch: 032 / 660 lr: 9.758e-05 +2025-06-19 19:33:23,287 - INFO - Training: cls_zice: 43.798077846860515; reg_zipnll: 138.6138175581905; aux_mae_loss_1: 93.2293142818853; aux_mae_loss_2: 14.786469140825051; aux_mae_loss_4: 2.520703978664158; cnt_loss: 26.915438871763666; + + +2025-06-19 19:33:23,288 - INFO - Epoch: 033 / 660 lr: 9.055e-05 +2025-06-19 19:35:23,644 - INFO - Training: cls_zice: 44.063980034507026; reg_zipnll: 137.8431166082544; aux_mae_loss_1: 93.412964211638; aux_mae_loss_2: 14.657926657512439; aux_mae_loss_4: 2.473131587963484; cnt_loss: 25.94881882711977; + + +2025-06-19 19:35:23,645 - INFO - Epoch: 034 / 660 lr: 7.960e-05 +2025-06-19 19:37:24,238 - INFO - Training: cls_zice: 43.547925663484705; reg_zipnll: 134.3160862174929; aux_mae_loss_1: 88.37010532908697; aux_mae_loss_2: 13.620640340991375; aux_mae_loss_4: 2.218890103667132; cnt_loss: 21.44788339174805; + + +2025-06-19 19:37:24,239 - INFO - Epoch: 035 / 660 lr: 6.580e-05 +2025-06-19 19:39:24,577 - INFO - Training: cls_zice: 40.837304776386; reg_zipnll: 132.51431871379862; aux_mae_loss_1: 86.74846895801377; aux_mae_loss_2: 13.178186054094898; aux_mae_loss_4: 2.1189443178302523; cnt_loss: 19.379523523209333; + + +2025-06-19 19:39:24,578 - INFO - Epoch: 036 / 660 lr: 5.050e-05 +2025-06-19 19:41:25,135 - INFO - Training: cls_zice: 41.87971466457936; reg_zipnll: 136.3195688840969; aux_mae_loss_1: 86.90943933697777; aux_mae_loss_2: 13.361592615171693; aux_mae_loss_4: 2.1771425056273648; cnt_loss: 21.258036963890635; + + +2025-06-19 19:41:25,136 - INFO - Epoch: 037 / 660 lr: 3.520e-05 +2025-06-19 19:43:25,597 - INFO - Training: cls_zice: 42.899154988536495; reg_zipnll: 134.47927149402452; aux_mae_loss_1: 87.42259844654936; aux_mae_loss_2: 13.162273539981989; aux_mae_loss_4: 2.0821758463480786; cnt_loss: 18.122036227530256; + + +2025-06-19 19:43:25,598 - INFO - Epoch: 038 / 660 lr: 2.140e-05 +2025-06-19 19:45:26,306 - INFO - Training: cls_zice: 44.207072396511286; reg_zipnll: 131.56370509865965; aux_mae_loss_1: 86.84024157438303; aux_mae_loss_2: 12.83626155620369; aux_mae_loss_4: 1.9824288288241487; cnt_loss: 15.85647284126527; + + +2025-06-19 19:45:26,307 - INFO - Epoch: 039 / 660 lr: 1.045e-05 +2025-06-19 19:47:26,671 - INFO - Training: cls_zice: 41.32377777553156; reg_zipnll: 135.55590892389685; aux_mae_loss_1: 83.77408262880418; aux_mae_loss_2: 12.344249788777073; aux_mae_loss_4: 1.8616122795714205; cnt_loss: 13.996367808172819; + + +2025-06-19 19:47:26,672 - INFO - Epoch: 040 / 660 lr: 3.423e-06 +2025-06-19 19:49:27,228 - INFO - Training: cls_zice: 42.62057104944263; reg_zipnll: 132.15679276571788; aux_mae_loss_1: 85.28353143657694; aux_mae_loss_2: 12.59752700843664; aux_mae_loss_4: 1.9015626115939916; cnt_loss: 13.89311916340899; + + +2025-06-19 19:49:27,228 - INFO - Epoch: 041 / 660 lr: 1.000e-04 +2025-06-19 19:51:27,532 - INFO - Training: cls_zice: 44.89168551035589; reg_zipnll: 131.71574225339913; aux_mae_loss_1: 88.774091696065; aux_mae_loss_2: 14.147885111119876; aux_mae_loss_4: 2.396881883049379; cnt_loss: 24.36458580506185; + + +2025-06-19 19:51:27,533 - INFO - Epoch: 042 / 660 lr: 9.939e-05 +2025-06-19 19:53:28,154 - INFO - Training: cls_zice: 43.43627816300772; reg_zipnll: 138.0393387934236; aux_mae_loss_1: 88.31251571723918; aux_mae_loss_2: 13.975155745036805; aux_mae_loss_4: 2.3602162935127025; cnt_loss: 24.901925309151792; + + +2025-06-19 19:53:28,155 - INFO - Epoch: 043 / 660 lr: 9.758e-05 +2025-06-19 19:55:28,736 - INFO - Training: cls_zice: 43.37460891691762; reg_zipnll: 130.81867922118514; aux_mae_loss_1: 88.0424283672421; aux_mae_loss_2: 13.926479368559193; aux_mae_loss_4: 2.3198012300889106; cnt_loss: 23.53641722165527; + + +2025-06-19 19:55:28,736 - INFO - Epoch: 044 / 660 lr: 9.460e-05 +2025-06-19 19:57:29,506 - INFO - Training: cls_zice: 44.44299003887912; reg_zipnll: 132.5487729381473; aux_mae_loss_1: 88.1214374208818; aux_mae_loss_2: 13.8836520631393; aux_mae_loss_4: 2.299103435751405; cnt_loss: 22.98051130342606; + + +2025-06-19 19:57:29,506 - INFO - Epoch: 045 / 660 lr: 9.055e-05 +2025-06-19 19:59:29,890 - INFO - Training: cls_zice: 43.57186171695935; reg_zipnll: 128.4734084269075; aux_mae_loss_1: 87.75991040207732; aux_mae_loss_2: 13.931839890529073; aux_mae_loss_4: 2.3195093427341824; cnt_loss: 23.761350912422632; + + +2025-06-19 19:59:29,891 - INFO - Epoch: 046 / 660 lr: 8.550e-05 +2025-06-19 20:01:30,280 - INFO - Training: cls_zice: 45.08787112861182; reg_zipnll: 128.3228447284061; aux_mae_loss_1: 84.94709410581613; aux_mae_loss_2: 13.292490535346278; aux_mae_loss_4: 2.1590768095383606; cnt_loss: 20.666776239718754; + + +2025-06-19 20:01:30,280 - INFO - Epoch: 047 / 660 lr: 7.960e-05 +2025-06-19 20:03:30,686 - INFO - Training: cls_zice: 40.086305963962424; reg_zipnll: 128.98480139538685; aux_mae_loss_1: 83.17437255290602; aux_mae_loss_2: 12.939290904140718; aux_mae_loss_4: 2.080384843108893; cnt_loss: 19.138047829078833; + + +2025-06-19 20:03:30,686 - INFO - Epoch: 048 / 660 lr: 7.297e-05 +2025-06-19 20:05:31,372 - INFO - Training: cls_zice: 42.72414084081478; reg_zipnll: 125.41262674894769; aux_mae_loss_1: 85.32491936187971; aux_mae_loss_2: 13.315209029467447; aux_mae_loss_4: 2.1584682238975343; cnt_loss: 20.547305864547702; + + +2025-06-19 20:05:31,373 - INFO - Epoch: 049 / 660 lr: 6.580e-05 +2025-06-19 20:07:35,780 - INFO - Training: cls_zice: 41.117936107370724; reg_zipnll: 121.32089714893645; aux_mae_loss_1: 84.56865951028152; aux_mae_loss_2: 13.196650391372739; aux_mae_loss_4: 2.102346088631907; cnt_loss: 17.491988098406853; + + +2025-06-19 20:07:35,781 - INFO - Epoch: 050 / 660 lr: 5.824e-05 +2025-06-19 20:09:36,260 - INFO - Training: cls_zice: 44.03604822600102; reg_zipnll: 130.27893080135237; aux_mae_loss_1: 84.5259679313797; aux_mae_loss_2: 13.098577658743968; aux_mae_loss_4: 2.07844220251228; cnt_loss: 18.16162652482104; + + +2025-06-19 20:09:44,772 - INFO - Epoch: 051 / 660 lr: 5.050e-05 +2025-06-19 20:11:44,706 - INFO - Training: cls_zice: 40.25213997529527; reg_zipnll: 126.11466284214991; aux_mae_loss_1: 80.23611076325561; aux_mae_loss_2: 12.257013238181186; aux_mae_loss_4: 1.905786675551863; cnt_loss: 15.48013161831466; + + +2025-06-19 20:11:44,707 - INFO - Epoch: 052 / 660 lr: 4.276e-05 +2025-06-19 20:13:45,078 - INFO - Training: cls_zice: 42.18627250715516; reg_zipnll: 124.12914343787342; aux_mae_loss_1: 81.71235155630234; aux_mae_loss_2: 12.550857007043833; aux_mae_loss_4: 1.953578360589427; cnt_loss: 16.943731810715633; + + +2025-06-19 20:13:45,079 - INFO - Epoch: 053 / 660 lr: 3.520e-05 +2025-06-19 20:15:45,146 - INFO - Training: cls_zice: 39.94035353268327; reg_zipnll: 117.20262059944761; aux_mae_loss_1: 78.94412083858695; aux_mae_loss_2: 11.973380046515967; aux_mae_loss_4: 1.8036135645023041; cnt_loss: 13.438079740900001; + + +2025-06-19 20:15:45,147 - INFO - Epoch: 054 / 660 lr: 2.803e-05 +2025-06-19 20:17:45,678 - INFO - Training: cls_zice: 40.95691265667619; reg_zipnll: 127.39910060764892; aux_mae_loss_1: 80.32111659086762; aux_mae_loss_2: 12.158637466038407; aux_mae_loss_4: 1.8530107382637062; cnt_loss: 14.510978359336411; + + +2025-06-19 20:17:45,679 - INFO - Epoch: 055 / 660 lr: 2.140e-05 +2025-06-19 20:19:46,027 - INFO - Training: cls_zice: 39.47973447655038; reg_zipnll: 121.87298169172821; aux_mae_loss_1: 77.09531872315395; aux_mae_loss_2: 11.534086342642423; aux_mae_loss_4: 1.716580025334591; cnt_loss: 11.808140401975049; + + +2025-06-19 20:19:46,027 - INFO - Epoch: 056 / 660 lr: 1.550e-05 +2025-06-19 20:21:46,157 - INFO - Training: cls_zice: 38.784404207815854; reg_zipnll: 118.41344905451209; aux_mae_loss_1: 78.39786696985632; aux_mae_loss_2: 11.729778852131801; aux_mae_loss_4: 1.7563772167062393; cnt_loss: 11.742737042107128; + + +2025-06-19 20:21:46,158 - INFO - Epoch: 057 / 660 lr: 1.045e-05 +2025-06-19 20:23:46,983 - INFO - Training: cls_zice: 40.18372637447171; reg_zipnll: 120.76029494611647; aux_mae_loss_1: 79.21637309792722; aux_mae_loss_2: 11.843972828516923; aux_mae_loss_4: 1.7723820008011895; cnt_loss: 12.304102087082164; + + +2025-06-19 20:23:46,984 - INFO - Epoch: 058 / 660 lr: 6.395e-06 +2025-06-19 20:25:47,130 - INFO - Training: cls_zice: 41.715101158710866; reg_zipnll: 120.93756000548218; aux_mae_loss_1: 78.49809473890878; aux_mae_loss_2: 11.682959031936136; aux_mae_loss_4: 1.7303509402321053; cnt_loss: 11.074734907377042; + + +2025-06-19 20:25:47,130 - INFO - Epoch: 059 / 660 lr: 3.423e-06 +2025-06-19 20:27:47,422 - INFO - Training: cls_zice: 39.002976345487305; reg_zipnll: 122.58180841872502; aux_mae_loss_1: 77.26264194351235; aux_mae_loss_2: 11.521406689768892; aux_mae_loss_4: 1.6886403229671763; cnt_loss: 10.793858543919415; + + +2025-06-19 20:27:47,422 - INFO - Epoch: 060 / 660 lr: 1.609e-06 +2025-06-19 20:29:47,531 - INFO - Training: cls_zice: 36.88233021721435; reg_zipnll: 122.15337318871505; aux_mae_loss_1: 74.51889204795073; aux_mae_loss_2: 11.074890973635382; aux_mae_loss_4: 1.6142892901112917; cnt_loss: 10.040507270162086; + + +2025-06-19 20:29:47,531 - INFO - Epoch: 061 / 660 lr: 1.000e-04 +2025-06-19 20:31:47,952 - INFO - Training: cls_zice: 41.67985718710717; reg_zipnll: 124.98067105153532; aux_mae_loss_1: 83.20319309087523; aux_mae_loss_2: 13.181218019794375; aux_mae_loss_4: 2.1388454368304473; cnt_loss: 20.287842078196665; + + +2025-06-19 20:31:47,953 - INFO - Epoch: 062 / 660 lr: 9.985e-05 +2025-06-19 20:33:48,881 - INFO - Training: cls_zice: 40.66302405837875; reg_zipnll: 125.07985372960108; aux_mae_loss_1: 80.76446154675324; aux_mae_loss_2: 12.803135517017393; aux_mae_loss_4: 2.1004886879252895; cnt_loss: 19.962303474507173; + + +2025-06-19 20:33:48,882 - INFO - Epoch: 063 / 660 lr: 9.939e-05 +2025-06-19 20:35:49,208 - INFO - Training: cls_zice: 42.083809272182634; reg_zipnll: 131.92552563586395; aux_mae_loss_1: 83.20807632872868; aux_mae_loss_2: 13.448806847888584; aux_mae_loss_4: 2.238722114222828; cnt_loss: 22.551066016170235; + + +2025-06-19 20:35:49,208 - INFO - Epoch: 064 / 660 lr: 9.863e-05 +2025-06-19 20:37:49,439 - INFO - Training: cls_zice: 42.00543097787774; reg_zipnll: 121.8265838181758; aux_mae_loss_1: 82.4470904553764; aux_mae_loss_2: 13.247589554608941; aux_mae_loss_4: 2.1796787078169135; cnt_loss: 21.744271576557797; + + +2025-06-19 20:37:49,439 - INFO - Epoch: 065 / 660 lr: 9.758e-05 +2025-06-19 20:39:49,968 - INFO - Training: cls_zice: 41.63459011399041; reg_zipnll: 120.37021964006988; aux_mae_loss_1: 79.63132448429313; aux_mae_loss_2: 12.660710438511366; aux_mae_loss_4: 2.0306736355728847; cnt_loss: 18.864786599473046; + + +2025-06-19 20:39:49,969 - INFO - Epoch: 066 / 660 lr: 9.623e-05 +2025-06-19 20:41:50,397 - INFO - Training: cls_zice: 42.236669117503425; reg_zipnll: 121.38085719797482; aux_mae_loss_1: 82.00201874465746; aux_mae_loss_2: 13.202086294524774; aux_mae_loss_4: 2.1495843293351196; cnt_loss: 21.55649520498928; + + +2025-06-19 20:41:50,398 - INFO - Epoch: 067 / 660 lr: 9.460e-05 +2025-06-19 20:43:50,644 - INFO - Training: cls_zice: 41.435420630830116; reg_zipnll: 122.75064537519047; aux_mae_loss_1: 80.73878085766476; aux_mae_loss_2: 12.765302332630501; aux_mae_loss_4: 2.0521152884457594; cnt_loss: 18.557042389725044; + + +2025-06-19 20:43:50,645 - INFO - Epoch: 068 / 660 lr: 9.271e-05 +2025-06-19 20:45:56,179 - INFO - Training: cls_zice: 39.40396030948217; reg_zipnll: 124.23490186460833; aux_mae_loss_1: 79.24971493228236; aux_mae_loss_2: 12.548323865721342; aux_mae_loss_4: 2.01886964066476; cnt_loss: 18.60867461202077; + + +2025-06-19 20:45:56,179 - INFO - Epoch: 069 / 660 lr: 9.055e-05 +2025-06-19 20:47:56,681 - INFO - Training: cls_zice: 42.11594014057464; reg_zipnll: 119.0738877195932; aux_mae_loss_1: 82.93540396849723; aux_mae_loss_2: 13.182529170899281; aux_mae_loss_4: 2.1250109430067337; cnt_loss: 20.397377415610464; + + +2025-06-19 20:47:56,681 - INFO - Epoch: 070 / 660 lr: 8.814e-05 +2025-06-19 20:49:57,441 - INFO - Training: cls_zice: 40.857171715684906; reg_zipnll: 121.7573074939012; aux_mae_loss_1: 79.35567616067999; aux_mae_loss_2: 12.433523181165093; aux_mae_loss_4: 1.9489328636378433; cnt_loss: 16.53217282362646; + + +2025-06-19 20:49:57,442 - INFO - Epoch: 071 / 660 lr: 8.550e-05 +2025-06-19 20:52:01,839 - INFO - Training: cls_zice: 40.877505813588826; reg_zipnll: 124.03186844676196; aux_mae_loss_1: 78.25163821757299; aux_mae_loss_2: 12.18700623021947; aux_mae_loss_4: 1.9057128141732327; cnt_loss: 16.15301123882014; + + +2025-06-19 20:52:01,840 - INFO - Epoch: 072 / 660 lr: 8.265e-05 +2025-06-19 20:54:02,283 - INFO - Training: cls_zice: 39.36786002242473; reg_zipnll: 116.86480697690675; aux_mae_loss_1: 77.81175881363738; aux_mae_loss_2: 12.166878886884772; aux_mae_loss_4: 1.912221777140328; cnt_loss: 15.9184590594934; + + +2025-06-19 20:54:02,284 - INFO - Epoch: 073 / 660 lr: 7.960e-05 +2025-06-19 20:56:02,684 - INFO - Training: cls_zice: 40.25849609816289; reg_zipnll: 113.5382613522841; aux_mae_loss_1: 78.15539365194758; aux_mae_loss_2: 12.367934568988634; aux_mae_loss_4: 1.9836019166867347; cnt_loss: 16.57444301546386; + + +2025-06-19 20:56:02,684 - INFO - Epoch: 074 / 660 lr: 7.636e-05 +2025-06-19 20:58:03,547 - INFO - Training: cls_zice: 39.43900204685476; reg_zipnll: 124.19755016807419; aux_mae_loss_1: 76.5151569739099; aux_mae_loss_2: 11.932331572768009; aux_mae_loss_4: 1.8564762131413948; cnt_loss: 16.217548591312223; + + +2025-06-19 20:58:03,547 - INFO - Epoch: 075 / 660 lr: 7.297e-05 +2025-06-19 21:00:03,973 - INFO - Training: cls_zice: 42.438208285211594; reg_zipnll: 123.2170256440621; aux_mae_loss_1: 79.70017612133664; aux_mae_loss_2: 12.492056423103902; aux_mae_loss_4: 1.9739190271856852; cnt_loss: 17.051863700381283; + + +2025-06-19 21:00:03,974 - INFO - Epoch: 076 / 660 lr: 6.944e-05 +2025-06-19 21:02:04,173 - INFO - Training: cls_zice: 39.76276025796611; reg_zipnll: 109.88128835928164; aux_mae_loss_1: 76.53528820518356; aux_mae_loss_2: 11.92773757986054; aux_mae_loss_4: 1.8661013104615298; cnt_loss: 15.928809607090251; + + +2025-06-19 21:02:04,174 - INFO - Epoch: 077 / 660 lr: 6.580e-05 +2025-06-19 21:04:04,251 - INFO - Training: cls_zice: 37.2856570209513; reg_zipnll: 127.28887050501179; aux_mae_loss_1: 73.5740850370157; aux_mae_loss_2: 11.136301416357869; aux_mae_loss_4: 1.662666110613965; cnt_loss: 12.323220694126384; + + +2025-06-19 21:04:04,251 - INFO - Epoch: 078 / 660 lr: 6.206e-05 +2025-06-19 21:06:04,772 - INFO - Training: cls_zice: 40.04074552678204; reg_zipnll: 124.20887699102681; aux_mae_loss_1: 75.84236393367111; aux_mae_loss_2: 11.63648060799258; aux_mae_loss_4: 1.779657013082259; cnt_loss: 14.396098804504522; + + +2025-06-19 21:06:04,772 - INFO - Epoch: 079 / 660 lr: 5.824e-05 +2025-06-19 21:08:05,726 - INFO - Training: cls_zice: 39.08847195568918; reg_zipnll: 117.12055670632802; aux_mae_loss_1: 74.23169322124177; aux_mae_loss_2: 11.337166813161502; aux_mae_loss_4: 1.7058171271741542; cnt_loss: 12.747495224206183; + + +2025-06-19 21:08:05,726 - INFO - Epoch: 080 / 660 lr: 5.438e-05 +2025-06-19 21:10:06,147 - INFO - Training: cls_zice: 39.105099220202334; reg_zipnll: 116.79095077024327; aux_mae_loss_1: 75.81862016692565; aux_mae_loss_2: 11.625593372359681; aux_mae_loss_4: 1.7713576338055201; cnt_loss: 13.939110090309672; + + +2025-06-19 21:10:06,148 - INFO - Epoch: 081 / 660 lr: 5.050e-05 +2025-06-19 21:12:06,797 - INFO - Training: cls_zice: 37.449470127762744; reg_zipnll: 115.99430755477944; aux_mae_loss_1: 75.45233215464418; aux_mae_loss_2: 11.617927674156228; aux_mae_loss_4: 1.7700823802108323; cnt_loss: 13.544466529529934; + + +2025-06-19 21:12:06,797 - INFO - Epoch: 082 / 660 lr: 4.662e-05 +2025-06-19 21:14:07,453 - INFO - Training: cls_zice: 38.02534930074736; reg_zipnll: 118.70216145552216; aux_mae_loss_1: 73.97791699946386; aux_mae_loss_2: 11.242976331159204; aux_mae_loss_4: 1.6857498835552014; cnt_loss: 11.828512525497182; + + +2025-06-19 21:14:07,454 - INFO - Epoch: 083 / 660 lr: 4.276e-05 +2025-06-19 21:16:07,955 - INFO - Training: cls_zice: 39.77015241743054; reg_zipnll: 111.28792239093535; aux_mae_loss_1: 75.72575223231377; aux_mae_loss_2: 11.703359588559305; aux_mae_loss_4: 1.776159126531802; cnt_loss: 13.477188849357223; + + +2025-06-19 21:16:07,955 - INFO - Epoch: 084 / 660 lr: 3.894e-05 +2025-06-19 21:18:08,394 - INFO - Training: cls_zice: 37.88773279815223; reg_zipnll: 112.45944277608916; aux_mae_loss_1: 74.14958817793348; aux_mae_loss_2: 11.319449537670705; aux_mae_loss_4: 1.6877778081706987; cnt_loss: 11.773657592066149; + + +2025-06-19 21:18:08,395 - INFO - Epoch: 085 / 660 lr: 3.520e-05 +2025-06-19 21:20:08,692 - INFO - Training: cls_zice: 39.065617150083604; reg_zipnll: 117.69800631368682; aux_mae_loss_1: 75.28073084814076; aux_mae_loss_2: 11.417936177057594; aux_mae_loss_4: 1.699188931359117; cnt_loss: 12.164911600495365; + + +2025-06-19 21:20:08,692 - INFO - Epoch: 086 / 660 lr: 3.156e-05 +2025-06-19 21:22:09,043 - INFO - Training: cls_zice: 37.973091392713215; reg_zipnll: 116.86779647376054; aux_mae_loss_1: 72.23161268111673; aux_mae_loss_2: 10.88620165074699; aux_mae_loss_4: 1.584470751467891; cnt_loss: 10.431018068122373; + + +2025-06-19 21:22:09,044 - INFO - Epoch: 087 / 660 lr: 2.803e-05 +2025-06-19 21:24:09,355 - INFO - Training: cls_zice: 38.356240441989165; reg_zipnll: 114.12653073798721; aux_mae_loss_1: 73.03593459411267; aux_mae_loss_2: 10.991049604428152; aux_mae_loss_4: 1.6163138004072528; cnt_loss: 10.7852014409699; + + +2025-06-19 21:24:09,355 - INFO - Epoch: 088 / 660 lr: 2.464e-05 +2025-06-19 21:26:10,162 - INFO - Training: cls_zice: 37.168963667206405; reg_zipnll: 120.01805149313724; aux_mae_loss_1: 72.64674592324577; aux_mae_loss_2: 10.948113081081361; aux_mae_loss_4: 1.603755623791702; cnt_loss: 9.969981987249575; + + +2025-06-19 21:26:10,163 - INFO - Epoch: 089 / 660 lr: 2.140e-05 +2025-06-19 21:28:10,818 - INFO - Training: cls_zice: 38.01471154181081; reg_zipnll: 117.16867969091264; aux_mae_loss_1: 73.19105375334046; aux_mae_loss_2: 10.909023356621553; aux_mae_loss_4: 1.593034995169137; cnt_loss: 9.846342149001467; + + +2025-06-19 21:28:10,818 - INFO - Epoch: 090 / 660 lr: 1.835e-05 +2025-06-19 21:30:11,598 - INFO - Training: cls_zice: 35.14164981437526; reg_zipnll: 115.43805086582056; aux_mae_loss_1: 69.8008701795171; aux_mae_loss_2: 10.504453743637987; aux_mae_loss_4: 1.5025224390710228; cnt_loss: 9.030102273339171; + + +2025-06-19 21:30:11,599 - INFO - Epoch: 091 / 660 lr: 1.550e-05 +2025-06-19 21:32:12,071 - INFO - Training: cls_zice: 35.658297917223834; reg_zipnll: 110.44717707793326; aux_mae_loss_1: 71.98811107429563; aux_mae_loss_2: 10.783382699544754; aux_mae_loss_4: 1.5547290754655334; cnt_loss: 8.650077604925725; + + +2025-06-19 21:32:12,072 - INFO - Epoch: 092 / 660 lr: 1.286e-05 +2025-06-19 21:34:12,475 - INFO - Training: cls_zice: 36.175283703522084; reg_zipnll: 113.17721669900693; aux_mae_loss_1: 70.77631418134989; aux_mae_loss_2: 10.563610826788954; aux_mae_loss_4: 1.4999200582963947; cnt_loss: 8.260611686271384; + + +2025-06-19 21:34:12,476 - INFO - Epoch: 093 / 660 lr: 1.045e-05 +2025-06-19 21:36:12,968 - INFO - Training: cls_zice: 36.21854545769777; reg_zipnll: 117.17696540459876; aux_mae_loss_1: 70.58015712306555; aux_mae_loss_2: 10.491141629709377; aux_mae_loss_4: 1.4787959272573417; cnt_loss: 8.18842358684172; + + +2025-06-19 21:36:12,969 - INFO - Epoch: 094 / 660 lr: 8.294e-06 +2025-06-19 21:38:13,695 - INFO - Training: cls_zice: 35.673157536776635; reg_zipnll: 114.258801200396; aux_mae_loss_1: 70.71643002664521; aux_mae_loss_2: 10.543391430592475; aux_mae_loss_4: 1.4973652283912453; cnt_loss: 8.443170600960984; + + +2025-06-19 21:38:13,696 - INFO - Epoch: 095 / 660 lr: 6.395e-06 +2025-06-19 21:40:14,274 - INFO - Training: cls_zice: 38.47162426345452; reg_zipnll: 112.68601632302095; aux_mae_loss_1: 71.95109483208938; aux_mae_loss_2: 10.685319015483318; aux_mae_loss_4: 1.5292080878675136; cnt_loss: 8.697100267158989; + + +2025-06-19 21:40:14,275 - INFO - Epoch: 096 / 660 lr: 4.768e-06 +2025-06-19 21:42:14,472 - INFO - Training: cls_zice: 36.91541997326064; reg_zipnll: 115.00767986327027; aux_mae_loss_1: 70.30086645062602; aux_mae_loss_2: 10.44481044379482; aux_mae_loss_4: 1.4830942196450687; cnt_loss: 7.284606424809115; + + +2025-06-19 21:42:14,472 - INFO - Epoch: 097 / 660 lr: 3.423e-06 +2025-06-19 21:44:14,858 - INFO - Training: cls_zice: 37.994205951077774; reg_zipnll: 114.46544234489107; aux_mae_loss_1: 73.03464505850197; aux_mae_loss_2: 10.908134908326794; aux_mae_loss_4: 1.5716748913333471; cnt_loss: 8.282953925488235; + + +2025-06-19 21:44:14,859 - INFO - Epoch: 098 / 660 lr: 2.368e-06 +2025-06-19 21:46:18,716 - INFO - Training: cls_zice: 37.69901493092122; reg_zipnll: 112.5139651310781; aux_mae_loss_1: 72.01041552830478; aux_mae_loss_2: 10.676143082371102; aux_mae_loss_4: 1.5095046188270524; cnt_loss: 8.120040692752921; + + +2025-06-19 21:46:18,717 - INFO - Epoch: 099 / 660 lr: 1.609e-06 +2025-06-19 21:48:20,948 - INFO - Training: cls_zice: 37.38266409577318; reg_zipnll: 117.77066084658273; aux_mae_loss_1: 72.23825640298406; aux_mae_loss_2: 10.695953987557967; aux_mae_loss_4: 1.5241713637634537; cnt_loss: 8.486347961222759; + + +2025-06-19 21:48:20,949 - INFO - Epoch: 100 / 660 lr: 1.153e-06 +2025-06-19 21:51:29,652 - INFO - Training: cls_zice: 35.89383395901069; reg_zipnll: 111.28433451860913; aux_mae_loss_1: 70.6579922771699; aux_mae_loss_2: 10.551918690492684; aux_mae_loss_4: 1.5066310391021571; cnt_loss: 8.087522152763405; +2025-06-19 21:51:41,968 - INFO - Evaluation: +Curr mae: 40.5112; Best mae: 40.5112; inf; inf; inf; inf; +Curr rmse: 90.6683; Best rmse: 90.6683; inf; inf; inf; inf; +Curr nae: 0.1303; Best nae: 0.1303; inf; inf; inf; inf; + + + +2025-06-19 21:51:57,350 - INFO - Epoch: 101 / 660 lr: 1.000e-04 +2025-06-19 21:55:03,330 - INFO - Training: cls_zice: 38.116000304798234; reg_zipnll: 116.05666491550161; aux_mae_loss_1: 74.26410336482188; aux_mae_loss_2: 11.679807807915008; aux_mae_loss_4: 1.8099260829331636; cnt_loss: 16.247825241487252; +2025-06-19 21:55:13,116 - INFO - Evaluation: +Curr mae: 43.0639; Best mae: 40.5112; 43.0639; inf; inf; inf; +Curr rmse: 99.3133; Best rmse: 90.6683; 99.3133; inf; inf; inf; +Curr nae: 0.1277; Best nae: 0.1277; 0.1303; inf; inf; inf; + + + +2025-06-19 21:55:13,117 - INFO - Epoch: 102 / 660 lr: 9.996e-05 +2025-06-19 21:58:21,383 - INFO - Training: cls_zice: 38.605408454002635; reg_zipnll: 121.52506922449734; aux_mae_loss_1: 74.22283897301838; aux_mae_loss_2: 11.508960829295965; aux_mae_loss_4: 1.781263505661702; cnt_loss: 15.63895812071381; +2025-06-19 21:58:31,036 - INFO - Evaluation: +Curr mae: 44.6134; Best mae: 40.5112; 43.0639; 44.6134; inf; inf; +Curr rmse: 116.7792; Best rmse: 90.6683; 99.3133; 116.7792; inf; inf; +Curr nae: 0.1402; Best nae: 0.1277; 0.1303; 0.1402; inf; inf; + + + +2025-06-19 21:58:31,036 - INFO - Epoch: 103 / 660 lr: 9.985e-05 +2025-06-19 22:01:37,598 - INFO - Training: cls_zice: 38.39092540434516; reg_zipnll: 123.29565090385378; aux_mae_loss_1: 73.04591023462291; aux_mae_loss_2: 11.235852170726021; aux_mae_loss_4: 1.727280302801598; cnt_loss: 13.84602779349202; +2025-06-19 22:01:47,365 - INFO - Evaluation: +Curr mae: 73.5799; Best mae: 40.5112; 43.0639; 44.6134; 73.5799; inf; +Curr rmse: 270.5020; Best rmse: 90.6683; 99.3133; 116.7792; 270.5020; inf; +Curr nae: 0.2007; Best nae: 0.1277; 0.1303; 0.1402; 0.2007; inf; + + + +2025-06-19 22:01:47,365 - INFO - Epoch: 104 / 660 lr: 9.966e-05 +2025-06-19 22:04:54,459 - INFO - Training: cls_zice: 38.584119682753304; reg_zipnll: 121.33244275679012; aux_mae_loss_1: 75.2535407328667; aux_mae_loss_2: 11.907970647885438; aux_mae_loss_4: 1.8914399470722154; cnt_loss: 17.48228569432212; +2025-06-19 22:05:03,955 - INFO - Evaluation: +Curr mae: 73.9654; Best mae: 40.5112; 43.0639; 44.6134; 73.5799; 73.9654; +Curr rmse: 258.9812; Best rmse: 90.6683; 99.3133; 116.7792; 258.9812; 270.5020; +Curr nae: 0.4224; Best nae: 0.1277; 0.1303; 0.1402; 0.2007; 0.4224; + + + +2025-06-19 22:05:03,956 - INFO - Epoch: 105 / 660 lr: 9.939e-05 +2025-06-19 22:08:09,667 - INFO - Training: cls_zice: 39.02747103027942; reg_zipnll: 117.49685405642943; aux_mae_loss_1: 73.99016648760798; aux_mae_loss_2: 11.602301380628179; aux_mae_loss_4: 1.8249444166691566; cnt_loss: 16.42222990153075; +2025-06-19 22:08:16,462 - INFO - Evaluation: +Curr mae: 73.0381; Best mae: 40.5112; 43.0639; 44.6134; 73.0381; 73.5799; +Curr rmse: 285.8179; Best rmse: 90.6683; 99.3133; 116.7792; 258.9812; 270.5020; +Curr nae: 0.2151; Best nae: 0.1277; 0.1303; 0.1402; 0.2007; 0.2151; + + + +2025-06-19 22:08:16,462 - INFO - Epoch: 106 / 660 lr: 9.905e-05 +2025-06-19 22:11:22,915 - INFO - Training: cls_zice: 41.956525046905085; reg_zipnll: 111.58236867419245; aux_mae_loss_1: 77.05278195329682; aux_mae_loss_2: 12.092152514617057; aux_mae_loss_4: 1.906041677552814; cnt_loss: 17.032568396516815; +2025-06-19 22:11:32,834 - INFO - Evaluation: +Curr mae: 59.4507; Best mae: 40.5112; 43.0639; 44.6134; 59.4507; 73.0381; +Curr rmse: 228.6315; Best rmse: 90.6683; 99.3133; 116.7792; 228.6315; 258.9812; +Curr nae: 0.1806; Best nae: 0.1277; 0.1303; 0.1402; 0.1806; 0.2007; + + + +2025-06-19 22:11:32,834 - INFO - Epoch: 107 / 660 lr: 9.863e-05 +2025-06-19 22:14:37,697 - INFO - Training: cls_zice: 38.390335523683795; reg_zipnll: 120.36497144037163; aux_mae_loss_1: 74.30799106950931; aux_mae_loss_2: 11.569647598082732; aux_mae_loss_4: 1.7899579593102546; cnt_loss: 15.031241677720626; +2025-06-19 22:14:37,698 - INFO - Evaluation: +Curr mae: 82.2204; Best mae: 40.5112; 43.0639; 44.6134; 59.4507; 73.0381; +Curr rmse: 302.7445; Best rmse: 90.6683; 99.3133; 116.7792; 228.6315; 258.9812; +Curr nae: 0.5647; Best nae: 0.1277; 0.1303; 0.1402; 0.1806; 0.2007; + + + +2025-06-19 22:14:37,699 - INFO - Epoch: 108 / 660 lr: 9.814e-05 +2025-06-19 22:17:42,770 - INFO - Training: cls_zice: 38.694855954775775; reg_zipnll: 114.40407705919908; aux_mae_loss_1: 77.24797881844724; aux_mae_loss_2: 12.16289352635185; aux_mae_loss_4: 1.9390957727836766; cnt_loss: 17.815557106908; +2025-06-19 22:17:49,607 - INFO - Evaluation: +Curr mae: 47.0340; Best mae: 40.5112; 43.0639; 44.6134; 47.0340; 59.4507; +Curr rmse: 174.5434; Best rmse: 90.6683; 99.3133; 116.7792; 174.5434; 228.6315; +Curr nae: 0.4527; Best nae: 0.1277; 0.1303; 0.1402; 0.1806; 0.2007; + + + +2025-06-19 22:17:49,607 - INFO - Epoch: 109 / 660 lr: 9.758e-05 +2025-06-19 22:20:54,775 - INFO - Training: cls_zice: 38.487570040330176; reg_zipnll: 121.12578366532118; aux_mae_loss_1: 75.78401127449958; aux_mae_loss_2: 11.915943967652504; aux_mae_loss_4: 1.8830025310228293; cnt_loss: 16.208393664010693; +2025-06-19 22:20:58,185 - INFO - Evaluation: +Curr mae: 73.1927; Best mae: 40.5112; 43.0639; 44.6134; 47.0340; 59.4507; +Curr rmse: 188.4589; Best rmse: 90.6683; 99.3133; 116.7792; 174.5434; 188.4589; +Curr nae: 0.2642; Best nae: 0.1277; 0.1303; 0.1402; 0.1806; 0.2007; + + + +2025-06-19 22:20:58,185 - INFO - Epoch: 110 / 660 lr: 9.694e-05 +2025-06-19 22:24:05,461 - INFO - Training: cls_zice: 36.12909026317548; reg_zipnll: 114.02829784108924; aux_mae_loss_1: 72.18031287254588; aux_mae_loss_2: 11.232210234382158; aux_mae_loss_4: 1.731429418668649; cnt_loss: 13.95147340800278; +2025-06-19 22:24:15,507 - INFO - Evaluation: +Curr mae: 43.5457; Best mae: 40.5112; 43.0639; 43.5457; 44.6134; 47.0340; +Curr rmse: 107.7933; Best rmse: 90.6683; 99.3133; 107.7933; 116.7792; 174.5434; +Curr nae: 0.1396; Best nae: 0.1277; 0.1303; 0.1396; 0.1402; 0.1806; + + + +2025-06-19 22:24:15,507 - INFO - Epoch: 111 / 660 lr: 9.623e-05 +2025-06-19 22:27:23,656 - INFO - Training: cls_zice: 40.15099634823885; reg_zipnll: 122.6212018853901; aux_mae_loss_1: 76.32119727195995; aux_mae_loss_2: 12.097894303289968; aux_mae_loss_4: 1.9180998455512799; cnt_loss: 17.922922912171078; +2025-06-19 22:27:23,657 - INFO - Evaluation: +Curr mae: 70.4330; Best mae: 40.5112; 43.0639; 43.5457; 44.6134; 47.0340; +Curr rmse: 202.4965; Best rmse: 90.6683; 99.3133; 107.7933; 116.7792; 174.5434; +Curr nae: 0.6896; Best nae: 0.1277; 0.1303; 0.1396; 0.1402; 0.1806; + + + +2025-06-19 22:27:23,657 - INFO - Epoch: 112 / 660 lr: 9.545e-05 +2025-06-19 22:30:29,061 - INFO - Training: cls_zice: 39.51740427617855; reg_zipnll: 115.18636297015114; aux_mae_loss_1: 75.8984672600322; aux_mae_loss_2: 11.930593192730587; aux_mae_loss_4: 1.876724574437178; cnt_loss: 16.68900943139525; +2025-06-19 22:30:36,070 - INFO - Evaluation: +Curr mae: 43.8772; Best mae: 40.5112; 43.0639; 43.5457; 43.8772; 44.6134; +Curr rmse: 103.3495; Best rmse: 90.6683; 99.3133; 103.3495; 107.7933; 116.7792; +Curr nae: 0.3888; Best nae: 0.1277; 0.1303; 0.1396; 0.1402; 0.1806; + + + +2025-06-19 22:30:36,070 - INFO - Epoch: 113 / 660 lr: 9.460e-05 +2025-06-19 22:33:41,785 - INFO - Training: cls_zice: 38.73443506524005; reg_zipnll: 117.5982408253883; aux_mae_loss_1: 73.34891356784458; aux_mae_loss_2: 11.39191322277628; aux_mae_loss_4: 1.7447315567103634; cnt_loss: 14.63695398302495; +2025-06-19 22:33:51,256 - INFO - Evaluation: +Curr mae: 42.9764; Best mae: 40.5112; 42.9764; 43.0639; 43.5457; 43.8772; +Curr rmse: 104.2923; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.2731; Best nae: 0.1277; 0.1303; 0.1396; 0.1402; 0.1806; + + + +2025-06-19 22:33:51,256 - INFO - Epoch: 114 / 660 lr: 9.369e-05 +2025-06-19 22:36:58,320 - INFO - Training: cls_zice: 38.92289509411643; reg_zipnll: 114.79274239822034; aux_mae_loss_1: 74.81908708243873; aux_mae_loss_2: 11.703350545508084; aux_mae_loss_4: 1.8255626551213178; cnt_loss: 15.160798080322982; +2025-06-19 22:36:58,321 - INFO - Evaluation: +Curr mae: 57.5433; Best mae: 40.5112; 42.9764; 43.0639; 43.5457; 43.8772; +Curr rmse: 311.1753; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.2062; Best nae: 0.1277; 0.1303; 0.1396; 0.1402; 0.1806; + + + +2025-06-19 22:36:58,321 - INFO - Epoch: 115 / 660 lr: 9.271e-05 +2025-06-19 22:40:04,596 - INFO - Training: cls_zice: 38.67866613871028; reg_zipnll: 114.65113383393668; aux_mae_loss_1: 73.59579632276127; aux_mae_loss_2: 11.376824343419013; aux_mae_loss_4: 1.7507463192188955; cnt_loss: 15.294512773540761; +2025-06-19 22:40:04,598 - INFO - Evaluation: +Curr mae: 53.2560; Best mae: 40.5112; 42.9764; 43.0639; 43.5457; 43.8772; +Curr rmse: 133.7074; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.2324; Best nae: 0.1277; 0.1303; 0.1396; 0.1402; 0.1806; + + + +2025-06-19 22:40:04,598 - INFO - Epoch: 116 / 660 lr: 9.166e-05 +2025-06-19 22:43:11,295 - INFO - Training: cls_zice: 38.57261741621022; reg_zipnll: 114.91165355299923; aux_mae_loss_1: 73.67997874576206; aux_mae_loss_2: 11.385384210890546; aux_mae_loss_4: 1.7484627431952862; cnt_loss: 14.103592421830774; +2025-06-19 22:43:14,708 - INFO - Evaluation: +Curr mae: 48.5168; Best mae: 40.5112; 42.9764; 43.0639; 43.5457; 43.8772; +Curr rmse: 253.6115; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.1147; Best nae: 0.1147; 0.1277; 0.1303; 0.1396; 0.1402; + + + +2025-06-19 22:43:14,709 - INFO - Epoch: 117 / 660 lr: 9.055e-05 +2025-06-19 22:46:20,843 - INFO - Training: cls_zice: 35.46206033291118; reg_zipnll: 118.62537709116016; aux_mae_loss_1: 69.42112479418286; aux_mae_loss_2: 10.5716345218276; aux_mae_loss_4: 1.5765486321289925; cnt_loss: 11.731457700766144; +2025-06-19 22:46:20,844 - INFO - Evaluation: +Curr mae: 52.1957; Best mae: 40.5112; 42.9764; 43.0639; 43.5457; 43.8772; +Curr rmse: 162.5596; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.1452; Best nae: 0.1147; 0.1277; 0.1303; 0.1396; 0.1402; + + + +2025-06-19 22:46:20,845 - INFO - Epoch: 118 / 660 lr: 8.937e-05 +2025-06-19 22:49:30,373 - INFO - Training: cls_zice: 40.31851806370948; reg_zipnll: 116.95326524528562; aux_mae_loss_1: 75.27795461946404; aux_mae_loss_2: 11.818199957474338; aux_mae_loss_4: 1.8504808986497263; cnt_loss: 16.55900025199189; +2025-06-19 22:49:30,374 - INFO - Evaluation: +Curr mae: 143.9141; Best mae: 40.5112; 42.9764; 43.0639; 43.5457; 43.8772; +Curr rmse: 464.4131; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.2912; Best nae: 0.1147; 0.1277; 0.1303; 0.1396; 0.1402; + + + +2025-06-19 22:49:30,374 - INFO - Epoch: 119 / 660 lr: 8.814e-05 +2025-06-19 22:52:37,014 - INFO - Training: cls_zice: 37.25564957615036; reg_zipnll: 115.90853299824929; aux_mae_loss_1: 73.11244114383021; aux_mae_loss_2: 11.394388198546089; aux_mae_loss_4: 1.755120202860673; cnt_loss: 14.683740817948907; +2025-06-19 22:52:37,015 - INFO - Evaluation: +Curr mae: 58.0259; Best mae: 40.5112; 42.9764; 43.0639; 43.5457; 43.8772; +Curr rmse: 169.2137; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.1825; Best nae: 0.1147; 0.1277; 0.1303; 0.1396; 0.1402; + + + +2025-06-19 22:52:37,016 - INFO - Epoch: 120 / 660 lr: 8.685e-05 +2025-06-19 22:55:42,739 - INFO - Training: cls_zice: 37.074436419114356; reg_zipnll: 109.3714025811242; aux_mae_loss_1: 73.25038533590754; aux_mae_loss_2: 11.33508121599575; aux_mae_loss_4: 1.740760661795697; cnt_loss: 13.839771604629899; +2025-06-19 22:55:42,740 - INFO - Evaluation: +Curr mae: 46.6808; Best mae: 40.5112; 42.9764; 43.0639; 43.5457; 43.8772; +Curr rmse: 119.9077; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.1583; Best nae: 0.1147; 0.1277; 0.1303; 0.1396; 0.1402; + + + +2025-06-19 22:55:42,740 - INFO - Epoch: 121 / 660 lr: 8.550e-05 +2025-06-19 22:58:47,692 - INFO - Training: cls_zice: 38.70771630227106; reg_zipnll: 111.9935370447703; aux_mae_loss_1: 74.90432561271295; aux_mae_loss_2: 11.665168878198589; aux_mae_loss_4: 1.780546271383456; cnt_loss: 13.99298436277017; +2025-06-19 22:58:54,013 - INFO - Evaluation: +Curr mae: 38.2645; Best mae: 38.2645; 40.5112; 42.9764; 43.0639; 43.5457; +Curr rmse: 112.4138; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.1313; Best nae: 0.1147; 0.1277; 0.1303; 0.1313; 0.1396; + + + +2025-06-19 22:58:54,013 - INFO - Epoch: 122 / 660 lr: 8.410e-05 +2025-06-19 23:02:02,622 - INFO - Training: cls_zice: 39.19661564814707; reg_zipnll: 112.92017345869756; aux_mae_loss_1: 74.17661475154613; aux_mae_loss_2: 11.391192859426562; aux_mae_loss_4: 1.7337815205741358; cnt_loss: 12.67126297644294; +2025-06-19 23:02:02,623 - INFO - Evaluation: +Curr mae: 91.1614; Best mae: 38.2645; 40.5112; 42.9764; 43.0639; 43.5457; +Curr rmse: 179.3722; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.2957; Best nae: 0.1147; 0.1277; 0.1303; 0.1313; 0.1396; + + + +2025-06-19 23:02:02,623 - INFO - Epoch: 123 / 660 lr: 8.265e-05 +2025-06-19 23:05:13,320 - INFO - Training: cls_zice: 36.26331523604748; reg_zipnll: 119.90364192629228; aux_mae_loss_1: 71.54201804702876; aux_mae_loss_2: 10.943705394212875; aux_mae_loss_4: 1.6453580488582502; cnt_loss: 12.749687346670498; +2025-06-19 23:05:16,757 - INFO - Evaluation: +Curr mae: 47.1575; Best mae: 38.2645; 40.5112; 42.9764; 43.0639; 43.5457; +Curr rmse: 160.6725; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.1357; Best nae: 0.1147; 0.1277; 0.1303; 0.1313; 0.1357; + + + +2025-06-19 23:05:16,757 - INFO - Epoch: 124 / 660 lr: 8.115e-05 +2025-06-19 23:08:25,806 - INFO - Training: cls_zice: 38.633257271085114; reg_zipnll: 110.99129849902155; aux_mae_loss_1: 72.49159714127568; aux_mae_loss_2: 11.29515097717393; aux_mae_loss_4: 1.7336921905260771; cnt_loss: 13.770681526483179; +2025-06-19 23:08:30,124 - INFO - Evaluation: +Curr mae: 45.0932; Best mae: 38.2645; 40.5112; 42.9764; 43.0639; 43.5457; +Curr rmse: 182.6700; Best rmse: 90.6683; 99.3133; 103.3495; 104.2923; 107.7933; +Curr nae: 0.1077; Best nae: 0.1077; 0.1147; 0.1277; 0.1303; 0.1313; + + + +2025-06-19 23:08:30,124 - INFO - Epoch: 125 / 660 lr: 7.960e-05 +2025-06-19 23:11:35,239 - INFO - Training: cls_zice: 38.32895803512828; reg_zipnll: 109.96130043314172; aux_mae_loss_1: 73.37026039800178; aux_mae_loss_2: 11.445587198807832; aux_mae_loss_4: 1.7721349705192608; cnt_loss: 14.902934698182085; +2025-06-19 23:11:50,477 - INFO - Evaluation: +Curr mae: 37.3759; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 89.5676; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1107; Best nae: 0.1077; 0.1107; 0.1147; 0.1277; 0.1303; + + + +2025-06-19 23:11:50,477 - INFO - Epoch: 126 / 660 lr: 7.800e-05 +2025-06-19 23:15:04,319 - INFO - Training: cls_zice: 37.07979116770786; reg_zipnll: 110.35547350121034; aux_mae_loss_1: 71.61763275558354; aux_mae_loss_2: 10.990951814504394; aux_mae_loss_4: 1.6364742745393959; cnt_loss: 12.002204597609209; +2025-06-19 23:15:04,320 - INFO - Evaluation: +Curr mae: 53.6955; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 156.2410; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1662; Best nae: 0.1077; 0.1107; 0.1147; 0.1277; 0.1303; + + + +2025-06-19 23:15:04,321 - INFO - Epoch: 127 / 660 lr: 7.636e-05 +2025-06-19 23:18:13,602 - INFO - Training: cls_zice: 34.59316419697053; reg_zipnll: 118.30868520467018; aux_mae_loss_1: 67.61435800591593; aux_mae_loss_2: 10.290135837152869; aux_mae_loss_4: 1.5192039313613603; cnt_loss: 11.168808728073435; +2025-06-19 23:18:13,603 - INFO - Evaluation: +Curr mae: 57.0169; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 205.0207; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1350; Best nae: 0.1077; 0.1107; 0.1147; 0.1277; 0.1303; + + + +2025-06-19 23:18:13,603 - INFO - Epoch: 128 / 660 lr: 7.469e-05 +2025-06-19 23:21:25,890 - INFO - Training: cls_zice: 38.21128239484557; reg_zipnll: 112.5532756060132; aux_mae_loss_1: 72.44527990100929; aux_mae_loss_2: 11.200655717163283; aux_mae_loss_4: 1.7011255722272671; cnt_loss: 13.644935660926112; +2025-06-19 23:21:25,891 - INFO - Evaluation: +Curr mae: 60.2715; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 231.4296; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1983; Best nae: 0.1077; 0.1107; 0.1147; 0.1277; 0.1303; + + + +2025-06-19 23:21:25,891 - INFO - Epoch: 129 / 660 lr: 7.297e-05 +2025-06-19 23:24:34,967 - INFO - Training: cls_zice: 38.07969820713936; reg_zipnll: 110.56601490520879; aux_mae_loss_1: 71.69051484890034; aux_mae_loss_2: 10.930934764425675; aux_mae_loss_4: 1.6385625351823694; cnt_loss: 12.065715049103783; +2025-06-19 23:24:34,970 - INFO - Evaluation: +Curr mae: 58.7130; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 153.7955; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1954; Best nae: 0.1077; 0.1107; 0.1147; 0.1277; 0.1303; + + + +2025-06-19 23:24:34,970 - INFO - Epoch: 130 / 660 lr: 7.122e-05 +2025-06-19 23:27:45,980 - INFO - Training: cls_zice: 35.93848352291284; reg_zipnll: 107.79723189116137; aux_mae_loss_1: 70.5711790381483; aux_mae_loss_2: 10.756214549731473; aux_mae_loss_4: 1.6052414918160378; cnt_loss: 11.720308179414058; +2025-06-19 23:27:49,405 - INFO - Evaluation: +Curr mae: 52.5309; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 218.3647; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1267; Best nae: 0.1077; 0.1107; 0.1147; 0.1267; 0.1277; + + + +2025-06-19 23:27:49,406 - INFO - Epoch: 131 / 660 lr: 6.944e-05 +2025-06-19 23:30:58,153 - INFO - Training: cls_zice: 38.18451331329836; reg_zipnll: 111.23549341726425; aux_mae_loss_1: 72.42112027526208; aux_mae_loss_2: 11.119994417254293; aux_mae_loss_4: 1.689743090085781; cnt_loss: 13.071274058294787; +2025-06-19 23:30:58,155 - INFO - Evaluation: +Curr mae: 63.1978; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 176.2822; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.2187; Best nae: 0.1077; 0.1107; 0.1147; 0.1267; 0.1277; + + + +2025-06-19 23:30:58,155 - INFO - Epoch: 132 / 660 lr: 6.763e-05 +2025-06-19 23:34:07,245 - INFO - Training: cls_zice: 38.4234549217788; reg_zipnll: 113.8768379657618; aux_mae_loss_1: 71.9275060104527; aux_mae_loss_2: 10.913933195001363; aux_mae_loss_4: 1.6089366161884562; cnt_loss: 11.194878798524028; +2025-06-19 23:34:07,246 - INFO - Evaluation: +Curr mae: 50.6114; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 201.8415; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1526; Best nae: 0.1077; 0.1107; 0.1147; 0.1267; 0.1277; + + + +2025-06-19 23:34:07,246 - INFO - Epoch: 133 / 660 lr: 6.580e-05 +2025-06-19 23:37:14,795 - INFO - Training: cls_zice: 39.67879800471671; reg_zipnll: 115.80881414437968; aux_mae_loss_1: 74.24052217625713; aux_mae_loss_2: 11.377700218504682; aux_mae_loss_4: 1.7183399434491111; cnt_loss: 12.127825079816166; +2025-06-19 23:37:18,207 - INFO - Evaluation: +Curr mae: 45.9448; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 194.0521; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1168; Best nae: 0.1077; 0.1107; 0.1147; 0.1168; 0.1267; + + + +2025-06-19 23:37:18,207 - INFO - Epoch: 134 / 660 lr: 6.394e-05 +2025-06-19 23:40:27,373 - INFO - Training: cls_zice: 36.85102100605217; reg_zipnll: 108.87089111994962; aux_mae_loss_1: 72.38217029718629; aux_mae_loss_2: 11.05020310547787; aux_mae_loss_4: 1.6616926427672025; cnt_loss: 12.445478583669296; +2025-06-19 23:40:27,374 - INFO - Evaluation: +Curr mae: 50.1002; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 168.1397; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1523; Best nae: 0.1077; 0.1107; 0.1147; 0.1168; 0.1267; + + + +2025-06-19 23:40:27,374 - INFO - Epoch: 135 / 660 lr: 6.206e-05 +2025-06-19 23:43:35,563 - INFO - Training: cls_zice: 36.72507097328843; reg_zipnll: 115.64460877955419; aux_mae_loss_1: 70.44153467977569; aux_mae_loss_2: 10.698532182943545; aux_mae_loss_4: 1.5841462070883698; cnt_loss: 11.72054156293293; +2025-06-19 23:43:40,653 - INFO - Evaluation: +Curr mae: 52.5300; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 396.7556; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1130; Best nae: 0.1077; 0.1107; 0.1130; 0.1147; 0.1168; + + + +2025-06-19 23:43:40,653 - INFO - Epoch: 136 / 660 lr: 6.016e-05 +2025-06-19 23:46:45,304 - INFO - Training: cls_zice: 38.59119847991472; reg_zipnll: 114.49370143713865; aux_mae_loss_1: 71.39328156400155; aux_mae_loss_2: 10.804917944274402; aux_mae_loss_4: 1.5837313338616208; cnt_loss: 11.229606767163485; +2025-06-19 23:46:48,713 - INFO - Evaluation: +Curr mae: 51.4838; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 319.6052; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1158; Best nae: 0.1077; 0.1107; 0.1130; 0.1147; 0.1158; + + + +2025-06-19 23:46:48,713 - INFO - Epoch: 137 / 660 lr: 5.824e-05 +2025-06-19 23:49:57,838 - INFO - Training: cls_zice: 36.85504505781404; reg_zipnll: 112.35688145301643; aux_mae_loss_1: 70.72645597776594; aux_mae_loss_2: 10.5901908767254; aux_mae_loss_4: 1.5353378013427583; cnt_loss: 10.2091396442569; +2025-06-19 23:49:57,839 - INFO - Evaluation: +Curr mae: 64.5680; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 326.8666; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1746; Best nae: 0.1077; 0.1107; 0.1130; 0.1147; 0.1158; + + + +2025-06-19 23:49:57,839 - INFO - Epoch: 138 / 660 lr: 5.632e-05 +2025-06-19 23:53:02,860 - INFO - Training: cls_zice: 37.903313786021236; reg_zipnll: 108.09190203414171; aux_mae_loss_1: 71.05751861582073; aux_mae_loss_2: 10.79175727778045; aux_mae_loss_4: 1.596963641576105; cnt_loss: 11.319202930118246; +2025-06-19 23:53:02,862 - INFO - Evaluation: +Curr mae: 59.5151; Best mae: 37.3759; 38.2645; 40.5112; 42.9764; 43.0639; +Curr rmse: 226.5705; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1586; Best nae: 0.1077; 0.1107; 0.1130; 0.1147; 0.1158; + + + +2025-06-19 23:53:02,862 - INFO - Epoch: 139 / 660 lr: 5.438e-05 +2025-06-19 23:56:07,856 - INFO - Training: cls_zice: 37.61471912425711; reg_zipnll: 114.36313671808317; aux_mae_loss_1: 70.95694681917794; aux_mae_loss_2: 10.737967648052617; aux_mae_loss_4: 1.5807498845542305; cnt_loss: 11.457422134578994; +2025-06-19 23:56:15,067 - INFO - Evaluation: +Curr mae: 38.8410; Best mae: 37.3759; 38.2645; 38.8410; 40.5112; 42.9764; +Curr rmse: 105.9324; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1142; Best nae: 0.1077; 0.1107; 0.1130; 0.1142; 0.1147; + + + +2025-06-19 23:56:15,067 - INFO - Epoch: 140 / 660 lr: 5.244e-05 +2025-06-19 23:59:21,097 - INFO - Training: cls_zice: 35.25377342051283; reg_zipnll: 111.35213392497948; aux_mae_loss_1: 67.855514533722; aux_mae_loss_2: 10.264716787325998; aux_mae_loss_4: 1.4914437162768872; cnt_loss: 10.36674117950057; +2025-06-19 23:59:21,098 - INFO - Evaluation: +Curr mae: 44.2095; Best mae: 37.3759; 38.2645; 38.8410; 40.5112; 42.9764; +Curr rmse: 172.2497; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1312; Best nae: 0.1077; 0.1107; 0.1130; 0.1142; 0.1147; + + + +2025-06-19 23:59:21,098 - INFO - Epoch: 141 / 660 lr: 5.050e-05 +2025-06-20 00:02:29,513 - INFO - Training: cls_zice: 37.45410664743507; reg_zipnll: 109.10721479038347; aux_mae_loss_1: 70.59822447931245; aux_mae_loss_2: 10.641661841029679; aux_mae_loss_4: 1.5697769314663577; cnt_loss: 10.520305467295463; +2025-06-20 00:02:36,315 - INFO - Evaluation: +Curr mae: 37.8561; Best mae: 37.3759; 37.8561; 38.2645; 38.8410; 40.5112; +Curr rmse: 112.7572; Best rmse: 89.5676; 90.6683; 99.3133; 103.3495; 104.2923; +Curr nae: 0.1050; Best nae: 0.1050; 0.1077; 0.1107; 0.1130; 0.1142; + + + +2025-06-20 00:02:36,315 - INFO - Epoch: 142 / 660 lr: 4.856e-05 +2025-06-20 00:05:41,349 - INFO - Training: cls_zice: 37.206776481974096; reg_zipnll: 116.82775564610499; aux_mae_loss_1: 69.90794437526124; aux_mae_loss_2: 10.44411280743567; aux_mae_loss_4: 1.5008092088227407; cnt_loss: 9.987755727185688; +2025-06-20 00:05:51,540 - INFO - Evaluation: +Curr mae: 35.2560; Best mae: 35.2560; 37.3759; 37.8561; 38.2645; 38.8410; +Curr rmse: 88.6204; Best rmse: 88.6204; 89.5676; 90.6683; 99.3133; 103.3495; +Curr nae: 0.1110; Best nae: 0.1050; 0.1077; 0.1107; 0.1110; 0.1130; + + + +2025-06-20 00:05:51,540 - INFO - Epoch: 143 / 660 lr: 4.662e-05 +2025-06-20 00:08:58,172 - INFO - Training: cls_zice: 37.1613906900803; reg_zipnll: 119.65285439479014; aux_mae_loss_1: 69.45733971338346; aux_mae_loss_2: 10.38671194250602; aux_mae_loss_4: 1.4947430812071405; cnt_loss: 9.833150677019036; +2025-06-20 00:08:58,173 - INFO - Evaluation: +Curr mae: 42.7393; Best mae: 35.2560; 37.3759; 37.8561; 38.2645; 38.8410; +Curr rmse: 108.8378; Best rmse: 88.6204; 89.5676; 90.6683; 99.3133; 103.3495; +Curr nae: 0.1634; Best nae: 0.1050; 0.1077; 0.1107; 0.1110; 0.1130; + + + +2025-06-20 00:08:58,173 - INFO - Epoch: 144 / 660 lr: 4.468e-05 +2025-06-20 00:12:03,931 - INFO - Training: cls_zice: 35.37377570128992; reg_zipnll: 110.48494396111653; aux_mae_loss_1: 67.85740070110116; aux_mae_loss_2: 10.07734584647463; aux_mae_loss_4: 1.426824851224922; cnt_loss: 8.946289009330819; +2025-06-20 00:12:07,351 - INFO - Evaluation: +Curr mae: 45.7328; Best mae: 35.2560; 37.3759; 37.8561; 38.2645; 38.8410; +Curr rmse: 189.6063; Best rmse: 88.6204; 89.5676; 90.6683; 99.3133; 103.3495; +Curr nae: 0.1089; Best nae: 0.1050; 0.1077; 0.1089; 0.1107; 0.1110; + + + +2025-06-20 00:12:07,351 - INFO - Epoch: 145 / 660 lr: 4.276e-05 +2025-06-20 00:15:13,049 - INFO - Training: cls_zice: 36.266916166234445; reg_zipnll: 109.59732098812309; aux_mae_loss_1: 69.06211215119743; aux_mae_loss_2: 10.344039995443545; aux_mae_loss_4: 1.4817297598083712; cnt_loss: 8.833049027043321; +2025-06-20 00:15:16,441 - INFO - Evaluation: +Curr mae: 39.7705; Best mae: 35.2560; 37.3759; 37.8561; 38.2645; 38.8410; +Curr rmse: 93.6498; Best rmse: 88.6204; 89.5676; 90.6683; 93.6498; 99.3133; +Curr nae: 0.1250; Best nae: 0.1050; 0.1077; 0.1089; 0.1107; 0.1110; + + + +2025-06-20 00:15:16,441 - INFO - Epoch: 146 / 660 lr: 4.084e-05 +2025-06-20 00:18:21,631 - INFO - Training: cls_zice: 36.81000779465722; reg_zipnll: 113.54484498041148; aux_mae_loss_1: 68.41986855014125; aux_mae_loss_2: 10.250469031554568; aux_mae_loss_4: 1.4798773731701171; cnt_loss: 9.179636144546127; +2025-06-20 00:18:31,401 - INFO - Evaluation: +Curr mae: 31.3608; Best mae: 31.3608; 35.2560; 37.3759; 37.8561; 38.2645; +Curr rmse: 80.7360; Best rmse: 80.7360; 88.6204; 89.5676; 90.6683; 93.6498; +Curr nae: 0.0993; Best nae: 0.0993; 0.1050; 0.1077; 0.1089; 0.1107; + + + +2025-06-20 00:18:31,401 - INFO - Epoch: 147 / 660 lr: 3.894e-05 +2025-06-20 00:21:37,558 - INFO - Training: cls_zice: 34.42118100427417; reg_zipnll: 111.33567871839038; aux_mae_loss_1: 68.0575998154275; aux_mae_loss_2: 10.206900324490505; aux_mae_loss_4: 1.4552402071520725; cnt_loss: 8.756049416059087; +2025-06-20 00:21:49,248 - INFO - Evaluation: +Curr mae: 37.8511; Best mae: 31.3608; 35.2560; 37.3759; 37.8511; 37.8561; +Curr rmse: 104.2666; Best rmse: 80.7360; 88.6204; 89.5676; 90.6683; 93.6498; +Curr nae: 0.1078; Best nae: 0.0993; 0.1050; 0.1077; 0.1078; 0.1089; + + + +2025-06-20 00:21:49,248 - INFO - Epoch: 148 / 660 lr: 3.706e-05 +2025-06-20 00:24:54,188 - INFO - Training: cls_zice: 36.70463082612586; reg_zipnll: 108.58291972143178; aux_mae_loss_1: 68.44157075391637; aux_mae_loss_2: 10.115362868670633; aux_mae_loss_4: 1.4335085975633488; cnt_loss: 8.62536977174043; +2025-06-20 00:24:54,190 - INFO - Evaluation: +Curr mae: 39.0062; Best mae: 31.3608; 35.2560; 37.3759; 37.8511; 37.8561; +Curr rmse: 117.4370; Best rmse: 80.7360; 88.6204; 89.5676; 90.6683; 93.6498; +Curr nae: 0.1180; Best nae: 0.0993; 0.1050; 0.1077; 0.1078; 0.1089; + + + +2025-06-20 00:24:54,190 - INFO - Epoch: 149 / 660 lr: 3.520e-05 +2025-06-20 00:27:59,072 - INFO - Training: cls_zice: 37.436517375140696; reg_zipnll: 112.52228481420208; aux_mae_loss_1: 69.18712712805191; aux_mae_loss_2: 10.36009457791679; aux_mae_loss_4: 1.4877115362790678; cnt_loss: 8.868945300502459; +2025-06-20 00:28:02,509 - INFO - Evaluation: +Curr mae: 39.0778; Best mae: 31.3608; 35.2560; 37.3759; 37.8511; 37.8561; +Curr rmse: 168.3857; Best rmse: 80.7360; 88.6204; 89.5676; 90.6683; 93.6498; +Curr nae: 0.1044; Best nae: 0.0993; 0.1044; 0.1050; 0.1077; 0.1078; + + + +2025-06-20 00:28:02,509 - INFO - Epoch: 150 / 660 lr: 3.337e-05 +2025-06-20 00:31:08,369 - INFO - Training: cls_zice: 34.28367238148932; reg_zipnll: 112.93999016376878; aux_mae_loss_1: 68.6435473228788; aux_mae_loss_2: 10.2164688827446; aux_mae_loss_4: 1.4455133144837111; cnt_loss: 8.431236885966863; +2025-06-20 00:31:12,354 - INFO - Evaluation: +Curr mae: 36.8866; Best mae: 31.3608; 35.2560; 36.8866; 37.3759; 37.8511; +Curr rmse: 103.0736; Best rmse: 80.7360; 88.6204; 89.5676; 90.6683; 93.6498; +Curr nae: 0.1136; Best nae: 0.0993; 0.1044; 0.1050; 0.1077; 0.1078; + + + +2025-06-20 00:31:24,375 - INFO - Epoch: 151 / 660 lr: 3.156e-05 +2025-06-20 00:34:28,977 - INFO - Training: cls_zice: 35.1641735488161; reg_zipnll: 112.8654475126291; aux_mae_loss_1: 67.45446615292664; aux_mae_loss_2: 9.9889255403553; aux_mae_loss_4: 1.408437511570043; cnt_loss: 8.442465069361395; +2025-06-20 00:34:28,978 - INFO - Evaluation: +Curr mae: 52.9924; Best mae: 31.3608; 35.2560; 36.8866; 37.3759; 37.8511; +Curr rmse: 133.5778; Best rmse: 80.7360; 88.6204; 89.5676; 90.6683; 93.6498; +Curr nae: 0.1788; Best nae: 0.0993; 0.1044; 0.1050; 0.1077; 0.1078; + + + +2025-06-20 00:34:28,978 - INFO - Epoch: 152 / 660 lr: 2.978e-05 +2025-06-20 00:37:40,157 - INFO - Training: cls_zice: 37.0075140794629; reg_zipnll: 109.27801703180936; aux_mae_loss_1: 69.30414973555617; aux_mae_loss_2: 10.248732935493587; aux_mae_loss_4: 1.4368451877394188; cnt_loss: 8.010636293259868; +2025-06-20 00:37:46,823 - INFO - Evaluation: +Curr mae: 34.2255; Best mae: 31.3608; 34.2255; 35.2560; 36.8866; 37.3759; +Curr rmse: 81.8279; Best rmse: 80.7360; 81.8279; 88.6204; 89.5676; 90.6683; +Curr nae: 0.1117; Best nae: 0.0993; 0.1044; 0.1050; 0.1077; 0.1078; + + + +2025-06-20 00:37:46,823 - INFO - Epoch: 153 / 660 lr: 2.803e-05 +2025-06-20 00:40:52,241 - INFO - Training: cls_zice: 35.77401442331642; reg_zipnll: 110.54718642737382; aux_mae_loss_1: 68.61969469016499; aux_mae_loss_2: 10.210309255245718; aux_mae_loss_4: 1.4554480915664094; cnt_loss: 8.044037800828105; +2025-06-20 00:41:02,485 - INFO - Evaluation: +Curr mae: 34.6629; Best mae: 31.3608; 34.2255; 34.6629; 35.2560; 36.8866; +Curr rmse: 87.3313; Best rmse: 80.7360; 81.8279; 87.3313; 88.6204; 89.5676; +Curr nae: 0.1060; Best nae: 0.0993; 0.1044; 0.1050; 0.1060; 0.1077; + + + +2025-06-20 00:41:02,485 - INFO - Epoch: 154 / 660 lr: 2.631e-05 +2025-06-20 00:44:09,027 - INFO - Training: cls_zice: 36.75809481425886; reg_zipnll: 111.09818088824461; aux_mae_loss_1: 69.66265129001097; aux_mae_loss_2: 10.308985930482036; aux_mae_loss_4: 1.4425634297046686; cnt_loss: 7.860438264044514; +2025-06-20 00:44:15,859 - INFO - Evaluation: +Curr mae: 35.4543; Best mae: 31.3608; 34.2255; 34.6629; 35.2560; 35.4543; +Curr rmse: 79.9625; Best rmse: 79.9625; 80.7360; 81.8279; 87.3313; 88.6204; +Curr nae: 0.1157; Best nae: 0.0993; 0.1044; 0.1050; 0.1060; 0.1077; + + + +2025-06-20 00:44:15,859 - INFO - Epoch: 155 / 660 lr: 2.464e-05 +2025-06-20 00:47:22,120 - INFO - Training: cls_zice: 36.324426287244094; reg_zipnll: 111.1970732867871; aux_mae_loss_1: 68.53714547610835; aux_mae_loss_2: 10.160626476405518; aux_mae_loss_4: 1.4305964301898118; cnt_loss: 7.370899618667931; +2025-06-20 00:47:22,121 - INFO - Evaluation: +Curr mae: 50.7245; Best mae: 31.3608; 34.2255; 34.6629; 35.2560; 35.4543; +Curr rmse: 130.0120; Best rmse: 79.9625; 80.7360; 81.8279; 87.3313; 88.6204; +Curr nae: 0.1574; Best nae: 0.0993; 0.1044; 0.1050; 0.1060; 0.1077; + + + +2025-06-20 00:47:22,121 - INFO - Epoch: 156 / 660 lr: 2.300e-05 +2025-06-20 00:50:27,639 - INFO - Training: cls_zice: 36.95660757865269; reg_zipnll: 108.77835540967612; aux_mae_loss_1: 69.54460368364819; aux_mae_loss_2: 10.329578828689066; aux_mae_loss_4: 1.4524792884033566; cnt_loss: 8.607901052828007; +2025-06-20 00:50:34,441 - INFO - Evaluation: +Curr mae: 34.4484; Best mae: 31.3608; 34.2255; 34.4484; 34.6629; 35.2560; +Curr rmse: 78.9224; Best rmse: 78.9224; 79.9625; 80.7360; 81.8279; 87.3313; +Curr nae: 0.1118; Best nae: 0.0993; 0.1044; 0.1050; 0.1060; 0.1077; + + + +2025-06-20 00:50:34,441 - INFO - Epoch: 157 / 660 lr: 2.140e-05 +2025-06-20 00:53:39,517 - INFO - Training: cls_zice: 34.181526396452306; reg_zipnll: 114.11933769481041; aux_mae_loss_1: 66.87014827630207; aux_mae_loss_2: 9.834790793053594; aux_mae_loss_4: 1.3770162871533618; cnt_loss: 6.844067581208629; +2025-06-20 00:53:39,518 - INFO - Evaluation: +Curr mae: 39.8960; Best mae: 31.3608; 34.2255; 34.4484; 34.6629; 35.2560; +Curr rmse: 101.1749; Best rmse: 78.9224; 79.9625; 80.7360; 81.8279; 87.3313; +Curr nae: 0.1332; Best nae: 0.0993; 0.1044; 0.1050; 0.1060; 0.1077; + + + +2025-06-20 00:53:39,519 - INFO - Epoch: 158 / 660 lr: 1.985e-05 +2025-06-20 00:56:47,374 - INFO - Training: cls_zice: 36.338904075879974; reg_zipnll: 107.23665280575004; aux_mae_loss_1: 69.15140782898067; aux_mae_loss_2: 10.209984768785365; aux_mae_loss_4: 1.443026798856289; cnt_loss: 8.32736681980155; +2025-06-20 00:56:54,502 - INFO - Evaluation: +Curr mae: 34.4663; Best mae: 31.3608; 34.2255; 34.4484; 34.4663; 34.6629; +Curr rmse: 80.9753; Best rmse: 78.9224; 79.9625; 80.7360; 80.9753; 81.8279; +Curr nae: 0.1106; Best nae: 0.0993; 0.1044; 0.1050; 0.1060; 0.1077; + + + +2025-06-20 00:56:54,503 - INFO - Epoch: 159 / 660 lr: 1.835e-05 +2025-06-20 00:59:59,174 - INFO - Training: cls_zice: 36.69009797217607; reg_zipnll: 111.80154615073707; aux_mae_loss_1: 68.19418849797972; aux_mae_loss_2: 10.009098834734036; aux_mae_loss_4: 1.3873489993626784; cnt_loss: 7.08543590193849; +2025-06-20 01:00:02,596 - INFO - Evaluation: +Curr mae: 35.7477; Best mae: 31.3608; 34.2255; 34.4484; 34.4663; 34.6629; +Curr rmse: 80.9785; Best rmse: 78.9224; 79.9625; 80.7360; 80.9753; 80.9785; +Curr nae: 0.1189; Best nae: 0.0993; 0.1044; 0.1050; 0.1060; 0.1077; + + + +2025-06-20 01:00:02,597 - INFO - Epoch: 160 / 660 lr: 1.690e-05 +2025-06-20 01:03:07,255 - INFO - Training: cls_zice: 35.34744249977612; reg_zipnll: 108.77377863347071; aux_mae_loss_1: 67.51853631639848; aux_mae_loss_2: 9.945229138690586; aux_mae_loss_4: 1.3977186669880444; cnt_loss: 7.517823813813511; +2025-06-20 01:03:07,256 - INFO - Evaluation: +Curr mae: 37.0770; Best mae: 31.3608; 34.2255; 34.4484; 34.4663; 34.6629; +Curr rmse: 95.9482; Best rmse: 78.9224; 79.9625; 80.7360; 80.9753; 80.9785; +Curr nae: 0.1189; Best nae: 0.0993; 0.1044; 0.1050; 0.1060; 0.1077; + + + +2025-06-20 01:03:07,256 - INFO - Epoch: 161 / 660 lr: 1.550e-05 +2025-06-20 01:06:12,655 - INFO - Training: cls_zice: 35.384442387938805; reg_zipnll: 113.53844073866817; aux_mae_loss_1: 67.50229243202503; aux_mae_loss_2: 9.957059430585728; aux_mae_loss_4: 1.379600227032345; cnt_loss: 7.110734927547009; +2025-06-20 01:06:23,070 - INFO - Evaluation: +Curr mae: 32.4249; Best mae: 31.3608; 32.4249; 34.2255; 34.4484; 34.4663; +Curr rmse: 80.7491; Best rmse: 78.9224; 79.9625; 80.7360; 80.7491; 80.9753; +Curr nae: 0.1008; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:06:23,070 - INFO - Epoch: 162 / 660 lr: 1.415e-05 +2025-06-20 01:09:28,545 - INFO - Training: cls_zice: 36.68408845445491; reg_zipnll: 110.54686468854968; aux_mae_loss_1: 67.60550529117143; aux_mae_loss_2: 9.946488713237498; aux_mae_loss_4: 1.3779196714297666; cnt_loss: 6.833655808685984; +2025-06-20 01:09:35,415 - INFO - Evaluation: +Curr mae: 33.7908; Best mae: 31.3608; 32.4249; 33.7908; 34.2255; 34.4484; +Curr rmse: 77.0268; Best rmse: 77.0268; 78.9224; 79.9625; 80.7360; 80.7491; +Curr nae: 0.1131; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:09:35,415 - INFO - Epoch: 163 / 660 lr: 1.286e-05 +2025-06-20 01:12:39,956 - INFO - Training: cls_zice: 35.043088763415966; reg_zipnll: 106.09021640130364; aux_mae_loss_1: 68.29996963147946; aux_mae_loss_2: 10.079390533785586; aux_mae_loss_4: 1.4105325446950132; cnt_loss: 7.311749243491106; +2025-06-20 01:12:46,047 - INFO - Evaluation: +Curr mae: 33.2545; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 34.2255; +Curr rmse: 77.0690; Best rmse: 77.0268; 77.0690; 78.9224; 79.9625; 80.7360; +Curr nae: 0.1100; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:12:46,048 - INFO - Epoch: 164 / 660 lr: 1.163e-05 +2025-06-20 01:15:51,849 - INFO - Training: cls_zice: 35.09347100766581; reg_zipnll: 108.41406380425381; aux_mae_loss_1: 68.18024794669262; aux_mae_loss_2: 10.049481200681553; aux_mae_loss_4: 1.403801880757729; cnt_loss: 6.63238362144382; +2025-06-20 01:15:55,262 - INFO - Evaluation: +Curr mae: 34.7895; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 34.2255; +Curr rmse: 80.4204; Best rmse: 77.0268; 77.0690; 78.9224; 79.9625; 80.4204; +Curr nae: 0.1149; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:15:55,263 - INFO - Epoch: 165 / 660 lr: 1.045e-05 +2025-06-20 01:19:01,698 - INFO - Training: cls_zice: 34.45164431428542; reg_zipnll: 111.64310417077229; aux_mae_loss_1: 66.51963349173185; aux_mae_loss_2: 9.759851440059496; aux_mae_loss_4: 1.3439531494841783; cnt_loss: 6.5697811743900525; +2025-06-20 01:19:05,871 - INFO - Evaluation: +Curr mae: 34.2407; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 34.2255; +Curr rmse: 79.6564; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1134; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:19:05,871 - INFO - Epoch: 166 / 660 lr: 9.342e-06 +2025-06-20 01:22:12,699 - INFO - Training: cls_zice: 35.55780628162668; reg_zipnll: 111.05456053628407; aux_mae_loss_1: 66.36167009446798; aux_mae_loss_2: 9.689230132531998; aux_mae_loss_4: 1.334934655375836; cnt_loss: 6.169508653848521; +2025-06-20 01:22:12,700 - INFO - Evaluation: +Curr mae: 36.6535; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 34.2255; +Curr rmse: 86.8053; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1186; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:22:12,701 - INFO - Epoch: 167 / 660 lr: 8.294e-06 +2025-06-20 01:25:17,403 - INFO - Training: cls_zice: 32.86274126041824; reg_zipnll: 109.11225558185332; aux_mae_loss_1: 66.97181889698254; aux_mae_loss_2: 9.878411948221201; aux_mae_loss_4: 1.3696714462688466; cnt_loss: 6.413667925372528; +2025-06-20 01:25:17,404 - INFO - Evaluation: +Curr mae: 36.6421; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 34.2255; +Curr rmse: 97.8194; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1204; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:25:17,404 - INFO - Epoch: 168 / 660 lr: 7.311e-06 +2025-06-20 01:28:23,638 - INFO - Training: cls_zice: 36.6103779399303; reg_zipnll: 105.5740975818781; aux_mae_loss_1: 68.4562757916193; aux_mae_loss_2: 10.011828894173885; aux_mae_loss_4: 1.3924512046085225; cnt_loss: 6.360878307439368; +2025-06-20 01:28:23,639 - INFO - Evaluation: +Curr mae: 34.5084; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 34.2255; +Curr rmse: 92.5789; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1078; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:28:23,640 - INFO - Epoch: 169 / 660 lr: 6.395e-06 +2025-06-20 01:31:29,883 - INFO - Training: cls_zice: 33.10890760274657; reg_zipnll: 109.73522056834557; aux_mae_loss_1: 65.03612805638645; aux_mae_loss_2: 9.485753704159302; aux_mae_loss_4: 1.2855020506178199; cnt_loss: 5.914161649185465; +2025-06-20 01:31:33,293 - INFO - Evaluation: +Curr mae: 33.8237; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 33.8237; +Curr rmse: 83.0396; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1085; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:31:33,293 - INFO - Epoch: 170 / 660 lr: 5.547e-06 +2025-06-20 01:34:38,210 - INFO - Training: cls_zice: 36.71512682149833; reg_zipnll: 117.53622383078451; aux_mae_loss_1: 68.03736284153014; aux_mae_loss_2: 9.875395572583901; aux_mae_loss_4: 1.3534266165718627; cnt_loss: 6.291181237041797; +2025-06-20 01:34:41,618 - INFO - Evaluation: +Curr mae: 35.3649; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 33.8237; +Curr rmse: 95.6645; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1060; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1060; + + + +2025-06-20 01:34:41,618 - INFO - Epoch: 171 / 660 lr: 4.768e-06 +2025-06-20 01:37:46,831 - INFO - Training: cls_zice: 33.541380691038; reg_zipnll: 113.10047519605386; aux_mae_loss_1: 65.81330125068331; aux_mae_loss_2: 9.553496681632604; aux_mae_loss_4: 1.3092427854749416; cnt_loss: 5.8233976117443; +2025-06-20 01:37:50,211 - INFO - Evaluation: +Curr mae: 34.7225; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 33.8237; +Curr rmse: 93.0251; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1054; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 01:37:50,211 - INFO - Epoch: 172 / 660 lr: 4.060e-06 +2025-06-20 01:40:57,991 - INFO - Training: cls_zice: 35.655143934840716; reg_zipnll: 109.10380866043366; aux_mae_loss_1: 68.31050934583179; aux_mae_loss_2: 10.026801523635198; aux_mae_loss_4: 1.3911464212026572; cnt_loss: 5.844721228727032; +2025-06-20 01:40:57,992 - INFO - Evaluation: +Curr mae: 34.2030; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 33.8237; +Curr rmse: 83.5755; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1093; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 01:40:57,992 - INFO - Epoch: 173 / 660 lr: 3.423e-06 +2025-06-20 01:44:03,008 - INFO - Training: cls_zice: 34.70600919674479; reg_zipnll: 112.02637517482886; aux_mae_loss_1: 67.27964085723563; aux_mae_loss_2: 9.75491732833931; aux_mae_loss_4: 1.3287947516514893; cnt_loss: 5.966990530950551; +2025-06-20 01:44:03,009 - INFO - Evaluation: +Curr mae: 34.1410; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 33.8237; +Curr rmse: 80.9927; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1133; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 01:44:03,009 - INFO - Epoch: 174 / 660 lr: 2.858e-06 +2025-06-20 01:47:08,594 - INFO - Training: cls_zice: 33.89095634727674; reg_zipnll: 112.67203680469935; aux_mae_loss_1: 66.10368103478439; aux_mae_loss_2: 9.616479043482508; aux_mae_loss_4: 1.313353656534977; cnt_loss: 5.8986926170731575; +2025-06-20 01:47:08,595 - INFO - Evaluation: +Curr mae: 35.1460; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 33.8237; +Curr rmse: 85.6736; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1132; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 01:47:08,595 - INFO - Epoch: 175 / 660 lr: 2.368e-06 +2025-06-20 01:50:18,948 - INFO - Training: cls_zice: 35.09842643786849; reg_zipnll: 113.52459049224854; aux_mae_loss_1: 66.73721891442423; aux_mae_loss_2: 9.668477553328389; aux_mae_loss_4: 1.3156114887915418; cnt_loss: 5.6922827410514065; +2025-06-20 01:50:18,949 - INFO - Evaluation: +Curr mae: 35.8110; Best mae: 31.3608; 32.4249; 33.2545; 33.7908; 33.8237; +Curr rmse: 90.3625; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1154; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 01:50:18,949 - INFO - Epoch: 176 / 660 lr: 1.951e-06 +2025-06-20 01:53:24,274 - INFO - Training: cls_zice: 37.86608956742716; reg_zipnll: 108.3205158361126; aux_mae_loss_1: 69.89809421034276; aux_mae_loss_2: 10.292715981257912; aux_mae_loss_4: 1.4195473043961513; cnt_loss: 6.374045857503665; +2025-06-20 01:53:27,682 - INFO - Evaluation: +Curr mae: 33.6933; Best mae: 31.3608; 32.4249; 33.2545; 33.6933; 33.7908; +Curr rmse: 84.2206; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1083; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 01:53:27,682 - INFO - Epoch: 177 / 660 lr: 1.609e-06 +2025-06-20 01:56:33,524 - INFO - Training: cls_zice: 35.490770097869834; reg_zipnll: 109.48253664933624; aux_mae_loss_1: 67.82601864233727; aux_mae_loss_2: 9.930507354687297; aux_mae_loss_4: 1.3640007324574233; cnt_loss: 5.756208185058633; +2025-06-20 01:56:33,526 - INFO - Evaluation: +Curr mae: 34.3793; Best mae: 31.3608; 32.4249; 33.2545; 33.6933; 33.7908; +Curr rmse: 84.7019; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1113; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 01:56:33,526 - INFO - Epoch: 178 / 660 lr: 1.343e-06 +2025-06-20 01:59:38,368 - INFO - Training: cls_zice: 34.487932433505904; reg_zipnll: 103.69315878223331; aux_mae_loss_1: 66.82431729961483; aux_mae_loss_2: 9.785309849790558; aux_mae_loss_4: 1.344691169599028; cnt_loss: 5.962678754697422; +2025-06-20 01:59:41,772 - INFO - Evaluation: +Curr mae: 33.6827; Best mae: 31.3608; 32.4249; 33.2545; 33.6827; 33.6933; +Curr rmse: 82.0248; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.9625; +Curr nae: 0.1073; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 01:59:41,772 - INFO - Epoch: 179 / 660 lr: 1.153e-06 +2025-06-20 02:02:48,974 - INFO - Training: cls_zice: 37.992343919442675; reg_zipnll: 114.46626958626402; aux_mae_loss_1: 69.40031825729997; aux_mae_loss_2: 10.122151674219147; aux_mae_loss_4: 1.3791107724212435; cnt_loss: 5.867410660326327; +2025-06-20 02:02:55,765 - INFO - Evaluation: +Curr mae: 33.4712; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 79.8312; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1103; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:02:55,765 - INFO - Epoch: 180 / 660 lr: 1.038e-06 +2025-06-20 02:06:00,769 - INFO - Training: cls_zice: 35.97597400020511; reg_zipnll: 112.33409695760143; aux_mae_loss_1: 67.49847398380388; aux_mae_loss_2: 9.856458287619073; aux_mae_loss_4: 1.3420215888777245; cnt_loss: 5.947353830221073; +2025-06-20 02:06:00,770 - INFO - Evaluation: +Curr mae: 34.9487; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 86.5382; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1110; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:06:00,770 - INFO - Epoch: 181 / 660 lr: 1.000e-04 +2025-06-20 02:09:07,207 - INFO - Training: cls_zice: 36.55682946324042; reg_zipnll: 113.48483782868766; aux_mae_loss_1: 69.40415747184068; aux_mae_loss_2: 10.554209205362667; aux_mae_loss_4: 1.5804088235207878; cnt_loss: 12.198973407322459; +2025-06-20 02:09:07,208 - INFO - Evaluation: +Curr mae: 46.8884; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 108.2640; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1459; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:09:07,208 - INFO - Epoch: 182 / 660 lr: 9.999e-05 +2025-06-20 02:12:13,211 - INFO - Training: cls_zice: 35.10725234437418; reg_zipnll: 111.69227754058446; aux_mae_loss_1: 68.86183687837693; aux_mae_loss_2: 10.517885885079293; aux_mae_loss_4: 1.5719324145609739; cnt_loss: 12.72507193891432; +2025-06-20 02:12:13,212 - INFO - Evaluation: +Curr mae: 42.8412; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 124.2920; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1139; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:12:13,212 - INFO - Epoch: 183 / 660 lr: 9.996e-05 +2025-06-20 02:15:18,419 - INFO - Training: cls_zice: 38.93232103546358; reg_zipnll: 111.74588520177532; aux_mae_loss_1: 70.62332050843227; aux_mae_loss_2: 10.788273982799451; aux_mae_loss_4: 1.6190823268691188; cnt_loss: 12.783660710777292; +2025-06-20 02:15:18,420 - INFO - Evaluation: +Curr mae: 44.9574; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 122.0954; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1465; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:15:18,420 - INFO - Epoch: 184 / 660 lr: 9.991e-05 +2025-06-20 02:18:24,792 - INFO - Training: cls_zice: 37.032903082266564; reg_zipnll: 115.12348781575886; aux_mae_loss_1: 70.28559529811987; aux_mae_loss_2: 10.751266729249439; aux_mae_loss_4: 1.610187969584698; cnt_loss: 12.242762755612175; +2025-06-20 02:18:24,793 - INFO - Evaluation: +Curr mae: 51.3465; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 169.1768; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1225; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:18:24,794 - INFO - Epoch: 185 / 660 lr: 9.985e-05 +2025-06-20 02:21:33,667 - INFO - Training: cls_zice: 36.59337121570018; reg_zipnll: 112.11882351480597; aux_mae_loss_1: 69.60549673507023; aux_mae_loss_2: 10.697534751156608; aux_mae_loss_4: 1.6151831146224298; cnt_loss: 12.641394543310671; +2025-06-20 02:21:33,669 - INFO - Evaluation: +Curr mae: 39.3440; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 97.7727; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1262; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:21:33,669 - INFO - Epoch: 186 / 660 lr: 9.976e-05 +2025-06-20 02:24:42,635 - INFO - Training: cls_zice: 35.66099877988771; reg_zipnll: 113.16255643006156; aux_mae_loss_1: 68.86194378183556; aux_mae_loss_2: 10.534917405454543; aux_mae_loss_4: 1.5780642192743737; cnt_loss: 11.610432703574702; +2025-06-20 02:24:42,636 - INFO - Evaluation: +Curr mae: 63.6309; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 138.3283; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.2331; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:24:42,636 - INFO - Epoch: 187 / 660 lr: 9.966e-05 +2025-06-20 02:27:48,170 - INFO - Training: cls_zice: 39.65871561707445; reg_zipnll: 112.76891961869973; aux_mae_loss_1: 73.41625048630036; aux_mae_loss_2: 11.373560253329632; aux_mae_loss_4: 1.764908704628981; cnt_loss: 15.285077653537986; +2025-06-20 02:27:48,172 - INFO - Evaluation: +Curr mae: 63.9084; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 169.1390; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.2555; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:27:48,172 - INFO - Epoch: 188 / 660 lr: 9.953e-05 +2025-06-20 02:30:55,208 - INFO - Training: cls_zice: 33.01237346090204; reg_zipnll: 113.80497695118726; aux_mae_loss_1: 66.8675834170344; aux_mae_loss_2: 10.176155591225562; aux_mae_loss_4: 1.509189235558853; cnt_loss: 11.340867411508045; +2025-06-20 02:30:55,209 - INFO - Evaluation: +Curr mae: 50.5261; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 174.5639; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1836; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:30:55,209 - INFO - Epoch: 189 / 660 lr: 9.939e-05 +2025-06-20 02:33:59,961 - INFO - Training: cls_zice: 39.20139324358619; reg_zipnll: 114.82796359123485; aux_mae_loss_1: 72.37780498661542; aux_mae_loss_2: 11.042530467393773; aux_mae_loss_4: 1.6630239620000353; cnt_loss: 12.95663407444954; +2025-06-20 02:33:59,962 - INFO - Evaluation: +Curr mae: 49.9875; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 127.9185; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1392; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:33:59,963 - INFO - Epoch: 190 / 660 lr: 9.923e-05 +2025-06-20 02:37:07,786 - INFO - Training: cls_zice: 37.20952964350007; reg_zipnll: 108.71140525151034; aux_mae_loss_1: 70.24882168880158; aux_mae_loss_2: 10.736248191647174; aux_mae_loss_4: 1.5949553615176586; cnt_loss: 12.442174901999055; +2025-06-20 02:37:07,787 - INFO - Evaluation: +Curr mae: 48.5508; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 221.0530; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1240; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:37:07,787 - INFO - Epoch: 191 / 660 lr: 9.905e-05 +2025-06-20 02:40:16,060 - INFO - Training: cls_zice: 39.45612925520899; reg_zipnll: 113.08804992538491; aux_mae_loss_1: 72.799811556897; aux_mae_loss_2: 11.16511242371292; aux_mae_loss_4: 1.6737900621480377; cnt_loss: 13.352581156173525; +2025-06-20 02:40:16,061 - INFO - Evaluation: +Curr mae: 50.8334; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 335.1458; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1235; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:40:16,061 - INFO - Epoch: 192 / 660 lr: 9.885e-05 +2025-06-20 02:43:27,449 - INFO - Training: cls_zice: 40.385203602994316; reg_zipnll: 114.72418962101091; aux_mae_loss_1: 73.53599678274905; aux_mae_loss_2: 11.230795167712136; aux_mae_loss_4: 1.6954783248717498; cnt_loss: 13.114708088051078; +2025-06-20 02:43:27,450 - INFO - Evaluation: +Curr mae: 48.2087; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 278.5713; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1221; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:43:27,450 - INFO - Epoch: 193 / 660 lr: 9.863e-05 +2025-06-20 02:46:33,193 - INFO - Training: cls_zice: 38.10207908717403; reg_zipnll: 115.52679662532856; aux_mae_loss_1: 70.90195289062657; aux_mae_loss_2: 10.761963055801882; aux_mae_loss_4: 1.5900863949927695; cnt_loss: 11.641007768770724; +2025-06-20 02:46:33,194 - INFO - Evaluation: +Curr mae: 40.1017; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 180.2197; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1071; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:46:33,194 - INFO - Epoch: 194 / 660 lr: 9.840e-05 +2025-06-20 02:49:38,587 - INFO - Training: cls_zice: 38.28247636970334; reg_zipnll: 110.44978882414516; aux_mae_loss_1: 70.4191778104532; aux_mae_loss_2: 10.715082846447864; aux_mae_loss_4: 1.6007164545874362; cnt_loss: 12.525245291178514; +2025-06-20 02:49:38,588 - INFO - Evaluation: +Curr mae: 64.4006; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 242.6471; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1323; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:49:38,588 - INFO - Epoch: 195 / 660 lr: 9.814e-05 +2025-06-20 02:52:45,267 - INFO - Training: cls_zice: 35.88440583788031; reg_zipnll: 116.68233874892208; aux_mae_loss_1: 69.04651766877555; aux_mae_loss_2: 10.464467492385511; aux_mae_loss_4: 1.5480222070355036; cnt_loss: 11.551008619502149; +2025-06-20 02:52:45,268 - INFO - Evaluation: +Curr mae: 49.5745; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 143.2056; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1524; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:52:45,268 - INFO - Epoch: 196 / 660 lr: 9.787e-05 +2025-06-20 02:55:55,071 - INFO - Training: cls_zice: 36.25661361156209; reg_zipnll: 115.30176610382786; aux_mae_loss_1: 69.12774223288412; aux_mae_loss_2: 10.545137962829179; aux_mae_loss_4: 1.5683721004767406; cnt_loss: 12.162270766603916; +2025-06-20 02:55:55,072 - INFO - Evaluation: +Curr mae: 38.3933; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 96.0626; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1517; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:55:55,072 - INFO - Epoch: 197 / 660 lr: 9.758e-05 +2025-06-20 02:59:01,232 - INFO - Training: cls_zice: 38.67163907531601; reg_zipnll: 117.83761370641713; aux_mae_loss_1: 70.71930584625598; aux_mae_loss_2: 10.79071427586759; aux_mae_loss_4: 1.6159667247824927; cnt_loss: 12.7648410977925; +2025-06-20 02:59:01,233 - INFO - Evaluation: +Curr mae: 51.7650; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 175.0260; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1456; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 02:59:01,233 - INFO - Epoch: 198 / 660 lr: 9.727e-05 +2025-06-20 03:02:06,795 - INFO - Training: cls_zice: 40.37610360650599; reg_zipnll: 113.23875222782243; aux_mae_loss_1: 72.15774457681455; aux_mae_loss_2: 10.95999302502463; aux_mae_loss_4: 1.6392275579177935; cnt_loss: 12.842711985877363; +2025-06-20 03:02:06,796 - INFO - Evaluation: +Curr mae: 39.4780; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 100.0041; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1227; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 03:02:06,796 - INFO - Epoch: 199 / 660 lr: 9.694e-05 +2025-06-20 03:05:11,520 - INFO - Training: cls_zice: 36.00075444985171; reg_zipnll: 111.20003112361486; aux_mae_loss_1: 69.2469568080951; aux_mae_loss_2: 10.485744538527834; aux_mae_loss_4: 1.5563679865745774; cnt_loss: 11.691414898802504; +2025-06-20 03:05:11,521 - INFO - Evaluation: +Curr mae: 38.4822; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 113.5061; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1268; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 03:05:11,521 - INFO - Epoch: 200 / 660 lr: 9.660e-05 +2025-06-20 03:08:16,133 - INFO - Training: cls_zice: 35.81857183751839; reg_zipnll: 111.6271521806104; aux_mae_loss_1: 67.99023858195406; aux_mae_loss_2: 10.271117117686872; aux_mae_loss_4: 1.508578378697594; cnt_loss: 10.960450183150089; +2025-06-20 03:08:16,134 - INFO - Evaluation: +Curr mae: 40.1125; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 94.2265; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.3064; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 03:08:26,916 - INFO - Epoch: 201 / 660 lr: 9.623e-05 +2025-06-20 03:11:31,803 - INFO - Training: cls_zice: 36.33474097092538; reg_zipnll: 112.605327917555; aux_mae_loss_1: 69.11131654361833; aux_mae_loss_2: 10.530078700698127; aux_mae_loss_4: 1.57035806556747; cnt_loss: 11.608298518970264; +2025-06-20 03:11:31,804 - INFO - Evaluation: +Curr mae: 59.4496; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 134.6916; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.3013; Best nae: 0.0993; 0.1008; 0.1044; 0.1050; 0.1054; + + + +2025-06-20 03:11:31,804 - INFO - Epoch: 202 / 660 lr: 9.585e-05 +2025-06-20 03:14:36,999 - INFO - Training: cls_zice: 37.85889064560819; reg_zipnll: 109.70373385118029; aux_mae_loss_1: 69.86199641043852; aux_mae_loss_2: 10.871781045489568; aux_mae_loss_4: 1.6555936810366598; cnt_loss: 13.578480899027504; +2025-06-20 03:14:40,764 - INFO - Evaluation: +Curr mae: 48.6689; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 285.7476; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1049; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:14:40,764 - INFO - Epoch: 203 / 660 lr: 9.545e-05 +2025-06-20 03:17:45,487 - INFO - Training: cls_zice: 37.440041206489795; reg_zipnll: 107.3138961179091; aux_mae_loss_1: 70.12362918510534; aux_mae_loss_2: 10.745394295469348; aux_mae_loss_4: 1.6158746122969148; cnt_loss: 12.654157715468909; +2025-06-20 03:17:45,488 - INFO - Evaluation: +Curr mae: 52.1649; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 247.1534; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1481; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:17:45,488 - INFO - Epoch: 204 / 660 lr: 9.504e-05 +2025-06-20 03:20:50,612 - INFO - Training: cls_zice: 34.930743655386195; reg_zipnll: 110.47852171723824; aux_mae_loss_1: 67.56157248553396; aux_mae_loss_2: 10.22366166513193; aux_mae_loss_4: 1.5061927124436534; cnt_loss: 10.813957721378012; +2025-06-20 03:20:50,613 - INFO - Evaluation: +Curr mae: 44.5390; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 139.5400; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1402; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:20:50,613 - INFO - Epoch: 205 / 660 lr: 9.460e-05 +2025-06-20 03:23:55,843 - INFO - Training: cls_zice: 34.89027382475551; reg_zipnll: 110.21746046316348; aux_mae_loss_1: 68.74290145332219; aux_mae_loss_2: 10.503920337688035; aux_mae_loss_4: 1.5692068536437875; cnt_loss: 12.06016032669722; +2025-06-20 03:23:55,844 - INFO - Evaluation: +Curr mae: 42.1966; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 131.8415; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1281; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:23:55,844 - INFO - Epoch: 206 / 660 lr: 9.416e-05 +2025-06-20 03:27:01,896 - INFO - Training: cls_zice: 38.765340153233254; reg_zipnll: 102.90011600111934; aux_mae_loss_1: 72.66427791271848; aux_mae_loss_2: 11.079928228665134; aux_mae_loss_4: 1.6523432072376532; cnt_loss: 11.717248909577613; +2025-06-20 03:27:01,897 - INFO - Evaluation: +Curr mae: 50.2705; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 210.2066; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1366; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:27:01,897 - INFO - Epoch: 207 / 660 lr: 9.369e-05 +2025-06-20 03:30:08,322 - INFO - Training: cls_zice: 35.92862308515681; reg_zipnll: 105.8449120313159; aux_mae_loss_1: 68.76318823708974; aux_mae_loss_2: 10.589940581959134; aux_mae_loss_4: 1.604973156991532; cnt_loss: 12.7237295655481; +2025-06-20 03:30:08,323 - INFO - Evaluation: +Curr mae: 34.7194; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 93.5514; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1086; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:30:08,323 - INFO - Epoch: 208 / 660 lr: 9.321e-05 +2025-06-20 03:33:14,494 - INFO - Training: cls_zice: 35.236189803304896; reg_zipnll: 107.353240829507; aux_mae_loss_1: 67.22371843725367; aux_mae_loss_2: 10.092830420766207; aux_mae_loss_4: 1.4781838460492598; cnt_loss: 10.589707011275548; +2025-06-20 03:33:14,495 - INFO - Evaluation: +Curr mae: 54.3830; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 242.8848; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1073; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:33:14,495 - INFO - Epoch: 209 / 660 lr: 9.271e-05 +2025-06-20 03:36:20,231 - INFO - Training: cls_zice: 36.723108798495296; reg_zipnll: 110.5483184461422; aux_mae_loss_1: 69.8307609864556; aux_mae_loss_2: 10.618487166101952; aux_mae_loss_4: 1.5800316449072795; cnt_loss: 12.213104663823747; +2025-06-20 03:36:20,232 - INFO - Evaluation: +Curr mae: 59.3820; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 138.1429; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1954; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:36:20,232 - INFO - Epoch: 210 / 660 lr: 9.219e-05 +2025-06-20 03:39:26,200 - INFO - Training: cls_zice: 36.10438336198312; reg_zipnll: 110.06333880927079; aux_mae_loss_1: 68.99002180859485; aux_mae_loss_2: 10.443631739726717; aux_mae_loss_4: 1.5468376527102257; cnt_loss: 11.56697844033989; +2025-06-20 03:39:26,201 - INFO - Evaluation: +Curr mae: 50.1171; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 128.2160; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1611; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:39:26,201 - INFO - Epoch: 211 / 660 lr: 9.166e-05 +2025-06-20 03:42:31,851 - INFO - Training: cls_zice: 35.202667214876584; reg_zipnll: 110.94539711469243; aux_mae_loss_1: 67.70580246393355; aux_mae_loss_2: 10.173874104850396; aux_mae_loss_4: 1.4682354843172132; cnt_loss: 9.948741832245284; +2025-06-20 03:42:31,852 - INFO - Evaluation: +Curr mae: 51.0869; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 143.2532; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1677; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:42:31,852 - INFO - Epoch: 212 / 660 lr: 9.111e-05 +2025-06-20 03:45:37,451 - INFO - Training: cls_zice: 35.46581107380879; reg_zipnll: 110.65454508038597; aux_mae_loss_1: 68.08371063124551; aux_mae_loss_2: 10.29873343421132; aux_mae_loss_4: 1.5021475219481402; cnt_loss: 10.533425954206438; +2025-06-20 03:45:37,453 - INFO - Evaluation: +Curr mae: 65.2473; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 193.7383; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1852; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:45:37,453 - INFO - Epoch: 213 / 660 lr: 9.055e-05 +2025-06-20 03:48:42,503 - INFO - Training: cls_zice: 38.012884186901594; reg_zipnll: 107.9764339133216; aux_mae_loss_1: 69.08086112471044; aux_mae_loss_2: 10.532647317050355; aux_mae_loss_4: 1.578927949951976; cnt_loss: 12.572297672226373; +2025-06-20 03:48:42,504 - INFO - Evaluation: +Curr mae: 73.1705; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 281.1014; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.2995; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:48:42,504 - INFO - Epoch: 214 / 660 lr: 8.997e-05 +2025-06-20 03:51:49,164 - INFO - Training: cls_zice: 32.91323891611516; reg_zipnll: 111.07442649900148; aux_mae_loss_1: 64.9288542037758; aux_mae_loss_2: 9.78474604662096; aux_mae_loss_4: 1.4118357829864503; cnt_loss: 10.38963424715101; +2025-06-20 03:51:49,165 - INFO - Evaluation: +Curr mae: 45.5051; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 118.4378; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1377; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:51:49,165 - INFO - Epoch: 215 / 660 lr: 8.937e-05 +2025-06-20 03:54:56,857 - INFO - Training: cls_zice: 36.826981559510706; reg_zipnll: 107.61280840405462; aux_mae_loss_1: 68.19136412284675; aux_mae_loss_2: 10.338879131412751; aux_mae_loss_4: 1.5276487664077767; cnt_loss: 11.617302898269692; +2025-06-20 03:54:56,858 - INFO - Evaluation: +Curr mae: 38.6302; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 104.2715; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1065; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:54:56,858 - INFO - Epoch: 216 / 660 lr: 8.876e-05 +2025-06-20 03:58:02,781 - INFO - Training: cls_zice: 35.53648527115966; reg_zipnll: 110.47450234283212; aux_mae_loss_1: 68.18160855310435; aux_mae_loss_2: 10.334962124383235; aux_mae_loss_4: 1.5154331196626232; cnt_loss: 11.659822365465384; +2025-06-20 03:58:02,783 - INFO - Evaluation: +Curr mae: 73.2965; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 203.3307; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1891; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 03:58:02,783 - INFO - Epoch: 217 / 660 lr: 8.814e-05 +2025-06-20 04:01:08,044 - INFO - Training: cls_zice: 36.586918730662234; reg_zipnll: 107.96093929947801; aux_mae_loss_1: 69.14899986384766; aux_mae_loss_2: 10.442128214247736; aux_mae_loss_4: 1.5261389591316943; cnt_loss: 11.070081811331232; +2025-06-20 04:01:08,045 - INFO - Evaluation: +Curr mae: 48.6364; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 159.5472; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1401; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 04:01:08,045 - INFO - Epoch: 218 / 660 lr: 8.750e-05 +2025-06-20 04:04:13,978 - INFO - Training: cls_zice: 37.765692203087795; reg_zipnll: 100.99967638079488; aux_mae_loss_1: 70.48004681898573; aux_mae_loss_2: 10.783194623140565; aux_mae_loss_4: 1.603519904716922; cnt_loss: 12.5403682559652; +2025-06-20 04:04:13,980 - INFO - Evaluation: +Curr mae: 39.4889; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 133.2081; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1201; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 04:04:13,980 - INFO - Epoch: 219 / 660 lr: 8.685e-05 +2025-06-20 04:07:19,798 - INFO - Training: cls_zice: 36.14248643558865; reg_zipnll: 109.37162854309867; aux_mae_loss_1: 68.28230437153715; aux_mae_loss_2: 10.287759790077308; aux_mae_loss_4: 1.518861891333119; cnt_loss: 10.921382840770683; +2025-06-20 04:07:19,799 - INFO - Evaluation: +Curr mae: 43.7421; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 142.4925; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1191; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 04:07:19,799 - INFO - Epoch: 220 / 660 lr: 8.618e-05 +2025-06-20 04:10:24,613 - INFO - Training: cls_zice: 35.0532141200681; reg_zipnll: 110.38447882154607; aux_mae_loss_1: 66.89743417332902; aux_mae_loss_2: 10.02139524843515; aux_mae_loss_4: 1.4626805461311094; cnt_loss: 10.667097587435288; +2025-06-20 04:10:24,614 - INFO - Evaluation: +Curr mae: 38.4175; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 98.6564; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1226; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 04:10:24,614 - INFO - Epoch: 221 / 660 lr: 8.550e-05 +2025-06-20 04:13:29,203 - INFO - Training: cls_zice: 35.6148932700292; reg_zipnll: 108.8896804848796; aux_mae_loss_1: 66.5833483428759; aux_mae_loss_2: 9.95581333925301; aux_mae_loss_4: 1.4384398708996247; cnt_loss: 10.082945816008168; +2025-06-20 04:13:29,204 - INFO - Evaluation: +Curr mae: 45.5861; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 158.1779; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1246; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 04:13:29,204 - INFO - Epoch: 222 / 660 lr: 8.481e-05 +2025-06-20 04:16:34,274 - INFO - Training: cls_zice: 36.09032743449076; reg_zipnll: 108.51534604413344; aux_mae_loss_1: 66.55985638537567; aux_mae_loss_2: 9.93069298040591; aux_mae_loss_4: 1.4405208469050097; cnt_loss: 9.6645986658442; +2025-06-20 04:16:34,275 - INFO - Evaluation: +Curr mae: 49.2117; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 166.9667; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1521; Best nae: 0.0993; 0.1008; 0.1044; 0.1049; 0.1050; + + + +2025-06-20 04:16:34,275 - INFO - Epoch: 223 / 660 lr: 8.410e-05 +2025-06-20 04:19:39,384 - INFO - Training: cls_zice: 33.86124962506993; reg_zipnll: 112.75397438929443; aux_mae_loss_1: 65.91029039691837; aux_mae_loss_2: 9.836789332196155; aux_mae_loss_4: 1.4246136884379816; cnt_loss: 10.079442574999327; +2025-06-20 04:19:42,813 - INFO - Evaluation: +Curr mae: 36.9176; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 124.8094; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1040; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:19:42,813 - INFO - Epoch: 224 / 660 lr: 8.338e-05 +2025-06-20 04:22:47,906 - INFO - Training: cls_zice: 37.067642391187675; reg_zipnll: 110.49093598020107; aux_mae_loss_1: 68.48086857489265; aux_mae_loss_2: 10.26632749881107; aux_mae_loss_4: 1.4910272139586642; cnt_loss: 10.502129402902256; +2025-06-20 04:22:47,908 - INFO - Evaluation: +Curr mae: 47.6847; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 121.2144; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1402; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:22:47,908 - INFO - Epoch: 225 / 660 lr: 8.265e-05 +2025-06-20 04:25:53,253 - INFO - Training: cls_zice: 38.492086577538046; reg_zipnll: 108.97391334474852; aux_mae_loss_1: 70.76020176306481; aux_mae_loss_2: 10.724792517549275; aux_mae_loss_4: 1.5888982285723894; cnt_loss: 11.617310907203311; +2025-06-20 04:25:53,254 - INFO - Evaluation: +Curr mae: 43.6075; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 186.5237; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1074; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:25:53,255 - INFO - Epoch: 226 / 660 lr: 8.190e-05 +2025-06-20 04:28:58,900 - INFO - Training: cls_zice: 34.18623887511942; reg_zipnll: 104.28180676193041; aux_mae_loss_1: 66.83563720168675; aux_mae_loss_2: 10.077601283558844; aux_mae_loss_4: 1.4778343226118995; cnt_loss: 10.473556120475337; +2025-06-20 04:28:58,901 - INFO - Evaluation: +Curr mae: 48.2405; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 194.8302; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.2293; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:28:58,901 - INFO - Epoch: 227 / 660 lr: 8.115e-05 +2025-06-20 04:32:04,470 - INFO - Training: cls_zice: 39.279744828115085; reg_zipnll: 110.56766947130924; aux_mae_loss_1: 69.47476728655073; aux_mae_loss_2: 10.45344798669104; aux_mae_loss_4: 1.541337679621493; cnt_loss: 10.948010903091234; +2025-06-20 04:32:04,471 - INFO - Evaluation: +Curr mae: 46.0196; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 141.2127; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.3133; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:32:04,471 - INFO - Epoch: 228 / 660 lr: 8.038e-05 +2025-06-20 04:35:10,498 - INFO - Training: cls_zice: 35.69622285997347; reg_zipnll: 106.76212864731148; aux_mae_loss_1: 68.23667843176344; aux_mae_loss_2: 10.245270890334577; aux_mae_loss_4: 1.4759590401766693; cnt_loss: 9.961967448610572; +2025-06-20 04:35:10,499 - INFO - Evaluation: +Curr mae: 39.3015; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 112.6739; Best rmse: 77.0268; 77.0690; 78.9224; 79.6564; 79.8312; +Curr nae: 0.1080; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:35:10,499 - INFO - Epoch: 229 / 660 lr: 7.960e-05 +2025-06-20 04:38:15,857 - INFO - Training: cls_zice: 37.52018401969062; reg_zipnll: 106.14378607242456; aux_mae_loss_1: 69.84949117822329; aux_mae_loss_2: 10.596021927107882; aux_mae_loss_4: 1.5765380945755767; cnt_loss: 11.839052648041733; +2025-06-20 04:38:19,259 - INFO - Evaluation: +Curr mae: 38.2221; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 77.3208; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1473; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:38:19,259 - INFO - Epoch: 230 / 660 lr: 7.880e-05 +2025-06-20 04:41:25,455 - INFO - Training: cls_zice: 36.252965131425; reg_zipnll: 112.8083512960792; aux_mae_loss_1: 66.98809038029844; aux_mae_loss_2: 9.99219405865608; aux_mae_loss_4: 1.4491781794626486; cnt_loss: 10.1204601772187; +2025-06-20 04:41:25,456 - INFO - Evaluation: +Curr mae: 40.6621; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 149.6859; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1533; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:41:25,456 - INFO - Epoch: 231 / 660 lr: 7.800e-05 +2025-06-20 04:44:32,745 - INFO - Training: cls_zice: 35.541218529936586; reg_zipnll: 111.21065265783001; aux_mae_loss_1: 66.06759509697058; aux_mae_loss_2: 9.85099568219908; aux_mae_loss_4: 1.4193207361857505; cnt_loss: 10.17103117229393; +2025-06-20 04:44:32,746 - INFO - Evaluation: +Curr mae: 40.1386; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 88.0094; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1386; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:44:32,746 - INFO - Epoch: 232 / 660 lr: 7.719e-05 +2025-06-20 04:47:41,196 - INFO - Training: cls_zice: 36.758034130295016; reg_zipnll: 109.88489770337671; aux_mae_loss_1: 67.5413091311418; aux_mae_loss_2: 10.053476974712853; aux_mae_loss_4: 1.4452148443399175; cnt_loss: 9.582404815828893; +2025-06-20 04:47:41,197 - INFO - Evaluation: +Curr mae: 36.8706; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 89.6738; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1425; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:47:41,197 - INFO - Epoch: 233 / 660 lr: 7.636e-05 +2025-06-20 04:50:46,154 - INFO - Training: cls_zice: 35.376916461708; reg_zipnll: 110.04590084007283; aux_mae_loss_1: 65.46759934535676; aux_mae_loss_2: 9.707755703546088; aux_mae_loss_4: 1.3838745953567844; cnt_loss: 9.467456046233293; +2025-06-20 04:50:46,155 - INFO - Evaluation: +Curr mae: 38.2456; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 102.8968; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1212; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:50:46,155 - INFO - Epoch: 234 / 660 lr: 7.553e-05 +2025-06-20 04:53:51,420 - INFO - Training: cls_zice: 35.206771021790246; reg_zipnll: 107.07685151382093; aux_mae_loss_1: 66.02013032417983; aux_mae_loss_2: 9.800847135963048; aux_mae_loss_4: 1.4031211609322491; cnt_loss: 9.225037175156464; +2025-06-20 04:53:51,421 - INFO - Evaluation: +Curr mae: 39.9723; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 93.6287; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1133; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:53:51,421 - INFO - Epoch: 235 / 660 lr: 7.469e-05 +2025-06-20 04:56:56,784 - INFO - Training: cls_zice: 36.041079513517936; reg_zipnll: 106.91229597155416; aux_mae_loss_1: 65.9575981088653; aux_mae_loss_2: 9.722746639754288; aux_mae_loss_4: 1.377846271048628; cnt_loss: 8.928257416636901; +2025-06-20 04:56:56,786 - INFO - Evaluation: +Curr mae: 44.5372; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 186.8232; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1461; Best nae: 0.0993; 0.1008; 0.1040; 0.1044; 0.1049; + + + +2025-06-20 04:56:56,786 - INFO - Epoch: 236 / 660 lr: 7.383e-05 +2025-06-20 05:00:01,845 - INFO - Training: cls_zice: 37.57323176465488; reg_zipnll: 113.15828140964851; aux_mae_loss_1: 68.72158246910664; aux_mae_loss_2: 10.232184693562035; aux_mae_loss_4: 1.4785208921582655; cnt_loss: 9.957042565459151; +2025-06-20 05:00:04,664 - INFO - Evaluation: +Curr mae: 35.7647; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 99.4826; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1022; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:00:04,664 - INFO - Epoch: 237 / 660 lr: 7.297e-05 +2025-06-20 05:03:09,586 - INFO - Training: cls_zice: 33.318713545492805; reg_zipnll: 101.79461800347256; aux_mae_loss_1: 66.28551418554507; aux_mae_loss_2: 9.915047842923045; aux_mae_loss_4: 1.4367586289625853; cnt_loss: 9.86474616737476; +2025-06-20 05:03:09,587 - INFO - Evaluation: +Curr mae: 57.8862; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 204.2010; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1679; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:03:09,587 - INFO - Epoch: 238 / 660 lr: 7.210e-05 +2025-06-20 05:06:17,132 - INFO - Training: cls_zice: 36.446306659354036; reg_zipnll: 103.11792429063497; aux_mae_loss_1: 68.42268045518576; aux_mae_loss_2: 10.252040736779456; aux_mae_loss_4: 1.4837428471193215; cnt_loss: 10.054562985399082; +2025-06-20 05:06:17,133 - INFO - Evaluation: +Curr mae: 40.5277; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 122.2220; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1369; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:06:17,133 - INFO - Epoch: 239 / 660 lr: 7.122e-05 +2025-06-20 05:09:22,952 - INFO - Training: cls_zice: 35.60901432555255; reg_zipnll: 105.77189320218594; aux_mae_loss_1: 66.71763981277348; aux_mae_loss_2: 9.864546833124136; aux_mae_loss_4: 1.4098672097438711; cnt_loss: 8.857641045569148; +2025-06-20 05:09:22,954 - INFO - Evaluation: +Curr mae: 40.7715; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 170.8822; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1161; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:09:22,954 - INFO - Epoch: 240 / 660 lr: 7.034e-05 +2025-06-20 05:12:28,325 - INFO - Training: cls_zice: 36.13925106804291; reg_zipnll: 107.52710283323547; aux_mae_loss_1: 67.69342844283979; aux_mae_loss_2: 10.02243947860208; aux_mae_loss_4: 1.4343162231855957; cnt_loss: 9.071465168943135; +2025-06-20 05:12:28,326 - INFO - Evaluation: +Curr mae: 35.9134; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 83.8253; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1141; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:12:28,327 - INFO - Epoch: 241 / 660 lr: 6.944e-05 +2025-06-20 05:15:33,539 - INFO - Training: cls_zice: 34.2471377414419; reg_zipnll: 106.31812470737644; aux_mae_loss_1: 65.35599665041141; aux_mae_loss_2: 9.640042004671072; aux_mae_loss_4: 1.3726886423127511; cnt_loss: 8.594990571620839; +2025-06-20 05:15:33,540 - INFO - Evaluation: +Curr mae: 35.1422; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 101.0018; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1063; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:15:33,540 - INFO - Epoch: 242 / 660 lr: 6.854e-05 +2025-06-20 05:18:38,485 - INFO - Training: cls_zice: 34.613040676306944; reg_zipnll: 112.44938850893153; aux_mae_loss_1: 64.97417554266961; aux_mae_loss_2: 9.626775537634263; aux_mae_loss_4: 1.3787827533131087; cnt_loss: 8.965987722947236; +2025-06-20 05:18:38,486 - INFO - Evaluation: +Curr mae: 33.9197; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 80.9889; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1086; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:18:38,486 - INFO - Epoch: 243 / 660 lr: 6.763e-05 +2025-06-20 05:21:43,409 - INFO - Training: cls_zice: 36.04789324438051; reg_zipnll: 108.61177167794392; aux_mae_loss_1: 65.25852970476322; aux_mae_loss_2: 9.622125334022591; aux_mae_loss_4: 1.3714475941995117; cnt_loss: 8.626723826391226; +2025-06-20 05:21:43,410 - INFO - Evaluation: +Curr mae: 38.4203; Best mae: 31.3608; 32.4249; 33.2545; 33.4712; 33.6827; +Curr rmse: 105.6693; Best rmse: 77.0268; 77.0690; 77.3208; 78.9224; 79.6564; +Curr nae: 0.1147; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:21:43,411 - INFO - Epoch: 244 / 660 lr: 6.672e-05 +2025-06-20 05:24:48,266 - INFO - Training: cls_zice: 33.762209906216455; reg_zipnll: 108.47763246129288; aux_mae_loss_1: 66.1510530829736; aux_mae_loss_2: 9.820301101416119; aux_mae_loss_4: 1.3991619209857098; cnt_loss: 9.079184527262317; +2025-06-20 05:24:54,387 - INFO - Evaluation: +Curr mae: 32.3172; Best mae: 31.3608; 32.3172; 32.4249; 33.2545; 33.4712; +Curr rmse: 69.5022; Best rmse: 69.5022; 77.0268; 77.0690; 77.3208; 78.9224; +Curr nae: 0.1128; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:24:54,387 - INFO - Epoch: 245 / 660 lr: 6.580e-05 +2025-06-20 05:28:03,277 - INFO - Training: cls_zice: 35.34463738031436; reg_zipnll: 108.8517808669024; aux_mae_loss_1: 65.27205830061651; aux_mae_loss_2: 9.665076872376979; aux_mae_loss_4: 1.3603272898491368; cnt_loss: 8.63556694984436; +2025-06-20 05:28:03,278 - INFO - Evaluation: +Curr mae: 36.0381; Best mae: 31.3608; 32.3172; 32.4249; 33.2545; 33.4712; +Curr rmse: 85.5979; Best rmse: 69.5022; 77.0268; 77.0690; 77.3208; 78.9224; +Curr nae: 0.1248; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:28:03,278 - INFO - Epoch: 246 / 660 lr: 6.487e-05 +2025-06-20 05:31:07,995 - INFO - Training: cls_zice: 35.6862777699465; reg_zipnll: 104.94812668994031; aux_mae_loss_1: 66.0988900397921; aux_mae_loss_2: 9.712770100424406; aux_mae_loss_4: 1.3676267057504017; cnt_loss: 8.24271650677475; +2025-06-20 05:31:07,996 - INFO - Evaluation: +Curr mae: 35.1302; Best mae: 31.3608; 32.3172; 32.4249; 33.2545; 33.4712; +Curr rmse: 90.6145; Best rmse: 69.5022; 77.0268; 77.0690; 77.3208; 78.9224; +Curr nae: 0.1119; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:31:07,996 - INFO - Epoch: 247 / 660 lr: 6.394e-05 +2025-06-20 05:34:13,419 - INFO - Training: cls_zice: 34.544327934327654; reg_zipnll: 107.37354028991072; aux_mae_loss_1: 64.90623823597376; aux_mae_loss_2: 9.570786730489266; aux_mae_loss_4: 1.3509325908358116; cnt_loss: 8.384500666878218; +2025-06-20 05:34:13,420 - INFO - Evaluation: +Curr mae: 40.1993; Best mae: 31.3608; 32.3172; 32.4249; 33.2545; 33.4712; +Curr rmse: 158.8647; Best rmse: 69.5022; 77.0268; 77.0690; 77.3208; 78.9224; +Curr nae: 0.1075; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:34:13,421 - INFO - Epoch: 248 / 660 lr: 6.300e-05 +2025-06-20 05:37:20,015 - INFO - Training: cls_zice: 36.14167774888114; reg_zipnll: 107.28830617988018; aux_mae_loss_1: 66.8414434491822; aux_mae_loss_2: 9.82317534510458; aux_mae_loss_4: 1.3791924888569775; cnt_loss: 8.01047904724327; +2025-06-20 05:37:20,016 - INFO - Evaluation: +Curr mae: 37.3064; Best mae: 31.3608; 32.3172; 32.4249; 33.2545; 33.4712; +Curr rmse: 138.7796; Best rmse: 69.5022; 77.0268; 77.0690; 77.3208; 78.9224; +Curr nae: 0.1108; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:37:20,016 - INFO - Epoch: 249 / 660 lr: 6.206e-05 +2025-06-20 05:40:24,592 - INFO - Training: cls_zice: 35.17040824353848; reg_zipnll: 109.00118400750246; aux_mae_loss_1: 65.22219651768937; aux_mae_loss_2: 9.661364186698796; aux_mae_loss_4: 1.3764727424380099; cnt_loss: 9.210476751345901; +2025-06-20 05:40:24,593 - INFO - Evaluation: +Curr mae: 39.1160; Best mae: 31.3608; 32.3172; 32.4249; 33.2545; 33.4712; +Curr rmse: 148.3968; Best rmse: 69.5022; 77.0268; 77.0690; 77.3208; 78.9224; +Curr nae: 0.1203; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:40:24,593 - INFO - Epoch: 250 / 660 lr: 6.111e-05 +2025-06-20 05:43:30,050 - INFO - Training: cls_zice: 36.14011243544998; reg_zipnll: 108.12310590842083; aux_mae_loss_1: 64.75688385534409; aux_mae_loss_2: 9.522294078204197; aux_mae_loss_4: 1.340027498402142; cnt_loss: 8.231119576640484; +2025-06-20 05:43:33,447 - INFO - Evaluation: +Curr mae: 33.0500; Best mae: 31.3608; 32.3172; 32.4249; 33.0500; 33.2545; +Curr rmse: 82.1529; Best rmse: 69.5022; 77.0268; 77.0690; 77.3208; 78.9224; +Curr nae: 0.1099; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:43:42,423 - INFO - Epoch: 251 / 660 lr: 6.016e-05 +2025-06-20 05:46:46,981 - INFO - Training: cls_zice: 36.594899775742874; reg_zipnll: 105.55659627546687; aux_mae_loss_1: 66.47068690273021; aux_mae_loss_2: 9.870072309033116; aux_mae_loss_4: 1.416281007364354; cnt_loss: 9.356622032610494; +2025-06-20 05:46:53,495 - INFO - Evaluation: +Curr mae: 32.4352; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 72.0130; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1133; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:46:53,495 - INFO - Epoch: 252 / 660 lr: 5.920e-05 +2025-06-20 05:49:58,536 - INFO - Training: cls_zice: 35.22897440930565; reg_zipnll: 105.43286072012698; aux_mae_loss_1: 66.4095649130853; aux_mae_loss_2: 9.872984021978697; aux_mae_loss_4: 1.4146025059768657; cnt_loss: 9.1036249870353; +2025-06-20 05:49:58,538 - INFO - Evaluation: +Curr mae: 36.1549; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 95.5426; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1110; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:49:58,538 - INFO - Epoch: 253 / 660 lr: 5.824e-05 +2025-06-20 05:53:08,121 - INFO - Training: cls_zice: 35.540179293382444; reg_zipnll: 104.80365218969115; aux_mae_loss_1: 64.77854289616288; aux_mae_loss_2: 9.500014048922031; aux_mae_loss_4: 1.3289755819925613; cnt_loss: 8.313391501845308; +2025-06-20 05:53:08,122 - INFO - Evaluation: +Curr mae: 36.7351; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 100.4065; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1107; Best nae: 0.0993; 0.1008; 0.1022; 0.1040; 0.1044; + + + +2025-06-20 05:53:08,123 - INFO - Epoch: 254 / 660 lr: 5.728e-05 +2025-06-20 05:56:13,082 - INFO - Training: cls_zice: 34.84618267562518; reg_zipnll: 102.10278388221957; aux_mae_loss_1: 64.51080618174339; aux_mae_loss_2: 9.52172337261754; aux_mae_loss_4: 1.344801033715356; cnt_loss: 7.775254917290339; +2025-06-20 05:56:16,502 - INFO - Evaluation: +Curr mae: 34.8154; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 92.6405; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1016; Best nae: 0.0993; 0.1008; 0.1016; 0.1022; 0.1040; + + + +2025-06-20 05:56:16,502 - INFO - Epoch: 255 / 660 lr: 5.632e-05 +2025-06-20 05:59:20,995 - INFO - Training: cls_zice: 35.087263948966424; reg_zipnll: 105.0522844613671; aux_mae_loss_1: 65.93763484072257; aux_mae_loss_2: 9.764066215345975; aux_mae_loss_4: 1.3737840899924691; cnt_loss: 8.171753077243471; +2025-06-20 05:59:20,996 - INFO - Evaluation: +Curr mae: 46.5958; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 104.2343; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1468; Best nae: 0.0993; 0.1008; 0.1016; 0.1022; 0.1040; + + + +2025-06-20 05:59:20,996 - INFO - Epoch: 256 / 660 lr: 5.535e-05 +2025-06-20 06:02:25,857 - INFO - Training: cls_zice: 33.127426504782356; reg_zipnll: 110.18765429420765; aux_mae_loss_1: 63.63036345945226; aux_mae_loss_2: 9.327357986285937; aux_mae_loss_4: 1.2960929054680703; cnt_loss: 7.538624939238198; +2025-06-20 06:02:25,859 - INFO - Evaluation: +Curr mae: 52.8463; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 120.4136; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1788; Best nae: 0.0993; 0.1008; 0.1016; 0.1022; 0.1040; + + + +2025-06-20 06:02:25,859 - INFO - Epoch: 257 / 660 lr: 5.438e-05 +2025-06-20 06:05:31,137 - INFO - Training: cls_zice: 36.536068587805744; reg_zipnll: 105.47644887301486; aux_mae_loss_1: 66.59447178190962; aux_mae_loss_2: 9.832136751140604; aux_mae_loss_4: 1.3950552844219772; cnt_loss: 8.928394315481798; +2025-06-20 06:05:31,138 - INFO - Evaluation: +Curr mae: 35.5530; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 95.3654; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1088; Best nae: 0.0993; 0.1008; 0.1016; 0.1022; 0.1040; + + + +2025-06-20 06:05:31,138 - INFO - Epoch: 258 / 660 lr: 5.341e-05 +2025-06-20 06:08:36,537 - INFO - Training: cls_zice: 33.77302990367296; reg_zipnll: 100.67070474109796; aux_mae_loss_1: 63.42413617773963; aux_mae_loss_2: 9.425590004283542; aux_mae_loss_4: 1.3340277749192746; cnt_loss: 7.604358591196776; +2025-06-20 06:08:36,539 - INFO - Evaluation: +Curr mae: 39.6387; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 139.0375; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1127; Best nae: 0.0993; 0.1008; 0.1016; 0.1022; 0.1040; + + + +2025-06-20 06:08:36,539 - INFO - Epoch: 259 / 660 lr: 5.244e-05 +2025-06-20 06:11:41,687 - INFO - Training: cls_zice: 35.205180599634325; reg_zipnll: 101.48489465198664; aux_mae_loss_1: 64.90721622530782; aux_mae_loss_2: 9.592213861586808; aux_mae_loss_4: 1.3548557045642085; cnt_loss: 8.31913244569133; +2025-06-20 06:11:41,688 - INFO - Evaluation: +Curr mae: 36.3686; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 105.2166; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1182; Best nae: 0.0993; 0.1008; 0.1016; 0.1022; 0.1040; + + + +2025-06-20 06:11:41,688 - INFO - Epoch: 260 / 660 lr: 5.147e-05 +2025-06-20 06:14:46,745 - INFO - Training: cls_zice: 35.191807017994414; reg_zipnll: 109.45532905902225; aux_mae_loss_1: 64.14386867802676; aux_mae_loss_2: 9.360388633218093; aux_mae_loss_4: 1.2944105297212123; cnt_loss: 7.808668815231568; +2025-06-20 06:14:46,746 - INFO - Evaluation: +Curr mae: 35.9268; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 81.3647; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1254; Best nae: 0.0993; 0.1008; 0.1016; 0.1022; 0.1040; + + + +2025-06-20 06:14:46,746 - INFO - Epoch: 261 / 660 lr: 5.050e-05 +2025-06-20 06:17:56,939 - INFO - Training: cls_zice: 35.52597959335788; reg_zipnll: 106.2609125299135; aux_mae_loss_1: 64.15342063339939; aux_mae_loss_2: 9.36185826219446; aux_mae_loss_4: 1.2939712622018584; cnt_loss: 7.194839001851094; +2025-06-20 06:17:56,941 - INFO - Evaluation: +Curr mae: 36.3797; Best mae: 31.3608; 32.3172; 32.4249; 32.4352; 33.0500; +Curr rmse: 96.2218; Best rmse: 69.5022; 72.0130; 77.0268; 77.0690; 77.3208; +Curr nae: 0.1152; Best nae: 0.0993; 0.1008; 0.1016; 0.1022; 0.1040; + + + +2025-06-20 06:17:56,941 - INFO - Epoch: 262 / 660 lr: 4.953e-05 +2025-06-20 06:21:04,296 - INFO - Training: cls_zice: 33.90563985544489; reg_zipnll: 110.70743036147562; aux_mae_loss_1: 63.16445711768378; aux_mae_loss_2: 9.19534893697822; aux_mae_loss_4: 1.2784400873824686; cnt_loss: 7.753492023613888; +2025-06-20 06:21:11,083 - INFO - Evaluation: +Curr mae: 32.2052; Best mae: 31.3608; 32.2052; 32.3172; 32.4249; 32.4352; +Curr rmse: 75.4461; Best rmse: 69.5022; 72.0130; 75.4461; 77.0268; 77.0690; +Curr nae: 0.1074; Best nae: 0.0993; 0.1008; 0.1016; 0.1022; 0.1040; + + + +2025-06-20 06:21:11,084 - INFO - Epoch: 263 / 660 lr: 4.856e-05 +2025-06-20 06:24:15,366 - INFO - Training: cls_zice: 35.38629614602018; reg_zipnll: 107.60034957214002; aux_mae_loss_1: 63.961572284257194; aux_mae_loss_2: 9.294237757403318; aux_mae_loss_4: 1.2796890328429964; cnt_loss: 7.221316153025566; +2025-06-20 06:24:18,778 - INFO - Evaluation: +Curr mae: 32.8233; Best mae: 31.3608; 32.2052; 32.3172; 32.4249; 32.4352; +Curr rmse: 86.0953; Best rmse: 69.5022; 72.0130; 75.4461; 77.0268; 77.0690; +Curr nae: 0.1012; Best nae: 0.0993; 0.1008; 0.1012; 0.1016; 0.1022; + + + +2025-06-20 06:24:18,778 - INFO - Epoch: 264 / 660 lr: 4.759e-05 +2025-06-20 06:27:24,069 - INFO - Training: cls_zice: 33.66538195438434; reg_zipnll: 104.38047159484236; aux_mae_loss_1: 62.726544816573664; aux_mae_loss_2: 9.137171056092859; aux_mae_loss_4: 1.2689452257897982; cnt_loss: 7.519835698267488; +2025-06-20 06:27:24,070 - INFO - Evaluation: +Curr mae: 36.5591; Best mae: 31.3608; 32.2052; 32.3172; 32.4249; 32.4352; +Curr rmse: 87.7045; Best rmse: 69.5022; 72.0130; 75.4461; 77.0268; 77.0690; +Curr nae: 0.1225; Best nae: 0.0993; 0.1008; 0.1012; 0.1016; 0.1022; + + + +2025-06-20 06:27:24,070 - INFO - Epoch: 265 / 660 lr: 4.662e-05 +2025-06-20 06:30:29,004 - INFO - Training: cls_zice: 34.86727798077012; reg_zipnll: 107.08259937021603; aux_mae_loss_1: 63.884788348926065; aux_mae_loss_2: 9.389708892545235; aux_mae_loss_4: 1.3028311574098996; cnt_loss: 7.553972056408468; +2025-06-20 06:30:29,005 - INFO - Evaluation: +Curr mae: 36.4024; Best mae: 31.3608; 32.2052; 32.3172; 32.4249; 32.4352; +Curr rmse: 145.1384; Best rmse: 69.5022; 72.0130; 75.4461; 77.0268; 77.0690; +Curr nae: 0.1060; Best nae: 0.0993; 0.1008; 0.1012; 0.1016; 0.1022; + + + +2025-06-20 06:30:29,006 - INFO - Epoch: 266 / 660 lr: 4.565e-05 +2025-06-20 06:33:34,808 - INFO - Training: cls_zice: 35.1757087201876; reg_zipnll: 106.23601667801334; aux_mae_loss_1: 64.71290100632106; aux_mae_loss_2: 9.50530043129443; aux_mae_loss_4: 1.32868658446714; cnt_loss: 7.559197774659698; +2025-06-20 06:33:34,809 - INFO - Evaluation: +Curr mae: 40.6416; Best mae: 31.3608; 32.2052; 32.3172; 32.4249; 32.4352; +Curr rmse: 101.7628; Best rmse: 69.5022; 72.0130; 75.4461; 77.0268; 77.0690; +Curr nae: 0.1456; Best nae: 0.0993; 0.1008; 0.1012; 0.1016; 0.1022; + + + +2025-06-20 06:33:34,809 - INFO - Epoch: 267 / 660 lr: 4.468e-05 +2025-06-20 06:36:39,920 - INFO - Training: cls_zice: 34.58113680385379; reg_zipnll: 103.21644432685676; aux_mae_loss_1: 64.19790382311706; aux_mae_loss_2: 9.452399635989133; aux_mae_loss_4: 1.3279568778978215; cnt_loss: 7.795944317677334; +2025-06-20 06:36:39,921 - INFO - Evaluation: +Curr mae: 36.3991; Best mae: 31.3608; 32.2052; 32.3172; 32.4249; 32.4352; +Curr rmse: 106.8520; Best rmse: 69.5022; 72.0130; 75.4461; 77.0268; 77.0690; +Curr nae: 0.1107; Best nae: 0.0993; 0.1008; 0.1012; 0.1016; 0.1022; + + + +2025-06-20 06:36:39,921 - INFO - Epoch: 268 / 660 lr: 4.372e-05 +2025-06-20 06:39:44,244 - INFO - Training: cls_zice: 36.16750869024688; reg_zipnll: 108.17147072176701; aux_mae_loss_1: 65.48909432354807; aux_mae_loss_2: 9.561918560061173; aux_mae_loss_4: 1.3351944378914746; cnt_loss: 7.649807354746564; +2025-06-20 06:39:44,245 - INFO - Evaluation: +Curr mae: 43.8158; Best mae: 31.3608; 32.2052; 32.3172; 32.4249; 32.4352; +Curr rmse: 94.6122; Best rmse: 69.5022; 72.0130; 75.4461; 77.0268; 77.0690; +Curr nae: 0.1347; Best nae: 0.0993; 0.1008; 0.1012; 0.1016; 0.1022; + + + +2025-06-20 06:39:44,245 - INFO - Epoch: 269 / 660 lr: 4.276e-05 +2025-06-20 06:42:48,963 - INFO - Training: cls_zice: 33.72325459858139; reg_zipnll: 109.7920612590172; aux_mae_loss_1: 62.87725153190005; aux_mae_loss_2: 9.128007181505923; aux_mae_loss_4: 1.252434136207122; cnt_loss: 6.762801264276235; +2025-06-20 06:43:00,784 - INFO - Evaluation: +Curr mae: 30.3247; Best mae: 30.3247; 31.3608; 32.2052; 32.3172; 32.4249; +Curr rmse: 71.0513; Best rmse: 69.5022; 71.0513; 72.0130; 75.4461; 77.0268; +Curr nae: 0.1018; Best nae: 0.0993; 0.1008; 0.1012; 0.1016; 0.1018; + + + +2025-06-20 06:43:00,784 - INFO - Epoch: 270 / 660 lr: 4.180e-05 +2025-06-20 06:46:05,565 - INFO - Training: cls_zice: 35.656295433295725; reg_zipnll: 105.98823096267975; aux_mae_loss_1: 65.0063073984455; aux_mae_loss_2: 9.468903756233598; aux_mae_loss_4: 1.3217586122242528; cnt_loss: 7.488852909720649; +2025-06-20 06:46:05,566 - INFO - Evaluation: +Curr mae: 34.7134; Best mae: 30.3247; 31.3608; 32.2052; 32.3172; 32.4249; +Curr rmse: 96.6008; Best rmse: 69.5022; 71.0513; 72.0130; 75.4461; 77.0268; +Curr nae: 0.1022; Best nae: 0.0993; 0.1008; 0.1012; 0.1016; 0.1018; + + + +2025-06-20 06:46:05,593 - INFO - Epoch: 271 / 660 lr: 4.084e-05 +2025-06-20 06:49:10,227 - INFO - Training: cls_zice: 35.943081316114394; reg_zipnll: 97.37858568794623; aux_mae_loss_1: 65.79862930167917; aux_mae_loss_2: 9.657713129771706; aux_mae_loss_4: 1.3488661799302137; cnt_loss: 7.736088504598196; +2025-06-20 06:49:10,228 - INFO - Evaluation: +Curr mae: 37.9688; Best mae: 30.3247; 31.3608; 32.2052; 32.3172; 32.4249; +Curr rmse: 156.3249; Best rmse: 69.5022; 71.0513; 72.0130; 75.4461; 77.0268; +Curr nae: 0.1063; Best nae: 0.0993; 0.1008; 0.1012; 0.1016; 0.1018; + + + +2025-06-20 06:49:10,228 - INFO - Epoch: 272 / 660 lr: 3.989e-05 +2025-06-20 06:52:15,045 - INFO - Training: cls_zice: 33.53010620157639; reg_zipnll: 107.13789540268768; aux_mae_loss_1: 62.8407458155811; aux_mae_loss_2: 9.205005358301275; aux_mae_loss_4: 1.2651473322074027; cnt_loss: 6.8988665109236935; +2025-06-20 06:52:21,214 - INFO - Evaluation: +Curr mae: 31.8620; Best mae: 30.3247; 31.3608; 31.8620; 32.2052; 32.3172; +Curr rmse: 79.7591; Best rmse: 69.5022; 71.0513; 72.0130; 75.4461; 77.0268; +Curr nae: 0.1005; Best nae: 0.0993; 0.1005; 0.1008; 0.1012; 0.1016; + + + +2025-06-20 06:52:21,214 - INFO - Epoch: 273 / 660 lr: 3.894e-05 +2025-06-20 06:55:26,885 - INFO - Training: cls_zice: 35.15351576195278; reg_zipnll: 104.22447223712362; aux_mae_loss_1: 64.68521442756555; aux_mae_loss_2: 9.498921520299348; aux_mae_loss_4: 1.3282364636736235; cnt_loss: 7.7836773142716575; +2025-06-20 06:55:33,728 - INFO - Evaluation: +Curr mae: 31.4023; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.2052; +Curr rmse: 72.7123; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1073; Best nae: 0.0993; 0.1005; 0.1008; 0.1012; 0.1016; + + + +2025-06-20 06:55:33,728 - INFO - Epoch: 274 / 660 lr: 3.800e-05 +2025-06-20 06:58:38,556 - INFO - Training: cls_zice: 32.62424298393083; reg_zipnll: 109.95221232142117; aux_mae_loss_1: 62.44551446076224; aux_mae_loss_2: 9.03021046189845; aux_mae_loss_4: 1.2297707285473463; cnt_loss: 6.213226601519744; +2025-06-20 06:58:41,961 - INFO - Evaluation: +Curr mae: 32.1516; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 78.5246; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1071; Best nae: 0.0993; 0.1005; 0.1008; 0.1012; 0.1016; + + + +2025-06-20 06:58:41,961 - INFO - Epoch: 275 / 660 lr: 3.706e-05 +2025-06-20 07:01:46,647 - INFO - Training: cls_zice: 33.520123334500965; reg_zipnll: 98.54034050203535; aux_mae_loss_1: 65.41488326545853; aux_mae_loss_2: 9.658553021119616; aux_mae_loss_4: 1.3423705895486404; cnt_loss: 7.704718308844113; +2025-06-20 07:01:46,649 - INFO - Evaluation: +Curr mae: 34.0297; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 85.8963; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1126; Best nae: 0.0993; 0.1005; 0.1008; 0.1012; 0.1016; + + + +2025-06-20 07:01:46,649 - INFO - Epoch: 276 / 660 lr: 3.613e-05 +2025-06-20 07:04:51,309 - INFO - Training: cls_zice: 35.711324265806105; reg_zipnll: 102.29964985393926; aux_mae_loss_1: 64.22196247154766; aux_mae_loss_2: 9.400054798641058; aux_mae_loss_4: 1.2957934140584462; cnt_loss: 7.190704526585601; +2025-06-20 07:04:55,346 - INFO - Evaluation: +Curr mae: 33.9996; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 90.4829; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1015; Best nae: 0.0993; 0.1005; 0.1008; 0.1012; 0.1015; + + + +2025-06-20 07:04:55,346 - INFO - Epoch: 277 / 660 lr: 3.520e-05 +2025-06-20 07:08:00,686 - INFO - Training: cls_zice: 31.91069952626461; reg_zipnll: 104.1414510793122; aux_mae_loss_1: 61.998142323334605; aux_mae_loss_2: 9.021635891845722; aux_mae_loss_4: 1.2228083398317617; cnt_loss: 5.99990081603239; +2025-06-20 07:08:00,687 - INFO - Evaluation: +Curr mae: 33.8322; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 76.1818; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1105; Best nae: 0.0993; 0.1005; 0.1008; 0.1012; 0.1015; + + + +2025-06-20 07:08:00,687 - INFO - Epoch: 278 / 660 lr: 3.428e-05 +2025-06-20 07:11:06,000 - INFO - Training: cls_zice: 35.75003467488718; reg_zipnll: 100.73734820103584; aux_mae_loss_1: 64.95808785617504; aux_mae_loss_2: 9.442680252241905; aux_mae_loss_4: 1.3106368766728893; cnt_loss: 7.34941204424689; +2025-06-20 07:11:06,001 - INFO - Evaluation: +Curr mae: 32.6884; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 82.1151; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1072; Best nae: 0.0993; 0.1005; 0.1008; 0.1012; 0.1015; + + + +2025-06-20 07:11:06,001 - INFO - Epoch: 279 / 660 lr: 3.337e-05 +2025-06-20 07:14:11,030 - INFO - Training: cls_zice: 33.95610748955401; reg_zipnll: 98.3204917969005; aux_mae_loss_1: 65.08733760789612; aux_mae_loss_2: 9.485087537060666; aux_mae_loss_4: 1.2994775264152831; cnt_loss: 6.445838275406232; +2025-06-20 07:14:11,032 - INFO - Evaluation: +Curr mae: 38.9414; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 136.0850; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1162; Best nae: 0.0993; 0.1005; 0.1008; 0.1012; 0.1015; + + + +2025-06-20 07:14:11,033 - INFO - Epoch: 280 / 660 lr: 3.246e-05 +2025-06-20 07:17:17,214 - INFO - Training: cls_zice: 37.511411972861055; reg_zipnll: 105.82019548857427; aux_mae_loss_1: 65.59605573382046; aux_mae_loss_2: 9.52497828803516; aux_mae_loss_4: 1.3026666587798026; cnt_loss: 6.404085320648007; +2025-06-20 07:17:17,216 - INFO - Evaluation: +Curr mae: 35.7966; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 97.9025; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1108; Best nae: 0.0993; 0.1005; 0.1008; 0.1012; 0.1015; + + + +2025-06-20 07:17:17,216 - INFO - Epoch: 281 / 660 lr: 3.156e-05 +2025-06-20 07:20:22,328 - INFO - Training: cls_zice: 33.36658890403635; reg_zipnll: 106.66033916424357; aux_mae_loss_1: 62.639326095581055; aux_mae_loss_2: 9.094153013817754; aux_mae_loss_4: 1.2409570579893485; cnt_loss: 5.949790740993764; +2025-06-20 07:20:25,532 - INFO - Evaluation: +Curr mae: 34.8709; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 112.9934; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1010; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:20:25,532 - INFO - Epoch: 282 / 660 lr: 3.066e-05 +2025-06-20 07:23:30,488 - INFO - Training: cls_zice: 33.339342662485215; reg_zipnll: 102.54029079819706; aux_mae_loss_1: 62.894509907553314; aux_mae_loss_2: 9.16005640471196; aux_mae_loss_4: 1.2477222892304924; cnt_loss: 5.868843398432805; +2025-06-20 07:23:30,489 - INFO - Evaluation: +Curr mae: 33.6057; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 95.6380; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1047; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:23:30,489 - INFO - Epoch: 283 / 660 lr: 2.978e-05 +2025-06-20 07:26:35,970 - INFO - Training: cls_zice: 35.80158474436149; reg_zipnll: 101.31851859938516; aux_mae_loss_1: 65.28747497058467; aux_mae_loss_2: 9.524002875184646; aux_mae_loss_4: 1.3180994904554595; cnt_loss: 7.261407164574282; +2025-06-20 07:26:35,971 - INFO - Evaluation: +Curr mae: 36.9202; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 110.9341; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1031; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:26:35,972 - INFO - Epoch: 284 / 660 lr: 2.890e-05 +2025-06-20 07:29:42,244 - INFO - Training: cls_zice: 33.40136286286891; reg_zipnll: 96.00885822227498; aux_mae_loss_1: 64.01289024696253; aux_mae_loss_2: 9.323864676958491; aux_mae_loss_4: 1.2809243280737443; cnt_loss: 6.4263104345161075; +2025-06-20 07:29:42,245 - INFO - Evaluation: +Curr mae: 32.9331; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 79.1031; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1090; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:29:42,245 - INFO - Epoch: 285 / 660 lr: 2.803e-05 +2025-06-20 07:32:47,183 - INFO - Training: cls_zice: 34.352084309858654; reg_zipnll: 101.54934221674667; aux_mae_loss_1: 63.666290533266825; aux_mae_loss_2: 9.228417275497417; aux_mae_loss_4: 1.262366750476293; cnt_loss: 6.108135435452498; +2025-06-20 07:32:47,184 - INFO - Evaluation: +Curr mae: 34.9043; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 83.9163; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.4461; +Curr nae: 0.1132; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:32:47,184 - INFO - Epoch: 286 / 660 lr: 2.717e-05 +2025-06-20 07:35:52,511 - INFO - Training: cls_zice: 35.35468062704817; reg_zipnll: 107.69752615705553; aux_mae_loss_1: 63.638701376387885; aux_mae_loss_2: 9.178506576003636; aux_mae_loss_4: 1.2328966285430067; cnt_loss: 6.03308175124975; +2025-06-20 07:35:55,901 - INFO - Evaluation: +Curr mae: 32.9870; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 75.0161; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.0161; +Curr nae: 0.1057; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:35:55,901 - INFO - Epoch: 287 / 660 lr: 2.631e-05 +2025-06-20 07:39:00,945 - INFO - Training: cls_zice: 34.04267665429716; reg_zipnll: 103.37558176094585; aux_mae_loss_1: 64.74317879787141; aux_mae_loss_2: 9.424948665660574; aux_mae_loss_4: 1.2918845077253553; cnt_loss: 6.368201376999559; +2025-06-20 07:39:00,946 - INFO - Evaluation: +Curr mae: 34.3318; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 91.3005; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.0161; +Curr nae: 0.1159; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:39:00,946 - INFO - Epoch: 288 / 660 lr: 2.547e-05 +2025-06-20 07:42:07,649 - INFO - Training: cls_zice: 34.914122776078074; reg_zipnll: 106.13958733124721; aux_mae_loss_1: 64.59115235664544; aux_mae_loss_2: 9.377241958229584; aux_mae_loss_4: 1.2860922954765874; cnt_loss: 6.411013168663476; +2025-06-20 07:42:07,650 - INFO - Evaluation: +Curr mae: 33.9797; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 75.8099; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.0161; +Curr nae: 0.1182; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:42:07,650 - INFO - Epoch: 289 / 660 lr: 2.464e-05 +2025-06-20 07:45:14,671 - INFO - Training: cls_zice: 35.66168540333108; reg_zipnll: 103.78430133613645; aux_mae_loss_1: 64.6894526297758; aux_mae_loss_2: 9.28325327717553; aux_mae_loss_4: 1.2597365946267136; cnt_loss: 5.620203282655358; +2025-06-20 07:45:14,672 - INFO - Evaluation: +Curr mae: 33.8698; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 79.5737; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.0161; +Curr nae: 0.1175; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:45:14,672 - INFO - Epoch: 290 / 660 lr: 2.381e-05 +2025-06-20 07:48:19,293 - INFO - Training: cls_zice: 34.05753216890565; reg_zipnll: 101.3099663790823; aux_mae_loss_1: 63.491134333426665; aux_mae_loss_2: 9.249694606945264; aux_mae_loss_4: 1.267490616973231; cnt_loss: 6.03749980595547; +2025-06-20 07:48:19,295 - INFO - Evaluation: +Curr mae: 34.3654; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 109.5404; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.0161; +Curr nae: 0.1017; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:48:19,295 - INFO - Epoch: 291 / 660 lr: 2.300e-05 +2025-06-20 07:51:25,683 - INFO - Training: cls_zice: 35.649865719224; reg_zipnll: 104.7682762636317; aux_mae_loss_1: 64.16141586622419; aux_mae_loss_2: 9.277618411574082; aux_mae_loss_4: 1.2585481294552894; cnt_loss: 5.6365943500499185; +2025-06-20 07:51:25,684 - INFO - Evaluation: +Curr mae: 33.5367; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 86.4912; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.0161; +Curr nae: 0.1064; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1012; + + + +2025-06-20 07:51:25,685 - INFO - Epoch: 292 / 660 lr: 2.220e-05 +2025-06-20 07:54:30,673 - INFO - Training: cls_zice: 36.88675898099007; reg_zipnll: 100.2855895442031; aux_mae_loss_1: 65.96651388379173; aux_mae_loss_2: 9.562737827742314; aux_mae_loss_4: 1.296468880611704; cnt_loss: 6.383118151009542; +2025-06-20 07:54:33,874 - INFO - Evaluation: +Curr mae: 32.1662; Best mae: 30.3247; 31.3608; 31.4023; 31.8620; 32.1516; +Curr rmse: 82.1895; Best rmse: 69.5022; 71.0513; 72.0130; 72.7123; 75.0161; +Curr nae: 0.1011; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1011; + + + +2025-06-20 07:54:33,874 - INFO - Epoch: 293 / 660 lr: 2.140e-05 +2025-06-20 07:57:38,197 - INFO - Training: cls_zice: 33.73063742731408; reg_zipnll: 101.04068157911914; aux_mae_loss_1: 63.80885947700638; aux_mae_loss_2: 9.342232339792815; aux_mae_loss_4: 1.2865752511128667; cnt_loss: 6.970342838672256; +2025-06-20 07:57:44,983 - INFO - Evaluation: +Curr mae: 30.5679; Best mae: 30.3247; 30.5679; 31.3608; 31.4023; 31.8620; +Curr rmse: 68.7592; Best rmse: 68.7592; 69.5022; 71.0513; 72.0130; 72.7123; +Curr nae: 0.1056; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1011; + + + +2025-06-20 07:57:44,983 - INFO - Epoch: 294 / 660 lr: 2.062e-05 +2025-06-20 08:00:50,462 - INFO - Training: cls_zice: 34.14789524053853; reg_zipnll: 106.44533211038781; aux_mae_loss_1: 62.416179181371064; aux_mae_loss_2: 8.949165004078099; aux_mae_loss_4: 1.1884748236225933; cnt_loss: 5.344850873809241; +2025-06-20 08:00:55,755 - INFO - Evaluation: +Curr mae: 29.3224; Best mae: 29.3224; 30.3247; 30.5679; 31.3608; 31.4023; +Curr rmse: 66.7181; Best rmse: 66.7181; 68.7592; 69.5022; 71.0513; 72.0130; +Curr nae: 0.1012; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1011; + + + +2025-06-20 08:00:55,755 - INFO - Epoch: 295 / 660 lr: 1.985e-05 +2025-06-20 08:04:00,812 - INFO - Training: cls_zice: 31.98888642040194; reg_zipnll: 107.05625723321518; aux_mae_loss_1: 60.48051685539187; aux_mae_loss_2: 8.654413097468623; aux_mae_loss_4: 1.153166079659082; cnt_loss: 5.114834950944759; +2025-06-20 08:04:04,219 - INFO - Evaluation: +Curr mae: 31.8725; Best mae: 29.3224; 30.3247; 30.5679; 31.3608; 31.4023; +Curr rmse: 71.7360; Best rmse: 66.7181; 68.7592; 69.5022; 71.0513; 71.7360; +Curr nae: 0.1082; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1011; + + + +2025-06-20 08:04:04,219 - INFO - Epoch: 296 / 660 lr: 1.910e-05 +2025-06-20 08:07:08,894 - INFO - Training: cls_zice: 35.11569266147662; reg_zipnll: 99.71532624546238; aux_mae_loss_1: 64.56291316897826; aux_mae_loss_2: 9.396405090096676; aux_mae_loss_4: 1.2755891544346944; cnt_loss: 5.843046163378767; +2025-06-20 08:07:08,895 - INFO - Evaluation: +Curr mae: 32.5510; Best mae: 29.3224; 30.3247; 30.5679; 31.3608; 31.4023; +Curr rmse: 89.0838; Best rmse: 66.7181; 68.7592; 69.5022; 71.0513; 71.7360; +Curr nae: 0.1020; Best nae: 0.0993; 0.1005; 0.1008; 0.1010; 0.1011; + + + +2025-06-20 08:07:08,895 - INFO - Epoch: 297 / 660 lr: 1.835e-05 +2025-06-20 08:10:15,073 - INFO - Training: cls_zice: 32.7205843488784; reg_zipnll: 100.39392636061328; aux_mae_loss_1: 62.629124839998454; aux_mae_loss_2: 9.06204124894424; aux_mae_loss_4: 1.2342824355955295; cnt_loss: 5.6872894318060885; +2025-06-20 08:10:24,276 - INFO - Evaluation: +Curr mae: 29.8393; Best mae: 29.3224; 29.8393; 30.3247; 30.5679; 31.3608; +Curr rmse: 68.8326; Best rmse: 66.7181; 68.7592; 68.8326; 69.5022; 71.0513; +Curr nae: 0.0976; Best nae: 0.0976; 0.0993; 0.1005; 0.1008; 0.1010; + + + +2025-06-20 08:10:24,277 - INFO - Epoch: 298 / 660 lr: 1.762e-05 +2025-06-20 08:13:29,319 - INFO - Training: cls_zice: 34.080900349623136; reg_zipnll: 105.8503267244079; aux_mae_loss_1: 62.92617939554327; aux_mae_loss_2: 9.040984858277524; aux_mae_loss_4: 1.2121077426984561; cnt_loss: 5.377587395952416; +2025-06-20 08:13:40,012 - INFO - Evaluation: +Curr mae: 29.9575; Best mae: 29.3224; 29.8393; 29.9575; 30.3247; 30.5679; +Curr rmse: 68.9309; Best rmse: 66.7181; 68.7592; 68.8326; 68.9309; 69.5022; +Curr nae: 0.1003; Best nae: 0.0976; 0.0993; 0.1003; 0.1005; 0.1008; + + + +2025-06-20 08:13:40,012 - INFO - Epoch: 299 / 660 lr: 1.690e-05 +2025-06-20 08:16:45,164 - INFO - Training: cls_zice: 35.21224044221226; reg_zipnll: 106.63437017622215; aux_mae_loss_1: 62.43087394684936; aux_mae_loss_2: 8.927796891538527; aux_mae_loss_4: 1.200431271621378; cnt_loss: 5.087856514479936; +2025-06-20 08:16:45,165 - INFO - Evaluation: +Curr mae: 33.1974; Best mae: 29.3224; 29.8393; 29.9575; 30.3247; 30.5679; +Curr rmse: 84.9085; Best rmse: 66.7181; 68.7592; 68.8326; 68.9309; 69.5022; +Curr nae: 0.1087; Best nae: 0.0976; 0.0993; 0.1003; 0.1005; 0.1008; + + + +2025-06-20 08:16:45,165 - INFO - Epoch: 300 / 660 lr: 1.619e-05 +2025-06-20 08:19:49,891 - INFO - Training: cls_zice: 33.65487309378646; reg_zipnll: 103.01902182610911; aux_mae_loss_1: 62.776291729551964; aux_mae_loss_2: 9.030886883141143; aux_mae_loss_4: 1.2085291156425575; cnt_loss: 5.080940136489647; +2025-06-20 08:19:56,727 - INFO - Evaluation: +Curr mae: 29.6930; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.3247; +Curr rmse: 69.6712; Best rmse: 66.7181; 68.7592; 68.8326; 68.9309; 69.5022; +Curr nae: 0.0997; Best nae: 0.0976; 0.0993; 0.0997; 0.1003; 0.1005; + + + +2025-06-20 08:20:06,979 - INFO - Epoch: 301 / 660 lr: 1.550e-05 +2025-06-20 08:23:11,941 - INFO - Training: cls_zice: 33.974856685090494; reg_zipnll: 106.03459803181626; aux_mae_loss_1: 63.13190996861397; aux_mae_loss_2: 9.077321227381345; aux_mae_loss_4: 1.2182896303870072; cnt_loss: 5.070745078755834; +2025-06-20 08:23:16,211 - INFO - Evaluation: +Curr mae: 30.6953; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.3247; +Curr rmse: 68.9296; Best rmse: 66.7181; 68.7592; 68.8326; 68.9296; 68.9309; +Curr nae: 0.1068; Best nae: 0.0976; 0.0993; 0.0997; 0.1003; 0.1005; + + + +2025-06-20 08:23:16,211 - INFO - Epoch: 302 / 660 lr: 1.482e-05 +2025-06-20 08:26:20,983 - INFO - Training: cls_zice: 35.55994005528085; reg_zipnll: 100.93157438263489; aux_mae_loss_1: 64.82076727884288; aux_mae_loss_2: 9.345705819926716; aux_mae_loss_4: 1.2660854566066615; cnt_loss: 5.060821321905426; +2025-06-20 08:26:20,984 - INFO - Evaluation: +Curr mae: 31.1894; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.3247; +Curr rmse: 69.5586; Best rmse: 66.7181; 68.7592; 68.8326; 68.9296; 68.9309; +Curr nae: 0.1058; Best nae: 0.0976; 0.0993; 0.0997; 0.1003; 0.1005; + + + +2025-06-20 08:26:20,985 - INFO - Epoch: 303 / 660 lr: 1.415e-05 +2025-06-20 08:29:26,286 - INFO - Training: cls_zice: 34.431178165432115; reg_zipnll: 99.42191920243683; aux_mae_loss_1: 63.16065649263044; aux_mae_loss_2: 9.190127601353858; aux_mae_loss_4: 1.2620365005800533; cnt_loss: 5.842703330562783; +2025-06-20 08:29:29,700 - INFO - Evaluation: +Curr mae: 30.9578; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.3247; +Curr rmse: 79.5461; Best rmse: 66.7181; 68.7592; 68.8326; 68.9296; 68.9309; +Curr nae: 0.0984; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1003; + + + +2025-06-20 08:29:29,700 - INFO - Epoch: 304 / 660 lr: 1.350e-05 +2025-06-20 08:32:33,924 - INFO - Training: cls_zice: 33.21054219862489; reg_zipnll: 106.55845120388315; aux_mae_loss_1: 61.89349264228252; aux_mae_loss_2: 8.865642494591466; aux_mae_loss_4: 1.1824928585315424; cnt_loss: 4.810956445175456; +2025-06-20 08:32:36,915 - INFO - Evaluation: +Curr mae: 31.0404; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.3247; +Curr rmse: 68.7777; Best rmse: 66.7181; 68.7592; 68.7777; 68.8326; 68.9296; +Curr nae: 0.1078; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1003; + + + +2025-06-20 08:32:36,915 - INFO - Epoch: 305 / 660 lr: 1.286e-05 +2025-06-20 08:35:41,324 - INFO - Training: cls_zice: 32.83620467345328; reg_zipnll: 102.9223689027801; aux_mae_loss_1: 62.22809818287435; aux_mae_loss_2: 8.996470983966152; aux_mae_loss_4: 1.211831679342645; cnt_loss: 5.223226367967601; +2025-06-20 08:35:48,338 - INFO - Evaluation: +Curr mae: 30.0672; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 68.3734; Best rmse: 66.7181; 68.3734; 68.7592; 68.7777; 68.8326; +Curr nae: 0.1016; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1003; + + + +2025-06-20 08:35:48,338 - INFO - Epoch: 306 / 660 lr: 1.224e-05 +2025-06-20 08:38:53,448 - INFO - Training: cls_zice: 34.3970598886436; reg_zipnll: 104.81798617453686; aux_mae_loss_1: 62.17284153788746; aux_mae_loss_2: 8.926348902112721; aux_mae_loss_4: 1.1935988223338188; cnt_loss: 4.785280977775628; +2025-06-20 08:38:53,449 - INFO - Evaluation: +Curr mae: 30.8403; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 69.5198; Best rmse: 66.7181; 68.3734; 68.7592; 68.7777; 68.8326; +Curr nae: 0.1048; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1003; + + + +2025-06-20 08:38:53,449 - INFO - Epoch: 307 / 660 lr: 1.163e-05 +2025-06-20 08:41:58,855 - INFO - Training: cls_zice: 34.09794576661446; reg_zipnll: 100.01890666196769; aux_mae_loss_1: 64.11288991624102; aux_mae_loss_2: 9.25600227338183; aux_mae_loss_4: 1.2657832717451154; cnt_loss: 5.914085188224567; +2025-06-20 08:42:02,277 - INFO - Evaluation: +Curr mae: 32.1990; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 81.4930; Best rmse: 66.7181; 68.3734; 68.7592; 68.7777; 68.8326; +Curr nae: 0.1001; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1001; + + + +2025-06-20 08:42:02,277 - INFO - Epoch: 308 / 660 lr: 1.103e-05 +2025-06-20 08:45:08,176 - INFO - Training: cls_zice: 34.76934263960561; reg_zipnll: 102.98743782435714; aux_mae_loss_1: 63.998439533851446; aux_mae_loss_2: 9.218167266073447; aux_mae_loss_4: 1.2437364459803908; cnt_loss: 5.125754383964833; +2025-06-20 08:45:11,586 - INFO - Evaluation: +Curr mae: 30.3086; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 68.1466; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7777; +Curr nae: 0.1046; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1001; + + + +2025-06-20 08:45:11,586 - INFO - Epoch: 309 / 660 lr: 1.045e-05 +2025-06-20 08:48:16,635 - INFO - Training: cls_zice: 34.28838993589798; reg_zipnll: 105.54886533545958; aux_mae_loss_1: 62.76327479835648; aux_mae_loss_2: 9.009731042354456; aux_mae_loss_4: 1.204365386141603; cnt_loss: 4.982881435008772; +2025-06-20 08:48:16,637 - INFO - Evaluation: +Curr mae: 31.6649; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 69.7341; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7777; +Curr nae: 0.1089; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1001; + + + +2025-06-20 08:48:16,637 - INFO - Epoch: 310 / 660 lr: 9.890e-06 +2025-06-20 08:51:21,881 - INFO - Training: cls_zice: 32.88939494001835; reg_zipnll: 99.18962870159002; aux_mae_loss_1: 60.820609511936844; aux_mae_loss_2: 8.704420923267355; aux_mae_loss_4: 1.1666622924927268; cnt_loss: 4.446334100934105; +2025-06-20 08:51:21,883 - INFO - Evaluation: +Curr mae: 31.1228; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 71.3709; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7777; +Curr nae: 0.1019; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1001; + + + +2025-06-20 08:51:21,883 - INFO - Epoch: 311 / 660 lr: 9.342e-06 +2025-06-20 08:54:27,264 - INFO - Training: cls_zice: 31.762709015745738; reg_zipnll: 103.10618999255654; aux_mae_loss_1: 60.254949768282145; aux_mae_loss_2: 8.605057266193674; aux_mae_loss_4: 1.139274340975254; cnt_loss: 4.870964193328794; +2025-06-20 08:54:27,265 - INFO - Evaluation: +Curr mae: 31.0440; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 69.6395; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7777; +Curr nae: 0.1043; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1001; + + + +2025-06-20 08:54:27,265 - INFO - Epoch: 312 / 660 lr: 8.810e-06 +2025-06-20 08:57:32,869 - INFO - Training: cls_zice: 34.65230673015271; reg_zipnll: 101.13695355246183; aux_mae_loss_1: 63.22594181001953; aux_mae_loss_2: 9.086705170744182; aux_mae_loss_4: 1.2271889803265545; cnt_loss: 5.127046831009627; +2025-06-20 08:57:32,870 - INFO - Evaluation: +Curr mae: 32.6012; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 76.5354; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7777; +Curr nae: 0.1075; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1001; + + + +2025-06-20 08:57:32,870 - INFO - Epoch: 313 / 660 lr: 8.294e-06 +2025-06-20 09:00:37,753 - INFO - Training: cls_zice: 34.06217481713062; reg_zipnll: 103.2455050249639; aux_mae_loss_1: 62.20935918616758; aux_mae_loss_2: 8.860433788409884; aux_mae_loss_4: 1.1742927993247931; cnt_loss: 4.558595266662404; +2025-06-20 09:00:37,754 - INFO - Evaluation: +Curr mae: 32.3002; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 71.9703; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7777; +Curr nae: 0.1111; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1001; + + + +2025-06-20 09:00:37,754 - INFO - Epoch: 314 / 660 lr: 7.795e-06 +2025-06-20 09:03:42,535 - INFO - Training: cls_zice: 33.534203091593206; reg_zipnll: 96.57169521988817; aux_mae_loss_1: 63.334290129360014; aux_mae_loss_2: 9.151948536576219; aux_mae_loss_4: 1.2408816227952741; cnt_loss: 5.044221815229381; +2025-06-20 09:03:45,938 - INFO - Evaluation: +Curr mae: 30.3815; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 70.9666; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7777; +Curr nae: 0.1000; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:03:45,938 - INFO - Epoch: 315 / 660 lr: 7.311e-06 +2025-06-20 09:06:52,210 - INFO - Training: cls_zice: 34.8374446189189; reg_zipnll: 104.52760954810292; aux_mae_loss_1: 63.996581401187534; aux_mae_loss_2: 9.178839053163799; aux_mae_loss_4: 1.2338563517540464; cnt_loss: 4.681809452321658; +2025-06-20 09:06:52,211 - INFO - Evaluation: +Curr mae: 33.3096; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 79.1594; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7777; +Curr nae: 0.1063; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:06:52,211 - INFO - Epoch: 316 / 660 lr: 6.845e-06 +2025-06-20 09:09:58,675 - INFO - Training: cls_zice: 35.051047500270805; reg_zipnll: 103.5307229061666; aux_mae_loss_1: 65.06849865557908; aux_mae_loss_2: 9.394635480596351; aux_mae_loss_4: 1.2652392552490406; cnt_loss: 5.059010469323566; +2025-06-20 09:10:02,074 - INFO - Evaluation: +Curr mae: 30.7676; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 68.7756; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7756; +Curr nae: 0.1048; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:10:02,074 - INFO - Epoch: 317 / 660 lr: 6.395e-06 +2025-06-20 09:13:08,541 - INFO - Training: cls_zice: 32.55873138371347; reg_zipnll: 99.78446122858395; aux_mae_loss_1: 62.37279547272121; aux_mae_loss_2: 9.050773927668986; aux_mae_loss_4: 1.233502282658089; cnt_loss: 4.894758866501345; +2025-06-20 09:13:08,542 - INFO - Evaluation: +Curr mae: 31.2062; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 72.4667; Best rmse: 66.7181; 68.1466; 68.3734; 68.7592; 68.7756; +Curr nae: 0.1019; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:13:08,542 - INFO - Epoch: 318 / 660 lr: 5.962e-06 +2025-06-20 09:16:14,007 - INFO - Training: cls_zice: 33.59169866615825; reg_zipnll: 103.80797650452445; aux_mae_loss_1: 62.593050792468546; aux_mae_loss_2: 8.975660247790476; aux_mae_loss_4: 1.1958436358404037; cnt_loss: 4.725501528512543; +2025-06-20 09:16:17,393 - INFO - Evaluation: +Curr mae: 30.5305; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 68.0159; Best rmse: 66.7181; 68.0159; 68.1466; 68.3734; 68.7592; +Curr nae: 0.1050; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:16:17,393 - INFO - Epoch: 319 / 660 lr: 5.547e-06 +2025-06-20 09:19:22,147 - INFO - Training: cls_zice: 33.60412749977529; reg_zipnll: 102.86890085068337; aux_mae_loss_1: 62.29080586323089; aux_mae_loss_2: 9.004148203793406; aux_mae_loss_4: 1.2113197155507487; cnt_loss: 4.527266291925411; +2025-06-20 09:19:25,552 - INFO - Evaluation: +Curr mae: 30.5308; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 68.2579; Best rmse: 66.7181; 68.0159; 68.1466; 68.2579; 68.3734; +Curr nae: 0.1034; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:19:25,552 - INFO - Epoch: 320 / 660 lr: 5.149e-06 +2025-06-20 09:22:30,607 - INFO - Training: cls_zice: 34.97983571526937; reg_zipnll: 106.6650624005531; aux_mae_loss_1: 63.446882174376654; aux_mae_loss_2: 9.116336833541988; aux_mae_loss_4: 1.2173291711007415; cnt_loss: 4.655187601831701; +2025-06-20 09:22:30,608 - INFO - Evaluation: +Curr mae: 30.7030; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 70.8744; Best rmse: 66.7181; 68.0159; 68.1466; 68.2579; 68.3734; +Curr nae: 0.1006; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:22:30,608 - INFO - Epoch: 321 / 660 lr: 4.768e-06 +2025-06-20 09:25:36,030 - INFO - Training: cls_zice: 35.51417015236264; reg_zipnll: 106.94928785093646; aux_mae_loss_1: 62.57973378237845; aux_mae_loss_2: 8.931234332773556; aux_mae_loss_4: 1.1848597815379998; cnt_loss: 4.365313015973967; +2025-06-20 09:25:36,032 - INFO - Evaluation: +Curr mae: 32.1932; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 73.2306; Best rmse: 66.7181; 68.0159; 68.1466; 68.2579; 68.3734; +Curr nae: 0.1096; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:25:36,032 - INFO - Epoch: 322 / 660 lr: 4.405e-06 +2025-06-20 09:28:43,674 - INFO - Training: cls_zice: 34.784279669924686; reg_zipnll: 107.56188332329678; aux_mae_loss_1: 62.152111184627664; aux_mae_loss_2: 8.923030139548; aux_mae_loss_4: 1.18445551272836; cnt_loss: 4.285653905191275; +2025-06-20 09:28:43,675 - INFO - Evaluation: +Curr mae: 31.2667; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 69.3527; Best rmse: 66.7181; 68.0159; 68.1466; 68.2579; 68.3734; +Curr nae: 0.1054; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:28:43,675 - INFO - Epoch: 323 / 660 lr: 4.060e-06 +2025-06-20 09:31:48,855 - INFO - Training: cls_zice: 34.182891210124545; reg_zipnll: 105.42704016383938; aux_mae_loss_1: 62.71013469745077; aux_mae_loss_2: 9.006264503939907; aux_mae_loss_4: 1.2039457104506406; cnt_loss: 4.540503924564102; +2025-06-20 09:31:48,856 - INFO - Evaluation: +Curr mae: 30.5059; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 68.7777; Best rmse: 66.7181; 68.0159; 68.1466; 68.2579; 68.3734; +Curr nae: 0.1031; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:31:48,856 - INFO - Epoch: 324 / 660 lr: 3.732e-06 +2025-06-20 09:34:54,181 - INFO - Training: cls_zice: 31.87970004565918; reg_zipnll: 106.3537510575243; aux_mae_loss_1: 60.75657001926844; aux_mae_loss_2: 8.654232409129106; aux_mae_loss_4: 1.1351373183773232; cnt_loss: 4.168729667798413; +2025-06-20 09:34:54,182 - INFO - Evaluation: +Curr mae: 30.5209; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 68.6933; Best rmse: 66.7181; 68.0159; 68.1466; 68.2579; 68.3734; +Curr nae: 0.1035; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:34:54,182 - INFO - Epoch: 325 / 660 lr: 3.423e-06 +2025-06-20 09:37:59,384 - INFO - Training: cls_zice: 34.52240029214893; reg_zipnll: 101.62627621726696; aux_mae_loss_1: 64.29127234971308; aux_mae_loss_2: 9.315440716044762; aux_mae_loss_4: 1.264368604648389; cnt_loss: 4.743923582730379; +2025-06-20 09:37:59,385 - INFO - Evaluation: +Curr mae: 30.8754; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 69.7549; Best rmse: 66.7181; 68.0159; 68.1466; 68.2579; 68.3734; +Curr nae: 0.1043; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:37:59,385 - INFO - Epoch: 326 / 660 lr: 3.131e-06 +2025-06-20 09:41:04,498 - INFO - Training: cls_zice: 31.97787348408932; reg_zipnll: 97.68148324912495; aux_mae_loss_1: 62.61818801468013; aux_mae_loss_2: 9.094171988320534; aux_mae_loss_4: 1.2316237506492584; cnt_loss: 4.575444874083169; +2025-06-20 09:41:07,918 - INFO - Evaluation: +Curr mae: 30.6138; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 68.1287; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1039; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:41:07,918 - INFO - Epoch: 327 / 660 lr: 2.858e-06 +2025-06-20 09:44:12,766 - INFO - Training: cls_zice: 33.699742697658145; reg_zipnll: 100.41103938673946; aux_mae_loss_1: 63.606181350649166; aux_mae_loss_2: 9.208229238392455; aux_mae_loss_4: 1.255361480509101; cnt_loss: 4.494665166789278; +2025-06-20 09:44:12,767 - INFO - Evaluation: +Curr mae: 31.4219; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 73.4920; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1016; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:44:12,768 - INFO - Epoch: 328 / 660 lr: 2.604e-06 +2025-06-20 09:47:17,432 - INFO - Training: cls_zice: 32.48746488088201; reg_zipnll: 102.87023969910139; aux_mae_loss_1: 61.82885868445154; aux_mae_loss_2: 8.874854992471807; aux_mae_loss_4: 1.178784735098596; cnt_loss: 4.2060508500487765; +2025-06-20 09:47:17,433 - INFO - Evaluation: +Curr mae: 30.8914; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 71.0593; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1013; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:47:17,433 - INFO - Epoch: 329 / 660 lr: 2.368e-06 +2025-06-20 09:50:22,406 - INFO - Training: cls_zice: 33.5063178574518; reg_zipnll: 105.24907717422839; aux_mae_loss_1: 62.0015532253334; aux_mae_loss_2: 8.888981162122711; aux_mae_loss_4: 1.1763322599289656; cnt_loss: 4.427102587906438; +2025-06-20 09:50:22,407 - INFO - Evaluation: +Curr mae: 30.9715; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 70.3397; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1023; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:50:22,408 - INFO - Epoch: 330 / 660 lr: 2.150e-06 +2025-06-20 09:53:27,024 - INFO - Training: cls_zice: 33.246785715030825; reg_zipnll: 97.02255790337806; aux_mae_loss_1: 61.642536028491804; aux_mae_loss_2: 8.825226666994757; aux_mae_loss_4: 1.1784649117823431; cnt_loss: 4.427228427561512; +2025-06-20 09:53:27,025 - INFO - Evaluation: +Curr mae: 31.3267; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 71.1762; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1033; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:53:27,025 - INFO - Epoch: 331 / 660 lr: 1.951e-06 +2025-06-20 09:56:31,986 - INFO - Training: cls_zice: 35.202213494238805; reg_zipnll: 103.14121735187913; aux_mae_loss_1: 63.19738005611155; aux_mae_loss_2: 9.057228333539399; aux_mae_loss_4: 1.2083121153183645; cnt_loss: 4.712935492511273; +2025-06-20 09:56:31,987 - INFO - Evaluation: +Curr mae: 30.7837; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 71.5998; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1008; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:56:31,987 - INFO - Epoch: 332 / 660 lr: 1.771e-06 +2025-06-20 09:59:37,467 - INFO - Training: cls_zice: 34.49769231378266; reg_zipnll: 103.87566527854507; aux_mae_loss_1: 63.98437487496815; aux_mae_loss_2: 9.19376089218956; aux_mae_loss_4: 1.234109013056464; cnt_loss: 4.394932516206506; +2025-06-20 09:59:37,469 - INFO - Evaluation: +Curr mae: 30.8900; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 70.5104; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1023; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 09:59:37,469 - INFO - Epoch: 333 / 660 lr: 1.609e-06 +2025-06-20 10:02:43,092 - INFO - Training: cls_zice: 32.8111944402398; reg_zipnll: 105.56306838989258; aux_mae_loss_1: 61.34801639689272; aux_mae_loss_2: 8.69529224116269; aux_mae_loss_4: 1.1479694172931514; cnt_loss: 4.216995526555265; +2025-06-20 10:02:43,094 - INFO - Evaluation: +Curr mae: 30.5178; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 70.0358; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1008; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 10:02:43,094 - INFO - Epoch: 334 / 660 lr: 1.467e-06 +2025-06-20 10:05:48,090 - INFO - Training: cls_zice: 31.763203396588793; reg_zipnll: 104.20404566590767; aux_mae_loss_1: 61.494316028751875; aux_mae_loss_2: 8.816789417539587; aux_mae_loss_4: 1.17025620704828; cnt_loss: 4.302624948150394; +2025-06-20 10:05:48,092 - INFO - Evaluation: +Curr mae: 30.3005; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 69.4970; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1005; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 10:05:48,092 - INFO - Epoch: 335 / 660 lr: 1.343e-06 +2025-06-20 10:08:53,251 - INFO - Training: cls_zice: 33.87879582450445; reg_zipnll: 103.1736185225852; aux_mae_loss_1: 62.836046439516515; aux_mae_loss_2: 8.926475266258024; aux_mae_loss_4: 1.1887807713529444; cnt_loss: 4.2598046160525715; +2025-06-20 10:08:53,252 - INFO - Evaluation: +Curr mae: 30.5233; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 70.7072; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1008; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 10:08:53,252 - INFO - Epoch: 336 / 660 lr: 1.238e-06 +2025-06-20 10:11:58,353 - INFO - Training: cls_zice: 33.124434921306324; reg_zipnll: 102.41406479225061; aux_mae_loss_1: 62.00347211979962; aux_mae_loss_2: 8.92147574112164; aux_mae_loss_4: 1.1823648477121613; cnt_loss: 4.130593897444424; +2025-06-20 10:11:58,354 - INFO - Evaluation: +Curr mae: 31.1960; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 70.9799; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1033; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 10:11:58,354 - INFO - Epoch: 337 / 660 lr: 1.153e-06 +2025-06-20 10:15:03,712 - INFO - Training: cls_zice: 34.07016720165017; reg_zipnll: 105.3361853253872; aux_mae_loss_1: 63.242848658623; aux_mae_loss_2: 9.061590542983273; aux_mae_loss_4: 1.2047584672819986; cnt_loss: 4.304180307529273; +2025-06-20 10:15:03,714 - INFO - Evaluation: +Curr mae: 30.6293; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 69.2135; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1019; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 10:15:03,714 - INFO - Epoch: 338 / 660 lr: 1.086e-06 +2025-06-20 10:18:08,705 - INFO - Training: cls_zice: 31.77869459044351; reg_zipnll: 103.64693336192624; aux_mae_loss_1: 61.04866904525953; aux_mae_loss_2: 8.717421683676752; aux_mae_loss_4: 1.142638277195413; cnt_loss: 4.320566946405984; +2025-06-20 10:18:08,707 - INFO - Evaluation: +Curr mae: 30.9024; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 70.0202; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1031; Best nae: 0.0976; 0.0984; 0.0993; 0.0997; 0.1000; + + + +2025-06-20 10:18:08,707 - INFO - Epoch: 339 / 660 lr: 1.038e-06 +2025-06-20 10:21:13,224 - INFO - Training: cls_zice: 31.43984700101344; reg_zipnll: 105.43136858511093; aux_mae_loss_1: 59.720225123329456; aux_mae_loss_2: 8.448995814225361; aux_mae_loss_4: 1.1062064534172913; cnt_loss: 3.8875160120753214; +2025-06-20 10:21:16,682 - INFO - Evaluation: +Curr mae: 30.5528; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 71.0088; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0996; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:21:16,682 - INFO - Epoch: 340 / 660 lr: 1.010e-06 +2025-06-20 10:24:22,044 - INFO - Training: cls_zice: 34.50370806532225; reg_zipnll: 100.58450354647208; aux_mae_loss_1: 63.70237766991544; aux_mae_loss_2: 9.163906897248216; aux_mae_loss_4: 1.236271189961458; cnt_loss: 4.218968746364883; +2025-06-20 10:24:22,045 - INFO - Evaluation: +Curr mae: 30.3172; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 68.4508; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1012; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:24:22,045 - INFO - Epoch: 341 / 660 lr: 1.000e-04 +2025-06-20 10:27:27,389 - INFO - Training: cls_zice: 35.50568049839652; reg_zipnll: 106.19269959785638; aux_mae_loss_1: 65.6290616664298; aux_mae_loss_2: 9.729836228957213; aux_mae_loss_4: 1.3955974008571979; cnt_loss: 9.659195255267896; +2025-06-20 10:27:27,390 - INFO - Evaluation: +Curr mae: 47.1205; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 212.0958; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1185; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:27:27,390 - INFO - Epoch: 342 / 660 lr: 1.000e-04 +2025-06-20 10:30:33,465 - INFO - Training: cls_zice: 34.812227188774735; reg_zipnll: 102.63655152357636; aux_mae_loss_1: 64.68028309841695; aux_mae_loss_2: 9.681570526107112; aux_mae_loss_4: 1.4211736320874684; cnt_loss: 9.941121998360346; +2025-06-20 10:30:33,467 - INFO - Evaluation: +Curr mae: 47.6463; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 102.6177; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1513; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:30:33,467 - INFO - Epoch: 343 / 660 lr: 9.999e-05 +2025-06-20 10:33:38,279 - INFO - Training: cls_zice: 37.78541646947591; reg_zipnll: 105.87878546187687; aux_mae_loss_1: 66.97888052678047; aux_mae_loss_2: 10.067807140877436; aux_mae_loss_4: 1.4741968645841113; cnt_loss: 10.92587260545679; +2025-06-20 10:33:38,280 - INFO - Evaluation: +Curr mae: 43.3839; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 165.2825; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1125; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:33:38,280 - INFO - Epoch: 344 / 660 lr: 9.998e-05 +2025-06-20 10:36:43,284 - INFO - Training: cls_zice: 36.0723121304132; reg_zipnll: 109.59825348547615; aux_mae_loss_1: 65.01900556706524; aux_mae_loss_2: 9.511980878356797; aux_mae_loss_4: 1.3657871099011758; cnt_loss: 9.630414668269513; +2025-06-20 10:36:43,285 - INFO - Evaluation: +Curr mae: 35.6433; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 96.0642; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1021; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:36:43,285 - INFO - Epoch: 345 / 660 lr: 9.996e-05 +2025-06-20 10:39:48,643 - INFO - Training: cls_zice: 34.120740810059644; reg_zipnll: 104.47650728985705; aux_mae_loss_1: 64.4748071851951; aux_mae_loss_2: 9.647956288565707; aux_mae_loss_4: 1.4000059809621932; cnt_loss: 10.247239671130414; +2025-06-20 10:39:48,644 - INFO - Evaluation: +Curr mae: 50.3725; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 137.3867; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.2550; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:39:48,644 - INFO - Epoch: 346 / 660 lr: 9.994e-05 +2025-06-20 10:42:53,290 - INFO - Training: cls_zice: 35.6227852582625; reg_zipnll: 103.13313924254979; aux_mae_loss_1: 65.47937162982774; aux_mae_loss_2: 9.86571711194546; aux_mae_loss_4: 1.4503222241959413; cnt_loss: 10.285568655763003; +2025-06-20 10:42:53,291 - INFO - Evaluation: +Curr mae: 35.1992; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 85.9887; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1106; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:42:53,291 - INFO - Epoch: 347 / 660 lr: 9.991e-05 +2025-06-20 10:45:57,401 - INFO - Training: cls_zice: 35.52048405951277; reg_zipnll: 103.32236075462596; aux_mae_loss_1: 65.09620005551218; aux_mae_loss_2: 9.73497629441455; aux_mae_loss_4: 1.4215666557492204; cnt_loss: 10.339656574867073; +2025-06-20 10:45:57,402 - INFO - Evaluation: +Curr mae: 42.4940; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 264.2261; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1103; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:45:57,402 - INFO - Epoch: 348 / 660 lr: 9.988e-05 +2025-06-20 10:49:02,549 - INFO - Training: cls_zice: 35.25449837326697; reg_zipnll: 108.5741381829073; aux_mae_loss_1: 65.51022141819442; aux_mae_loss_2: 9.735890445795034; aux_mae_loss_4: 1.4115294398486156; cnt_loss: 10.29620309829099; +2025-06-20 10:49:02,550 - INFO - Evaluation: +Curr mae: 39.4292; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 139.3325; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1107; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:49:02,550 - INFO - Epoch: 349 / 660 lr: 9.985e-05 +2025-06-20 10:52:06,768 - INFO - Training: cls_zice: 35.493600001438956; reg_zipnll: 105.49412879600622; aux_mae_loss_1: 65.2739550485096; aux_mae_loss_2: 9.718280402737596; aux_mae_loss_4: 1.406021538920758; cnt_loss: 10.414796037661691; +2025-06-20 10:52:06,770 - INFO - Evaluation: +Curr mae: 51.0624; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 275.3141; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1507; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:52:06,770 - INFO - Epoch: 350 / 660 lr: 9.981e-05 +2025-06-20 10:55:11,385 - INFO - Training: cls_zice: 33.99979709904727; reg_zipnll: 102.03356638420517; aux_mae_loss_1: 64.1891691727626; aux_mae_loss_2: 9.605203921200378; aux_mae_loss_4: 1.3876897930179586; cnt_loss: 9.95958416596783; +2025-06-20 10:55:11,387 - INFO - Evaluation: +Curr mae: 53.8431; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 190.7265; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1431; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:55:20,903 - INFO - Epoch: 351 / 660 lr: 9.976e-05 +2025-06-20 10:58:25,952 - INFO - Training: cls_zice: 35.26878046299927; reg_zipnll: 100.1900408347652; aux_mae_loss_1: 66.15301708819626; aux_mae_loss_2: 9.934452513649408; aux_mae_loss_4: 1.4399652937498988; cnt_loss: 10.478716897933833; +2025-06-20 10:58:25,953 - INFO - Evaluation: +Curr mae: 51.4122; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 188.3035; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1521; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 10:58:25,954 - INFO - Epoch: 352 / 660 lr: 9.971e-05 +2025-06-20 11:01:30,278 - INFO - Training: cls_zice: 33.083519863898466; reg_zipnll: 106.48746305627505; aux_mae_loss_1: 62.50521626754408; aux_mae_loss_2: 9.250244301818023; aux_mae_loss_4: 1.3128240975745233; cnt_loss: 9.109782716915356; +2025-06-20 11:01:30,279 - INFO - Evaluation: +Curr mae: 45.7572; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 174.2933; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1444; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:01:30,280 - INFO - Epoch: 353 / 660 lr: 9.966e-05 +2025-06-20 11:04:35,260 - INFO - Training: cls_zice: 33.88047507704071; reg_zipnll: 110.22741086317518; aux_mae_loss_1: 63.11012162892555; aux_mae_loss_2: 9.242636864779847; aux_mae_loss_4: 1.2978760197107466; cnt_loss: 8.248271650627524; +2025-06-20 11:04:35,261 - INFO - Evaluation: +Curr mae: 47.9460; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 296.9721; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1196; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:04:35,261 - INFO - Epoch: 354 / 660 lr: 9.960e-05 +2025-06-20 11:07:42,119 - INFO - Training: cls_zice: 35.805413240179; reg_zipnll: 106.98081856950697; aux_mae_loss_1: 65.41158165968476; aux_mae_loss_2: 9.693728035090821; aux_mae_loss_4: 1.382162987649594; cnt_loss: 9.935134431390345; +2025-06-20 11:07:42,121 - INFO - Evaluation: +Curr mae: 52.3937; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 115.0944; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1575; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:07:42,121 - INFO - Epoch: 355 / 660 lr: 9.953e-05 +2025-06-20 11:10:51,182 - INFO - Training: cls_zice: 33.76258011801997; reg_zipnll: 106.00686554308109; aux_mae_loss_1: 63.557869879322986; aux_mae_loss_2: 9.451984215518197; aux_mae_loss_4: 1.3461357475782727; cnt_loss: 8.838740854765884; +2025-06-20 11:10:51,183 - INFO - Evaluation: +Curr mae: 37.7603; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 127.7212; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1008; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:10:51,183 - INFO - Epoch: 356 / 660 lr: 9.946e-05 +2025-06-20 11:13:55,713 - INFO - Training: cls_zice: 35.09121642183216; reg_zipnll: 101.21959102307004; aux_mae_loss_1: 64.00949492368723; aux_mae_loss_2: 9.512755215014774; aux_mae_loss_4: 1.3599889388351023; cnt_loss: 9.526764940020358; +2025-06-20 11:13:55,714 - INFO - Evaluation: +Curr mae: 55.0502; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 286.0538; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1420; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:13:55,715 - INFO - Epoch: 357 / 660 lr: 9.939e-05 +2025-06-20 11:17:01,150 - INFO - Training: cls_zice: 35.013280693546974; reg_zipnll: 105.8648656241998; aux_mae_loss_1: 63.67277019005508; aux_mae_loss_2: 9.396186398203392; aux_mae_loss_4: 1.3382900766741035; cnt_loss: 9.069508410856166; +2025-06-20 11:17:01,151 - INFO - Evaluation: +Curr mae: 44.4670; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 135.1127; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1241; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:17:01,151 - INFO - Epoch: 358 / 660 lr: 9.931e-05 +2025-06-20 11:20:08,859 - INFO - Training: cls_zice: 32.412949949732784; reg_zipnll: 104.74168217519255; aux_mae_loss_1: 62.114732178440434; aux_mae_loss_2: 9.125687606536944; aux_mae_loss_4: 1.2815091068686433; cnt_loss: 8.043409816403623; +2025-06-20 11:20:08,860 - INFO - Evaluation: +Curr mae: 37.9956; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 102.6678; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1097; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:20:08,860 - INFO - Epoch: 359 / 660 lr: 9.923e-05 +2025-06-20 11:23:13,894 - INFO - Training: cls_zice: 34.99723131345599; reg_zipnll: 102.63288211087028; aux_mae_loss_1: 64.07321746551592; aux_mae_loss_2: 9.54635183976671; aux_mae_loss_4: 1.366039878298507; cnt_loss: 9.348681266479444; +2025-06-20 11:23:13,896 - INFO - Evaluation: +Curr mae: 52.8002; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 124.5229; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1638; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:23:13,896 - INFO - Epoch: 360 / 660 lr: 9.914e-05 +2025-06-20 11:26:18,405 - INFO - Training: cls_zice: 34.4802234263224; reg_zipnll: 106.2285883322473; aux_mae_loss_1: 63.929332933573; aux_mae_loss_2: 9.514188053522135; aux_mae_loss_4: 1.373602184028889; cnt_loss: 10.019644195898639; +2025-06-20 11:26:18,406 - INFO - Evaluation: +Curr mae: 37.4278; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 111.6714; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1174; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:26:18,407 - INFO - Epoch: 361 / 660 lr: 9.905e-05 +2025-06-20 11:29:22,789 - INFO - Training: cls_zice: 35.96422362388866; reg_zipnll: 98.11739174075483; aux_mae_loss_1: 66.56673847679001; aux_mae_loss_2: 9.963155730524528; aux_mae_loss_4: 1.4603900339425682; cnt_loss: 10.695653093504722; +2025-06-20 11:29:22,790 - INFO - Evaluation: +Curr mae: 43.8588; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 252.4209; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1168; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:29:22,790 - INFO - Epoch: 362 / 660 lr: 9.895e-05 +2025-06-20 11:32:28,452 - INFO - Training: cls_zice: 35.05894799771836; reg_zipnll: 104.39634627854609; aux_mae_loss_1: 65.29464103691376; aux_mae_loss_2: 9.693758080734998; aux_mae_loss_4: 1.3942343606434016; cnt_loss: 10.197752442258796; +2025-06-20 11:32:28,453 - INFO - Evaluation: +Curr mae: 35.8832; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 83.9373; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1105; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:32:28,453 - INFO - Epoch: 363 / 660 lr: 9.885e-05 +2025-06-20 11:35:33,332 - INFO - Training: cls_zice: 34.01215959545273; reg_zipnll: 106.80263051275729; aux_mae_loss_1: 63.653303349845515; aux_mae_loss_2: 9.34399808249927; aux_mae_loss_4: 1.3188531769578438; cnt_loss: 8.197879550312969; +2025-06-20 11:35:33,333 - INFO - Evaluation: +Curr mae: 43.5357; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 118.9502; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1497; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:35:33,334 - INFO - Epoch: 364 / 660 lr: 9.874e-05 +2025-06-20 11:38:38,320 - INFO - Training: cls_zice: 35.72523515236715; reg_zipnll: 107.6480147550529; aux_mae_loss_1: 64.96951550138027; aux_mae_loss_2: 9.530585426904242; aux_mae_loss_4: 1.3520440455803835; cnt_loss: 9.09333786743772; +2025-06-20 11:38:38,321 - INFO - Evaluation: +Curr mae: 39.2582; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 99.6142; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1218; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:38:38,321 - INFO - Epoch: 365 / 660 lr: 9.863e-05 +2025-06-20 11:41:42,883 - INFO - Training: cls_zice: 34.211224612356155; reg_zipnll: 104.74493044875275; aux_mae_loss_1: 62.965130129326276; aux_mae_loss_2: 9.264508082198606; aux_mae_loss_4: 1.3202696977360389; cnt_loss: 9.095200875271255; +2025-06-20 11:41:42,884 - INFO - Evaluation: +Curr mae: 36.3554; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 96.1869; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1084; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:41:42,884 - INFO - Epoch: 366 / 660 lr: 9.852e-05 +2025-06-20 11:44:53,747 - INFO - Training: cls_zice: 35.73315170506892; reg_zipnll: 104.16891030603325; aux_mae_loss_1: 65.8241432148264; aux_mae_loss_2: 9.865237170442517; aux_mae_loss_4: 1.4314688840224994; cnt_loss: 10.303605469839125; +2025-06-20 11:44:53,748 - INFO - Evaluation: +Curr mae: 37.5944; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 97.7212; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1082; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:44:53,748 - INFO - Epoch: 367 / 660 lr: 9.840e-05 +2025-06-20 11:47:58,357 - INFO - Training: cls_zice: 33.110705789073265; reg_zipnll: 104.65220134117303; aux_mae_loss_1: 62.423175124092396; aux_mae_loss_2: 9.26002961688299; aux_mae_loss_4: 1.3329105857175543; cnt_loss: 9.472558454866581; +2025-06-20 11:47:58,357 - INFO - Evaluation: +Curr mae: 44.3966; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 172.6071; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1172; Best nae: 0.0976; 0.0984; 0.0993; 0.0996; 0.0997; + + + +2025-06-20 11:47:58,358 - INFO - Epoch: 368 / 660 lr: 9.827e-05 +2025-06-20 11:51:04,842 - INFO - Training: cls_zice: 33.30633425758553; reg_zipnll: 105.81628065427961; aux_mae_loss_1: 63.6561011569359; aux_mae_loss_2: 9.494475363152805; aux_mae_loss_4: 1.369991562168825; cnt_loss: 9.634868185134044; +2025-06-20 11:51:08,271 - INFO - Evaluation: +Curr mae: 37.1980; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 136.2484; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0985; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 11:51:08,271 - INFO - Epoch: 369 / 660 lr: 9.814e-05 +2025-06-20 11:54:13,572 - INFO - Training: cls_zice: 34.04335606464001; reg_zipnll: 103.9749009431481; aux_mae_loss_1: 63.53565318541539; aux_mae_loss_2: 9.459196075682161; aux_mae_loss_4: 1.3436002953308408; cnt_loss: 9.041420377005648; +2025-06-20 11:54:13,573 - INFO - Evaluation: +Curr mae: 56.5718; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 243.8692; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1635; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 11:54:13,573 - INFO - Epoch: 370 / 660 lr: 9.801e-05 +2025-06-20 11:57:18,215 - INFO - Training: cls_zice: 34.21758040103937; reg_zipnll: 111.19741740631261; aux_mae_loss_1: 63.51282412901636; aux_mae_loss_2: 9.356098781054921; aux_mae_loss_4: 1.3233767888463248; cnt_loss: 8.765784604843601; +2025-06-20 11:57:18,217 - INFO - Evaluation: +Curr mae: 44.8111; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 180.2457; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1146; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 11:57:18,217 - INFO - Epoch: 371 / 660 lr: 9.787e-05 +2025-06-20 12:00:23,516 - INFO - Training: cls_zice: 35.33120912512654; reg_zipnll: 106.37306505119892; aux_mae_loss_1: 64.1619122610607; aux_mae_loss_2: 9.532590570057572; aux_mae_loss_4: 1.3672543352321365; cnt_loss: 9.803069383901924; +2025-06-20 12:00:23,518 - INFO - Evaluation: +Curr mae: 44.3025; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 218.7446; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1022; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:00:23,518 - INFO - Epoch: 372 / 660 lr: 9.773e-05 +2025-06-20 12:03:28,372 - INFO - Training: cls_zice: 33.28100663584425; reg_zipnll: 108.49723207429626; aux_mae_loss_1: 62.30747410570748; aux_mae_loss_2: 9.102792238055281; aux_mae_loss_4: 1.2694618336875518; cnt_loss: 7.7293010865048455; +2025-06-20 12:03:28,373 - INFO - Evaluation: +Curr mae: 49.0580; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 211.4727; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1496; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:03:28,373 - INFO - Epoch: 373 / 660 lr: 9.758e-05 +2025-06-20 12:06:32,725 - INFO - Training: cls_zice: 33.76199424757136; reg_zipnll: 103.06548717028072; aux_mae_loss_1: 62.24101843748117; aux_mae_loss_2: 9.179450370352189; aux_mae_loss_4: 1.3005343917900922; cnt_loss: 8.842134995754703; +2025-06-20 12:06:32,726 - INFO - Evaluation: +Curr mae: 46.4957; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 261.9255; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1124; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:06:32,726 - INFO - Epoch: 374 / 660 lr: 9.742e-05 +2025-06-20 12:09:37,944 - INFO - Training: cls_zice: 33.6757658989693; reg_zipnll: 103.73461626734402; aux_mae_loss_1: 65.0746188004403; aux_mae_loss_2: 9.75433839286814; aux_mae_loss_4: 1.4175568624832944; cnt_loss: 9.384238703238626; +2025-06-20 12:09:37,945 - INFO - Evaluation: +Curr mae: 37.7566; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 113.5010; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1066; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:09:37,945 - INFO - Epoch: 375 / 660 lr: 9.727e-05 +2025-06-20 12:12:43,146 - INFO - Training: cls_zice: 36.13788300844575; reg_zipnll: 105.92933150735183; aux_mae_loss_1: 65.49872313796095; aux_mae_loss_2: 9.667713895555021; aux_mae_loss_4: 1.3802947961655865; cnt_loss: 9.15233093546105; +2025-06-20 12:12:43,147 - INFO - Evaluation: +Curr mae: 38.8561; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 112.6157; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1056; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:12:43,147 - INFO - Epoch: 376 / 660 lr: 9.711e-05 +2025-06-20 12:15:48,492 - INFO - Training: cls_zice: 35.27988981434496; reg_zipnll: 106.58911662604325; aux_mae_loss_1: 65.23158595494561; aux_mae_loss_2: 9.703128099594753; aux_mae_loss_4: 1.3971713023849195; cnt_loss: 9.149305004463711; +2025-06-20 12:15:48,493 - INFO - Evaluation: +Curr mae: 44.9386; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 123.2115; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1265; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:15:48,493 - INFO - Epoch: 377 / 660 lr: 9.694e-05 +2025-06-20 12:18:53,173 - INFO - Training: cls_zice: 35.52679912933654; reg_zipnll: 105.8695735159141; aux_mae_loss_1: 64.88176619179144; aux_mae_loss_2: 9.582042504705317; aux_mae_loss_4: 1.3672901093576746; cnt_loss: 9.416644830936638; +2025-06-20 12:18:53,174 - INFO - Evaluation: +Curr mae: 38.7770; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 151.0883; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1058; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:18:53,174 - INFO - Epoch: 378 / 660 lr: 9.677e-05 +2025-06-20 12:21:58,010 - INFO - Training: cls_zice: 33.965412609834594; reg_zipnll: 96.56432436180604; aux_mae_loss_1: 62.69330474098421; aux_mae_loss_2: 9.253843689332584; aux_mae_loss_4: 1.32494712350914; cnt_loss: 9.257902589739135; +2025-06-20 12:21:58,011 - INFO - Evaluation: +Curr mae: 38.3902; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 129.7337; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1059; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:21:58,011 - INFO - Epoch: 379 / 660 lr: 9.660e-05 +2025-06-20 12:25:02,817 - INFO - Training: cls_zice: 34.41823667370664; reg_zipnll: 93.2964671853269; aux_mae_loss_1: 64.96219897821814; aux_mae_loss_2: 9.768479523438108; aux_mae_loss_4: 1.4324534750306515; cnt_loss: 9.70472463620659; +2025-06-20 12:25:02,818 - INFO - Evaluation: +Curr mae: 41.3375; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 137.9503; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1146; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:25:02,818 - INFO - Epoch: 380 / 660 lr: 9.642e-05 +2025-06-20 12:28:07,847 - INFO - Training: cls_zice: 35.16124480549045; reg_zipnll: 104.96213902176805; aux_mae_loss_1: 62.825582965174185; aux_mae_loss_2: 9.160518402305545; aux_mae_loss_4: 1.2956976748830555; cnt_loss: 8.062028882665928; +2025-06-20 12:28:07,848 - INFO - Evaluation: +Curr mae: 37.7109; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 113.2399; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1188; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:28:07,848 - INFO - Epoch: 381 / 660 lr: 9.623e-05 +2025-06-20 12:31:12,412 - INFO - Training: cls_zice: 35.4909418761577; reg_zipnll: 102.74284514302153; aux_mae_loss_1: 64.51852621333458; aux_mae_loss_2: 9.629372247233796; aux_mae_loss_4: 1.3939675093846333; cnt_loss: 9.995888945529272; +2025-06-20 12:31:12,413 - INFO - Evaluation: +Curr mae: 67.0962; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 130.5015; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.2456; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:31:12,413 - INFO - Epoch: 382 / 660 lr: 9.604e-05 +2025-06-20 12:34:17,134 - INFO - Training: cls_zice: 32.54993313673529; reg_zipnll: 103.53657978420699; aux_mae_loss_1: 61.868240300058396; aux_mae_loss_2: 9.136268989592407; aux_mae_loss_4: 1.2989713477214995; cnt_loss: 8.916086074855457; +2025-06-20 12:34:17,135 - INFO - Evaluation: +Curr mae: 39.6320; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 156.8889; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1044; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:34:17,135 - INFO - Epoch: 383 / 660 lr: 9.585e-05 +2025-06-20 12:37:22,171 - INFO - Training: cls_zice: 35.098987307677234; reg_zipnll: 109.28926229109187; aux_mae_loss_1: 63.206241845471695; aux_mae_loss_2: 9.231408233814191; aux_mae_loss_4: 1.292569553407728; cnt_loss: 8.36104461910792; +2025-06-20 12:37:22,173 - INFO - Evaluation: +Curr mae: 40.6750; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 115.7048; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1098; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:37:22,173 - INFO - Epoch: 384 / 660 lr: 9.565e-05 +2025-06-20 12:40:27,203 - INFO - Training: cls_zice: 34.341219706369856; reg_zipnll: 101.51928758498636; aux_mae_loss_1: 62.3921485670428; aux_mae_loss_2: 9.240430913118592; aux_mae_loss_4: 1.3249301211309923; cnt_loss: 9.184218053799363; +2025-06-20 12:40:27,205 - INFO - Evaluation: +Curr mae: 37.1625; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 89.0868; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1069; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:40:27,205 - INFO - Epoch: 385 / 660 lr: 9.545e-05 +2025-06-20 12:43:31,749 - INFO - Training: cls_zice: 35.121976385233026; reg_zipnll: 100.66616964953111; aux_mae_loss_1: 63.84639203824237; aux_mae_loss_2: 9.446878311260194; aux_mae_loss_4: 1.3533411278631202; cnt_loss: 9.070063566334143; +2025-06-20 12:43:31,750 - INFO - Evaluation: +Curr mae: 41.0133; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 112.4442; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1339; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:43:31,750 - INFO - Epoch: 386 / 660 lr: 9.525e-05 +2025-06-20 12:46:36,442 - INFO - Training: cls_zice: 34.966766995758505; reg_zipnll: 102.49390353519077; aux_mae_loss_1: 63.89274949708757; aux_mae_loss_2: 9.376062363156317; aux_mae_loss_4: 1.3350322738404752; cnt_loss: 9.015979516628775; +2025-06-20 12:46:36,443 - INFO - Evaluation: +Curr mae: 44.2530; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 108.2341; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1554; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:46:36,443 - INFO - Epoch: 387 / 660 lr: 9.504e-05 +2025-06-20 12:49:40,890 - INFO - Training: cls_zice: 34.44258048188104; reg_zipnll: 101.58560715849418; aux_mae_loss_1: 64.04528711755356; aux_mae_loss_2: 9.532318168556783; aux_mae_loss_4: 1.3728558037305552; cnt_loss: 9.57521712213065; +2025-06-20 12:49:40,891 - INFO - Evaluation: +Curr mae: 34.8275; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 81.2514; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1260; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:49:40,891 - INFO - Epoch: 388 / 660 lr: 9.482e-05 +2025-06-20 12:52:45,647 - INFO - Training: cls_zice: 35.02818356182397; reg_zipnll: 102.17130954222691; aux_mae_loss_1: 63.82160745978662; aux_mae_loss_2: 9.462239211506587; aux_mae_loss_4: 1.3681071558464462; cnt_loss: 10.18837484311322; +2025-06-20 12:52:45,648 - INFO - Evaluation: +Curr mae: 44.5954; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 177.0566; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1354; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:52:45,648 - INFO - Epoch: 389 / 660 lr: 9.460e-05 +2025-06-20 12:55:50,130 - INFO - Training: cls_zice: 35.131252575656134; reg_zipnll: 99.84265518188477; aux_mae_loss_1: 64.07574238262323; aux_mae_loss_2: 9.458902308444438; aux_mae_loss_4: 1.3652101983639453; cnt_loss: 9.221618021515157; +2025-06-20 12:55:50,131 - INFO - Evaluation: +Curr mae: 39.8545; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 178.3356; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1066; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:55:50,131 - INFO - Epoch: 390 / 660 lr: 9.438e-05 +2025-06-20 12:58:54,836 - INFO - Training: cls_zice: 34.999017569123936; reg_zipnll: 107.04546815386774; aux_mae_loss_1: 62.45612682720076; aux_mae_loss_2: 9.141051851998258; aux_mae_loss_4: 1.2867690599056627; cnt_loss: 8.20535305900868; +2025-06-20 12:58:54,837 - INFO - Evaluation: +Curr mae: 35.2734; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 93.7287; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1095; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 12:58:54,837 - INFO - Epoch: 391 / 660 lr: 9.416e-05 +2025-06-20 13:02:00,860 - INFO - Training: cls_zice: 32.54420665833515; reg_zipnll: 100.38985370792889; aux_mae_loss_1: 61.791546545788684; aux_mae_loss_2: 9.033417014505686; aux_mae_loss_4: 1.266767821708038; cnt_loss: 8.223131203406268; +2025-06-20 13:02:00,861 - INFO - Evaluation: +Curr mae: 35.4045; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 93.8947; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1083; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:02:00,861 - INFO - Epoch: 392 / 660 lr: 9.392e-05 +2025-06-20 13:05:05,797 - INFO - Training: cls_zice: 34.79031258216247; reg_zipnll: 101.49584679983576; aux_mae_loss_1: 64.04672478035974; aux_mae_loss_2: 9.338825478345386; aux_mae_loss_4: 1.3170323489870694; cnt_loss: 8.335588050761995; +2025-06-20 13:05:05,799 - INFO - Evaluation: +Curr mae: 36.5785; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 129.9556; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1192; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:05:05,799 - INFO - Epoch: 393 / 660 lr: 9.369e-05 +2025-06-20 13:08:13,745 - INFO - Training: cls_zice: 31.783810030295488; reg_zipnll: 96.89468673446184; aux_mae_loss_1: 61.55324801565136; aux_mae_loss_2: 9.063921348907646; aux_mae_loss_4: 1.2761844016975485; cnt_loss: 8.429980278168362; +2025-06-20 13:08:13,746 - INFO - Evaluation: +Curr mae: 61.0069; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 163.7603; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1969; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:08:13,747 - INFO - Epoch: 394 / 660 lr: 9.345e-05 +2025-06-20 13:11:18,977 - INFO - Training: cls_zice: 33.66260355018596; reg_zipnll: 105.43554347707557; aux_mae_loss_1: 62.91965602786498; aux_mae_loss_2: 9.156747280478784; aux_mae_loss_4: 1.2785043507278118; cnt_loss: 8.22157670722216; +2025-06-20 13:11:18,978 - INFO - Evaluation: +Curr mae: 40.0616; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 176.4388; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1114; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:11:18,978 - INFO - Epoch: 395 / 660 lr: 9.321e-05 +2025-06-20 13:14:23,784 - INFO - Training: cls_zice: 34.77985819369784; reg_zipnll: 103.84435515906327; aux_mae_loss_1: 61.84624071783149; aux_mae_loss_2: 9.01110964607457; aux_mae_loss_4: 1.2584123328941035; cnt_loss: 8.002386152016474; +2025-06-20 13:14:23,786 - INFO - Evaluation: +Curr mae: 53.5024; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 201.0569; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1766; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:14:23,786 - INFO - Epoch: 396 / 660 lr: 9.296e-05 +2025-06-20 13:17:28,791 - INFO - Training: cls_zice: 34.032071850906604; reg_zipnll: 99.26464305867879; aux_mae_loss_1: 64.18571478051821; aux_mae_loss_2: 9.568204944728272; aux_mae_loss_4: 1.3778382400697178; cnt_loss: 9.965215499113029; +2025-06-20 13:17:28,792 - INFO - Evaluation: +Curr mae: 43.1607; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 95.2174; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1364; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:17:28,792 - INFO - Epoch: 397 / 660 lr: 9.271e-05 +2025-06-20 13:20:34,042 - INFO - Training: cls_zice: 34.69727877019916; reg_zipnll: 99.81579632011355; aux_mae_loss_1: 65.15543838147946; aux_mae_loss_2: 9.693686778257316; aux_mae_loss_4: 1.3891833917187542; cnt_loss: 10.331772619776983; +2025-06-20 13:20:34,043 - INFO - Evaluation: +Curr mae: 33.8784; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 79.8437; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1255; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:20:34,043 - INFO - Epoch: 398 / 660 lr: 9.245e-05 +2025-06-20 13:23:44,036 - INFO - Training: cls_zice: 34.25719682906771; reg_zipnll: 105.9954386125187; aux_mae_loss_1: 62.35777012731851; aux_mae_loss_2: 9.168143537173234; aux_mae_loss_4: 1.3023416583730354; cnt_loss: 8.883059865328217; +2025-06-20 13:23:44,037 - INFO - Evaluation: +Curr mae: 45.0438; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 123.5726; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1179; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:23:44,037 - INFO - Epoch: 399 / 660 lr: 9.219e-05 +2025-06-20 13:26:49,628 - INFO - Training: cls_zice: 35.29806608291089; reg_zipnll: 99.40061818787248; aux_mae_loss_1: 63.906655848485954; aux_mae_loss_2: 9.394206927184275; aux_mae_loss_4: 1.3277114174283255; cnt_loss: 8.253619241837058; +2025-06-20 13:26:49,629 - INFO - Evaluation: +Curr mae: 36.9432; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 98.8555; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1208; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:26:49,629 - INFO - Epoch: 400 / 660 lr: 9.193e-05 +2025-06-20 13:29:55,722 - INFO - Training: cls_zice: 36.52991859830322; reg_zipnll: 108.11231279495749; aux_mae_loss_1: 62.8461070587825; aux_mae_loss_2: 9.170402853838276; aux_mae_loss_4: 1.3042715791718207; cnt_loss: 8.76478749130563; +2025-06-20 13:29:55,723 - INFO - Evaluation: +Curr mae: 40.5299; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 125.3708; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1249; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:30:06,543 - INFO - Epoch: 401 / 660 lr: 9.166e-05 +2025-06-20 13:33:10,956 - INFO - Training: cls_zice: 34.07441072843988; reg_zipnll: 98.47482025224936; aux_mae_loss_1: 62.8633893866159; aux_mae_loss_2: 9.262587770704744; aux_mae_loss_4: 1.3170381330892176; cnt_loss: 8.584599668998031; +2025-06-20 13:33:10,957 - INFO - Evaluation: +Curr mae: 40.8068; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 153.9720; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1163; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:33:10,957 - INFO - Epoch: 402 / 660 lr: 9.139e-05 +2025-06-20 13:36:15,887 - INFO - Training: cls_zice: 34.38876812891666; reg_zipnll: 102.43379975345876; aux_mae_loss_1: 62.42829646181631; aux_mae_loss_2: 9.226227702395775; aux_mae_loss_4: 1.3068775006002509; cnt_loss: 8.381254650633256; +2025-06-20 13:36:15,889 - INFO - Evaluation: +Curr mae: 38.1696; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 117.7923; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1107; Best nae: 0.0976; 0.0984; 0.0985; 0.0993; 0.0996; + + + +2025-06-20 13:36:15,889 - INFO - Epoch: 403 / 660 lr: 9.111e-05 +2025-06-20 13:39:20,793 - INFO - Training: cls_zice: 35.65801476306045; reg_zipnll: 108.0926035474076; aux_mae_loss_1: 63.9175487925277; aux_mae_loss_2: 9.366438226865313; aux_mae_loss_4: 1.333455363341193; cnt_loss: 8.642073485109677; +2025-06-20 13:39:23,615 - INFO - Evaluation: +Curr mae: 31.3814; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 82.0495; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0968; Best nae: 0.0968; 0.0976; 0.0984; 0.0985; 0.0993; + + + +2025-06-20 13:39:23,615 - INFO - Epoch: 404 / 660 lr: 9.083e-05 +2025-06-20 13:42:28,764 - INFO - Training: cls_zice: 35.25138353627261; reg_zipnll: 100.72102058822514; aux_mae_loss_1: 63.08195327793111; aux_mae_loss_2: 9.225921387231136; aux_mae_loss_4: 1.2989217373506576; cnt_loss: 8.206931391074908; +2025-06-20 13:42:28,765 - INFO - Evaluation: +Curr mae: 39.1504; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 144.1285; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1171; Best nae: 0.0968; 0.0976; 0.0984; 0.0985; 0.0993; + + + +2025-06-20 13:42:28,765 - INFO - Epoch: 405 / 660 lr: 9.055e-05 +2025-06-20 13:45:33,617 - INFO - Training: cls_zice: 34.2019741046398; reg_zipnll: 103.08563993400044; aux_mae_loss_1: 61.64717692642408; aux_mae_loss_2: 9.015332746321867; aux_mae_loss_4: 1.2743159578897654; cnt_loss: 8.470778909777614; +2025-06-20 13:45:37,014 - INFO - Evaluation: +Curr mae: 33.0641; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 81.6384; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0981; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 13:45:37,014 - INFO - Epoch: 406 / 660 lr: 9.026e-05 +2025-06-20 13:48:41,756 - INFO - Training: cls_zice: 33.54510512978681; reg_zipnll: 107.59698866326889; aux_mae_loss_1: 62.42684498421637; aux_mae_loss_2: 9.066451765577714; aux_mae_loss_4: 1.2546478018432778; cnt_loss: 7.253017805612486; +2025-06-20 13:48:41,757 - INFO - Evaluation: +Curr mae: 37.2772; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 120.3917; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1051; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 13:48:41,758 - INFO - Epoch: 407 / 660 lr: 8.997e-05 +2025-06-20 13:51:49,321 - INFO - Training: cls_zice: 32.102535591870165; reg_zipnll: 99.45541321036136; aux_mae_loss_1: 61.03011436388854; aux_mae_loss_2: 8.919472888073761; aux_mae_loss_4: 1.2506456178610612; cnt_loss: 8.065774510559509; +2025-06-20 13:51:49,325 - INFO - Evaluation: +Curr mae: 35.8044; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 106.2599; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1072; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 13:51:49,325 - INFO - Epoch: 408 / 660 lr: 8.967e-05 +2025-06-20 13:54:53,952 - INFO - Training: cls_zice: 34.11689977075876; reg_zipnll: 104.28465506350167; aux_mae_loss_1: 62.39707182121767; aux_mae_loss_2: 9.179204584393831; aux_mae_loss_4: 1.3048742033138987; cnt_loss: 8.222389285469422; +2025-06-20 13:54:53,953 - INFO - Evaluation: +Curr mae: 39.2493; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 112.6657; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1301; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 13:54:53,954 - INFO - Epoch: 409 / 660 lr: 8.937e-05 +2025-06-20 13:57:58,824 - INFO - Training: cls_zice: 34.596346639652175; reg_zipnll: 99.24679194501861; aux_mae_loss_1: 63.168801811483036; aux_mae_loss_2: 9.329985989703005; aux_mae_loss_4: 1.330308652552357; cnt_loss: 9.323284805663754; +2025-06-20 13:57:58,825 - INFO - Evaluation: +Curr mae: 41.1788; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 95.3810; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1319; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 13:57:58,825 - INFO - Epoch: 410 / 660 lr: 8.907e-05 +2025-06-20 14:01:03,679 - INFO - Training: cls_zice: 32.29439059727296; reg_zipnll: 102.45628261688742; aux_mae_loss_1: 61.929276687014074; aux_mae_loss_2: 9.099707939247851; aux_mae_loss_4: 1.2993179065268725; cnt_loss: 8.315293334903325; +2025-06-20 14:01:03,680 - INFO - Evaluation: +Curr mae: 35.2193; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 105.4790; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1105; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:01:03,680 - INFO - Epoch: 411 / 660 lr: 8.876e-05 +2025-06-20 14:04:12,033 - INFO - Training: cls_zice: 34.50364297275984; reg_zipnll: 95.12852151473568; aux_mae_loss_1: 63.16537485269777; aux_mae_loss_2: 9.296865070693597; aux_mae_loss_4: 1.3285664355616948; cnt_loss: 8.588389981375256; +2025-06-20 14:04:12,034 - INFO - Evaluation: +Curr mae: 51.6706; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 109.7136; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1764; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:04:12,034 - INFO - Epoch: 412 / 660 lr: 8.845e-05 +2025-06-20 14:07:20,571 - INFO - Training: cls_zice: 34.27395602409515; reg_zipnll: 101.32094496994215; aux_mae_loss_1: 61.934718400469784; aux_mae_loss_2: 9.107181833764887; aux_mae_loss_4: 1.303572443273196; cnt_loss: 9.5387671212151; +2025-06-20 14:07:20,572 - INFO - Evaluation: +Curr mae: 40.9188; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 93.1472; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1275; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:07:20,572 - INFO - Epoch: 413 / 660 lr: 8.814e-05 +2025-06-20 14:10:25,586 - INFO - Training: cls_zice: 35.26310954026514; reg_zipnll: 94.1729734366841; aux_mae_loss_1: 62.944244340636736; aux_mae_loss_2: 9.239711874861337; aux_mae_loss_4: 1.3211839824608482; cnt_loss: 8.308622860510123; +2025-06-20 14:10:25,588 - INFO - Evaluation: +Curr mae: 39.1752; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 151.5625; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1070; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:10:25,588 - INFO - Epoch: 414 / 660 lr: 8.782e-05 +2025-06-20 14:13:31,680 - INFO - Training: cls_zice: 34.18726910394078; reg_zipnll: 99.21116127514287; aux_mae_loss_1: 61.996723157887594; aux_mae_loss_2: 9.126586613740896; aux_mae_loss_4: 1.3039948179513445; cnt_loss: 8.682417730439292; +2025-06-20 14:13:31,682 - INFO - Evaluation: +Curr mae: 34.3050; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 114.1003; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0997; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:13:31,682 - INFO - Epoch: 415 / 660 lr: 8.750e-05 +2025-06-20 14:16:37,306 - INFO - Training: cls_zice: 34.0079710798429; reg_zipnll: 97.57049176135223; aux_mae_loss_1: 62.238445364724086; aux_mae_loss_2: 9.085692938618305; aux_mae_loss_4: 1.2811237100923583; cnt_loss: 8.563969858392959; +2025-06-20 14:16:37,307 - INFO - Evaluation: +Curr mae: 38.7415; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 188.5024; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1026; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:16:37,307 - INFO - Epoch: 416 / 660 lr: 8.718e-05 +2025-06-20 14:19:44,416 - INFO - Training: cls_zice: 34.54876229879482; reg_zipnll: 98.37904528541858; aux_mae_loss_1: 62.73941280541506; aux_mae_loss_2: 9.266462550065205; aux_mae_loss_4: 1.3074474423587474; cnt_loss: 8.538956076213204; +2025-06-20 14:19:44,417 - INFO - Evaluation: +Curr mae: 37.4323; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 110.8193; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1066; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:19:44,418 - INFO - Epoch: 417 / 660 lr: 8.685e-05 +2025-06-20 14:22:49,486 - INFO - Training: cls_zice: 34.12406477010342; reg_zipnll: 102.60427333763143; aux_mae_loss_1: 61.23149119673781; aux_mae_loss_2: 8.94655233207889; aux_mae_loss_4: 1.2592557215139002; cnt_loss: 7.829765401952984; +2025-06-20 14:22:49,487 - INFO - Evaluation: +Curr mae: 38.5832; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 90.8357; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1204; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:22:49,487 - INFO - Epoch: 418 / 660 lr: 8.652e-05 +2025-06-20 14:25:54,352 - INFO - Training: cls_zice: 32.49287429045896; reg_zipnll: 101.85392364805952; aux_mae_loss_1: 62.0694151120811; aux_mae_loss_2: 8.982612246566076; aux_mae_loss_4: 1.2391777334107532; cnt_loss: 7.365455116358392; +2025-06-20 14:25:54,353 - INFO - Evaluation: +Curr mae: 33.7496; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 75.0340; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1089; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:25:54,353 - INFO - Epoch: 419 / 660 lr: 8.618e-05 +2025-06-20 14:28:59,534 - INFO - Training: cls_zice: 34.07201363632795; reg_zipnll: 94.49594944240502; aux_mae_loss_1: 63.638411833265444; aux_mae_loss_2: 9.449744460821764; aux_mae_loss_4: 1.3542334410555872; cnt_loss: 9.106013272446042; +2025-06-20 14:28:59,535 - INFO - Evaluation: +Curr mae: 35.3739; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 121.5849; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0996; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:28:59,535 - INFO - Epoch: 420 / 660 lr: 8.584e-05 +2025-06-20 14:32:04,471 - INFO - Training: cls_zice: 34.39134504951436; reg_zipnll: 104.3711594848829; aux_mae_loss_1: 61.1746784396527; aux_mae_loss_2: 8.89225351366102; aux_mae_loss_4: 1.2471968875024804; cnt_loss: 8.173036944245618; +2025-06-20 14:32:04,472 - INFO - Evaluation: +Curr mae: 37.3073; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 129.5271; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0988; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:32:04,472 - INFO - Epoch: 421 / 660 lr: 8.550e-05 +2025-06-20 14:35:09,010 - INFO - Training: cls_zice: 35.519886858435704; reg_zipnll: 93.28185252113636; aux_mae_loss_1: 64.84502401817734; aux_mae_loss_2: 9.615759089550812; aux_mae_loss_4: 1.3828523937603194; cnt_loss: 10.208414412249637; +2025-06-20 14:35:09,011 - INFO - Evaluation: +Curr mae: 45.1512; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 122.6818; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1232; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:35:09,011 - INFO - Epoch: 422 / 660 lr: 8.516e-05 +2025-06-20 14:38:14,049 - INFO - Training: cls_zice: 34.33628386653634; reg_zipnll: 101.17749254869005; aux_mae_loss_1: 61.411370137663305; aux_mae_loss_2: 8.986808644162352; aux_mae_loss_4: 1.2642114119541983; cnt_loss: 8.156170963857965; +2025-06-20 14:38:14,050 - INFO - Evaluation: +Curr mae: 35.1153; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 84.0392; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1150; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:38:14,050 - INFO - Epoch: 423 / 660 lr: 8.481e-05 +2025-06-20 14:41:19,715 - INFO - Training: cls_zice: 32.51369838489359; reg_zipnll: 97.58541839594706; aux_mae_loss_1: 60.49066286038004; aux_mae_loss_2: 8.834009152987928; aux_mae_loss_4: 1.23442119559163; cnt_loss: 7.8223670049927225; +2025-06-20 14:41:19,716 - INFO - Evaluation: +Curr mae: 53.4067; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 148.3661; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1373; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:41:19,716 - INFO - Epoch: 424 / 660 lr: 8.446e-05 +2025-06-20 14:44:24,586 - INFO - Training: cls_zice: 34.404136729577516; reg_zipnll: 96.8577017992505; aux_mae_loss_1: 63.14469026599874; aux_mae_loss_2: 9.294186517634552; aux_mae_loss_4: 1.3196011898909865; cnt_loss: 8.234267177036305; +2025-06-20 14:44:24,587 - INFO - Evaluation: +Curr mae: 41.8841; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 100.2057; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1483; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:44:24,587 - INFO - Epoch: 425 / 660 lr: 8.410e-05 +2025-06-20 14:47:29,714 - INFO - Training: cls_zice: 35.798283528469526; reg_zipnll: 100.3247982995982; aux_mae_loss_1: 62.380254978385864; aux_mae_loss_2: 9.135987895006998; aux_mae_loss_4: 1.2952212266872964; cnt_loss: 9.057256678689109; +2025-06-20 14:47:29,715 - INFO - Evaluation: +Curr mae: 36.4809; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 104.3608; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1121; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:47:29,715 - INFO - Epoch: 426 / 660 lr: 8.374e-05 +2025-06-20 14:50:34,882 - INFO - Training: cls_zice: 31.207627924977967; reg_zipnll: 101.06762037546898; aux_mae_loss_1: 59.39927105548143; aux_mae_loss_2: 8.577960946259584; aux_mae_loss_4: 1.187149599778698; cnt_loss: 7.4716931221417715; +2025-06-20 14:50:34,883 - INFO - Evaluation: +Curr mae: 41.1112; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 182.2357; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1130; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:50:34,883 - INFO - Epoch: 427 / 660 lr: 8.338e-05 +2025-06-20 14:53:39,455 - INFO - Training: cls_zice: 33.52757466023257; reg_zipnll: 99.63589729318889; aux_mae_loss_1: 61.63940185507649; aux_mae_loss_2: 8.998491542198357; aux_mae_loss_4: 1.2564995381550188; cnt_loss: 8.142022813500352; +2025-06-20 14:53:39,457 - INFO - Evaluation: +Curr mae: 42.8815; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 148.8269; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1186; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:53:39,457 - INFO - Epoch: 428 / 660 lr: 8.302e-05 +2025-06-20 14:56:44,439 - INFO - Training: cls_zice: 32.824556935798846; reg_zipnll: 95.95902707705461; aux_mae_loss_1: 61.609651599874226; aux_mae_loss_2: 8.97982223542613; aux_mae_loss_4: 1.2650013643012867; cnt_loss: 7.691487688944702; +2025-06-20 14:56:44,440 - INFO - Evaluation: +Curr mae: 41.4173; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 170.2808; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1076; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:56:44,441 - INFO - Epoch: 429 / 660 lr: 8.265e-05 +2025-06-20 14:59:49,965 - INFO - Training: cls_zice: 33.18939520843844; reg_zipnll: 102.85604798579277; aux_mae_loss_1: 61.00205188054965; aux_mae_loss_2: 8.857318991867007; aux_mae_loss_4: 1.2402390464948811; cnt_loss: 7.671862666741742; +2025-06-20 14:59:49,967 - INFO - Evaluation: +Curr mae: 42.5119; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 91.1862; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1387; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 14:59:49,967 - INFO - Epoch: 430 / 660 lr: 8.228e-05 +2025-06-20 15:02:55,444 - INFO - Training: cls_zice: 33.907507157953965; reg_zipnll: 97.64137584813763; aux_mae_loss_1: 62.100028013508854; aux_mae_loss_2: 9.123524320156225; aux_mae_loss_4: 1.2852832327158714; cnt_loss: 7.7632418980482; +2025-06-20 15:02:55,445 - INFO - Evaluation: +Curr mae: 45.8245; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 176.4958; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1317; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:02:55,445 - INFO - Epoch: 431 / 660 lr: 8.190e-05 +2025-06-20 15:06:00,446 - INFO - Training: cls_zice: 34.163080017487005; reg_zipnll: 94.99187054180547; aux_mae_loss_1: 62.50072868440329; aux_mae_loss_2: 9.1667241608882; aux_mae_loss_4: 1.2999005764339762; cnt_loss: 8.619078911055636; +2025-06-20 15:06:00,447 - INFO - Evaluation: +Curr mae: 42.1392; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 121.0628; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1364; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:06:00,447 - INFO - Epoch: 432 / 660 lr: 8.153e-05 +2025-06-20 15:09:05,429 - INFO - Training: cls_zice: 32.17928712219383; reg_zipnll: 94.69794465582291; aux_mae_loss_1: 59.550984565273964; aux_mae_loss_2: 8.680901758775; aux_mae_loss_4: 1.2189556079459374; cnt_loss: 7.681162064516759; +2025-06-20 15:09:05,430 - INFO - Evaluation: +Curr mae: 40.1074; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 138.7214; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1035; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:09:05,430 - INFO - Epoch: 433 / 660 lr: 8.115e-05 +2025-06-20 15:12:10,513 - INFO - Training: cls_zice: 33.33352480074127; reg_zipnll: 105.74347525451974; aux_mae_loss_1: 62.0602440625659; aux_mae_loss_2: 8.955816385831808; aux_mae_loss_4: 1.2320115615668823; cnt_loss: 7.464431831799926; +2025-06-20 15:12:10,514 - INFO - Evaluation: +Curr mae: 39.3057; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 183.3543; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1073; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:12:10,514 - INFO - Epoch: 434 / 660 lr: 8.076e-05 +2025-06-20 15:15:16,060 - INFO - Training: cls_zice: 32.84900165446926; reg_zipnll: 102.86412806376087; aux_mae_loss_1: 60.62272830242363; aux_mae_loss_2: 8.807081378211093; aux_mae_loss_4: 1.2181226408496921; cnt_loss: 6.8906991538091305; +2025-06-20 15:15:16,061 - INFO - Evaluation: +Curr mae: 37.4353; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 128.4661; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1093; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:15:16,061 - INFO - Epoch: 435 / 660 lr: 8.038e-05 +2025-06-20 15:18:21,515 - INFO - Training: cls_zice: 33.51828925392009; reg_zipnll: 97.51815640466685; aux_mae_loss_1: 60.7573254617137; aux_mae_loss_2: 8.809781125701178; aux_mae_loss_4: 1.2337930765012544; cnt_loss: 7.618621901175663; +2025-06-20 15:18:21,516 - INFO - Evaluation: +Curr mae: 35.8298; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 97.4306; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1120; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:18:21,516 - INFO - Epoch: 436 / 660 lr: 7.999e-05 +2025-06-20 15:21:26,542 - INFO - Training: cls_zice: 33.783354074145954; reg_zipnll: 101.856118565047; aux_mae_loss_1: 60.15308747867692; aux_mae_loss_2: 8.697379342081614; aux_mae_loss_4: 1.2036843032104496; cnt_loss: 7.715761614642597; +2025-06-20 15:21:26,543 - INFO - Evaluation: +Curr mae: 40.9048; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 127.9882; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1270; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:21:26,543 - INFO - Epoch: 437 / 660 lr: 7.960e-05 +2025-06-20 15:24:32,125 - INFO - Training: cls_zice: 33.33972701292418; reg_zipnll: 101.19149340700675; aux_mae_loss_1: 61.20753414281536; aux_mae_loss_2: 8.900185571231695; aux_mae_loss_4: 1.2344965869632663; cnt_loss: 7.529907168183658; +2025-06-20 15:24:32,127 - INFO - Evaluation: +Curr mae: 38.8848; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 133.0110; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1202; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:24:32,127 - INFO - Epoch: 438 / 660 lr: 7.920e-05 +2025-06-20 15:27:37,108 - INFO - Training: cls_zice: 34.26493222302827; reg_zipnll: 97.41485643999742; aux_mae_loss_1: 61.49979287370618; aux_mae_loss_2: 8.962412614135939; aux_mae_loss_4: 1.2479726694390216; cnt_loss: 7.592102915680654; +2025-06-20 15:27:37,109 - INFO - Evaluation: +Curr mae: 33.8179; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 90.1399; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1034; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:27:37,109 - INFO - Epoch: 439 / 660 lr: 7.880e-05 +2025-06-20 15:30:42,372 - INFO - Training: cls_zice: 33.818122761644865; reg_zipnll: 100.67030769877691; aux_mae_loss_1: 61.06837330501919; aux_mae_loss_2: 8.856003125712927; aux_mae_loss_4: 1.2280975797412328; cnt_loss: 7.746963720854879; +2025-06-20 15:30:42,373 - INFO - Evaluation: +Curr mae: 37.4213; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 87.8623; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1208; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:30:42,374 - INFO - Epoch: 440 / 660 lr: 7.840e-05 +2025-06-20 15:33:50,197 - INFO - Training: cls_zice: 35.46129151765056; reg_zipnll: 100.17166960208765; aux_mae_loss_1: 63.19238302701543; aux_mae_loss_2: 9.179230424616208; aux_mae_loss_4: 1.2696517192421046; cnt_loss: 7.613291514256926; +2025-06-20 15:33:50,199 - INFO - Evaluation: +Curr mae: 37.5823; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 111.6602; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1121; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:33:50,199 - INFO - Epoch: 441 / 660 lr: 7.800e-05 +2025-06-20 15:36:55,792 - INFO - Training: cls_zice: 34.9926209213035; reg_zipnll: 96.48134154341828; aux_mae_loss_1: 62.81774417906617; aux_mae_loss_2: 9.195570439176878; aux_mae_loss_4: 1.2925712635936957; cnt_loss: 8.24672191936743; +2025-06-20 15:36:55,793 - INFO - Evaluation: +Curr mae: 33.7027; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 82.7881; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1043; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:36:55,793 - INFO - Epoch: 442 / 660 lr: 7.760e-05 +2025-06-20 15:40:00,475 - INFO - Training: cls_zice: 32.660914374271215; reg_zipnll: 98.85588235046073; aux_mae_loss_1: 60.592023138521874; aux_mae_loss_2: 8.7433759311171; aux_mae_loss_4: 1.1839090816025408; cnt_loss: 6.387021905199115; +2025-06-20 15:40:00,476 - INFO - Evaluation: +Curr mae: 41.5609; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 205.6061; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1056; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:40:00,477 - INFO - Epoch: 443 / 660 lr: 7.719e-05 +2025-06-20 15:43:07,964 - INFO - Training: cls_zice: 32.637266372012064; reg_zipnll: 100.78468913100373; aux_mae_loss_1: 61.32189151499143; aux_mae_loss_2: 8.937708233499894; aux_mae_loss_4: 1.2513290591978474; cnt_loss: 7.524970733261354; +2025-06-20 15:43:07,965 - INFO - Evaluation: +Curr mae: 41.3395; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 192.0505; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1043; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:43:07,965 - INFO - Epoch: 444 / 660 lr: 7.678e-05 +2025-06-20 15:46:12,970 - INFO - Training: cls_zice: 32.967544273652884; reg_zipnll: 97.44992129171416; aux_mae_loss_1: 60.93758694003971; aux_mae_loss_2: 8.902496595922043; aux_mae_loss_4: 1.2503293246260645; cnt_loss: 8.097460614761534; +2025-06-20 15:46:12,971 - INFO - Evaluation: +Curr mae: 35.6511; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 94.0206; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1076; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:46:12,971 - INFO - Epoch: 445 / 660 lr: 7.636e-05 +2025-06-20 15:49:19,014 - INFO - Training: cls_zice: 34.88370881480545; reg_zipnll: 91.87590647234096; aux_mae_loss_1: 62.1637755617078; aux_mae_loss_2: 9.11366773540379; aux_mae_loss_4: 1.311805587635402; cnt_loss: 8.566866626163375; +2025-06-20 15:49:19,014 - INFO - Evaluation: +Curr mae: 34.6152; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 111.2063; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1060; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:49:19,015 - INFO - Epoch: 446 / 660 lr: 7.595e-05 +2025-06-20 15:52:24,606 - INFO - Training: cls_zice: 34.897965325641145; reg_zipnll: 97.45983855828528; aux_mae_loss_1: 60.092847558097546; aux_mae_loss_2: 8.663218846511105; aux_mae_loss_4: 1.2037558318486863; cnt_loss: 7.684948327072481; +2025-06-20 15:52:24,607 - INFO - Evaluation: +Curr mae: 47.6817; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 148.2886; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1290; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:52:24,607 - INFO - Epoch: 447 / 660 lr: 7.553e-05 +2025-06-20 15:55:29,554 - INFO - Training: cls_zice: 33.30262265942397; reg_zipnll: 100.97838848476852; aux_mae_loss_1: 62.392646946453496; aux_mae_loss_2: 8.992897466706127; aux_mae_loss_4: 1.2363553646674192; cnt_loss: 7.300593400675718; +2025-06-20 15:55:29,556 - INFO - Evaluation: +Curr mae: 37.7862; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 117.0973; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1059; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:55:29,556 - INFO - Epoch: 448 / 660 lr: 7.511e-05 +2025-06-20 15:58:34,360 - INFO - Training: cls_zice: 35.25118750578947; reg_zipnll: 92.7331262823855; aux_mae_loss_1: 62.674704630761035; aux_mae_loss_2: 9.141632907724626; aux_mae_loss_4: 1.2936559336829767; cnt_loss: 8.141785486958021; +2025-06-20 15:58:34,362 - INFO - Evaluation: +Curr mae: 36.4455; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 127.8055; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1001; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 15:58:34,362 - INFO - Epoch: 449 / 660 lr: 7.469e-05 +2025-06-20 16:01:39,363 - INFO - Training: cls_zice: 32.41237948187519; reg_zipnll: 108.07194078734724; aux_mae_loss_1: 58.71882779065012; aux_mae_loss_2: 8.376911645376897; aux_mae_loss_4: 1.1305620185360503; cnt_loss: 6.528533659664708; +2025-06-20 16:01:39,365 - INFO - Evaluation: +Curr mae: 36.2614; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 120.1108; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1060; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:01:39,365 - INFO - Epoch: 450 / 660 lr: 7.426e-05 +2025-06-20 16:04:44,632 - INFO - Training: cls_zice: 33.41175160279311; reg_zipnll: 101.53406554751653; aux_mae_loss_1: 59.780874404318844; aux_mae_loss_2: 8.62987849307857; aux_mae_loss_4: 1.192841809693063; cnt_loss: 7.221365939069223; +2025-06-20 16:04:44,633 - INFO - Evaluation: +Curr mae: 35.8576; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 96.0328; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1118; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:04:55,278 - INFO - Epoch: 451 / 660 lr: 7.383e-05 +2025-06-20 16:08:00,771 - INFO - Training: cls_zice: 32.509056175352676; reg_zipnll: 99.63404584114839; aux_mae_loss_1: 59.554841220532104; aux_mae_loss_2: 8.642531843295748; aux_mae_loss_4: 1.1915353838076628; cnt_loss: 6.406366117164531; +2025-06-20 16:08:00,772 - INFO - Evaluation: +Curr mae: 36.1280; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 110.1201; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1171; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:08:00,772 - INFO - Epoch: 452 / 660 lr: 7.340e-05 +2025-06-20 16:11:05,649 - INFO - Training: cls_zice: 35.05059299593107; reg_zipnll: 105.1672106475634; aux_mae_loss_1: 61.09088911679226; aux_mae_loss_2: 8.814476670826615; aux_mae_loss_4: 1.2116979577777318; cnt_loss: 7.868760958045797; +2025-06-20 16:11:05,650 - INFO - Evaluation: +Curr mae: 42.3555; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 205.2377; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1160; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:11:05,650 - INFO - Epoch: 453 / 660 lr: 7.297e-05 +2025-06-20 16:14:10,492 - INFO - Training: cls_zice: 33.346516864924936; reg_zipnll: 99.41434447379223; aux_mae_loss_1: 60.09956935254957; aux_mae_loss_2: 8.628807632353128; aux_mae_loss_4: 1.1999346504519408; cnt_loss: 7.016295900841299; +2025-06-20 16:14:10,493 - INFO - Evaluation: +Curr mae: 35.1511; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 84.1941; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1094; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:14:10,493 - INFO - Epoch: 454 / 660 lr: 7.254e-05 +2025-06-20 16:17:22,602 - INFO - Training: cls_zice: 33.16349081744878; reg_zipnll: 96.49209077192762; aux_mae_loss_1: 59.78066008256456; aux_mae_loss_2: 8.68262118361603; aux_mae_loss_4: 1.2166874918196073; cnt_loss: 7.163903957544072; +2025-06-20 16:17:22,604 - INFO - Evaluation: +Curr mae: 40.6515; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 140.8613; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1294; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:17:22,604 - INFO - Epoch: 455 / 660 lr: 7.210e-05 +2025-06-20 16:20:27,579 - INFO - Training: cls_zice: 33.26264686288748; reg_zipnll: 102.8866072804272; aux_mae_loss_1: 59.33420363673821; aux_mae_loss_2: 8.518171764278167; aux_mae_loss_4: 1.1544019669141132; cnt_loss: 6.707459163389966; +2025-06-20 16:20:27,580 - INFO - Evaluation: +Curr mae: 37.6999; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 154.5966; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1100; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:20:27,580 - INFO - Epoch: 456 / 660 lr: 7.166e-05 +2025-06-20 16:23:32,562 - INFO - Training: cls_zice: 33.399539095500444; reg_zipnll: 100.86299930317543; aux_mae_loss_1: 61.19796524685269; aux_mae_loss_2: 8.872894870744572; aux_mae_loss_4: 1.2275177326944002; cnt_loss: 6.987727766708114; +2025-06-20 16:23:32,563 - INFO - Evaluation: +Curr mae: 38.4535; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 157.6661; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0993; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:23:32,563 - INFO - Epoch: 457 / 660 lr: 7.122e-05 +2025-06-20 16:26:37,698 - INFO - Training: cls_zice: 35.07390977606982; reg_zipnll: 102.68503387421752; aux_mae_loss_1: 61.949126809912045; aux_mae_loss_2: 8.908054254968246; aux_mae_loss_4: 1.223216373243568; cnt_loss: 7.028619217535524; +2025-06-20 16:26:37,699 - INFO - Evaluation: +Curr mae: 37.8115; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 161.1510; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1052; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:26:37,699 - INFO - Epoch: 458 / 660 lr: 7.078e-05 +2025-06-20 16:29:43,487 - INFO - Training: cls_zice: 31.55680678673759; reg_zipnll: 102.0875573587295; aux_mae_loss_1: 58.7110378245768; aux_mae_loss_2: 8.437649550965022; aux_mae_loss_4: 1.1444566584261646; cnt_loss: 6.743358795088177; +2025-06-20 16:29:43,489 - INFO - Evaluation: +Curr mae: 38.9290; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 131.0226; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1058; Best nae: 0.0968; 0.0976; 0.0981; 0.0984; 0.0985; + + + +2025-06-20 16:29:43,489 - INFO - Epoch: 459 / 660 lr: 7.034e-05 +2025-06-20 16:32:49,110 - INFO - Training: cls_zice: 32.94723825436325; reg_zipnll: 100.52989137938826; aux_mae_loss_1: 59.72692237844198; aux_mae_loss_2: 8.568704125813776; aux_mae_loss_4: 1.1682186266527077; cnt_loss: 7.032767913028943; +2025-06-20 16:32:52,517 - INFO - Evaluation: +Curr mae: 36.0335; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 149.8446; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0983; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 16:32:52,518 - INFO - Epoch: 460 / 660 lr: 6.989e-05 +2025-06-20 16:35:57,455 - INFO - Training: cls_zice: 32.8370709652153; reg_zipnll: 94.52057123429364; aux_mae_loss_1: 60.17320307361436; aux_mae_loss_2: 8.74416750225126; aux_mae_loss_4: 1.2144888209653084; cnt_loss: 7.060535344872193; +2025-06-20 16:35:57,456 - INFO - Evaluation: +Curr mae: 32.7500; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 89.3237; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1030; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 16:35:57,457 - INFO - Epoch: 461 / 660 lr: 6.944e-05 +2025-06-20 16:39:02,836 - INFO - Training: cls_zice: 34.287473606956034; reg_zipnll: 102.43951402286638; aux_mae_loss_1: 60.45885017169472; aux_mae_loss_2: 8.691513765440503; aux_mae_loss_4: 1.1835463240091475; cnt_loss: 7.023806099030536; +2025-06-20 16:39:02,837 - INFO - Evaluation: +Curr mae: 40.7961; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 153.5164; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1155; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 16:39:02,838 - INFO - Epoch: 462 / 660 lr: 6.899e-05 +2025-06-20 16:42:08,391 - INFO - Training: cls_zice: 34.73178420198607; reg_zipnll: 99.34672930308051; aux_mae_loss_1: 60.93634125751211; aux_mae_loss_2: 8.777630593752187; aux_mae_loss_4: 1.2130363596205846; cnt_loss: 6.891864763587177; +2025-06-20 16:42:08,393 - INFO - Evaluation: +Curr mae: 33.3822; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 91.1032; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1014; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 16:42:08,393 - INFO - Epoch: 463 / 660 lr: 6.854e-05 +2025-06-20 16:45:13,282 - INFO - Training: cls_zice: 30.326903602151454; reg_zipnll: 95.08763063107175; aux_mae_loss_1: 57.563610803192255; aux_mae_loss_2: 8.348458023028385; aux_mae_loss_4: 1.1513587851220968; cnt_loss: 6.8077666780176385; +2025-06-20 16:45:13,283 - INFO - Evaluation: +Curr mae: 31.6034; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 77.4964; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1042; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 16:45:13,283 - INFO - Epoch: 464 / 660 lr: 6.809e-05 +2025-06-20 16:48:18,133 - INFO - Training: cls_zice: 32.99637097526332; reg_zipnll: 99.5468091646013; aux_mae_loss_1: 59.19545100587193; aux_mae_loss_2: 8.516706267788354; aux_mae_loss_4: 1.1815626671044563; cnt_loss: 7.046215696169355; +2025-06-20 16:48:18,134 - INFO - Evaluation: +Curr mae: 38.3837; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 158.7878; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1069; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 16:48:18,134 - INFO - Epoch: 465 / 660 lr: 6.763e-05 +2025-06-20 16:51:23,627 - INFO - Training: cls_zice: 33.112459186723115; reg_zipnll: 94.0151826029878; aux_mae_loss_1: 59.91305142870905; aux_mae_loss_2: 8.617101089200508; aux_mae_loss_4: 1.172714415506716; cnt_loss: 6.324212177706868; +2025-06-20 16:51:23,628 - INFO - Evaluation: +Curr mae: 35.8331; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 117.0008; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1025; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 16:51:23,629 - INFO - Epoch: 466 / 660 lr: 6.718e-05 +2025-06-20 16:54:28,891 - INFO - Training: cls_zice: 32.47108113512895; reg_zipnll: 99.20219223787362; aux_mae_loss_1: 58.8903629945299; aux_mae_loss_2: 8.412076097221178; aux_mae_loss_4: 1.1430142074440317; cnt_loss: 6.183839231652895; +2025-06-20 16:54:28,893 - INFO - Evaluation: +Curr mae: 38.7351; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 106.9426; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1243; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 16:54:28,893 - INFO - Epoch: 467 / 660 lr: 6.672e-05 +2025-06-20 16:57:37,092 - INFO - Training: cls_zice: 31.33645072839867; reg_zipnll: 96.63972285596755; aux_mae_loss_1: 59.360340481245736; aux_mae_loss_2: 8.55916783405147; aux_mae_loss_4: 1.169395068042689; cnt_loss: 6.611158250459975; +2025-06-20 16:57:37,093 - INFO - Evaluation: +Curr mae: 35.4055; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 116.4531; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1045; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 16:57:37,094 - INFO - Epoch: 468 / 660 lr: 6.626e-05 +2025-06-20 17:00:42,032 - INFO - Training: cls_zice: 31.869453374784833; reg_zipnll: 104.42125321905533; aux_mae_loss_1: 58.159688265587185; aux_mae_loss_2: 8.276716351202644; aux_mae_loss_4: 1.1315849451372126; cnt_loss: 6.342645416682667; +2025-06-20 17:00:42,034 - INFO - Evaluation: +Curr mae: 37.5974; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 105.3781; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1093; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:00:42,034 - INFO - Epoch: 469 / 660 lr: 6.580e-05 +2025-06-20 17:03:46,923 - INFO - Training: cls_zice: 30.302200323741662; reg_zipnll: 99.33942773225681; aux_mae_loss_1: 57.50105327321815; aux_mae_loss_2: 8.2645358968823; aux_mae_loss_4: 1.1295028294419875; cnt_loss: 6.8718242466373125; +2025-06-20 17:03:46,924 - INFO - Evaluation: +Curr mae: 41.0417; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 140.4991; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1268; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:03:46,925 - INFO - Epoch: 470 / 660 lr: 6.533e-05 +2025-06-20 17:06:53,604 - INFO - Training: cls_zice: 33.844672719509866; reg_zipnll: 102.2765788835854; aux_mae_loss_1: 60.48109914588438; aux_mae_loss_2: 8.653527621131936; aux_mae_loss_4: 1.1819045056031112; cnt_loss: 6.227057127305965; +2025-06-20 17:06:53,606 - INFO - Evaluation: +Curr mae: 35.1328; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 98.2627; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1009; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:06:53,606 - INFO - Epoch: 471 / 660 lr: 6.487e-05 +2025-06-20 17:09:58,710 - INFO - Training: cls_zice: 33.660095037408844; reg_zipnll: 99.04903915179726; aux_mae_loss_1: 60.42445162206812; aux_mae_loss_2: 8.751931814730627; aux_mae_loss_4: 1.21637198765664; cnt_loss: 7.540336880938253; +2025-06-20 17:09:58,711 - INFO - Evaluation: +Curr mae: 36.3372; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 109.9162; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1075; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:09:58,711 - INFO - Epoch: 472 / 660 lr: 6.440e-05 +2025-06-20 17:13:03,002 - INFO - Training: cls_zice: 32.208656927767024; reg_zipnll: 102.14980297775072; aux_mae_loss_1: 57.37015329105995; aux_mae_loss_2: 8.153327801233699; aux_mae_loss_4: 1.1145235886917015; cnt_loss: 6.767258778789049; +2025-06-20 17:13:03,003 - INFO - Evaluation: +Curr mae: 39.5376; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 136.0933; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1223; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:13:03,003 - INFO - Epoch: 473 / 660 lr: 6.394e-05 +2025-06-20 17:16:08,054 - INFO - Training: cls_zice: 34.435212865739985; reg_zipnll: 97.5438165725963; aux_mae_loss_1: 59.744844653612546; aux_mae_loss_2: 8.595779288550576; aux_mae_loss_4: 1.1803181188655083; cnt_loss: 7.160713424336328; +2025-06-20 17:16:08,055 - INFO - Evaluation: +Curr mae: 34.3967; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 108.5577; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1053; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:16:08,055 - INFO - Epoch: 474 / 660 lr: 6.347e-05 +2025-06-20 17:19:13,331 - INFO - Training: cls_zice: 33.14486627376478; reg_zipnll: 94.3824099587291; aux_mae_loss_1: 58.742444403680246; aux_mae_loss_2: 8.449488875798517; aux_mae_loss_4: 1.1526738188796914; cnt_loss: 6.6546869032793605; +2025-06-20 17:19:13,332 - INFO - Evaluation: +Curr mae: 38.1107; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 119.6111; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1131; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:19:13,332 - INFO - Epoch: 475 / 660 lr: 6.300e-05 +2025-06-20 17:22:18,257 - INFO - Training: cls_zice: 33.06020185910644; reg_zipnll: 97.22845229514154; aux_mae_loss_1: 59.87661416855447; aux_mae_loss_2: 8.614113685864103; aux_mae_loss_4: 1.190945728770565; cnt_loss: 7.183284473603059; +2025-06-20 17:22:18,258 - INFO - Evaluation: +Curr mae: 38.4889; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 100.1060; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1237; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:22:18,258 - INFO - Epoch: 476 / 660 lr: 6.253e-05 +2025-06-20 17:25:22,704 - INFO - Training: cls_zice: 32.18995689257864; reg_zipnll: 98.60686298752812; aux_mae_loss_1: 58.0191459288021; aux_mae_loss_2: 8.332804081066103; aux_mae_loss_4: 1.1390894984294946; cnt_loss: 6.76528732589707; +2025-06-20 17:25:22,706 - INFO - Evaluation: +Curr mae: 32.4000; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 96.2858; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0985; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:25:22,706 - INFO - Epoch: 477 / 660 lr: 6.206e-05 +2025-06-20 17:28:27,808 - INFO - Training: cls_zice: 31.682857165146608; reg_zipnll: 97.04246779762994; aux_mae_loss_1: 59.57570289033238; aux_mae_loss_2: 8.572711607944077; aux_mae_loss_4: 1.156932096037736; cnt_loss: 5.909327291124584; +2025-06-20 17:28:27,809 - INFO - Evaluation: +Curr mae: 43.7345; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 107.1263; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1387; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:28:27,809 - INFO - Epoch: 478 / 660 lr: 6.158e-05 +2025-06-20 17:31:32,698 - INFO - Training: cls_zice: 31.555342231051167; reg_zipnll: 93.76379690685125; aux_mae_loss_1: 57.88545935564605; aux_mae_loss_2: 8.356494199034488; aux_mae_loss_4: 1.1460408835377363; cnt_loss: 6.809318388029358; +2025-06-20 17:31:32,699 - INFO - Evaluation: +Curr mae: 35.7707; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 91.4522; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.1022; Best nae: 0.0968; 0.0976; 0.0981; 0.0983; 0.0984; + + + +2025-06-20 17:31:32,699 - INFO - Epoch: 479 / 660 lr: 6.111e-05 +2025-06-20 17:34:37,433 - INFO - Training: cls_zice: 32.5290422656389; reg_zipnll: 96.42159077073124; aux_mae_loss_1: 58.531188475748564; aux_mae_loss_2: 8.46779341026566; aux_mae_loss_4: 1.1617662622796845; cnt_loss: 6.402668972937797; +2025-06-20 17:34:40,973 - INFO - Evaluation: +Curr mae: 33.7995; Best mae: 29.3224; 29.6930; 29.8393; 29.9575; 30.0672; +Curr rmse: 122.0791; Best rmse: 66.7181; 68.0159; 68.1287; 68.1466; 68.2579; +Curr nae: 0.0982; Best nae: 0.0968; 0.0976; 0.0981; 0.0982; 0.0983; + + + +2025-06-20 17:34:40,973 - INFO - Epoch: 480 / 660 lr: 6.063e-05 +2025-06-20 17:37:46,035 - INFO - Training: cls_zice: 31.97144025686774; reg_zipnll: 95.96569488103715; aux_mae_loss_1: 58.685269301838616; aux_mae_loss_2: 8.375872090114113; aux_mae_loss_4: 1.1287221361171924; cnt_loss: 6.168033661833153; +2025-06-20 17:37:53,471 - INFO - Evaluation: +Curr mae: 28.9508; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 64.8478; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.1004; Best nae: 0.0968; 0.0976; 0.0981; 0.0982; 0.0983; + + + +2025-06-20 17:37:53,472 - INFO - Epoch: 481 / 660 lr: 6.016e-05 +2025-06-20 17:40:58,591 - INFO - Training: cls_zice: 33.12261928246383; reg_zipnll: 94.99403516676249; aux_mae_loss_1: 60.08095552866134; aux_mae_loss_2: 8.679150406223336; aux_mae_loss_4: 1.1893158871728382; cnt_loss: 6.241343098311927; +2025-06-20 17:40:58,592 - INFO - Evaluation: +Curr mae: 33.1719; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 82.4349; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.1039; Best nae: 0.0968; 0.0976; 0.0981; 0.0982; 0.0983; + + + +2025-06-20 17:40:58,592 - INFO - Epoch: 482 / 660 lr: 5.968e-05 +2025-06-20 17:44:03,710 - INFO - Training: cls_zice: 31.272090805373644; reg_zipnll: 96.84146303995716; aux_mae_loss_1: 59.32628576921007; aux_mae_loss_2: 8.533204200641661; aux_mae_loss_4: 1.156708052348355; cnt_loss: 6.0828045058066555; +2025-06-20 17:44:03,711 - INFO - Evaluation: +Curr mae: 36.8318; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 118.2564; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.0992; Best nae: 0.0968; 0.0976; 0.0981; 0.0982; 0.0983; + + + +2025-06-20 17:44:03,711 - INFO - Epoch: 483 / 660 lr: 5.920e-05 +2025-06-20 17:47:08,730 - INFO - Training: cls_zice: 31.083644315791926; reg_zipnll: 98.02730036639922; aux_mae_loss_1: 56.6340189691068; aux_mae_loss_2: 8.062158258531271; aux_mae_loss_4: 1.0869261173861806; cnt_loss: 5.762897579406405; +2025-06-20 17:47:08,732 - INFO - Evaluation: +Curr mae: 36.3610; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 98.6303; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.1176; Best nae: 0.0968; 0.0976; 0.0981; 0.0982; 0.0983; + + + +2025-06-20 17:47:08,732 - INFO - Epoch: 484 / 660 lr: 5.872e-05 +2025-06-20 17:50:40,571 - INFO - Training: cls_zice: 31.947276065619256; reg_zipnll: 95.06615009773667; aux_mae_loss_1: 57.401952212757806; aux_mae_loss_2: 8.274171903691132; aux_mae_loss_4: 1.1296152659047844; cnt_loss: 6.425789764270684; +2025-06-20 17:50:40,572 - INFO - Evaluation: +Curr mae: 37.3125; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 127.6741; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.1161; Best nae: 0.0968; 0.0976; 0.0981; 0.0982; 0.0983; + + + +2025-06-20 17:50:40,572 - INFO - Epoch: 485 / 660 lr: 5.824e-05 +2025-06-20 17:53:45,491 - INFO - Training: cls_zice: 33.46129099369662; reg_zipnll: 97.37727349337698; aux_mae_loss_1: 60.39260814245072; aux_mae_loss_2: 8.655109952991603; aux_mae_loss_4: 1.203454791771722; cnt_loss: 6.727767020387331; +2025-06-20 17:53:45,492 - INFO - Evaluation: +Curr mae: 39.7412; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 118.0324; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.1231; Best nae: 0.0968; 0.0976; 0.0981; 0.0982; 0.0983; + + + +2025-06-20 17:53:45,492 - INFO - Epoch: 486 / 660 lr: 5.776e-05 +2025-06-20 17:56:50,210 - INFO - Training: cls_zice: 32.40846956266535; reg_zipnll: 98.48393393911249; aux_mae_loss_1: 57.812516626784614; aux_mae_loss_2: 8.21326089150495; aux_mae_loss_4: 1.1074229178131392; cnt_loss: 6.260575838980761; +2025-06-20 17:56:50,211 - INFO - Evaluation: +Curr mae: 36.0858; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 95.3393; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.1064; Best nae: 0.0968; 0.0976; 0.0981; 0.0982; 0.0983; + + + +2025-06-20 17:56:50,211 - INFO - Epoch: 487 / 660 lr: 5.728e-05 +2025-06-20 17:59:55,427 - INFO - Training: cls_zice: 31.385703378134338; reg_zipnll: 96.84226755495243; aux_mae_loss_1: 58.72318780085115; aux_mae_loss_2: 8.434070940189313; aux_mae_loss_4: 1.148878842075104; cnt_loss: 6.462600530036617; +2025-06-20 17:59:55,428 - INFO - Evaluation: +Curr mae: 35.7757; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 110.4117; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.0996; Best nae: 0.0968; 0.0976; 0.0981; 0.0982; 0.0983; + + + +2025-06-20 17:59:55,428 - INFO - Epoch: 488 / 660 lr: 5.680e-05 +2025-06-20 18:03:00,071 - INFO - Training: cls_zice: 34.03402809779564; reg_zipnll: 99.79247678766521; aux_mae_loss_1: 59.83807311634172; aux_mae_loss_2: 8.534547892818107; aux_mae_loss_4: 1.156205547537779; cnt_loss: 6.1753852243288625; +2025-06-20 18:03:03,468 - INFO - Evaluation: +Curr mae: 30.1233; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 69.3345; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.0971; Best nae: 0.0968; 0.0971; 0.0976; 0.0981; 0.0982; + + + +2025-06-20 18:03:03,468 - INFO - Epoch: 489 / 660 lr: 5.632e-05 +2025-06-20 18:06:10,747 - INFO - Training: cls_zice: 33.08217935267941; reg_zipnll: 95.9957707332768; aux_mae_loss_1: 58.46918882578994; aux_mae_loss_2: 8.445448083558855; aux_mae_loss_4: 1.152521329970221; cnt_loss: 6.588801315480455; +2025-06-20 18:06:10,748 - INFO - Evaluation: +Curr mae: 34.9885; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 124.7410; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.0990; Best nae: 0.0968; 0.0971; 0.0976; 0.0981; 0.0982; + + + +2025-06-20 18:06:10,748 - INFO - Epoch: 490 / 660 lr: 5.584e-05 +2025-06-20 18:09:15,878 - INFO - Training: cls_zice: 32.76013121744354; reg_zipnll: 102.64618964795895; aux_mae_loss_1: 58.554707958643114; aux_mae_loss_2: 8.262375659991658; aux_mae_loss_4: 1.1033245210935647; cnt_loss: 5.806034207037604; +2025-06-20 18:09:15,879 - INFO - Evaluation: +Curr mae: 41.5927; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 143.2505; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.1180; Best nae: 0.0968; 0.0971; 0.0976; 0.0981; 0.0982; + + + +2025-06-20 18:09:15,880 - INFO - Epoch: 491 / 660 lr: 5.535e-05 +2025-06-20 18:12:21,206 - INFO - Training: cls_zice: 30.749369684099232; reg_zipnll: 98.1035716147533; aux_mae_loss_1: 56.41888618959559; aux_mae_loss_2: 8.105851491496619; aux_mae_loss_4: 1.0931352001918926; cnt_loss: 5.673189259433501; +2025-06-20 18:12:21,207 - INFO - Evaluation: +Curr mae: 38.3187; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 123.2931; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.1185; Best nae: 0.0968; 0.0971; 0.0976; 0.0981; 0.0982; + + + +2025-06-20 18:12:21,207 - INFO - Epoch: 492 / 660 lr: 5.487e-05 +2025-06-20 18:15:25,732 - INFO - Training: cls_zice: 33.530992351491534; reg_zipnll: 88.81061023918093; aux_mae_loss_1: 60.86815554868899; aux_mae_loss_2: 8.839510447185265; aux_mae_loss_4: 1.2300530624573518; cnt_loss: 6.480223154424089; +2025-06-20 18:15:29,124 - INFO - Evaluation: +Curr mae: 39.7871; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 163.9964; Best rmse: 64.8478; 66.7181; 68.0159; 68.1287; 68.1466; +Curr nae: 0.0971; Best nae: 0.0968; 0.0971; 0.0971; 0.0976; 0.0981; + + + +2025-06-20 18:15:29,124 - INFO - Epoch: 493 / 660 lr: 5.438e-05 +2025-06-20 18:18:33,961 - INFO - Training: cls_zice: 33.86449002667993; reg_zipnll: 96.04474181932778; aux_mae_loss_1: 60.939109553408194; aux_mae_loss_2: 8.703968391013943; aux_mae_loss_4: 1.1896420366353424; cnt_loss: 6.2112598346790495; +2025-06-20 18:18:36,556 - INFO - Evaluation: +Curr mae: 29.9825; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 67.6831; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0987; Best nae: 0.0968; 0.0971; 0.0971; 0.0976; 0.0981; + + + +2025-06-20 18:18:36,557 - INFO - Epoch: 494 / 660 lr: 5.390e-05 +2025-06-20 18:21:41,406 - INFO - Training: cls_zice: 33.183732295710506; reg_zipnll: 92.5436564840204; aux_mae_loss_1: 60.36404095946364; aux_mae_loss_2: 8.641216989960952; aux_mae_loss_4: 1.1784544830380492; cnt_loss: 6.021546606845905; +2025-06-20 18:21:41,407 - INFO - Evaluation: +Curr mae: 35.8038; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 102.2716; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1079; Best nae: 0.0968; 0.0971; 0.0971; 0.0976; 0.0981; + + + +2025-06-20 18:21:41,407 - INFO - Epoch: 495 / 660 lr: 5.341e-05 +2025-06-20 18:24:46,279 - INFO - Training: cls_zice: 31.09431443246594; reg_zipnll: 101.57615476524921; aux_mae_loss_1: 56.663696620029164; aux_mae_loss_2: 8.069397698484533; aux_mae_loss_4: 1.0806695959485282; cnt_loss: 5.719197092218693; +2025-06-20 18:24:46,281 - INFO - Evaluation: +Curr mae: 35.7914; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 137.1868; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0998; Best nae: 0.0968; 0.0971; 0.0971; 0.0976; 0.0981; + + + +2025-06-20 18:24:46,281 - INFO - Epoch: 496 / 660 lr: 5.293e-05 +2025-06-20 18:27:52,066 - INFO - Training: cls_zice: 33.46046949942192; reg_zipnll: 96.53453733007828; aux_mae_loss_1: 59.066015899334595; aux_mae_loss_2: 8.413658074364257; aux_mae_loss_4: 1.137364493429201; cnt_loss: 6.241979726099417; +2025-06-20 18:27:52,067 - INFO - Evaluation: +Curr mae: 39.1426; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 113.6003; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1189; Best nae: 0.0968; 0.0971; 0.0971; 0.0976; 0.0981; + + + +2025-06-20 18:27:52,067 - INFO - Epoch: 497 / 660 lr: 5.244e-05 +2025-06-20 18:30:57,298 - INFO - Training: cls_zice: 31.311681370349042; reg_zipnll: 90.83034228297923; aux_mae_loss_1: 57.48334059310756; aux_mae_loss_2: 8.18986531793305; aux_mae_loss_4: 1.1111909435118685; cnt_loss: 5.6409704763356086; +2025-06-20 18:30:57,299 - INFO - Evaluation: +Curr mae: 34.7399; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.3944; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1074; Best nae: 0.0968; 0.0971; 0.0971; 0.0976; 0.0981; + + + +2025-06-20 18:30:57,299 - INFO - Epoch: 498 / 660 lr: 5.196e-05 +2025-06-20 18:34:02,149 - INFO - Training: cls_zice: 31.645655992864643; reg_zipnll: 99.28817110870675; aux_mae_loss_1: 57.78461226522156; aux_mae_loss_2: 8.241148345881072; aux_mae_loss_4: 1.1082416408166174; cnt_loss: 5.69044429105934; +2025-06-20 18:34:02,150 - INFO - Evaluation: +Curr mae: 35.6445; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 89.9923; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1164; Best nae: 0.0968; 0.0971; 0.0971; 0.0976; 0.0981; + + + +2025-06-20 18:34:02,151 - INFO - Epoch: 499 / 660 lr: 5.147e-05 +2025-06-20 18:37:07,433 - INFO - Training: cls_zice: 32.34566932418659; reg_zipnll: 97.80214566375419; aux_mae_loss_1: 57.756975887367226; aux_mae_loss_2: 8.157845350035052; aux_mae_loss_4: 1.0894019095021226; cnt_loss: 5.605329597057597; +2025-06-20 18:37:10,878 - INFO - Evaluation: +Curr mae: 35.0449; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 100.8861; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0947; Best nae: 0.0947; 0.0968; 0.0971; 0.0971; 0.0976; + + + +2025-06-20 18:37:10,878 - INFO - Epoch: 500 / 660 lr: 5.099e-05 +2025-06-20 18:40:15,405 - INFO - Training: cls_zice: 34.68531168495475; reg_zipnll: 99.1608374676545; aux_mae_loss_1: 60.37126374796301; aux_mae_loss_2: 8.65251730095145; aux_mae_loss_4: 1.191956043932922; cnt_loss: 6.3773418036708485; +2025-06-20 18:40:15,406 - INFO - Evaluation: +Curr mae: 37.8494; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 109.7496; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1071; Best nae: 0.0947; 0.0968; 0.0971; 0.0971; 0.0976; + + + +2025-06-20 18:40:24,986 - INFO - Epoch: 501 / 660 lr: 5.050e-05 +2025-06-20 18:43:29,814 - INFO - Training: cls_zice: 32.79350645736741; reg_zipnll: 94.34915202381066; aux_mae_loss_1: 57.80325124441505; aux_mae_loss_2: 8.255026511790513; aux_mae_loss_4: 1.110772443308009; cnt_loss: 5.679195184940544; +2025-06-20 18:43:29,816 - INFO - Evaluation: +Curr mae: 34.6989; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 126.2251; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0991; Best nae: 0.0947; 0.0968; 0.0971; 0.0971; 0.0976; + + + +2025-06-20 18:43:29,816 - INFO - Epoch: 502 / 660 lr: 5.001e-05 +2025-06-20 18:46:34,731 - INFO - Training: cls_zice: 32.892564351232316; reg_zipnll: 103.12664716470518; aux_mae_loss_1: 57.94768340544713; aux_mae_loss_2: 8.222557332644426; aux_mae_loss_4: 1.1085278634317124; cnt_loss: 6.05279795193427; +2025-06-20 18:46:34,732 - INFO - Evaluation: +Curr mae: 37.1314; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.1917; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1184; Best nae: 0.0947; 0.0968; 0.0971; 0.0971; 0.0976; + + + +2025-06-20 18:46:34,732 - INFO - Epoch: 503 / 660 lr: 4.953e-05 +2025-06-20 18:49:40,209 - INFO - Training: cls_zice: 31.429081805184445; reg_zipnll: 97.07869175712369; aux_mae_loss_1: 57.316095661075074; aux_mae_loss_2: 8.194416949865444; aux_mae_loss_4: 1.1084909693440925; cnt_loss: 5.675626363576531; +2025-06-20 18:49:43,615 - INFO - Evaluation: +Curr mae: 33.3627; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 95.7063; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0958; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 18:49:43,615 - INFO - Epoch: 504 / 660 lr: 4.904e-05 +2025-06-20 18:52:48,669 - INFO - Training: cls_zice: 32.828587513886255; reg_zipnll: 93.01785720344681; aux_mae_loss_1: 58.62795836269702; aux_mae_loss_2: 8.410055856165359; aux_mae_loss_4: 1.1482351194578762; cnt_loss: 6.368649596343617; +2025-06-20 18:52:48,670 - INFO - Evaluation: +Curr mae: 31.7524; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 74.9176; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1033; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 18:52:48,670 - INFO - Epoch: 505 / 660 lr: 4.856e-05 +2025-06-20 18:55:53,536 - INFO - Training: cls_zice: 31.00274437045377; reg_zipnll: 94.54170942429099; aux_mae_loss_1: 56.21063518033849; aux_mae_loss_2: 7.987039550104607; aux_mae_loss_4: 1.0691642181272678; cnt_loss: 5.068743952289032; +2025-06-20 18:55:53,537 - INFO - Evaluation: +Curr mae: 35.4580; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.3558; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1097; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 18:55:53,537 - INFO - Epoch: 506 / 660 lr: 4.807e-05 +2025-06-20 18:59:02,943 - INFO - Training: cls_zice: 31.9754931101609; reg_zipnll: 98.68123049601185; aux_mae_loss_1: 57.1968927971808; aux_mae_loss_2: 8.06082827327797; aux_mae_loss_4: 1.0711285944616273; cnt_loss: 5.001344071868759; +2025-06-20 18:59:07,293 - INFO - Evaluation: +Curr mae: 34.4680; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 130.4413; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0971; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 18:59:07,293 - INFO - Epoch: 507 / 660 lr: 4.759e-05 +2025-06-20 19:02:12,554 - INFO - Training: cls_zice: 32.972804739037024; reg_zipnll: 95.56554907820832; aux_mae_loss_1: 59.56953589897842; aux_mae_loss_2: 8.532894482649384; aux_mae_loss_4: 1.1477452517130382; cnt_loss: 5.993895707599302; +2025-06-20 19:02:12,555 - INFO - Evaluation: +Curr mae: 33.4682; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 94.5228; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1018; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 19:02:12,555 - INFO - Epoch: 508 / 660 lr: 4.710e-05 +2025-06-20 19:05:17,556 - INFO - Training: cls_zice: 30.92209334416521; reg_zipnll: 94.316876914017; aux_mae_loss_1: 57.512732134380194; aux_mae_loss_2: 8.1544303409851; aux_mae_loss_4: 1.0918513238813086; cnt_loss: 5.294977139652848; +2025-06-20 19:05:17,557 - INFO - Evaluation: +Curr mae: 34.1148; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 117.6731; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1002; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 19:05:17,557 - INFO - Epoch: 509 / 660 lr: 4.662e-05 +2025-06-20 19:08:22,198 - INFO - Training: cls_zice: 31.52633410753505; reg_zipnll: 94.32769780784156; aux_mae_loss_1: 56.76625974135411; aux_mae_loss_2: 8.054592363172448; aux_mae_loss_4: 1.0790537016174173; cnt_loss: 5.840791020494501; +2025-06-20 19:08:22,199 - INFO - Evaluation: +Curr mae: 32.8120; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.2045; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1016; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 19:08:22,199 - INFO - Epoch: 510 / 660 lr: 4.613e-05 +2025-06-20 19:11:27,116 - INFO - Training: cls_zice: 29.897190572746617; reg_zipnll: 91.36824352146728; aux_mae_loss_1: 57.19409928897966; aux_mae_loss_2: 8.231338367670544; aux_mae_loss_4: 1.1335536342277013; cnt_loss: 5.84440420947222; +2025-06-20 19:11:27,117 - INFO - Evaluation: +Curr mae: 33.0775; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 80.2914; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1003; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 19:11:27,118 - INFO - Epoch: 511 / 660 lr: 4.565e-05 +2025-06-20 19:14:32,304 - INFO - Training: cls_zice: 33.10422854320862; reg_zipnll: 96.98004597563363; aux_mae_loss_1: 58.61069794363105; aux_mae_loss_2: 8.277725286073121; aux_mae_loss_4: 1.1101183984763825; cnt_loss: 5.497938002902622; +2025-06-20 19:14:32,305 - INFO - Evaluation: +Curr mae: 37.9193; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 136.6160; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0974; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 19:14:32,305 - INFO - Epoch: 512 / 660 lr: 4.516e-05 +2025-06-20 19:17:37,451 - INFO - Training: cls_zice: 33.40084174298382; reg_zipnll: 93.77077374544119; aux_mae_loss_1: 58.29073748980819; aux_mae_loss_2: 8.274729436651294; aux_mae_loss_4: 1.11662898919423; cnt_loss: 6.292928384937786; +2025-06-20 19:17:37,453 - INFO - Evaluation: +Curr mae: 34.7943; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 106.6293; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0990; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 19:17:37,453 - INFO - Epoch: 513 / 660 lr: 4.468e-05 +2025-06-20 19:20:42,250 - INFO - Training: cls_zice: 30.59094263249314; reg_zipnll: 95.99939795447499; aux_mae_loss_1: 58.17151212569681; aux_mae_loss_2: 8.347519786621428; aux_mae_loss_4: 1.142796342890796; cnt_loss: 6.217309499307892; +2025-06-20 19:20:42,251 - INFO - Evaluation: +Curr mae: 33.8290; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 113.0330; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0973; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 19:20:42,251 - INFO - Epoch: 514 / 660 lr: 4.420e-05 +2025-06-20 19:23:46,953 - INFO - Training: cls_zice: 31.719920226494878; reg_zipnll: 99.78486111599253; aux_mae_loss_1: 58.78200943733549; aux_mae_loss_2: 8.336813931753213; aux_mae_loss_4: 1.1103671206913142; cnt_loss: 5.15027564177936; +2025-06-20 19:23:46,954 - INFO - Evaluation: +Curr mae: 35.7212; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 124.1169; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1002; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 19:23:46,955 - INFO - Epoch: 515 / 660 lr: 4.372e-05 +2025-06-20 19:26:52,435 - INFO - Training: cls_zice: 30.594930946826935; reg_zipnll: 91.45528471439233; aux_mae_loss_1: 56.987705798259434; aux_mae_loss_2: 8.10231769069608; aux_mae_loss_4: 1.0747973847473495; cnt_loss: 5.671879060547272; +2025-06-20 19:26:52,436 - INFO - Evaluation: +Curr mae: 35.7041; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 115.0276; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1054; Best nae: 0.0947; 0.0958; 0.0968; 0.0971; 0.0971; + + + +2025-06-20 19:26:52,436 - INFO - Epoch: 516 / 660 lr: 4.324e-05 +2025-06-20 19:29:57,889 - INFO - Training: cls_zice: 31.676052158550004; reg_zipnll: 102.01503033870902; aux_mae_loss_1: 57.973483374921706; aux_mae_loss_2: 8.1613553308889; aux_mae_loss_4: 1.0823998195346647; cnt_loss: 5.027388109569378; +2025-06-20 19:30:01,299 - INFO - Evaluation: +Curr mae: 34.6289; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 110.1493; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0952; Best nae: 0.0947; 0.0952; 0.0958; 0.0968; 0.0971; + + + +2025-06-20 19:30:01,299 - INFO - Epoch: 517 / 660 lr: 4.276e-05 +2025-06-20 19:33:06,308 - INFO - Training: cls_zice: 32.568887014162264; reg_zipnll: 96.53602290214793; aux_mae_loss_1: 58.14480814897003; aux_mae_loss_2: 8.189593376108185; aux_mae_loss_4: 1.0888408917004775; cnt_loss: 4.640625006205625; +2025-06-20 19:33:09,719 - INFO - Evaluation: +Curr mae: 33.0163; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 92.4177; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0932; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 19:33:09,719 - INFO - Epoch: 518 / 660 lr: 4.228e-05 +2025-06-20 19:36:13,993 - INFO - Training: cls_zice: 33.31399427672278; reg_zipnll: 97.59338915562569; aux_mae_loss_1: 59.175863876440836; aux_mae_loss_2: 8.48336489188334; aux_mae_loss_4: 1.150763408690308; cnt_loss: 5.639840640108505; +2025-06-20 19:36:13,994 - INFO - Evaluation: +Curr mae: 35.0053; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 95.4190; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1035; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 19:36:13,995 - INFO - Epoch: 519 / 660 lr: 4.180e-05 +2025-06-20 19:39:18,893 - INFO - Training: cls_zice: 33.07920724061584; reg_zipnll: 95.56283114808384; aux_mae_loss_1: 58.2394765741108; aux_mae_loss_2: 8.268936879224213; aux_mae_loss_4: 1.1150827172253004; cnt_loss: 5.662615352930324; +2025-06-20 19:39:18,895 - INFO - Evaluation: +Curr mae: 33.2564; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 105.2286; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0994; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 19:39:18,895 - INFO - Epoch: 520 / 660 lr: 4.132e-05 +2025-06-20 19:42:23,671 - INFO - Training: cls_zice: 32.66300345669982; reg_zipnll: 99.94882365425326; aux_mae_loss_1: 57.46071547407724; aux_mae_loss_2: 8.062972641083146; aux_mae_loss_4: 1.0637753661195233; cnt_loss: 5.139228017900168; +2025-06-20 19:42:23,672 - INFO - Evaluation: +Curr mae: 37.6383; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 157.7788; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1045; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 19:42:23,672 - INFO - Epoch: 521 / 660 lr: 4.084e-05 +2025-06-20 19:45:28,416 - INFO - Training: cls_zice: 32.15370846124112; reg_zipnll: 91.43155424270041; aux_mae_loss_1: 57.25610366885031; aux_mae_loss_2: 8.115838094358272; aux_mae_loss_4: 1.1020051287271677; cnt_loss: 5.876554647953774; +2025-06-20 19:45:28,417 - INFO - Evaluation: +Curr mae: 38.6510; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 133.0630; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1150; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 19:45:28,417 - INFO - Epoch: 522 / 660 lr: 4.037e-05 +2025-06-20 19:48:33,812 - INFO - Training: cls_zice: 31.97398841894378; reg_zipnll: 90.29369484183108; aux_mae_loss_1: 59.03757701373652; aux_mae_loss_2: 8.449605348177618; aux_mae_loss_4: 1.1503835278910353; cnt_loss: 5.334203213683131; +2025-06-20 19:48:33,813 - INFO - Evaluation: +Curr mae: 33.3120; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 110.7369; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1012; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 19:48:33,813 - INFO - Epoch: 523 / 660 lr: 3.989e-05 +2025-06-20 19:51:38,661 - INFO - Training: cls_zice: 30.524669683761033; reg_zipnll: 94.91925048337804; aux_mae_loss_1: 57.766651518853585; aux_mae_loss_2: 8.250856321084775; aux_mae_loss_4: 1.118735904635378; cnt_loss: 5.5732693023271; +2025-06-20 19:51:38,662 - INFO - Evaluation: +Curr mae: 32.6854; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 82.9190; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1026; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 19:51:38,662 - INFO - Epoch: 524 / 660 lr: 3.942e-05 +2025-06-20 19:54:43,871 - INFO - Training: cls_zice: 33.28558500597593; reg_zipnll: 97.25106042209812; aux_mae_loss_1: 58.09410674283927; aux_mae_loss_2: 8.205044357206644; aux_mae_loss_4: 1.0994331129948707; cnt_loss: 5.539616234351553; +2025-06-20 19:54:43,872 - INFO - Evaluation: +Curr mae: 34.1176; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 122.9570; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0973; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 19:54:43,872 - INFO - Epoch: 525 / 660 lr: 3.894e-05 +2025-06-20 19:57:48,781 - INFO - Training: cls_zice: 32.34293795558971; reg_zipnll: 96.0390874328221; aux_mae_loss_1: 57.04858863384374; aux_mae_loss_2: 8.068807409171274; aux_mae_loss_4: 1.0747504490200228; cnt_loss: 5.64102871731345; +2025-06-20 19:57:48,782 - INFO - Evaluation: +Curr mae: 34.5740; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 123.3664; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0992; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 19:57:48,783 - INFO - Epoch: 526 / 660 lr: 3.847e-05 +2025-06-20 20:00:54,004 - INFO - Training: cls_zice: 29.986878843724266; reg_zipnll: 97.51574297613227; aux_mae_loss_1: 54.86007863635576; aux_mae_loss_2: 7.696726381319041; aux_mae_loss_4: 1.0301908763331435; cnt_loss: 5.317161827858126; +2025-06-20 20:00:54,005 - INFO - Evaluation: +Curr mae: 36.5079; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.8616; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1116; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 20:00:54,005 - INFO - Epoch: 527 / 660 lr: 3.800e-05 +2025-06-20 20:03:59,266 - INFO - Training: cls_zice: 30.30202493040911; reg_zipnll: 96.90079454529868; aux_mae_loss_1: 56.06436910053145; aux_mae_loss_2: 7.952038697687703; aux_mae_loss_4: 1.064334473201579; cnt_loss: 5.226996477013382; +2025-06-20 20:03:59,267 - INFO - Evaluation: +Curr mae: 33.7726; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 103.3291; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1066; Best nae: 0.0932; 0.0947; 0.0952; 0.0958; 0.0968; + + + +2025-06-20 20:03:59,267 - INFO - Epoch: 528 / 660 lr: 3.753e-05 +2025-06-20 20:07:03,699 - INFO - Training: cls_zice: 33.54205683816062; reg_zipnll: 95.35409823910436; aux_mae_loss_1: 58.64246935464423; aux_mae_loss_2: 8.344720758938237; aux_mae_loss_4: 1.1299012594863505; cnt_loss: 5.382887556650951; +2025-06-20 20:07:07,138 - INFO - Evaluation: +Curr mae: 31.6531; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 81.9800; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0948; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:07:07,138 - INFO - Epoch: 529 / 660 lr: 3.706e-05 +2025-06-20 20:10:11,849 - INFO - Training: cls_zice: 32.18959240734117; reg_zipnll: 94.40136189693656; aux_mae_loss_1: 57.372879391157845; aux_mae_loss_2: 8.092310434748397; aux_mae_loss_4: 1.0808680779025304; cnt_loss: 5.171739816703956; +2025-06-20 20:10:11,850 - INFO - Evaluation: +Curr mae: 34.0029; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 79.1656; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1070; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:10:11,851 - INFO - Epoch: 530 / 660 lr: 3.660e-05 +2025-06-20 20:13:16,895 - INFO - Training: cls_zice: 32.54851767482059; reg_zipnll: 96.4305170152365; aux_mae_loss_1: 59.377985588995536; aux_mae_loss_2: 8.502323413569394; aux_mae_loss_4: 1.1569087432941618; cnt_loss: 5.5856051297911025; +2025-06-20 20:13:16,896 - INFO - Evaluation: +Curr mae: 34.9459; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 120.3924; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1029; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:13:16,896 - INFO - Epoch: 531 / 660 lr: 3.613e-05 +2025-06-20 20:16:22,089 - INFO - Training: cls_zice: 32.656975327926304; reg_zipnll: 95.83658137480826; aux_mae_loss_1: 57.312528252295174; aux_mae_loss_2: 8.080413434683203; aux_mae_loss_4: 1.0818046689186733; cnt_loss: 4.947530683867423; +2025-06-20 20:16:22,090 - INFO - Evaluation: +Curr mae: 36.1304; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 149.3266; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0967; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:16:22,091 - INFO - Epoch: 532 / 660 lr: 3.567e-05 +2025-06-20 20:19:26,663 - INFO - Training: cls_zice: 30.6763031467374; reg_zipnll: 98.34068480003769; aux_mae_loss_1: 55.21970057548778; aux_mae_loss_2: 7.789676330389891; aux_mae_loss_4: 1.0263648456427004; cnt_loss: 5.153727758896075; +2025-06-20 20:19:26,664 - INFO - Evaluation: +Curr mae: 34.4772; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 136.3169; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0991; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:19:26,664 - INFO - Epoch: 533 / 660 lr: 3.520e-05 +2025-06-20 20:22:31,614 - INFO - Training: cls_zice: 34.271868305218554; reg_zipnll: 94.8382155337493; aux_mae_loss_1: 58.66264585725446; aux_mae_loss_2: 8.21323779616074; aux_mae_loss_4: 1.0755258830010432; cnt_loss: 5.411570743224308; +2025-06-20 20:22:31,615 - INFO - Evaluation: +Curr mae: 31.7719; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 79.4802; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0987; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:22:31,615 - INFO - Epoch: 534 / 660 lr: 3.474e-05 +2025-06-20 20:25:36,437 - INFO - Training: cls_zice: 31.790395754315245; reg_zipnll: 98.5690434806451; aux_mae_loss_1: 56.51071981047603; aux_mae_loss_2: 8.005476100738987; aux_mae_loss_4: 1.0683009724077652; cnt_loss: 4.828540296051987; +2025-06-20 20:25:36,438 - INFO - Evaluation: +Curr mae: 34.0309; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 106.5210; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1022; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:25:36,439 - INFO - Epoch: 535 / 660 lr: 3.428e-05 +2025-06-20 20:28:41,844 - INFO - Training: cls_zice: 31.738815538834178; reg_zipnll: 96.26317899944237; aux_mae_loss_1: 56.32148287412746; aux_mae_loss_2: 7.935583468574484; aux_mae_loss_4: 1.0517573008615437; cnt_loss: 4.708068685122504; +2025-06-20 20:28:41,846 - INFO - Evaluation: +Curr mae: 33.0649; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 102.8626; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0982; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:28:41,846 - INFO - Epoch: 536 / 660 lr: 3.382e-05 +2025-06-20 20:31:48,523 - INFO - Training: cls_zice: 32.71165909972473; reg_zipnll: 95.18202005008806; aux_mae_loss_1: 57.35879110738367; aux_mae_loss_2: 8.12871432672123; aux_mae_loss_4: 1.077536611255153; cnt_loss: 5.243530190542608; +2025-06-20 20:31:48,525 - INFO - Evaluation: +Curr mae: 30.8398; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 73.1540; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0970; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:31:48,525 - INFO - Epoch: 537 / 660 lr: 3.337e-05 +2025-06-20 20:34:57,594 - INFO - Training: cls_zice: 32.84346743253632; reg_zipnll: 93.59412065937464; aux_mae_loss_1: 58.59743317601613; aux_mae_loss_2: 8.376897400939372; aux_mae_loss_4: 1.1333277011362017; cnt_loss: 5.440690986907881; +2025-06-20 20:34:57,595 - INFO - Evaluation: +Curr mae: 32.3050; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 95.8950; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0969; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:34:57,595 - INFO - Epoch: 538 / 660 lr: 3.291e-05 +2025-06-20 20:38:02,341 - INFO - Training: cls_zice: 31.050145860349613; reg_zipnll: 96.27041359241946; aux_mae_loss_1: 56.54463884701766; aux_mae_loss_2: 8.058705156750422; aux_mae_loss_4: 1.0753485327897772; cnt_loss: 4.981010619503061; +2025-06-20 20:38:02,342 - INFO - Evaluation: +Curr mae: 35.8797; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 104.0815; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1029; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:38:02,342 - INFO - Epoch: 539 / 660 lr: 3.246e-05 +2025-06-20 20:41:07,350 - INFO - Training: cls_zice: 32.91481549735241; reg_zipnll: 92.9135096753471; aux_mae_loss_1: 58.01646806525694; aux_mae_loss_2: 8.263676359598312; aux_mae_loss_4: 1.1069114199794043; cnt_loss: 4.7807632054951625; +2025-06-20 20:41:07,351 - INFO - Evaluation: +Curr mae: 32.0492; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.1130; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0958; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:41:07,351 - INFO - Epoch: 540 / 660 lr: 3.201e-05 +2025-06-20 20:44:12,397 - INFO - Training: cls_zice: 32.63527374249191; reg_zipnll: 93.00094254403004; aux_mae_loss_1: 58.81847780222758; aux_mae_loss_2: 8.36720301421565; aux_mae_loss_4: 1.1293176437864574; cnt_loss: 5.101630163453232; +2025-06-20 20:44:12,398 - INFO - Evaluation: +Curr mae: 32.6740; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.2665; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0990; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:44:12,398 - INFO - Epoch: 541 / 660 lr: 3.156e-05 +2025-06-20 20:47:17,655 - INFO - Training: cls_zice: 30.661343115767355; reg_zipnll: 92.0505359644755; aux_mae_loss_1: 56.65691228636126; aux_mae_loss_2: 8.04311979276662; aux_mae_loss_4: 1.0813552374475106; cnt_loss: 4.92523683787618; +2025-06-20 20:47:17,656 - INFO - Evaluation: +Curr mae: 32.8051; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 99.8026; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0964; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:47:17,656 - INFO - Epoch: 542 / 660 lr: 3.111e-05 +2025-06-20 20:50:22,473 - INFO - Training: cls_zice: 34.03676421469159; reg_zipnll: 95.63575246953106; aux_mae_loss_1: 58.406937407956946; aux_mae_loss_2: 8.237102359150247; aux_mae_loss_4: 1.0912729407490678; cnt_loss: 4.978545589128313; +2025-06-20 20:50:22,475 - INFO - Evaluation: +Curr mae: 34.5465; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 133.4702; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0960; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:50:22,475 - INFO - Epoch: 543 / 660 lr: 3.066e-05 +2025-06-20 20:53:27,465 - INFO - Training: cls_zice: 30.739271721603938; reg_zipnll: 96.23729582739979; aux_mae_loss_1: 55.92269409468977; aux_mae_loss_2: 7.857664311606351; aux_mae_loss_4: 1.03753714583297; cnt_loss: 5.062978668583696; +2025-06-20 20:53:27,467 - INFO - Evaluation: +Curr mae: 32.2772; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 87.4362; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0972; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:53:27,467 - INFO - Epoch: 544 / 660 lr: 3.022e-05 +2025-06-20 20:56:32,417 - INFO - Training: cls_zice: 32.52692174635693; reg_zipnll: 91.38791939164189; aux_mae_loss_1: 58.01275510591835; aux_mae_loss_2: 8.272260680296734; aux_mae_loss_4: 1.1158607053955907; cnt_loss: 5.106504674435888; +2025-06-20 20:56:32,418 - INFO - Evaluation: +Curr mae: 33.5928; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 93.4818; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0987; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:56:32,418 - INFO - Epoch: 545 / 660 lr: 2.978e-05 +2025-06-20 20:59:37,678 - INFO - Training: cls_zice: 33.01004454018524; reg_zipnll: 103.64098231651482; aux_mae_loss_1: 56.15827634585854; aux_mae_loss_2: 7.798788329323031; aux_mae_loss_4: 1.0177845994733599; cnt_loss: 4.50462809863924; +2025-06-20 20:59:37,679 - INFO - Evaluation: +Curr mae: 34.5013; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 124.8831; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0980; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 20:59:37,679 - INFO - Epoch: 546 / 660 lr: 2.934e-05 +2025-06-20 21:02:44,714 - INFO - Training: cls_zice: 33.31627191721933; reg_zipnll: 93.99893449449907; aux_mae_loss_1: 58.25232477972624; aux_mae_loss_2: 8.2586649954319; aux_mae_loss_4: 1.103897216009182; cnt_loss: 5.024274256511335; +2025-06-20 21:02:44,716 - INFO - Evaluation: +Curr mae: 36.8668; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 132.7621; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1061; Best nae: 0.0932; 0.0947; 0.0948; 0.0952; 0.0958; + + + +2025-06-20 21:02:44,716 - INFO - Epoch: 547 / 660 lr: 2.890e-05 +2025-06-20 21:05:49,840 - INFO - Training: cls_zice: 32.428510622530794; reg_zipnll: 89.85455538497179; aux_mae_loss_1: 57.07245204994182; aux_mae_loss_2: 8.04579194514488; aux_mae_loss_4: 1.0689614764905528; cnt_loss: 4.929122632604026; +2025-06-20 21:05:54,379 - INFO - Evaluation: +Curr mae: 34.0892; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 121.8887; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0951; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:05:54,379 - INFO - Epoch: 548 / 660 lr: 2.846e-05 +2025-06-20 21:08:58,845 - INFO - Training: cls_zice: 31.38561564935778; reg_zipnll: 96.15999071763537; aux_mae_loss_1: 55.95139196538067; aux_mae_loss_2: 7.870593402869904; aux_mae_loss_4: 1.040493124708112; cnt_loss: 4.801949215502236; +2025-06-20 21:08:58,846 - INFO - Evaluation: +Curr mae: 34.5941; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 131.7614; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0987; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:08:58,846 - INFO - Epoch: 549 / 660 lr: 2.803e-05 +2025-06-20 21:12:04,023 - INFO - Training: cls_zice: 31.261126944369092; reg_zipnll: 90.42111176758009; aux_mae_loss_1: 55.04151206519119; aux_mae_loss_2: 7.682953534595152; aux_mae_loss_4: 1.0087030492818754; cnt_loss: 4.405268731127208; +2025-06-20 21:12:04,024 - INFO - Evaluation: +Curr mae: 36.5074; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 121.8103; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1121; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:12:04,025 - INFO - Epoch: 550 / 660 lr: 2.760e-05 +2025-06-20 21:15:09,365 - INFO - Training: cls_zice: 30.69301351613741; reg_zipnll: 96.5872550905517; aux_mae_loss_1: 56.89465418450324; aux_mae_loss_2: 8.0481087413729; aux_mae_loss_4: 1.0595901595442951; cnt_loss: 4.701081040126192; +2025-06-20 21:15:09,366 - INFO - Evaluation: +Curr mae: 34.0024; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 123.6851; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0996; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:15:17,789 - INFO - Epoch: 551 / 660 lr: 2.717e-05 +2025-06-20 21:18:22,328 - INFO - Training: cls_zice: 30.604546600105216; reg_zipnll: 94.22015703980904; aux_mae_loss_1: 56.219861121288; aux_mae_loss_2: 7.943338930147166; aux_mae_loss_4: 1.0531363566346217; cnt_loss: 4.225157172253935; +2025-06-20 21:18:22,329 - INFO - Evaluation: +Curr mae: 34.7615; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 122.2886; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0992; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:18:22,329 - INFO - Epoch: 552 / 660 lr: 2.674e-05 +2025-06-20 21:21:27,452 - INFO - Training: cls_zice: 30.35726255006073; reg_zipnll: 95.36548647353459; aux_mae_loss_1: 55.689066001872476; aux_mae_loss_2: 7.904303117399044; aux_mae_loss_4: 1.0452759713700621; cnt_loss: 4.281583996235865; +2025-06-20 21:21:27,454 - INFO - Evaluation: +Curr mae: 32.7930; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 111.4717; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1002; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:21:27,454 - INFO - Epoch: 553 / 660 lr: 2.631e-05 +2025-06-20 21:24:32,499 - INFO - Training: cls_zice: 32.4658344381113; reg_zipnll: 93.53750216623811; aux_mae_loss_1: 57.50441607472829; aux_mae_loss_2: 8.183768275924084; aux_mae_loss_4: 1.1040112632673933; cnt_loss: 4.540570982011241; +2025-06-20 21:24:32,500 - INFO - Evaluation: +Curr mae: 33.4139; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 98.5123; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0987; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:24:32,500 - INFO - Epoch: 554 / 660 lr: 2.589e-05 +2025-06-20 21:27:37,273 - INFO - Training: cls_zice: 32.95832823293528; reg_zipnll: 94.44654607282506; aux_mae_loss_1: 58.49362719518666; aux_mae_loss_2: 8.283807699661942; aux_mae_loss_4: 1.1094623205364516; cnt_loss: 4.682065709620944; +2025-06-20 21:27:37,274 - INFO - Evaluation: +Curr mae: 35.0978; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 124.1736; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1018; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:27:37,274 - INFO - Epoch: 555 / 660 lr: 2.547e-05 +2025-06-20 21:30:42,880 - INFO - Training: cls_zice: 32.95821602385884; reg_zipnll: 96.38633242732149; aux_mae_loss_1: 57.484959139002626; aux_mae_loss_2: 8.103079557725273; aux_mae_loss_4: 1.071419061494364; cnt_loss: 4.843763242190785; +2025-06-20 21:30:42,881 - INFO - Evaluation: +Curr mae: 37.0802; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 134.7972; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0988; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:30:42,881 - INFO - Epoch: 556 / 660 lr: 2.505e-05 +2025-06-20 21:33:47,747 - INFO - Training: cls_zice: 35.43579764729294; reg_zipnll: 94.88926910066972; aux_mae_loss_1: 59.93356451951446; aux_mae_loss_2: 8.498155780194045; aux_mae_loss_4: 1.1374514354991423; cnt_loss: 4.675073670390946; +2025-06-20 21:33:47,749 - INFO - Evaluation: +Curr mae: 33.5646; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 107.1765; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0981; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:33:47,749 - INFO - Epoch: 557 / 660 lr: 2.464e-05 +2025-06-20 21:36:52,682 - INFO - Training: cls_zice: 33.4696614826936; reg_zipnll: 96.88328615497501; aux_mae_loss_1: 57.32589510596503; aux_mae_loss_2: 7.986089988355465; aux_mae_loss_4: 1.0375454038534802; cnt_loss: 4.496407122722322; +2025-06-20 21:36:52,684 - INFO - Evaluation: +Curr mae: 35.0890; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 113.9090; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0970; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:36:52,684 - INFO - Epoch: 558 / 660 lr: 2.422e-05 +2025-06-20 21:39:57,941 - INFO - Training: cls_zice: 31.36202596660445; reg_zipnll: 95.42280794844835; aux_mae_loss_1: 55.6264524533387; aux_mae_loss_2: 7.832373822562799; aux_mae_loss_4: 1.0377783914381558; cnt_loss: 5.200895688910717; +2025-06-20 21:39:57,942 - INFO - Evaluation: +Curr mae: 32.1794; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 87.2800; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0964; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:39:57,942 - INFO - Epoch: 559 / 660 lr: 2.381e-05 +2025-06-20 21:43:03,372 - INFO - Training: cls_zice: 30.167567090540743; reg_zipnll: 91.93355818824475; aux_mae_loss_1: 56.35775439966001; aux_mae_loss_2: 8.049154055455656; aux_mae_loss_4: 1.08184202724067; cnt_loss: 4.471974128775854; +2025-06-20 21:43:03,373 - INFO - Evaluation: +Curr mae: 34.2021; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 106.6414; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0987; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:43:03,374 - INFO - Epoch: 560 / 660 lr: 2.340e-05 +2025-06-20 21:46:08,479 - INFO - Training: cls_zice: 31.19501178269215; reg_zipnll: 91.64760075620636; aux_mae_loss_1: 56.07580079517511; aux_mae_loss_2: 7.897819274648603; aux_mae_loss_4: 1.0417613689727832; cnt_loss: 4.701001219393968; +2025-06-20 21:46:08,480 - INFO - Evaluation: +Curr mae: 33.0111; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 105.5464; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0984; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:46:08,480 - INFO - Epoch: 561 / 660 lr: 2.300e-05 +2025-06-20 21:49:13,522 - INFO - Training: cls_zice: 32.547256423222684; reg_zipnll: 96.45376802164975; aux_mae_loss_1: 57.03874961882447; aux_mae_loss_2: 7.9988616855101595; aux_mae_loss_4: 1.045096303511095; cnt_loss: 4.349359332519203; +2025-06-20 21:49:13,524 - INFO - Evaluation: +Curr mae: 34.6748; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 123.2458; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0973; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:49:13,524 - INFO - Epoch: 562 / 660 lr: 2.260e-05 +2025-06-20 21:52:18,870 - INFO - Training: cls_zice: 31.23244610984252; reg_zipnll: 95.85206860686942; aux_mae_loss_1: 56.98682331609849; aux_mae_loss_2: 8.001740268845792; aux_mae_loss_4: 1.0493936594240463; cnt_loss: 4.234560079508698; +2025-06-20 21:52:18,871 - INFO - Evaluation: +Curr mae: 33.2762; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 91.9573; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1023; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:52:18,871 - INFO - Epoch: 563 / 660 lr: 2.220e-05 +2025-06-20 21:55:23,929 - INFO - Training: cls_zice: 31.80080708305909; reg_zipnll: 100.08646368796538; aux_mae_loss_1: 56.29551761377134; aux_mae_loss_2: 7.929433364794616; aux_mae_loss_4: 1.0377589891686232; cnt_loss: 4.469341942997396; +2025-06-20 21:55:23,930 - INFO - Evaluation: +Curr mae: 34.2489; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 118.5795; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1014; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:55:23,930 - INFO - Epoch: 564 / 660 lr: 2.180e-05 +2025-06-20 21:58:28,132 - INFO - Training: cls_zice: 30.197535597726436; reg_zipnll: 106.32131293132556; aux_mae_loss_1: 54.62376171519027; aux_mae_loss_2: 7.568961057227804; aux_mae_loss_4: 0.9727756019040061; cnt_loss: 4.089665311850742; +2025-06-20 21:58:28,133 - INFO - Evaluation: +Curr mae: 33.0502; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 96.2458; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1065; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 21:58:28,133 - INFO - Epoch: 565 / 660 lr: 2.140e-05 +2025-06-20 22:01:32,458 - INFO - Training: cls_zice: 31.493120324872148; reg_zipnll: 94.6171350944931; aux_mae_loss_1: 55.472980631041345; aux_mae_loss_2: 7.7659260866574575; aux_mae_loss_4: 1.010892725858483; cnt_loss: 4.505726702492157; +2025-06-20 22:01:32,459 - INFO - Evaluation: +Curr mae: 33.5803; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 91.0955; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1023; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 22:01:32,459 - INFO - Epoch: 566 / 660 lr: 2.101e-05 +2025-06-20 22:04:37,142 - INFO - Training: cls_zice: 30.08799495752949; reg_zipnll: 97.6374035519009; aux_mae_loss_1: 54.52951155959181; aux_mae_loss_2: 7.614310315458204; aux_mae_loss_4: 0.9859165510971932; cnt_loss: 3.772732421564259; +2025-06-20 22:04:37,144 - INFO - Evaluation: +Curr mae: 33.4414; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 103.8225; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1015; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 22:04:37,144 - INFO - Epoch: 567 / 660 lr: 2.062e-05 +2025-06-20 22:07:41,569 - INFO - Training: cls_zice: 32.85229465645046; reg_zipnll: 87.41898332463438; aux_mae_loss_1: 58.83329384002097; aux_mae_loss_2: 8.392271803706349; aux_mae_loss_4: 1.1367668306842869; cnt_loss: 4.881542824840791; +2025-06-20 22:07:41,570 - INFO - Evaluation: +Curr mae: 31.8978; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.6163; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0969; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 22:07:41,570 - INFO - Epoch: 568 / 660 lr: 2.024e-05 +2025-06-20 22:10:46,006 - INFO - Training: cls_zice: 30.768004065652434; reg_zipnll: 92.3320845914071; aux_mae_loss_1: 55.90794142123053; aux_mae_loss_2: 7.966665685196003; aux_mae_loss_4: 1.0545095552793275; cnt_loss: 4.132944072350131; +2025-06-20 22:10:46,008 - INFO - Evaluation: +Curr mae: 32.6641; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 93.2133; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0987; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 22:10:46,008 - INFO - Epoch: 569 / 660 lr: 1.985e-05 +2025-06-20 22:13:51,149 - INFO - Training: cls_zice: 32.23176489134527; reg_zipnll: 93.59335313909772; aux_mae_loss_1: 56.209766946905376; aux_mae_loss_2: 7.923584699783962; aux_mae_loss_4: 1.0335820279153576; cnt_loss: 4.134098669633767; +2025-06-20 22:13:51,150 - INFO - Evaluation: +Curr mae: 31.8291; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 89.2182; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0982; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 22:13:51,150 - INFO - Epoch: 570 / 660 lr: 1.947e-05 +2025-06-20 22:17:00,018 - INFO - Training: cls_zice: 32.46635221304961; reg_zipnll: 94.46167309302598; aux_mae_loss_1: 57.92769445306538; aux_mae_loss_2: 8.200071381725811; aux_mae_loss_4: 1.0888742196988936; cnt_loss: 4.559208080517296; +2025-06-20 22:17:00,020 - INFO - Evaluation: +Curr mae: 32.1519; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 92.8747; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0958; Best nae: 0.0932; 0.0947; 0.0948; 0.0951; 0.0952; + + + +2025-06-20 22:17:00,020 - INFO - Epoch: 571 / 660 lr: 1.910e-05 +2025-06-20 22:20:04,343 - INFO - Training: cls_zice: 31.290832933737562; reg_zipnll: 94.59334239371331; aux_mae_loss_1: 56.02679484301177; aux_mae_loss_2: 7.8639094510850684; aux_mae_loss_4: 1.0451926638044244; cnt_loss: 4.175553755082937; +2025-06-20 22:20:08,249 - INFO - Evaluation: +Curr mae: 32.0832; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 94.5502; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0948; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:20:08,249 - INFO - Epoch: 572 / 660 lr: 1.872e-05 +2025-06-20 22:23:13,214 - INFO - Training: cls_zice: 29.574422925557453; reg_zipnll: 95.36428763137071; aux_mae_loss_1: 54.074969502525036; aux_mae_loss_2: 7.533849497380784; aux_mae_loss_4: 0.9754046217028464; cnt_loss: 3.855593464828089; +2025-06-20 22:23:13,216 - INFO - Evaluation: +Curr mae: 33.4377; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 105.2993; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0976; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:23:13,216 - INFO - Epoch: 573 / 660 lr: 1.835e-05 +2025-06-20 22:26:18,377 - INFO - Training: cls_zice: 32.84600159353493; reg_zipnll: 93.0190444593258; aux_mae_loss_1: 57.51089091901608; aux_mae_loss_2: 8.105756411515655; aux_mae_loss_4: 1.0790939724077602; cnt_loss: 4.528080338454186; +2025-06-20 22:26:18,378 - INFO - Evaluation: +Curr mae: 33.9546; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 114.6130; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0977; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:26:18,378 - INFO - Epoch: 574 / 660 lr: 1.798e-05 +2025-06-20 22:29:23,263 - INFO - Training: cls_zice: 32.44980895496273; reg_zipnll: 89.2430309942878; aux_mae_loss_1: 57.001798117375316; aux_mae_loss_2: 7.983567518869219; aux_mae_loss_4: 1.039520866651768; cnt_loss: 4.257740542484126; +2025-06-20 22:29:23,264 - INFO - Evaluation: +Curr mae: 31.5066; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.9380; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0991; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:29:23,264 - INFO - Epoch: 575 / 660 lr: 1.762e-05 +2025-06-20 22:32:30,245 - INFO - Training: cls_zice: 31.647995263069944; reg_zipnll: 90.2015418687639; aux_mae_loss_1: 57.23021045871136; aux_mae_loss_2: 8.184903300513339; aux_mae_loss_4: 1.1091907232769964; cnt_loss: 4.834248966223783; +2025-06-20 22:32:30,246 - INFO - Evaluation: +Curr mae: 32.8093; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 107.0512; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.1001; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:32:30,246 - INFO - Epoch: 576 / 660 lr: 1.726e-05 +2025-06-20 22:35:35,574 - INFO - Training: cls_zice: 32.173741004422574; reg_zipnll: 94.49772556275512; aux_mae_loss_1: 56.37706835778636; aux_mae_loss_2: 7.855276092159104; aux_mae_loss_4: 1.022402215547917; cnt_loss: 4.1021109663122415; +2025-06-20 22:35:35,575 - INFO - Evaluation: +Curr mae: 32.4738; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 93.4272; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0993; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:35:35,575 - INFO - Epoch: 577 / 660 lr: 1.690e-05 +2025-06-20 22:38:40,069 - INFO - Training: cls_zice: 30.758774900535997; reg_zipnll: 95.2963829849557; aux_mae_loss_1: 55.593625129954674; aux_mae_loss_2: 7.851392047111051; aux_mae_loss_4: 1.0308031600667762; cnt_loss: 3.8616438917911453; +2025-06-20 22:38:40,070 - INFO - Evaluation: +Curr mae: 32.4441; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 99.0664; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0995; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:38:40,070 - INFO - Epoch: 578 / 660 lr: 1.654e-05 +2025-06-20 22:41:45,616 - INFO - Training: cls_zice: 29.29796659911966; reg_zipnll: 95.97272229378511; aux_mae_loss_1: 55.31815504108419; aux_mae_loss_2: 7.780574619923275; aux_mae_loss_4: 1.0213007031338994; cnt_loss: 3.491104871800749; +2025-06-20 22:41:45,617 - INFO - Evaluation: +Curr mae: 33.5639; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 115.2308; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0970; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:41:45,617 - INFO - Epoch: 579 / 660 lr: 1.619e-05 +2025-06-20 22:44:50,536 - INFO - Training: cls_zice: 30.956924367533244; reg_zipnll: 88.8480681956274; aux_mae_loss_1: 56.12286301198533; aux_mae_loss_2: 8.000217202083617; aux_mae_loss_4: 1.0709530707726442; cnt_loss: 4.1489402344187; +2025-06-20 22:44:50,537 - INFO - Evaluation: +Curr mae: 33.8235; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 104.0444; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0970; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:44:50,537 - INFO - Epoch: 580 / 660 lr: 1.584e-05 +2025-06-20 22:47:55,848 - INFO - Training: cls_zice: 31.149216659003173; reg_zipnll: 96.31426081988376; aux_mae_loss_1: 55.464031422046276; aux_mae_loss_2: 7.794648975670184; aux_mae_loss_4: 1.0111014875451674; cnt_loss: 3.9283762897884325; +2025-06-20 22:47:55,850 - INFO - Evaluation: +Curr mae: 33.6098; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 118.8584; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0971; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:47:55,850 - INFO - Epoch: 581 / 660 lr: 1.550e-05 +2025-06-20 22:51:02,068 - INFO - Training: cls_zice: 30.372547564209274; reg_zipnll: 98.61959135746895; aux_mae_loss_1: 54.43197874299665; aux_mae_loss_2: 7.6366208917377545; aux_mae_loss_4: 0.9882254242552276; cnt_loss: 4.05040317574626; +2025-06-20 22:51:02,069 - INFO - Evaluation: +Curr mae: 32.4426; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 101.2350; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0971; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:51:02,070 - INFO - Epoch: 582 / 660 lr: 1.516e-05 +2025-06-20 22:54:06,836 - INFO - Training: cls_zice: 32.76120725200586; reg_zipnll: 94.48585333738352; aux_mae_loss_1: 55.87888392568554; aux_mae_loss_2: 7.7465587737934145; aux_mae_loss_4: 1.0037507486067578; cnt_loss: 4.151794998688685; +2025-06-20 22:54:06,837 - INFO - Evaluation: +Curr mae: 33.1522; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 99.1676; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0976; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:54:06,837 - INFO - Epoch: 583 / 660 lr: 1.482e-05 +2025-06-20 22:57:12,253 - INFO - Training: cls_zice: 29.72012810397577; reg_zipnll: 96.41563587139689; aux_mae_loss_1: 55.957193616116875; aux_mae_loss_2: 7.886153711298131; aux_mae_loss_4: 1.0441724415629106; cnt_loss: 3.8943833738067464; +2025-06-20 22:57:12,254 - INFO - Evaluation: +Curr mae: 33.1822; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 105.9359; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0985; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 22:57:12,254 - INFO - Epoch: 584 / 660 lr: 1.448e-05 +2025-06-20 23:00:17,460 - INFO - Training: cls_zice: 31.070786770098007; reg_zipnll: 95.25631830318422; aux_mae_loss_1: 57.28487422349827; aux_mae_loss_2: 8.092439507151017; aux_mae_loss_4: 1.075934017417057; cnt_loss: 3.6926875873289253; +2025-06-20 23:00:17,461 - INFO - Evaluation: +Curr mae: 32.2110; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 97.1914; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0966; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:00:17,461 - INFO - Epoch: 585 / 660 lr: 1.415e-05 +2025-06-20 23:03:25,315 - INFO - Training: cls_zice: 30.28117137197357; reg_zipnll: 93.71035648434206; aux_mae_loss_1: 54.29594759340458; aux_mae_loss_2: 7.617175290088114; aux_mae_loss_4: 0.992754427337861; cnt_loss: 3.8395479888413435; +2025-06-20 23:03:25,316 - INFO - Evaluation: +Curr mae: 33.5180; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 105.7608; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0980; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:03:25,316 - INFO - Epoch: 586 / 660 lr: 1.382e-05 +2025-06-20 23:06:33,210 - INFO - Training: cls_zice: 32.55229840268666; reg_zipnll: 97.51083761867336; aux_mae_loss_1: 55.97759196813431; aux_mae_loss_2: 7.7683907958719605; aux_mae_loss_4: 1.0072578778227068; cnt_loss: 3.892185498019417; +2025-06-20 23:06:33,212 - INFO - Evaluation: +Curr mae: 32.4765; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 100.0297; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0968; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:06:33,212 - INFO - Epoch: 587 / 660 lr: 1.350e-05 +2025-06-20 23:09:37,505 - INFO - Training: cls_zice: 31.10465915884181; reg_zipnll: 90.30699751248396; aux_mae_loss_1: 57.714214332918885; aux_mae_loss_2: 8.212575480533443; aux_mae_loss_4: 1.0867577015989698; cnt_loss: 4.23779437834622; +2025-06-20 23:09:37,506 - INFO - Evaluation: +Curr mae: 31.5263; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 81.8624; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0978; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:09:37,506 - INFO - Epoch: 588 / 660 lr: 1.318e-05 +2025-06-20 23:12:43,681 - INFO - Training: cls_zice: 28.741348115023428; reg_zipnll: 98.30545683323878; aux_mae_loss_1: 52.77088673991226; aux_mae_loss_2: 7.351714425037943; aux_mae_loss_4: 0.9395967929559379; cnt_loss: 3.6428533195683155; +2025-06-20 23:12:43,683 - INFO - Evaluation: +Curr mae: 32.2816; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 96.8942; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0959; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:12:43,683 - INFO - Epoch: 589 / 660 lr: 1.286e-05 +2025-06-20 23:15:48,315 - INFO - Training: cls_zice: 31.500288005966148; reg_zipnll: 96.94101452766164; aux_mae_loss_1: 55.996772060051065; aux_mae_loss_2: 7.862478547966572; aux_mae_loss_4: 1.0375848842885316; cnt_loss: 3.857396093769368; +2025-06-20 23:15:48,317 - INFO - Evaluation: +Curr mae: 32.2984; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 87.2544; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0981; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:15:48,317 - INFO - Epoch: 590 / 660 lr: 1.255e-05 +2025-06-20 23:18:55,321 - INFO - Training: cls_zice: 33.58170929409391; reg_zipnll: 89.62603584966193; aux_mae_loss_1: 57.911980986901604; aux_mae_loss_2: 8.198722395308527; aux_mae_loss_4: 1.0912206753092437; cnt_loss: 4.109174150810756; +2025-06-20 23:18:55,322 - INFO - Evaluation: +Curr mae: 32.9734; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 106.3197; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0959; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:18:55,323 - INFO - Epoch: 591 / 660 lr: 1.224e-05 +2025-06-20 23:22:01,014 - INFO - Training: cls_zice: 31.982396277678042; reg_zipnll: 92.24118312649371; aux_mae_loss_1: 57.94644700224418; aux_mae_loss_2: 8.207060512969305; aux_mae_loss_4: 1.0869991861302932; cnt_loss: 4.181574993774027; +2025-06-20 23:22:01,016 - INFO - Evaluation: +Curr mae: 32.2637; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 93.8829; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0955; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:22:01,016 - INFO - Epoch: 592 / 660 lr: 1.193e-05 +2025-06-20 23:25:06,606 - INFO - Training: cls_zice: 34.03588655736575; reg_zipnll: 95.21735977329755; aux_mae_loss_1: 56.794545286418845; aux_mae_loss_2: 7.853208213967958; aux_mae_loss_4: 1.0140262552390982; cnt_loss: 3.967487172249963; +2025-06-20 23:25:06,607 - INFO - Evaluation: +Curr mae: 32.7610; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 102.3563; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0968; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:25:06,607 - INFO - Epoch: 593 / 660 lr: 1.163e-05 +2025-06-20 23:28:12,277 - INFO - Training: cls_zice: 32.711634261787395; reg_zipnll: 92.78861092908217; aux_mae_loss_1: 57.320385153924896; aux_mae_loss_2: 8.064960020290242; aux_mae_loss_4: 1.0687699553132977; cnt_loss: 4.270437926935046; +2025-06-20 23:28:12,278 - INFO - Evaluation: +Curr mae: 32.9003; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 90.4486; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0967; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:28:12,278 - INFO - Epoch: 594 / 660 lr: 1.133e-05 +2025-06-20 23:31:17,500 - INFO - Training: cls_zice: 31.441929038202243; reg_zipnll: 93.93487527254001; aux_mae_loss_1: 57.40333059698267; aux_mae_loss_2: 8.15888539469947; aux_mae_loss_4: 1.0782795612410592; cnt_loss: 3.931904329125863; +2025-06-20 23:31:17,501 - INFO - Evaluation: +Curr mae: 32.5453; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 89.3695; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0960; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:31:17,501 - INFO - Epoch: 595 / 660 lr: 1.103e-05 +2025-06-20 23:34:22,164 - INFO - Training: cls_zice: 31.92990333397315; reg_zipnll: 96.87009397080135; aux_mae_loss_1: 56.90899468203743; aux_mae_loss_2: 8.001613708572094; aux_mae_loss_4: 1.0512557820749773; cnt_loss: 3.7572399966974186; +2025-06-20 23:34:22,165 - INFO - Evaluation: +Curr mae: 33.7178; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 103.1632; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0986; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:34:22,165 - INFO - Epoch: 596 / 660 lr: 1.074e-05 +2025-06-20 23:37:27,717 - INFO - Training: cls_zice: 31.0598022885295; reg_zipnll: 86.26328510000037; aux_mae_loss_1: 56.31566548531344; aux_mae_loss_2: 7.99535457517923; aux_mae_loss_4: 1.054272966435452; cnt_loss: 3.5352253933798683; +2025-06-20 23:37:27,718 - INFO - Evaluation: +Curr mae: 31.0912; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 76.2457; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0959; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:37:27,718 - INFO - Epoch: 597 / 660 lr: 1.045e-05 +2025-06-20 23:40:32,599 - INFO - Training: cls_zice: 30.145579130951422; reg_zipnll: 90.1877753397493; aux_mae_loss_1: 56.358500350716795; aux_mae_loss_2: 8.001488582027601; aux_mae_loss_4: 1.057226341265639; cnt_loss: 3.9846727799787005; +2025-06-20 23:40:32,600 - INFO - Evaluation: +Curr mae: 32.9391; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 90.8219; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0969; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0951; + + + +2025-06-20 23:40:32,600 - INFO - Epoch: 598 / 660 lr: 1.017e-05 +2025-06-20 23:43:38,052 - INFO - Training: cls_zice: 31.042593075561033; reg_zipnll: 96.96981216273761; aux_mae_loss_1: 55.13756240486792; aux_mae_loss_2: 7.618569914969809; aux_mae_loss_4: 0.9719430779736575; cnt_loss: 3.608056977506162; +2025-06-20 23:43:41,456 - INFO - Evaluation: +Curr mae: 31.1161; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 79.9500; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0948; Best nae: 0.0932; 0.0947; 0.0948; 0.0948; 0.0948; + + + +2025-06-20 23:43:41,456 - INFO - Epoch: 599 / 660 lr: 9.890e-06 +2025-06-20 23:46:47,769 - INFO - Training: cls_zice: 33.42724544127833; reg_zipnll: 92.18562185488507; aux_mae_loss_1: 57.29352772572966; aux_mae_loss_2: 7.987452609067098; aux_mae_loss_4: 1.0393026884080205; cnt_loss: 3.804803251760478; +2025-06-20 23:46:51,126 - INFO - Evaluation: +Curr mae: 32.6337; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 95.5265; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0943; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-20 23:46:51,126 - INFO - Epoch: 600 / 660 lr: 9.614e-06 +2025-06-20 23:49:55,839 - INFO - Training: cls_zice: 31.385150300391537; reg_zipnll: 93.93066801448714; aux_mae_loss_1: 56.41572140176376; aux_mae_loss_2: 7.917462274930164; aux_mae_loss_4: 1.0248463993322268; cnt_loss: 3.5152551607638216; +2025-06-20 23:49:55,840 - INFO - Evaluation: +Curr mae: 31.6714; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 91.8532; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0953; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-20 23:50:05,389 - INFO - Epoch: 601 / 660 lr: 9.342e-06 +2025-06-20 23:53:10,065 - INFO - Training: cls_zice: 32.319482222467585; reg_zipnll: 97.57624780733359; aux_mae_loss_1: 56.56065045346944; aux_mae_loss_2: 7.816332660634598; aux_mae_loss_4: 0.997385530189101; cnt_loss: 3.5688076254487955; +2025-06-20 23:53:10,066 - INFO - Evaluation: +Curr mae: 31.7846; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 92.9393; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0970; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-20 23:53:10,066 - INFO - Epoch: 602 / 660 lr: 9.074e-06 +2025-06-20 23:56:15,000 - INFO - Training: cls_zice: 33.688875448581186; reg_zipnll: 91.34091703076595; aux_mae_loss_1: 57.940519254434385; aux_mae_loss_2: 8.181515252375664; aux_mae_loss_4: 1.0722700775742224; cnt_loss: 4.134874467601507; +2025-06-20 23:56:15,001 - INFO - Evaluation: +Curr mae: 32.1136; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 92.0412; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0980; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-20 23:56:15,001 - INFO - Epoch: 603 / 660 lr: 8.810e-06 +2025-06-20 23:59:21,195 - INFO - Training: cls_zice: 29.694142603322597; reg_zipnll: 94.14706514059425; aux_mae_loss_1: 54.925547119277915; aux_mae_loss_2: 7.71612726967868; aux_mae_loss_4: 1.0079433528806985; cnt_loss: 3.591896727949304; +2025-06-20 23:59:21,196 - INFO - Evaluation: +Curr mae: 31.6114; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.6913; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0962; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-20 23:59:21,197 - INFO - Epoch: 604 / 660 lr: 8.550e-06 +2025-06-21 00:02:30,956 - INFO - Training: cls_zice: 30.083006022330423; reg_zipnll: 92.60432295198612; aux_mae_loss_1: 54.706471481176145; aux_mae_loss_2: 7.649971004316924; aux_mae_loss_4: 1.0035366024007988; cnt_loss: 3.7369195040133434; +2025-06-21 00:02:30,957 - INFO - Evaluation: +Curr mae: 32.3452; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.7136; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0983; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:02:30,957 - INFO - Epoch: 605 / 660 lr: 8.294e-06 +2025-06-21 00:05:35,743 - INFO - Training: cls_zice: 30.79907061450739; reg_zipnll: 100.03271361181852; aux_mae_loss_1: 56.496186477053136; aux_mae_loss_2: 7.894455708084498; aux_mae_loss_4: 1.0335527457354308; cnt_loss: 3.6653315713748835; +2025-06-21 00:05:35,745 - INFO - Evaluation: +Curr mae: 31.8209; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 88.8814; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0965; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:05:35,745 - INFO - Epoch: 606 / 660 lr: 8.042e-06 +2025-06-21 00:08:41,079 - INFO - Training: cls_zice: 32.66137588032758; reg_zipnll: 97.87631728164948; aux_mae_loss_1: 56.69304151706647; aux_mae_loss_2: 7.915800781207097; aux_mae_loss_4: 1.0348789458256453; cnt_loss: 3.457365379924946; +2025-06-21 00:08:41,080 - INFO - Evaluation: +Curr mae: 32.0760; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.6959; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0957; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:08:41,080 - INFO - Epoch: 607 / 660 lr: 7.795e-06 +2025-06-21 00:11:48,201 - INFO - Training: cls_zice: 31.041989114528143; reg_zipnll: 93.90138516879634; aux_mae_loss_1: 54.54532099383043; aux_mae_loss_2: 7.555197185293261; aux_mae_loss_4: 0.9817066044381467; cnt_loss: 3.476299594867505; +2025-06-21 00:11:48,202 - INFO - Evaluation: +Curr mae: 32.3073; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 88.7700; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0987; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:11:48,202 - INFO - Epoch: 608 / 660 lr: 7.551e-06 +2025-06-21 00:14:55,532 - INFO - Training: cls_zice: 32.11687790006782; reg_zipnll: 93.57777066463676; aux_mae_loss_1: 55.77241165778937; aux_mae_loss_2: 7.794149200836613; aux_mae_loss_4: 1.0181935292819473; cnt_loss: 3.562842067876941; +2025-06-21 00:14:55,533 - INFO - Evaluation: +Curr mae: 31.3030; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 79.0266; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0987; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:14:55,533 - INFO - Epoch: 609 / 660 lr: 7.311e-06 +2025-06-21 00:18:00,848 - INFO - Training: cls_zice: 31.136821348478676; reg_zipnll: 100.5394545876275; aux_mae_loss_1: 53.7763810709387; aux_mae_loss_2: 7.444645546702309; aux_mae_loss_4: 0.9430707245299014; cnt_loss: 3.2093489289590202; +2025-06-21 00:18:00,849 - INFO - Evaluation: +Curr mae: 31.6920; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 91.0707; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0961; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:18:00,849 - INFO - Epoch: 610 / 660 lr: 7.076e-06 +2025-06-21 00:21:08,593 - INFO - Training: cls_zice: 30.074771516542203; reg_zipnll: 97.29705276832483; aux_mae_loss_1: 54.50755790082838; aux_mae_loss_2: 7.6375309492444625; aux_mae_loss_4: 0.9863347770469048; cnt_loss: 3.2052079773960505; +2025-06-21 00:21:08,594 - INFO - Evaluation: +Curr mae: 31.8278; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.9001; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0958; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:21:08,594 - INFO - Epoch: 611 / 660 lr: 6.845e-06 +2025-06-21 00:24:13,784 - INFO - Training: cls_zice: 32.27985810049855; reg_zipnll: 89.70106427160817; aux_mae_loss_1: 57.18858521763034; aux_mae_loss_2: 8.082471581535046; aux_mae_loss_4: 1.0647729303122793; cnt_loss: 3.6727449844919318; +2025-06-21 00:24:13,785 - INFO - Evaluation: +Curr mae: 31.6830; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 88.2595; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0969; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:24:13,785 - INFO - Epoch: 612 / 660 lr: 6.618e-06 +2025-06-21 00:27:19,115 - INFO - Training: cls_zice: 30.543209549279016; reg_zipnll: 94.32547598816741; aux_mae_loss_1: 55.46328516545823; aux_mae_loss_2: 7.7466825122698415; aux_mae_loss_4: 1.0021699780363658; cnt_loss: 3.566774109411975; +2025-06-21 00:27:19,116 - INFO - Evaluation: +Curr mae: 30.9980; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 77.2553; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0964; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:27:19,116 - INFO - Epoch: 613 / 660 lr: 6.395e-06 +2025-06-21 00:30:23,758 - INFO - Training: cls_zice: 30.881617093645517; reg_zipnll: 94.01462652995838; aux_mae_loss_1: 54.56154778929174; aux_mae_loss_2: 7.618413046270533; aux_mae_loss_4: 0.990887450202725; cnt_loss: 3.4194018059723787; +2025-06-21 00:30:23,759 - INFO - Evaluation: +Curr mae: 31.9356; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.0472; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0969; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:30:23,759 - INFO - Epoch: 614 / 660 lr: 6.177e-06 +2025-06-21 00:33:28,326 - INFO - Training: cls_zice: 31.202143048872372; reg_zipnll: 91.43885054257352; aux_mae_loss_1: 56.24819546187138; aux_mae_loss_2: 7.947691502485299; aux_mae_loss_4: 1.0550693921687364; cnt_loss: 3.714940107880031; +2025-06-21 00:33:28,327 - INFO - Evaluation: +Curr mae: 31.5933; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 87.4524; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0967; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:33:28,327 - INFO - Epoch: 615 / 660 lr: 5.962e-06 +2025-06-21 00:36:33,400 - INFO - Training: cls_zice: 31.309328738130763; reg_zipnll: 94.87199838241146; aux_mae_loss_1: 55.45117019319902; aux_mae_loss_2: 7.7264014111692925; aux_mae_loss_4: 0.9981687239402364; cnt_loss: 3.271836282125169; +2025-06-21 00:36:33,401 - INFO - Evaluation: +Curr mae: 31.9527; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 87.4794; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0956; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:36:33,401 - INFO - Epoch: 616 / 660 lr: 5.753e-06 +2025-06-21 00:39:38,691 - INFO - Training: cls_zice: 30.21507377849753; reg_zipnll: 93.6903135917487; aux_mae_loss_1: 54.48933662424357; aux_mae_loss_2: 7.634176899044556; aux_mae_loss_4: 0.9888911038483936; cnt_loss: 3.1287922944998066; +2025-06-21 00:39:38,693 - INFO - Evaluation: +Curr mae: 31.9646; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 89.5876; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0961; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:39:38,693 - INFO - Epoch: 617 / 660 lr: 5.547e-06 +2025-06-21 00:42:43,334 - INFO - Training: cls_zice: 30.236774433547858; reg_zipnll: 96.90780823763967; aux_mae_loss_1: 53.933756375986995; aux_mae_loss_2: 7.470815725682021; aux_mae_loss_4: 0.9608341662696823; cnt_loss: 3.2822318632529144; +2025-06-21 00:42:43,335 - INFO - Evaluation: +Curr mae: 32.2044; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.9415; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0966; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:42:43,336 - INFO - Epoch: 618 / 660 lr: 5.346e-06 +2025-06-21 00:45:48,655 - INFO - Training: cls_zice: 29.952786068913255; reg_zipnll: 96.70569367886816; aux_mae_loss_1: 53.99024212452317; aux_mae_loss_2: 7.523614710891155; aux_mae_loss_4: 0.9670637491659517; cnt_loss: 3.6008013643918124; +2025-06-21 00:45:48,657 - INFO - Evaluation: +Curr mae: 31.7476; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.1517; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0975; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:45:48,657 - INFO - Epoch: 619 / 660 lr: 5.149e-06 +2025-06-21 00:48:53,765 - INFO - Training: cls_zice: 30.719284705913466; reg_zipnll: 93.53542480861007; aux_mae_loss_1: 55.82254919356123; aux_mae_loss_2: 7.764439341648073; aux_mae_loss_4: 1.0075713522674798; cnt_loss: 3.4926840753359167; +2025-06-21 00:48:53,767 - INFO - Evaluation: +Curr mae: 32.1034; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.9583; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0956; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:48:53,767 - INFO - Epoch: 620 / 660 lr: 4.956e-06 +2025-06-21 00:51:58,342 - INFO - Training: cls_zice: 30.383721479183603; reg_zipnll: 93.1286487726442; aux_mae_loss_1: 54.53349855565167; aux_mae_loss_2: 7.577312116144862; aux_mae_loss_4: 0.964338835223475; cnt_loss: 3.116723601723085; +2025-06-21 00:51:58,343 - INFO - Evaluation: +Curr mae: 31.2622; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 80.0551; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0953; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:51:58,343 - INFO - Epoch: 621 / 660 lr: 4.768e-06 +2025-06-21 00:55:02,895 - INFO - Training: cls_zice: 31.588111352989483; reg_zipnll: 95.35763976629106; aux_mae_loss_1: 55.24779254795653; aux_mae_loss_2: 7.662057525547733; aux_mae_loss_4: 0.9936225763438293; cnt_loss: 3.4386801160393152; +2025-06-21 00:55:02,896 - INFO - Evaluation: +Curr mae: 31.6750; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.6364; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0967; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:55:02,896 - INFO - Epoch: 622 / 660 lr: 4.584e-06 +2025-06-21 00:58:07,729 - INFO - Training: cls_zice: 32.99535246672238; reg_zipnll: 87.64054581561248; aux_mae_loss_1: 57.18800561532263; aux_mae_loss_2: 8.096254855470976; aux_mae_loss_4: 1.0785157239605652; cnt_loss: 3.7339926405323807; +2025-06-21 00:58:07,730 - INFO - Evaluation: +Curr mae: 31.4293; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 82.0235; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0970; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 00:58:07,730 - INFO - Epoch: 623 / 660 lr: 4.405e-06 +2025-06-21 01:01:12,793 - INFO - Training: cls_zice: 32.86089168508133; reg_zipnll: 91.09073763212385; aux_mae_loss_1: 57.548863877980445; aux_mae_loss_2: 8.18380242386943; aux_mae_loss_4: 1.1005282715192797; cnt_loss: 3.5859994183086186; +2025-06-21 01:01:12,794 - INFO - Evaluation: +Curr mae: 31.2840; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 82.4284; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0965; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:01:12,794 - INFO - Epoch: 624 / 660 lr: 4.230e-06 +2025-06-21 01:04:17,697 - INFO - Training: cls_zice: 32.1250804805204; reg_zipnll: 97.16873985574914; aux_mae_loss_1: 55.05089574362747; aux_mae_loss_2: 7.578260258261526; aux_mae_loss_4: 0.9619991772815317; cnt_loss: 3.3004318697133836; +2025-06-21 01:04:17,699 - INFO - Evaluation: +Curr mae: 31.7891; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 81.7439; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0950; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:04:17,699 - INFO - Epoch: 625 / 660 lr: 4.060e-06 +2025-06-21 01:07:22,837 - INFO - Training: cls_zice: 31.911214222868182; reg_zipnll: 92.6873588218787; aux_mae_loss_1: 56.42821166080191; aux_mae_loss_2: 7.898740770271321; aux_mae_loss_4: 1.0228286879304749; cnt_loss: 3.2995839341900344; +2025-06-21 01:07:22,838 - INFO - Evaluation: +Curr mae: 32.3954; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 90.8499; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0951; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:07:22,838 - INFO - Epoch: 626 / 660 lr: 3.894e-06 +2025-06-21 01:10:27,782 - INFO - Training: cls_zice: 31.542499328985006; reg_zipnll: 92.23347210332483; aux_mae_loss_1: 55.537359066058556; aux_mae_loss_2: 7.757880823164795; aux_mae_loss_4: 1.0125990531821485; cnt_loss: 3.449720238965091; +2025-06-21 01:10:27,783 - INFO - Evaluation: +Curr mae: 31.9987; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.1806; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0966; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:10:27,783 - INFO - Epoch: 627 / 660 lr: 3.732e-06 +2025-06-21 01:13:32,498 - INFO - Training: cls_zice: 30.26484666351028; reg_zipnll: 96.59708377665297; aux_mae_loss_1: 53.81920246109558; aux_mae_loss_2: 7.429426184043786; aux_mae_loss_4: 0.9315088253975834; cnt_loss: 3.232174154074149; +2025-06-21 01:13:32,499 - INFO - Evaluation: +Curr mae: 31.2327; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 80.4242; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0967; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:13:32,500 - INFO - Epoch: 628 / 660 lr: 3.575e-06 +2025-06-21 01:16:39,389 - INFO - Training: cls_zice: 31.921050200157424; reg_zipnll: 89.2355228978135; aux_mae_loss_1: 56.649211631029615; aux_mae_loss_2: 7.9774168548976245; aux_mae_loss_4: 1.049966995812627; cnt_loss: 3.7152232732288635; +2025-06-21 01:16:39,390 - INFO - Evaluation: +Curr mae: 31.7476; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.9387; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0973; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:16:39,390 - INFO - Epoch: 629 / 660 lr: 3.423e-06 +2025-06-21 01:19:45,149 - INFO - Training: cls_zice: 32.79892019100085; reg_zipnll: 95.27432465982315; aux_mae_loss_1: 54.961247755506655; aux_mae_loss_2: 7.595269737329459; aux_mae_loss_4: 0.9679913652969816; cnt_loss: 3.3819873989930804; +2025-06-21 01:19:45,150 - INFO - Evaluation: +Curr mae: 32.1243; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 88.9857; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0966; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:19:45,150 - INFO - Epoch: 630 / 660 lr: 3.275e-06 +2025-06-21 01:22:50,358 - INFO - Training: cls_zice: 31.180977533516355; reg_zipnll: 91.19576277401883; aux_mae_loss_1: 54.62973932864427; aux_mae_loss_2: 7.623144062748299; aux_mae_loss_4: 1.00319656525717; cnt_loss: 3.2796233829235355; +2025-06-21 01:22:50,359 - INFO - Evaluation: +Curr mae: 31.4255; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 80.7509; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0968; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:22:50,359 - INFO - Epoch: 631 / 660 lr: 3.131e-06 +2025-06-21 01:25:54,670 - INFO - Training: cls_zice: 30.200903353049085; reg_zipnll: 84.14816448192057; aux_mae_loss_1: 56.91470537823086; aux_mae_loss_2: 8.113875070696931; aux_mae_loss_4: 1.0916964170022612; cnt_loss: 3.4926915319689136; +2025-06-21 01:25:54,671 - INFO - Evaluation: +Curr mae: 31.8181; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.1167; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0973; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:25:54,672 - INFO - Epoch: 632 / 660 lr: 2.993e-06 +2025-06-21 01:28:59,159 - INFO - Training: cls_zice: 31.77875413092519; reg_zipnll: 89.49797829380378; aux_mae_loss_1: 57.06777608057527; aux_mae_loss_2: 8.027274974360871; aux_mae_loss_4: 1.064480598470086; cnt_loss: 3.64135960771063; +2025-06-21 01:28:59,160 - INFO - Evaluation: +Curr mae: 32.1449; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 88.1895; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0963; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:28:59,160 - INFO - Epoch: 633 / 660 lr: 2.858e-06 +2025-06-21 01:32:07,341 - INFO - Training: cls_zice: 31.818672862181625; reg_zipnll: 94.72068876840154; aux_mae_loss_1: 55.627561066634854; aux_mae_loss_2: 7.714723722180854; aux_mae_loss_4: 0.9874285986038897; cnt_loss: 3.335260128262417; +2025-06-21 01:32:07,342 - INFO - Evaluation: +Curr mae: 31.0992; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 80.7957; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0966; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:32:07,342 - INFO - Epoch: 634 / 660 lr: 2.729e-06 +2025-06-21 01:35:12,664 - INFO - Training: cls_zice: 30.492359274725374; reg_zipnll: 94.16886614772532; aux_mae_loss_1: 55.25315961310673; aux_mae_loss_2: 7.783792114809423; aux_mae_loss_4: 1.0205511876542341; cnt_loss: 3.744861448485318; +2025-06-21 01:35:12,665 - INFO - Evaluation: +Curr mae: 31.7123; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.3234; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0973; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:35:12,665 - INFO - Epoch: 635 / 660 lr: 2.604e-06 +2025-06-21 01:38:19,337 - INFO - Training: cls_zice: 32.16217140393729; reg_zipnll: 94.98064569703718; aux_mae_loss_1: 57.04835111010044; aux_mae_loss_2: 7.979200923963806; aux_mae_loss_4: 1.0410239095093352; cnt_loss: 3.9646770223247363; +2025-06-21 01:38:19,338 - INFO - Evaluation: +Curr mae: 31.7036; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.2562; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0973; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:38:19,338 - INFO - Epoch: 636 / 660 lr: 2.483e-06 +2025-06-21 01:41:24,026 - INFO - Training: cls_zice: 30.979691902515516; reg_zipnll: 97.74734265883968; aux_mae_loss_1: 55.5008541918659; aux_mae_loss_2: 7.738641555787359; aux_mae_loss_4: 1.0048531780742433; cnt_loss: 3.3495293660304846; +2025-06-21 01:41:24,027 - INFO - Evaluation: +Curr mae: 32.3665; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 89.6405; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0963; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:41:24,027 - INFO - Epoch: 637 / 660 lr: 2.368e-06 +2025-06-21 01:44:28,672 - INFO - Training: cls_zice: 30.234265165571074; reg_zipnll: 97.25787731553105; aux_mae_loss_1: 54.704393069357984; aux_mae_loss_2: 7.6273009443037925; aux_mae_loss_4: 0.9829478907592806; cnt_loss: 3.417415353740089; +2025-06-21 01:44:28,673 - INFO - Evaluation: +Curr mae: 31.6501; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.9921; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0972; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:44:28,673 - INFO - Epoch: 638 / 660 lr: 2.257e-06 +2025-06-21 01:47:34,766 - INFO - Training: cls_zice: 31.028917326259123; reg_zipnll: 96.79482293435417; aux_mae_loss_1: 54.76807876724204; aux_mae_loss_2: 7.621760391943865; aux_mae_loss_4: 0.976645791208836; cnt_loss: 3.4502915148563433; +2025-06-21 01:47:34,767 - INFO - Evaluation: +Curr mae: 31.4536; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.3520; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0963; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:47:34,767 - INFO - Epoch: 639 / 660 lr: 2.150e-06 +2025-06-21 01:50:39,456 - INFO - Training: cls_zice: 29.764926307765254; reg_zipnll: 94.91312879155412; aux_mae_loss_1: 54.83399336258366; aux_mae_loss_2: 7.749351611557228; aux_mae_loss_4: 1.0208221687468435; cnt_loss: 3.2654785919924936; +2025-06-21 01:50:39,457 - INFO - Evaluation: +Curr mae: 31.9270; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.2273; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0953; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:50:39,457 - INFO - Epoch: 640 / 660 lr: 2.048e-06 +2025-06-21 01:53:44,620 - INFO - Training: cls_zice: 34.19357164954925; reg_zipnll: 95.56309754928158; aux_mae_loss_1: 56.587520979364; aux_mae_loss_2: 7.808560501333987; aux_mae_loss_4: 0.9955129132709037; cnt_loss: 3.3044634589346025; +2025-06-21 01:53:44,621 - INFO - Evaluation: +Curr mae: 31.8341; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.4574; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0960; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:53:44,621 - INFO - Epoch: 641 / 660 lr: 1.951e-06 +2025-06-21 01:56:50,040 - INFO - Training: cls_zice: 31.036687777863676; reg_zipnll: 93.83914818800507; aux_mae_loss_1: 54.42183495058192; aux_mae_loss_2: 7.5792372487964235; aux_mae_loss_4: 0.9746744161457359; cnt_loss: 3.2595305350874875; +2025-06-21 01:56:50,041 - INFO - Evaluation: +Curr mae: 31.6103; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 82.6909; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0964; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:56:50,041 - INFO - Epoch: 642 / 660 lr: 1.859e-06 +2025-06-21 01:59:56,670 - INFO - Training: cls_zice: 31.547318338658325; reg_zipnll: 94.80867009788062; aux_mae_loss_1: 55.623289434339824; aux_mae_loss_2: 7.738777228063666; aux_mae_loss_4: 1.0009428555753972; cnt_loss: 3.1546110431148953; +2025-06-21 01:59:56,672 - INFO - Evaluation: +Curr mae: 32.0505; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 87.8850; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0965; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 01:59:56,672 - INFO - Epoch: 643 / 660 lr: 1.771e-06 +2025-06-21 02:03:01,269 - INFO - Training: cls_zice: 31.990697786480112; reg_zipnll: 90.12555233188031; aux_mae_loss_1: 57.470353452589336; aux_mae_loss_2: 8.135483567389853; aux_mae_loss_4: 1.0817578258160454; cnt_loss: 3.4656095005246237; +2025-06-21 02:03:01,270 - INFO - Evaluation: +Curr mae: 32.0470; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.5324; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0962; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:03:01,270 - INFO - Epoch: 644 / 660 lr: 1.688e-06 +2025-06-21 02:06:06,771 - INFO - Training: cls_zice: 32.23144913554805; reg_zipnll: 91.12644224485578; aux_mae_loss_1: 57.86281789176568; aux_mae_loss_2: 8.167148668232798; aux_mae_loss_4: 1.077835480455108; cnt_loss: 3.350218326159798; +2025-06-21 02:06:06,772 - INFO - Evaluation: +Curr mae: 31.7232; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.3050; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0957; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:06:06,772 - INFO - Epoch: 645 / 660 lr: 1.609e-06 +2025-06-21 02:09:11,350 - INFO - Training: cls_zice: 29.968591241802837; reg_zipnll: 96.84676785089056; aux_mae_loss_1: 53.80941832280098; aux_mae_loss_2: 7.480379324952251; aux_mae_loss_4: 0.9562221663048763; cnt_loss: 3.0847235633812096; +2025-06-21 02:09:11,351 - INFO - Evaluation: +Curr mae: 31.7546; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.4703; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0958; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:09:11,351 - INFO - Epoch: 646 / 660 lr: 1.536e-06 +2025-06-21 02:12:15,963 - INFO - Training: cls_zice: 31.101774610330022; reg_zipnll: 91.54252829343311; aux_mae_loss_1: 55.46743224764238; aux_mae_loss_2: 7.7815922579912415; aux_mae_loss_4: 1.0136489268670046; cnt_loss: 3.019427946493374; +2025-06-21 02:12:15,964 - INFO - Evaluation: +Curr mae: 31.7905; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.8737; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0960; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:12:15,964 - INFO - Epoch: 647 / 660 lr: 1.467e-06 +2025-06-21 02:15:21,083 - INFO - Training: cls_zice: 32.05291744093662; reg_zipnll: 92.90574471441823; aux_mae_loss_1: 56.468035878129974; aux_mae_loss_2: 7.947143758323934; aux_mae_loss_4: 1.0452050093015546; cnt_loss: 3.2555232912225405; +2025-06-21 02:15:21,084 - INFO - Evaluation: +Curr mae: 31.6885; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.7525; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0956; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:15:21,084 - INFO - Epoch: 648 / 660 lr: 1.403e-06 +2025-06-21 02:18:25,932 - INFO - Training: cls_zice: 30.883754716204493; reg_zipnll: 90.10519384418478; aux_mae_loss_1: 55.28512225359449; aux_mae_loss_2: 7.760486976652954; aux_mae_loss_4: 0.9951608778769988; cnt_loss: 3.0842300039024155; +2025-06-21 02:18:25,933 - INFO - Evaluation: +Curr mae: 31.9143; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.2678; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0957; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:18:25,933 - INFO - Epoch: 649 / 660 lr: 1.343e-06 +2025-06-21 02:21:31,575 - INFO - Training: cls_zice: 33.87414348772835; reg_zipnll: 91.46027489738171; aux_mae_loss_1: 56.19951600464573; aux_mae_loss_2: 7.822650627795713; aux_mae_loss_4: 1.0039828987002066; cnt_loss: 3.0094003373982052; +2025-06-21 02:21:31,576 - INFO - Evaluation: +Curr mae: 31.5353; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.0335; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0956; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:21:31,576 - INFO - Epoch: 650 / 660 lr: 1.288e-06 +2025-06-21 02:24:36,412 - INFO - Training: cls_zice: 30.064016440916795; reg_zipnll: 99.18037252990017; aux_mae_loss_1: 53.94152552548288; aux_mae_loss_2: 7.439008149205872; aux_mae_loss_4: 0.9449474621937637; cnt_loss: 2.997781708645024; +2025-06-21 02:24:36,413 - INFO - Evaluation: +Curr mae: 31.7803; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.8844; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0958; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:24:45,545 - INFO - Epoch: 651 / 660 lr: 1.238e-06 +2025-06-21 02:27:50,660 - INFO - Training: cls_zice: 33.00635080449379; reg_zipnll: 98.27709116604764; aux_mae_loss_1: 57.15073165305169; aux_mae_loss_2: 8.033976449145143; aux_mae_loss_4: 1.0546881583325354; cnt_loss: 3.369583909952855; +2025-06-21 02:27:50,661 - INFO - Evaluation: +Curr mae: 31.6821; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 84.9481; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0961; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:27:50,661 - INFO - Epoch: 652 / 660 lr: 1.193e-06 +2025-06-21 02:30:55,727 - INFO - Training: cls_zice: 31.988437304804748; reg_zipnll: 90.72613121856455; aux_mae_loss_1: 57.17700585362844; aux_mae_loss_2: 8.08997293640225; aux_mae_loss_4: 1.079755249971902; cnt_loss: 3.5737417054513427; +2025-06-21 02:30:55,728 - INFO - Evaluation: +Curr mae: 31.4862; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 81.9940; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0962; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:30:55,728 - INFO - Epoch: 653 / 660 lr: 1.153e-06 +2025-06-21 02:34:00,590 - INFO - Training: cls_zice: 32.50541056541769; reg_zipnll: 94.05611966875954; aux_mae_loss_1: 56.99305438627621; aux_mae_loss_2: 7.988099057141184; aux_mae_loss_4: 1.0470302038680006; cnt_loss: 3.2783760318872557; +2025-06-21 02:34:00,617 - INFO - Evaluation: +Curr mae: 32.0502; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 86.9788; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0967; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:34:00,617 - INFO - Epoch: 654 / 660 lr: 1.117e-06 +2025-06-21 02:37:05,703 - INFO - Training: cls_zice: 31.75289798085518; reg_zipnll: 93.85009245884756; aux_mae_loss_1: 55.843996336037215; aux_mae_loss_2: 7.827905005844822; aux_mae_loss_4: 1.028459131602763; cnt_loss: 3.213998575137023; +2025-06-21 02:37:05,704 - INFO - Evaluation: +Curr mae: 32.1497; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 87.5755; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0961; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:37:05,704 - INFO - Epoch: 655 / 660 lr: 1.086e-06 +2025-06-21 02:40:10,013 - INFO - Training: cls_zice: 30.69606083723451; reg_zipnll: 97.02879533056735; aux_mae_loss_1: 55.04128257780884; aux_mae_loss_2: 7.722501392229663; aux_mae_loss_4: 1.0019870098191852; cnt_loss: 3.2173621921505595; +2025-06-21 02:40:10,015 - INFO - Evaluation: +Curr mae: 31.6840; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.2160; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0962; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:40:10,015 - INFO - Epoch: 656 / 660 lr: 1.060e-06 +2025-06-21 02:43:15,082 - INFO - Training: cls_zice: 29.616619182544685; reg_zipnll: 93.32970010222996; aux_mae_loss_1: 54.73428949047177; aux_mae_loss_2: 7.677899789687601; aux_mae_loss_4: 1.0002714312398342; cnt_loss: 3.584049654573892; +2025-06-21 02:43:15,083 - INFO - Evaluation: +Curr mae: 31.8995; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.9617; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0963; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:43:15,083 - INFO - Epoch: 657 / 660 lr: 1.038e-06 +2025-06-21 02:46:19,755 - INFO - Training: cls_zice: 32.00155578419604; reg_zipnll: 92.90494052916382; aux_mae_loss_1: 56.40730863365232; aux_mae_loss_2: 7.912680061127042; aux_mae_loss_4: 1.0442213381623855; cnt_loss: 3.3868166397500468; +2025-06-21 02:46:19,756 - INFO - Evaluation: +Curr mae: 31.9067; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.5094; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0964; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:46:19,756 - INFO - Epoch: 658 / 660 lr: 1.021e-06 +2025-06-21 02:49:24,944 - INFO - Training: cls_zice: 31.070782525680364; reg_zipnll: 91.56833244411989; aux_mae_loss_1: 55.4272212614437; aux_mae_loss_2: 7.727407313864151; aux_mae_loss_4: 0.9937160773954539; cnt_loss: 3.3248829207260995; +2025-06-21 02:49:24,946 - INFO - Evaluation: +Curr mae: 31.6341; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 81.0924; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0965; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:49:24,946 - INFO - Epoch: 659 / 660 lr: 1.010e-06 +2025-06-21 02:52:29,471 - INFO - Training: cls_zice: 31.59222522879781; reg_zipnll: 91.81793606863536; aux_mae_loss_1: 55.86194419002778; aux_mae_loss_2: 7.85192704614453; aux_mae_loss_4: 1.0183760992090929; cnt_loss: 3.3595306422456064; +2025-06-21 02:52:29,472 - INFO - Evaluation: +Curr mae: 31.7583; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 83.0395; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0968; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + + +2025-06-21 02:52:29,472 - INFO - Epoch: 660 / 660 lr: 1.002e-06 +2025-06-21 02:55:34,491 - INFO - Training: cls_zice: 31.66960438557333; reg_zipnll: 85.88846384161236; aux_mae_loss_1: 57.498115870517445; aux_mae_loss_2: 8.168623806271883; aux_mae_loss_4: 1.0939253333639976; cnt_loss: 3.83308059436803; +2025-06-21 02:55:34,493 - INFO - Evaluation: +Curr mae: 31.9820; Best mae: 28.9508; 29.3224; 29.6930; 29.8393; 29.9575; +Curr rmse: 85.4790; Best rmse: 64.8478; 66.7181; 67.6831; 68.0159; 68.1287; +Curr nae: 0.0965; Best nae: 0.0932; 0.0943; 0.0947; 0.0948; 0.0948; + + +