diff --git "a/checkpoints/shb/best_nae.log" "b/checkpoints/shb/best_nae.log" new file mode 100644--- /dev/null +++ "b/checkpoints/shb/best_nae.log" @@ -0,0 +1,11288 @@ +2025-07-01 16:55:28,300 - INFO - model_name : CLIP_MobileCLIP_S1 +block_size : 32 +clip_weight_name: datacompdr +norm : none +act : none +num_vpt : None +vpt_drop : None +adapter : False +adapter_reduction: None +lora : False +lora_rank : None +lora_alpha : None +lora_dropout : None +dataset : shb +in_memory_dataset: False +input_size : 448 +batch_size : 8 +num_crops : 1 +aug_min_scale : 0.75 +aug_max_scale : 2.5 +aug_brightness : 0.15 +aug_contrast : 0.15 +aug_saturation : 0.1 +aug_hue : 0.0 +aug_kernel_size: None +aug_saltiness : 0.001 +aug_spiciness : 0.001 +aug_blur_prob : 0.0 +sliding_window : False +stride : 448 +max_input_size : 4096 +max_num_windows: 64 +resize_to_multiple: False +reg_loss : zipnll +aux_loss : msmae +weight_cls : 1.0 +weight_reg : 1.0 +weight_aux : 0.025 +numItermax : None +regularization : None +scales : [1, 2] +min_scale_weight: 0.0 +max_scale_weight: 1.0 +alpha : 0.5 +optimizer : adam +lr : 0.0001 +vpt_lr : None +adapter_lr : None +lora_lr : None +backbone_lr : 0.0001 +weight_decay : 0.0001 +vpt_weight_decay: None +adapter_weight_decay: None +lora_weight_decay: None +backbone_weight_decay: 0.0001 +scheduler : cos_restarts +warmup_epochs : 25 +warmup_lr : 1e-05 +eta_min : 1e-06 +gamma : None +step_size : None +T_0 : 5 +T_mult : 2 +T_max : None +ckpt_dir_name : ebc_s_32_448x1_msmae_1_2 +total_epochs : 1300 +eval_start : 100 +eval_freq : 0.25 +save_freq : 50 +save_best_k : 5 +amp : True +num_workers : 6 +local_rank : 0 +seed : 42 +nprocs : 1 +ckpt_dir : /home/yiming/Code/CLIP-EBC-Dev/checkpoints/shb/ebc_s_32_448x1_msmae_1_2 +bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, 9.0), (10.0, 10.0), (11.0, 11.0), (12.0, 12.0), (13.0, 13.0), (14.0, 14.0), (15.0, 16.0), (17.0, 18.0), (19.0, 20.0), (21.0, 23.0), (24.0, inf)] +bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.429900076863952, 17.432660157817306, 19.44041237113402, 21.85593014795052, 26.03846153846154] +bin_counts : [265135522, 20054326, 4219708, 1561515, 730071, 382477, 224559, 137037, 88156, 58687, 40153, 27989, 19367, 13555, 10126, 13010, 7477, 4850, 4123, 3692] +2025-07-01 16:55:28,301 - INFO - Total parameters: 33,603,842 +Trainable parameters: 33,603,842 +Non-trainable parameters: 0 + +2025-07-01 16:55:28,303 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 +2025-07-01 16:55:37,640 - INFO - Training: cls_zice: 82.25358085632324; reg_zipnll: 251.05634704589843; aux_mae_loss_1: 603.7910897827148; aux_mae_loss_2: 147.82209686279296; cnt_loss: 555.4480297851562; + + +2025-07-01 16:55:37,640 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 +2025-07-01 16:55:45,975 - INFO - Training: cls_zice: 55.600759735107424; reg_zipnll: 100.87150985717773; aux_mae_loss_1: 103.29466827392578; aux_mae_loss_2: 21.364383087158203; cnt_loss: 51.6761946105957; + + +2025-07-01 16:55:45,976 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 +2025-07-01 16:55:54,342 - INFO - Training: cls_zice: 39.653014755249025; reg_zipnll: 60.544326305389404; aux_mae_loss_1: 74.13005340576171; aux_mae_loss_2: 13.96343105316162; cnt_loss: 31.41354740142822; + + +2025-07-01 16:55:54,342 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 +2025-07-01 16:56:02,733 - INFO - Training: cls_zice: 37.88655746459961; reg_zipnll: 47.32209323883057; aux_mae_loss_1: 65.00491012573242; aux_mae_loss_2: 12.054427795410156; cnt_loss: 28.053206424713135; + + +2025-07-01 16:56:02,734 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 +2025-07-01 16:56:11,501 - INFO - Training: cls_zice: 36.43229331970215; reg_zipnll: 48.257146492004395; aux_mae_loss_1: 58.00113265991211; aux_mae_loss_2: 10.442954750061036; cnt_loss: 23.649670238494874; + + +2025-07-01 16:56:11,501 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 +2025-07-01 16:56:19,845 - INFO - Training: cls_zice: 32.69822227478027; reg_zipnll: 37.642294025421144; aux_mae_loss_1: 51.046064910888674; aux_mae_loss_2: 8.9968394947052; cnt_loss: 18.82895082473755; + + +2025-07-01 16:56:19,845 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 +2025-07-01 16:56:28,446 - INFO - Training: cls_zice: 32.39696907043457; reg_zipnll: 33.076371631622315; aux_mae_loss_1: 48.12320819854736; aux_mae_loss_2: 8.502476444244385; cnt_loss: 18.08213855743408; + + +2025-07-01 16:56:28,446 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 +2025-07-01 16:56:36,869 - INFO - Training: cls_zice: 32.34852394104004; reg_zipnll: 29.657841701507568; aux_mae_loss_1: 46.83157600402832; aux_mae_loss_2: 8.215802545547485; cnt_loss: 17.790042963027954; + + +2025-07-01 16:56:36,870 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 +2025-07-01 16:56:45,332 - INFO - Training: cls_zice: 31.694600067138673; reg_zipnll: 25.971245059967043; aux_mae_loss_1: 45.84616226196289; aux_mae_loss_2: 7.90383083820343; cnt_loss: 15.699866924285889; + + +2025-07-01 16:56:45,333 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 +2025-07-01 16:56:53,825 - INFO - Training: cls_zice: 32.94346488952637; reg_zipnll: 24.274019746780397; aux_mae_loss_1: 47.17442695617676; aux_mae_loss_2: 8.312433080673218; cnt_loss: 17.876113958358765; + + +2025-07-01 16:56:53,825 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 +2025-07-01 16:57:02,281 - INFO - Training: cls_zice: 30.284496154785156; reg_zipnll: 22.923847408294677; aux_mae_loss_1: 41.92263206481934; aux_mae_loss_2: 7.141633586883545; cnt_loss: 14.149164400100709; + + +2025-07-01 16:57:02,282 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 +2025-07-01 16:57:10,733 - INFO - Training: cls_zice: 29.66608383178711; reg_zipnll: 22.296042222976684; aux_mae_loss_1: 41.80129405975342; aux_mae_loss_2: 7.539910345077515; cnt_loss: 17.512927532196045; + + +2025-07-01 16:57:10,733 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 +2025-07-01 16:57:19,169 - INFO - Training: cls_zice: 30.810677375793457; reg_zipnll: 20.82528880119324; aux_mae_loss_1: 41.707222595214844; aux_mae_loss_2: 7.391643905639649; cnt_loss: 15.775434455871583; + + +2025-07-01 16:57:19,170 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 +2025-07-01 16:57:27,765 - INFO - Training: cls_zice: 28.19628433227539; reg_zipnll: 22.67788381576538; aux_mae_loss_1: 37.36141712188721; aux_mae_loss_2: 6.372408494949341; cnt_loss: 13.718163738250732; + + +2025-07-01 16:57:27,766 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 +2025-07-01 16:57:36,208 - INFO - Training: cls_zice: 28.4102458190918; reg_zipnll: 15.393622088432313; aux_mae_loss_1: 38.21248859405517; aux_mae_loss_2: 6.667015027999878; cnt_loss: 13.608175840377807; + + +2025-07-01 16:57:36,208 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 +2025-07-01 16:57:45,299 - INFO - Training: cls_zice: 28.67370002746582; reg_zipnll: 16.128958730697633; aux_mae_loss_1: 38.17178508758545; aux_mae_loss_2: 6.74325156211853; cnt_loss: 15.12875699043274; + + +2025-07-01 16:57:45,299 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 +2025-07-01 16:57:53,673 - INFO - Training: cls_zice: 28.706381912231446; reg_zipnll: 14.43139699935913; aux_mae_loss_1: 38.229660263061525; aux_mae_loss_2: 6.7546949243545535; cnt_loss: 14.81802451133728; + + +2025-07-01 16:57:53,673 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 +2025-07-01 16:58:02,099 - INFO - Training: cls_zice: 27.236870918273926; reg_zipnll: 14.863677043914794; aux_mae_loss_1: 36.77756660461426; aux_mae_loss_2: 6.511122512817383; cnt_loss: 14.090777454376221; + + +2025-07-01 16:58:02,099 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 +2025-07-01 16:58:10,565 - INFO - Training: cls_zice: 28.330786991119385; reg_zipnll: 16.009769630432128; aux_mae_loss_1: 37.22878410339356; aux_mae_loss_2: 6.494985842704773; cnt_loss: 14.358301830291747; + + +2025-07-01 16:58:10,565 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 +2025-07-01 16:58:18,978 - INFO - Training: cls_zice: 27.556119918823242; reg_zipnll: 17.06819568634033; aux_mae_loss_1: 34.809080047607424; aux_mae_loss_2: 5.946807208061219; cnt_loss: 12.269447379112243; + + +2025-07-01 16:58:18,978 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 +2025-07-01 16:58:27,537 - INFO - Training: cls_zice: 28.157298469543456; reg_zipnll: 10.497220106124878; aux_mae_loss_1: 36.966585121154786; aux_mae_loss_2: 6.464042973518372; cnt_loss: 13.776533155441284; + + +2025-07-01 16:58:27,538 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 +2025-07-01 16:58:36,355 - INFO - Training: cls_zice: 26.957975921630858; reg_zipnll: 16.527891416549682; aux_mae_loss_1: 33.50156730651855; aux_mae_loss_2: 5.759454183578491; cnt_loss: 11.325373878479004; + + +2025-07-01 16:58:36,355 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 +2025-07-01 16:58:44,816 - INFO - Training: cls_zice: 27.870866317749023; reg_zipnll: 14.356647415161133; aux_mae_loss_1: 34.3394387626648; aux_mae_loss_2: 5.908787779808044; cnt_loss: 12.131292858123778; + + +2025-07-01 16:58:44,817 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 +2025-07-01 16:58:53,353 - INFO - Training: cls_zice: 29.11933364868164; reg_zipnll: 8.792418050765992; aux_mae_loss_1: 36.18960609436035; aux_mae_loss_2: 6.512374181747436; cnt_loss: 15.09306655883789; + + +2025-07-01 16:58:53,354 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 +2025-07-01 16:59:01,862 - INFO - Training: cls_zice: 28.29611328125; reg_zipnll: 7.636400508880615; aux_mae_loss_1: 34.560134429931644; aux_mae_loss_2: 6.099950699806214; cnt_loss: 13.094255332946778; + + +2025-07-01 16:59:01,862 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 +2025-07-01 16:59:10,329 - INFO - Training: cls_zice: 27.47624195098877; reg_zipnll: 15.195784621238708; aux_mae_loss_1: 33.92575756072998; aux_mae_loss_2: 6.1217150259017945; cnt_loss: 14.630550575256347; + + +2025-07-01 16:59:10,330 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 +2025-07-01 16:59:18,984 - INFO - Training: cls_zice: 27.63996129989624; reg_zipnll: 11.544991970062256; aux_mae_loss_1: 32.0197575378418; aux_mae_loss_2: 5.517307844161987; cnt_loss: 11.23264066696167; + + +2025-07-01 16:59:18,984 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 +2025-07-01 16:59:27,630 - INFO - Training: cls_zice: 26.613470764160155; reg_zipnll: 7.7817750167846675; aux_mae_loss_1: 31.18985195159912; aux_mae_loss_2: 5.305708990097046; cnt_loss: 10.431837968826294; + + +2025-07-01 16:59:27,631 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 +2025-07-01 16:59:36,066 - INFO - Training: cls_zice: 26.98474422454834; reg_zipnll: 5.997501440048218; aux_mae_loss_1: 31.200033378601074; aux_mae_loss_2: 5.285512928962707; cnt_loss: 11.168110499382019; + + +2025-07-01 16:59:36,067 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 +2025-07-01 16:59:44,575 - INFO - Training: cls_zice: 24.71479202270508; reg_zipnll: 7.761431256532669; aux_mae_loss_1: 28.50522190093994; aux_mae_loss_2: 4.59207709312439; cnt_loss: 7.105797972679138; + + +2025-07-01 16:59:44,575 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 +2025-07-01 16:59:53,084 - INFO - Training: cls_zice: 26.48638500213623; reg_zipnll: 7.817470588684082; aux_mae_loss_1: 31.360650024414063; aux_mae_loss_2: 5.4408451318740845; cnt_loss: 11.97717375278473; + + +2025-07-01 16:59:53,085 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 +2025-07-01 17:00:01,637 - INFO - Training: cls_zice: 25.06217716217041; reg_zipnll: 6.382540979385376; aux_mae_loss_1: 30.372165851593017; aux_mae_loss_2: 5.298524928092957; cnt_loss: 10.355490627288818; + + +2025-07-01 17:00:01,637 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 +2025-07-01 17:00:10,189 - INFO - Training: cls_zice: 26.458726539611817; reg_zipnll: 6.095935001373291; aux_mae_loss_1: 30.40150573730469; aux_mae_loss_2: 5.233099069595337; cnt_loss: 10.308140649795533; + + +2025-07-01 17:00:10,189 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 +2025-07-01 17:00:18,615 - INFO - Training: cls_zice: 24.216997852325438; reg_zipnll: 9.063315830230714; aux_mae_loss_1: 28.519757480621337; aux_mae_loss_2: 4.816711039543152; cnt_loss: 8.909625787734985; + + +2025-07-01 17:00:18,616 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 +2025-07-01 17:00:27,079 - INFO - Training: cls_zice: 23.00304740905762; reg_zipnll: 10.969401392936707; aux_mae_loss_1: 27.02127876281738; aux_mae_loss_2: 4.5393034362792966; cnt_loss: 8.766338920593261; + + +2025-07-01 17:00:27,080 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 +2025-07-01 17:00:35,526 - INFO - Training: cls_zice: 24.255824165344237; reg_zipnll: 3.5931643772125246; aux_mae_loss_1: 28.070592365264893; aux_mae_loss_2: 4.648915414810181; cnt_loss: 7.992717628479004; + + +2025-07-01 17:00:35,527 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 +2025-07-01 17:00:43,999 - INFO - Training: cls_zice: 23.320665493011475; reg_zipnll: 6.8475168371200565; aux_mae_loss_1: 26.386834564208986; aux_mae_loss_2: 4.2176310205459595; cnt_loss: 7.075057959556579; + + +2025-07-01 17:00:44,000 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 +2025-07-01 17:00:52,485 - INFO - Training: cls_zice: 22.96575313568115; reg_zipnll: 8.630276432037354; aux_mae_loss_1: 25.311568202972413; aux_mae_loss_2: 3.995409536361694; cnt_loss: 5.577048213481903; + + +2025-07-01 17:00:52,486 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 +2025-07-01 17:01:01,074 - INFO - Training: cls_zice: 22.112480812072754; reg_zipnll: 5.519189443588257; aux_mae_loss_1: 25.779489517211914; aux_mae_loss_2: 4.137313556671143; cnt_loss: 6.7724109196662905; + + +2025-07-01 17:01:01,075 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 +2025-07-01 17:01:09,424 - INFO - Training: cls_zice: 23.039574165344238; reg_zipnll: 2.3763691806793212; aux_mae_loss_1: 25.870735607147218; aux_mae_loss_2: 4.149263014793396; cnt_loss: 6.010028967857361; + + +2025-07-01 17:01:09,425 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 +2025-07-01 17:01:17,926 - INFO - Training: cls_zice: 24.922497215270997; reg_zipnll: 2.9525561904907227; aux_mae_loss_1: 27.690152626037598; aux_mae_loss_2: 4.710438575744629; cnt_loss: 9.661994934082031; + + +2025-07-01 17:01:17,926 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 +2025-07-01 17:01:26,483 - INFO - Training: cls_zice: 22.365878372192384; reg_zipnll: 11.691998291015626; aux_mae_loss_1: 25.794188289642335; aux_mae_loss_2: 4.257386975288391; cnt_loss: 7.880834856033325; + + +2025-07-01 17:01:26,484 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 +2025-07-01 17:01:35,036 - INFO - Training: cls_zice: 23.360497035980224; reg_zipnll: 8.478998699188232; aux_mae_loss_1: 26.69022455215454; aux_mae_loss_2: 4.49408271074295; cnt_loss: 8.295058250427246; + + +2025-07-01 17:01:35,037 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 +2025-07-01 17:01:43,482 - INFO - Training: cls_zice: 23.599213066101075; reg_zipnll: 11.901301317214966; aux_mae_loss_1: 26.837542781829836; aux_mae_loss_2: 4.684672746658325; cnt_loss: 10.137381238937378; + + +2025-07-01 17:01:43,483 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 +2025-07-01 17:01:51,927 - INFO - Training: cls_zice: 24.786944427490234; reg_zipnll: 9.351831746101379; aux_mae_loss_1: 27.0561891746521; aux_mae_loss_2: 4.5683644676208495; cnt_loss: 9.088589448928833; + + +2025-07-01 17:01:51,927 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 +2025-07-01 17:02:00,424 - INFO - Training: cls_zice: 23.000302295684815; reg_zipnll: 0.38501430869102476; aux_mae_loss_1: 25.88962823867798; aux_mae_loss_2: 4.313788208961487; cnt_loss: 7.445049147605896; + + +2025-07-01 17:02:00,425 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 +2025-07-01 17:02:08,856 - INFO - Training: cls_zice: 21.950883808135988; reg_zipnll: 1.7847424125671387; aux_mae_loss_1: 24.774158058166503; aux_mae_loss_2: 4.047717986106872; cnt_loss: 7.326300849914551; + + +2025-07-01 17:02:08,857 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 +2025-07-01 17:02:17,439 - INFO - Training: cls_zice: 24.584259510040283; reg_zipnll: 1.535711145401001; aux_mae_loss_1: 26.21998836517334; aux_mae_loss_2: 4.267903757095337; cnt_loss: 7.849629793167114; + + +2025-07-01 17:02:17,440 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 +2025-07-01 17:02:26,054 - INFO - Training: cls_zice: 23.099776916503906; reg_zipnll: 5.17090916633606; aux_mae_loss_1: 25.714696102142334; aux_mae_loss_2: 4.174040315151214; cnt_loss: 6.928267982006073; + + +2025-07-01 17:02:26,054 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 +2025-07-01 17:02:34,740 - INFO - Training: cls_zice: 21.54659107208252; reg_zipnll: 0.9787116432189942; aux_mae_loss_1: 24.29254270553589; aux_mae_loss_2: 4.053679232597351; cnt_loss: 7.41036459684372; + + +2025-07-01 17:02:35,179 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 +2025-07-01 17:02:43,624 - INFO - Training: cls_zice: 21.906887016296388; reg_zipnll: 4.584058389663697; aux_mae_loss_1: 23.288965816497804; aux_mae_loss_2: 3.7378105235099794; cnt_loss: 6.011124396324158; + + +2025-07-01 17:02:43,624 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 +2025-07-01 17:02:52,025 - INFO - Training: cls_zice: 21.999712409973146; reg_zipnll: 5.899113035202026; aux_mae_loss_1: 23.3170414352417; aux_mae_loss_2: 3.6254306125640867; cnt_loss: 5.6499413394927975; + + +2025-07-01 17:02:52,025 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 +2025-07-01 17:03:00,585 - INFO - Training: cls_zice: 21.54671766281128; reg_zipnll: 1.4850231385231019; aux_mae_loss_1: 23.421533489227294; aux_mae_loss_2: 3.7633336567878723; cnt_loss: 5.8586269164085385; + + +2025-07-01 17:03:00,585 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 +2025-07-01 17:03:09,085 - INFO - Training: cls_zice: 22.552307605743408; reg_zipnll: -2.2278330326080322; aux_mae_loss_1: 24.752366161346437; aux_mae_loss_2: 3.842792501449585; cnt_loss: 5.528306832313538; + + +2025-07-01 17:03:09,085 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 +2025-07-01 17:03:17,551 - INFO - Training: cls_zice: 21.582713718414308; reg_zipnll: 1.3912670421600342; aux_mae_loss_1: 22.844619636535644; aux_mae_loss_2: 3.53661687374115; cnt_loss: 5.00536970615387; + + +2025-07-01 17:03:17,551 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 +2025-07-01 17:03:25,982 - INFO - Training: cls_zice: 20.886525535583495; reg_zipnll: 6.008732485771179; aux_mae_loss_1: 22.33869993209839; aux_mae_loss_2: 3.5522518301010133; cnt_loss: 4.574851014614105; + + +2025-07-01 17:03:25,982 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 +2025-07-01 17:03:34,389 - INFO - Training: cls_zice: 21.630955276489257; reg_zipnll: 0.3278283405303955; aux_mae_loss_1: 22.937130851745607; aux_mae_loss_2: 3.5827858948707583; cnt_loss: 4.486375616788864; + + +2025-07-01 17:03:34,389 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 +2025-07-01 17:03:42,956 - INFO - Training: cls_zice: 21.419909343719482; reg_zipnll: 2.1191479110717775; aux_mae_loss_1: 22.715557632446288; aux_mae_loss_2: 3.472179484367371; cnt_loss: 4.15958657503128; + + +2025-07-01 17:03:42,956 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 +2025-07-01 17:03:51,369 - INFO - Training: cls_zice: 21.322007274627687; reg_zipnll: -1.8787968206405639; aux_mae_loss_1: 23.050473461151125; aux_mae_loss_2: 3.6077150869369508; cnt_loss: 4.482593173980713; + + +2025-07-01 17:03:51,369 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 +2025-07-01 17:03:59,730 - INFO - Training: cls_zice: 21.525287609100342; reg_zipnll: 3.136127381324768; aux_mae_loss_1: 22.745111083984376; aux_mae_loss_2: 3.463519287109375; cnt_loss: 4.215982871055603; + + +2025-07-01 17:03:59,731 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 +2025-07-01 17:04:08,418 - INFO - Training: cls_zice: 22.33104763031006; reg_zipnll: 1.0999795532226562; aux_mae_loss_1: 23.82204399108887; aux_mae_loss_2: 3.7857603311538695; cnt_loss: 5.829848608970642; + + +2025-07-01 17:04:08,418 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 +2025-07-01 17:04:16,807 - INFO - Training: cls_zice: 23.351730098724364; reg_zipnll: 4.199418828487397; aux_mae_loss_1: 26.28175968170166; aux_mae_loss_2: 4.595782260894776; cnt_loss: 9.51888763666153; + + +2025-07-01 17:04:16,807 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 +2025-07-01 17:04:25,168 - INFO - Training: cls_zice: 23.1901749420166; reg_zipnll: 4.618301954269409; aux_mae_loss_1: 25.8459686088562; aux_mae_loss_2: 4.284314422607422; cnt_loss: 7.573650455474853; + + +2025-07-01 17:04:25,168 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 +2025-07-01 17:04:33,692 - INFO - Training: cls_zice: 22.05904194831848; reg_zipnll: 5.779385585784912; aux_mae_loss_1: 24.228447437286377; aux_mae_loss_2: 4.009732518196106; cnt_loss: 7.304478228092194; + + +2025-07-01 17:04:33,693 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 +2025-07-01 17:04:42,263 - INFO - Training: cls_zice: 21.19821798324585; reg_zipnll: 7.207969770431519; aux_mae_loss_1: 22.856373920440674; aux_mae_loss_2: 3.787774772644043; cnt_loss: 6.554626631736755; + + +2025-07-01 17:04:42,263 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 +2025-07-01 17:04:50,731 - INFO - Training: cls_zice: 21.15851978302002; reg_zipnll: 7.234413785934448; aux_mae_loss_1: 22.72172920227051; aux_mae_loss_2: 3.7736595559120176; cnt_loss: 6.838358082771301; + + +2025-07-01 17:04:50,732 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 +2025-07-01 17:04:59,097 - INFO - Training: cls_zice: 22.661803150177; reg_zipnll: 3.5804240846633912; aux_mae_loss_1: 24.612398548126222; aux_mae_loss_2: 4.184860751628876; cnt_loss: 7.814631016254425; + + +2025-07-01 17:04:59,098 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 +2025-07-01 17:05:07,591 - INFO - Training: cls_zice: 21.865372943878175; reg_zipnll: -1.873635115623474; aux_mae_loss_1: 23.291879177093506; aux_mae_loss_2: 3.8464177227020264; cnt_loss: 6.483924536705017; + + +2025-07-01 17:05:07,591 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 +2025-07-01 17:05:16,120 - INFO - Training: cls_zice: 21.928098945617677; reg_zipnll: 4.604887018203735; aux_mae_loss_1: 22.636156692504883; aux_mae_loss_2: 3.6110191774368285; cnt_loss: 5.254884003400803; + + +2025-07-01 17:05:16,121 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 +2025-07-01 17:05:24,570 - INFO - Training: cls_zice: 20.581207981109618; reg_zipnll: 4.689361944198608; aux_mae_loss_1: 22.080528964996336; aux_mae_loss_2: 3.6343984699249265; cnt_loss: 6.84145970582962; + + +2025-07-01 17:05:24,571 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 +2025-07-01 17:05:33,272 - INFO - Training: cls_zice: 21.45760663986206; reg_zipnll: -3.050022222995758; aux_mae_loss_1: 23.22400661468506; aux_mae_loss_2: 3.710833306312561; cnt_loss: 5.758003177642823; + + +2025-07-01 17:05:33,273 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 +2025-07-01 17:05:41,845 - INFO - Training: cls_zice: 19.54362953186035; reg_zipnll: 7.431727542877197; aux_mae_loss_1: 20.741584453582764; aux_mae_loss_2: 3.3140187287330627; cnt_loss: 5.574507985115051; + + +2025-07-01 17:05:41,845 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 +2025-07-01 17:05:50,263 - INFO - Training: cls_zice: 22.297322311401366; reg_zipnll: 4.482271733283997; aux_mae_loss_1: 22.91352502822876; aux_mae_loss_2: 3.655110538005829; cnt_loss: 5.470918972492218; + + +2025-07-01 17:05:50,264 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 +2025-07-01 17:05:58,692 - INFO - Training: cls_zice: 21.76673709869385; reg_zipnll: 7.1075786590576175; aux_mae_loss_1: 22.35396150588989; aux_mae_loss_2: 3.6234103178977968; cnt_loss: 5.947015352249146; + + +2025-07-01 17:05:58,692 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 +2025-07-01 17:06:07,168 - INFO - Training: cls_zice: 19.968649482727052; reg_zipnll: 2.1244405364990233; aux_mae_loss_1: 21.22409435272217; aux_mae_loss_2: 3.3873661398887633; cnt_loss: 5.004828698635102; + + +2025-07-01 17:06:07,168 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 +2025-07-01 17:06:15,841 - INFO - Training: cls_zice: 20.47677782058716; reg_zipnll: 1.5915895080566407; aux_mae_loss_1: 21.608629455566405; aux_mae_loss_2: 3.3802702140808107; cnt_loss: 5.096516838073731; + + +2025-07-01 17:06:15,842 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 +2025-07-01 17:06:24,384 - INFO - Training: cls_zice: 20.288478717803955; reg_zipnll: 1.4717695713043213; aux_mae_loss_1: 21.77118835449219; aux_mae_loss_2: 3.4947812223434447; cnt_loss: 5.659537000656128; + + +2025-07-01 17:06:24,384 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 +2025-07-01 17:06:32,796 - INFO - Training: cls_zice: 19.095204334259034; reg_zipnll: 3.9648816704750063; aux_mae_loss_1: 20.313654136657714; aux_mae_loss_2: 3.193765482902527; cnt_loss: 4.495601105690002; + + +2025-07-01 17:06:32,797 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 +2025-07-01 17:06:41,280 - INFO - Training: cls_zice: 19.750767402648925; reg_zipnll: 1.7482419300079346; aux_mae_loss_1: 20.639766178131104; aux_mae_loss_2: 3.194585156440735; cnt_loss: 4.993662912845611; + + +2025-07-01 17:06:41,281 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 +2025-07-01 17:06:49,677 - INFO - Training: cls_zice: 20.455728511810303; reg_zipnll: -0.37563998699188234; aux_mae_loss_1: 21.21306131362915; aux_mae_loss_2: 3.2933042812347413; cnt_loss: 4.70034125328064; + + +2025-07-01 17:06:49,677 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 +2025-07-01 17:06:58,159 - INFO - Training: cls_zice: 20.512924575805663; reg_zipnll: -6.60060863494873; aux_mae_loss_1: 21.458935813903807; aux_mae_loss_2: 3.428108069896698; cnt_loss: 5.7477285146713255; + + +2025-07-01 17:06:58,160 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 +2025-07-01 17:07:06,785 - INFO - Training: cls_zice: 20.11935935974121; reg_zipnll: -0.22780952453613282; aux_mae_loss_1: 20.69956714630127; aux_mae_loss_2: 3.220751416683197; cnt_loss: 5.085006670951843; + + +2025-07-01 17:07:06,786 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 +2025-07-01 17:07:15,361 - INFO - Training: cls_zice: 19.29856273651123; reg_zipnll: 0.06864359974861145; aux_mae_loss_1: 19.9679469871521; aux_mae_loss_2: 3.130377712249756; cnt_loss: 4.735898983478546; + + +2025-07-01 17:07:15,361 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 +2025-07-01 17:07:23,945 - INFO - Training: cls_zice: 20.42271053314209; reg_zipnll: -0.41272329807281494; aux_mae_loss_1: 20.758929958343504; aux_mae_loss_2: 3.256017496585846; cnt_loss: 4.614808702468872; + + +2025-07-01 17:07:23,945 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 +2025-07-01 17:07:32,461 - INFO - Training: cls_zice: 19.57621416091919; reg_zipnll: -3.5113957786560057; aux_mae_loss_1: 20.422060279846193; aux_mae_loss_2: 3.154237513542175; cnt_loss: 4.015119032859802; + + +2025-07-01 17:07:32,461 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 +2025-07-01 17:07:40,897 - INFO - Training: cls_zice: 19.259253749847414; reg_zipnll: 0.39633237838745117; aux_mae_loss_1: 19.68857608795166; aux_mae_loss_2: 2.9816154265403747; cnt_loss: 4.334216070175171; + + +2025-07-01 17:07:40,898 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 +2025-07-01 17:07:49,442 - INFO - Training: cls_zice: 19.338538131713868; reg_zipnll: -2.2384782218933106; aux_mae_loss_1: 20.09685018539429; aux_mae_loss_2: 3.13582364320755; cnt_loss: 4.695401844978332; + + +2025-07-01 17:07:49,442 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 +2025-07-01 17:07:57,843 - INFO - Training: cls_zice: 19.312092266082765; reg_zipnll: 1.7181960582733153; aux_mae_loss_1: 19.436694831848143; aux_mae_loss_2: 2.935305314064026; cnt_loss: 3.9239695191383364; + + +2025-07-01 17:07:57,844 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 +2025-07-01 17:08:06,316 - INFO - Training: cls_zice: 18.700975189208986; reg_zipnll: 0.661240062713623; aux_mae_loss_1: 18.80523817062378; aux_mae_loss_2: 2.9193766808509825; cnt_loss: 4.01822158575058; + + +2025-07-01 17:08:06,316 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 +2025-07-01 17:08:14,913 - INFO - Training: cls_zice: 19.11010099411011; reg_zipnll: -2.1183251190185546; aux_mae_loss_1: 19.807110681533814; aux_mae_loss_2: 3.016005220413208; cnt_loss: 4.042559409141541; + + +2025-07-01 17:08:14,913 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 +2025-07-01 17:08:23,331 - INFO - Training: cls_zice: 19.4915390586853; reg_zipnll: -1.3283766603469849; aux_mae_loss_1: 19.273689527511596; aux_mae_loss_2: 2.88772447347641; cnt_loss: 3.7691112875938417; + + +2025-07-01 17:08:23,331 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 +2025-07-01 17:08:31,700 - INFO - Training: cls_zice: 18.643583602905274; reg_zipnll: 0.19489317893981933; aux_mae_loss_1: 18.739332180023194; aux_mae_loss_2: 2.827739324569702; cnt_loss: 3.337627067565918; + + +2025-07-01 17:08:31,701 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 +2025-07-01 17:08:40,286 - INFO - Training: cls_zice: 17.86561498641968; reg_zipnll: -1.5363688373565674; aux_mae_loss_1: 18.58083598136902; aux_mae_loss_2: 2.757067141532898; cnt_loss: 3.1184166646003724; + + +2025-07-01 17:08:40,287 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 +2025-07-01 17:08:48,833 - INFO - Training: cls_zice: 19.101416568756104; reg_zipnll: -8.669838557243347; aux_mae_loss_1: 19.391529636383055; aux_mae_loss_2: 2.936582398414612; cnt_loss: 3.2145795130729677; + + +2025-07-01 17:08:48,833 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 +2025-07-01 17:08:57,290 - INFO - Training: cls_zice: 19.324895153045656; reg_zipnll: -5.854388151168823; aux_mae_loss_1: 19.17374034881592; aux_mae_loss_2: 2.8087777590751646; cnt_loss: 3.1435059094429016; + + +2025-07-01 17:08:57,290 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 +2025-07-01 17:09:05,738 - INFO - Training: cls_zice: 17.37507062911987; reg_zipnll: 1.575845355987549; aux_mae_loss_1: 18.003291511535643; aux_mae_loss_2: 2.7353867721557616; cnt_loss: 2.8809049916267395; + + +2025-07-01 17:09:05,738 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 +2025-07-01 17:09:14,192 - INFO - Training: cls_zice: 18.17322498321533; reg_zipnll: -2.6552692794799806; aux_mae_loss_1: 18.305051498413086; aux_mae_loss_2: 2.7710495948791505; cnt_loss: 3.013749613761902; + + +2025-07-01 17:09:14,193 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 +2025-07-01 17:09:22,746 - INFO - Training: cls_zice: 19.98574998855591; reg_zipnll: -9.945456385612488; aux_mae_loss_1: 19.918512439727785; aux_mae_loss_2: 2.936703608036041; cnt_loss: 3.127305279970169; + + +2025-07-01 17:09:22,746 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 +2025-07-01 17:09:31,190 - INFO - Training: cls_zice: 18.59253963470459; reg_zipnll: -3.152597646713257; aux_mae_loss_1: 18.48353409767151; aux_mae_loss_2: 2.7376456117630004; cnt_loss: 3.20391521692276; + + +2025-07-01 17:09:31,190 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 +2025-07-01 17:10:20,225 - INFO - Training: cls_zice: 18.369207782745363; reg_zipnll: -5.383906488418579; aux_mae_loss_1: 18.925303411483764; aux_mae_loss_2: 2.8231623435020445; cnt_loss: 2.9103428304195402; +2025-07-01 17:10:20,690 - INFO - Evaluation: +Curr mae: 7.4616; Best mae: 7.4616; inf; inf; inf; inf; +Curr rmse: 11.9267; Best rmse: 11.9267; inf; inf; inf; inf; +Curr nae: 0.0572; Best nae: 0.0572; inf; inf; inf; inf; + + + +2025-07-01 17:10:22,050 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 +2025-07-01 17:11:10,266 - INFO - Training: cls_zice: 21.008565063476563; reg_zipnll: -2.9209970569610597; aux_mae_loss_1: 21.368604164123536; aux_mae_loss_2: 3.43990398645401; cnt_loss: 5.925262770652771; +2025-07-01 17:11:10,737 - INFO - Evaluation: +Curr mae: 10.7076; Best mae: 7.4616; 10.7076; inf; inf; inf; +Curr rmse: 15.0923; Best rmse: 11.9267; 15.0923; inf; inf; inf; +Curr nae: 0.0774; Best nae: 0.0572; 0.0774; inf; inf; inf; + + + +2025-07-01 17:11:10,737 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 +2025-07-01 17:11:59,536 - INFO - Training: cls_zice: 21.375801467895506; reg_zipnll: 2.067294969558716; aux_mae_loss_1: 22.545449676513673; aux_mae_loss_2: 3.875283501148224; cnt_loss: 7.9887736129760745; +2025-07-01 17:12:00,004 - INFO - Evaluation: +Curr mae: 11.9496; Best mae: 7.4616; 10.7076; 11.9496; inf; inf; +Curr rmse: 17.8894; Best rmse: 11.9267; 15.0923; 17.8894; inf; inf; +Curr nae: 0.0856; Best nae: 0.0572; 0.0774; 0.0856; inf; inf; + + + +2025-07-01 17:12:00,004 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 +2025-07-01 17:12:48,457 - INFO - Training: cls_zice: 19.695291347503662; reg_zipnll: 7.0391571950912475; aux_mae_loss_1: 20.683238677978515; aux_mae_loss_2: 3.304678316116333; cnt_loss: 5.5350603270530705; +2025-07-01 17:12:48,922 - INFO - Evaluation: +Curr mae: 8.3923; Best mae: 7.4616; 8.3923; 10.7076; 11.9496; inf; +Curr rmse: 13.1388; Best rmse: 11.9267; 13.1388; 15.0923; 17.8894; inf; +Curr nae: 0.0687; Best nae: 0.0572; 0.0687; 0.0774; 0.0856; inf; + + + +2025-07-01 17:12:48,922 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 +2025-07-01 17:13:37,899 - INFO - Training: cls_zice: 21.989132118225097; reg_zipnll: -5.884138011932373; aux_mae_loss_1: 23.99969560623169; aux_mae_loss_2: 4.060988726615906; cnt_loss: 8.008351650238037; +2025-07-01 17:13:38,378 - INFO - Evaluation: +Curr mae: 8.5814; Best mae: 7.4616; 8.3923; 8.5814; 10.7076; 11.9496; +Curr rmse: 13.8204; Best rmse: 11.9267; 13.1388; 13.8204; 15.0923; 17.8894; +Curr nae: 0.0695; Best nae: 0.0572; 0.0687; 0.0695; 0.0774; 0.0856; + + + +2025-07-01 17:13:38,378 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 +2025-07-01 17:14:27,426 - INFO - Training: cls_zice: 21.133210754394533; reg_zipnll: -3.7875202655792237; aux_mae_loss_1: 21.74191219329834; aux_mae_loss_2: 3.7000721216201784; cnt_loss: 7.063774909973144; +2025-07-01 17:14:27,950 - INFO - Evaluation: +Curr mae: 9.2124; Best mae: 7.4616; 8.3923; 8.5814; 9.2124; 10.7076; +Curr rmse: 14.5066; Best rmse: 11.9267; 13.1388; 13.8204; 14.5066; 15.0923; +Curr nae: 0.0758; Best nae: 0.0572; 0.0687; 0.0695; 0.0758; 0.0774; + + + +2025-07-01 17:14:27,950 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 +2025-07-01 17:15:16,032 - INFO - Training: cls_zice: 20.112976570129394; reg_zipnll: 0.8429145431518554; aux_mae_loss_1: 20.890216274261476; aux_mae_loss_2: 3.4072055506706236; cnt_loss: 6.014113383293152; +2025-07-01 17:15:16,642 - INFO - Evaluation: +Curr mae: 9.6109; Best mae: 7.4616; 8.3923; 8.5814; 9.2124; 9.6109; +Curr rmse: 15.1772; Best rmse: 11.9267; 13.1388; 13.8204; 14.5066; 15.0923; +Curr nae: 0.0686; Best nae: 0.0572; 0.0686; 0.0687; 0.0695; 0.0758; + + + +2025-07-01 17:15:16,642 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 +2025-07-01 17:16:04,878 - INFO - Training: cls_zice: 20.44752653121948; reg_zipnll: 0.3310964012145996; aux_mae_loss_1: 21.355699577331542; aux_mae_loss_2: 3.4485605502128602; cnt_loss: 5.67991037607193; +2025-07-01 17:16:05,397 - INFO - Evaluation: +Curr mae: 8.3048; Best mae: 7.4616; 8.3048; 8.3923; 8.5814; 9.2124; +Curr rmse: 13.3813; Best rmse: 11.9267; 13.1388; 13.3813; 13.8204; 14.5066; +Curr nae: 0.0645; Best nae: 0.0572; 0.0645; 0.0686; 0.0687; 0.0695; + + + +2025-07-01 17:16:05,397 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 +2025-07-01 17:16:53,574 - INFO - Training: cls_zice: 19.127893199920653; reg_zipnll: 4.216571493148804; aux_mae_loss_1: 20.240600185394285; aux_mae_loss_2: 3.3265784406661987; cnt_loss: 6.19079760313034; +2025-07-01 17:16:54,370 - INFO - Evaluation: +Curr mae: 8.4073; Best mae: 7.4616; 8.3048; 8.3923; 8.4073; 8.5814; +Curr rmse: 14.1494; Best rmse: 11.9267; 13.1388; 13.3813; 13.8204; 14.1494; +Curr nae: 0.0648; Best nae: 0.0572; 0.0645; 0.0648; 0.0686; 0.0687; + + + +2025-07-01 17:16:54,370 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 +2025-07-01 17:17:42,794 - INFO - Training: cls_zice: 20.879727783203126; reg_zipnll: -1.3693019437789917; aux_mae_loss_1: 21.027464027404786; aux_mae_loss_2: 3.3732855820655825; cnt_loss: 5.948551182746887; +2025-07-01 17:17:42,979 - INFO - Evaluation: +Curr mae: 9.0814; Best mae: 7.4616; 8.3048; 8.3923; 8.4073; 8.5814; +Curr rmse: 13.2899; Best rmse: 11.9267; 13.1388; 13.2899; 13.3813; 13.8204; +Curr nae: 0.0750; Best nae: 0.0572; 0.0645; 0.0648; 0.0686; 0.0687; + + + +2025-07-01 17:17:42,979 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 +2025-07-01 17:18:31,144 - INFO - Training: cls_zice: 19.942460079193115; reg_zipnll: -3.3944797110557556; aux_mae_loss_1: 20.514835166931153; aux_mae_loss_2: 3.287402319908142; cnt_loss: 5.338875000476837; +2025-07-01 17:18:31,595 - INFO - Evaluation: +Curr mae: 8.5276; Best mae: 7.4616; 8.3048; 8.3923; 8.4073; 8.5276; +Curr rmse: 13.8864; Best rmse: 11.9267; 13.1388; 13.2899; 13.3813; 13.8204; +Curr nae: 0.0699; Best nae: 0.0572; 0.0645; 0.0648; 0.0686; 0.0687; + + + +2025-07-01 17:18:31,595 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 +2025-07-01 17:19:19,944 - INFO - Training: cls_zice: 20.590074844360352; reg_zipnll: -2.9502394866943358; aux_mae_loss_1: 21.600450973510743; aux_mae_loss_2: 3.568171224594116; cnt_loss: 6.935784387588501; +2025-07-01 17:19:19,944 - INFO - Evaluation: +Curr mae: 9.8771; Best mae: 7.4616; 8.3048; 8.3923; 8.4073; 8.5276; +Curr rmse: 15.4166; Best rmse: 11.9267; 13.1388; 13.2899; 13.3813; 13.8204; +Curr nae: 0.0860; Best nae: 0.0572; 0.0645; 0.0648; 0.0686; 0.0687; + + + +2025-07-01 17:19:19,944 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 +2025-07-01 17:20:08,247 - INFO - Training: cls_zice: 20.447927379608153; reg_zipnll: 1.74226863861084; aux_mae_loss_1: 20.767183933258057; aux_mae_loss_2: 3.4036301231384276; cnt_loss: 6.4005791735649105; +2025-07-01 17:20:08,248 - INFO - Evaluation: +Curr mae: 9.5279; Best mae: 7.4616; 8.3048; 8.3923; 8.4073; 8.5276; +Curr rmse: 14.6041; Best rmse: 11.9267; 13.1388; 13.2899; 13.3813; 13.8204; +Curr nae: 0.0751; Best nae: 0.0572; 0.0645; 0.0648; 0.0686; 0.0687; + + + +2025-07-01 17:20:08,248 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 +2025-07-01 17:20:56,473 - INFO - Training: cls_zice: 20.294285793304443; reg_zipnll: -4.316441955566407; aux_mae_loss_1: 21.22686901092529; aux_mae_loss_2: 3.497463164329529; cnt_loss: 5.955559246540069; +2025-07-01 17:20:57,100 - INFO - Evaluation: +Curr mae: 8.5827; Best mae: 7.4616; 8.3048; 8.3923; 8.4073; 8.5276; +Curr rmse: 13.4033; Best rmse: 11.9267; 13.1388; 13.2899; 13.3813; 13.4033; +Curr nae: 0.0674; Best nae: 0.0572; 0.0645; 0.0648; 0.0674; 0.0686; + + + +2025-07-01 17:20:57,100 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 +2025-07-01 17:21:45,161 - INFO - Training: cls_zice: 20.02592185974121; reg_zipnll: -2.804817628860474; aux_mae_loss_1: 19.98446994781494; aux_mae_loss_2: 3.2568499493598937; cnt_loss: 5.761265263557434; +2025-07-01 17:21:45,695 - INFO - Evaluation: +Curr mae: 7.9908; Best mae: 7.4616; 7.9908; 8.3048; 8.3923; 8.4073; +Curr rmse: 11.9142; Best rmse: 11.9142; 11.9267; 13.1388; 13.2899; 13.3813; +Curr nae: 0.0660; Best nae: 0.0572; 0.0645; 0.0648; 0.0660; 0.0674; + + + +2025-07-01 17:21:45,695 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 +2025-07-01 17:22:33,208 - INFO - Training: cls_zice: 17.880993423461913; reg_zipnll: 1.4503283047676085; aux_mae_loss_1: 18.408625507354735; aux_mae_loss_2: 2.978785049915314; cnt_loss: 5.399503288269043; +2025-07-01 17:22:34,498 - INFO - Evaluation: +Curr mae: 7.9953; Best mae: 7.4616; 7.9908; 7.9953; 8.3048; 8.3923; +Curr rmse: 12.4675; Best rmse: 11.9142; 11.9267; 12.4675; 13.1388; 13.2899; +Curr nae: 0.0666; Best nae: 0.0572; 0.0645; 0.0648; 0.0660; 0.0666; + + + +2025-07-01 17:22:34,499 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 +2025-07-01 17:23:21,278 - INFO - Training: cls_zice: 17.544635648727418; reg_zipnll: 0.7728714752197265; aux_mae_loss_1: 18.838560237884522; aux_mae_loss_2: 3.0201173710823057; cnt_loss: 4.688591403961182; +2025-07-01 17:23:21,797 - INFO - Evaluation: +Curr mae: 7.7082; Best mae: 7.4616; 7.7082; 7.9908; 7.9953; 8.3048; +Curr rmse: 12.0399; Best rmse: 11.9142; 11.9267; 12.0399; 12.4675; 13.1388; +Curr nae: 0.0622; Best nae: 0.0572; 0.0622; 0.0645; 0.0648; 0.0660; + + + +2025-07-01 17:23:21,797 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 +2025-07-01 17:24:08,522 - INFO - Training: cls_zice: 18.608351974487306; reg_zipnll: -0.5174900722503663; aux_mae_loss_1: 19.17601619720459; aux_mae_loss_2: 3.103683853149414; cnt_loss: 5.457224421501159; +2025-07-01 17:24:09,165 - INFO - Evaluation: +Curr mae: 7.5946; Best mae: 7.4616; 7.5946; 7.7082; 7.9908; 7.9953; +Curr rmse: 12.0235; Best rmse: 11.9142; 11.9267; 12.0235; 12.0399; 12.4675; +Curr nae: 0.0611; Best nae: 0.0572; 0.0611; 0.0622; 0.0645; 0.0648; + + + +2025-07-01 17:24:09,166 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 +2025-07-01 17:24:55,580 - INFO - Training: cls_zice: 18.945501708984374; reg_zipnll: 3.307766466140747; aux_mae_loss_1: 19.07962413787842; aux_mae_loss_2: 3.184719979763031; cnt_loss: 7.086055357456207; +2025-07-01 17:24:55,581 - INFO - Evaluation: +Curr mae: 8.1864; Best mae: 7.4616; 7.5946; 7.7082; 7.9908; 7.9953; +Curr rmse: 12.8258; Best rmse: 11.9142; 11.9267; 12.0235; 12.0399; 12.4675; +Curr nae: 0.0695; Best nae: 0.0572; 0.0611; 0.0622; 0.0645; 0.0648; + + + +2025-07-01 17:24:55,581 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 +2025-07-01 17:25:42,148 - INFO - Training: cls_zice: 19.41904993057251; reg_zipnll: -6.845243215560913; aux_mae_loss_1: 20.05464862823486; aux_mae_loss_2: 3.2270154261589052; cnt_loss: 5.092961328029633; +2025-07-01 17:25:42,148 - INFO - Evaluation: +Curr mae: 8.2862; Best mae: 7.4616; 7.5946; 7.7082; 7.9908; 7.9953; +Curr rmse: 13.4231; Best rmse: 11.9142; 11.9267; 12.0235; 12.0399; 12.4675; +Curr nae: 0.0656; Best nae: 0.0572; 0.0611; 0.0622; 0.0645; 0.0648; + + + +2025-07-01 17:25:42,149 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 +2025-07-01 17:26:28,549 - INFO - Training: cls_zice: 16.8520809173584; reg_zipnll: -1.9582205629348755; aux_mae_loss_1: 18.249935760498047; aux_mae_loss_2: 2.959777271747589; cnt_loss: 5.0994467091560365; +2025-07-01 17:26:28,549 - INFO - Evaluation: +Curr mae: 8.1044; Best mae: 7.4616; 7.5946; 7.7082; 7.9908; 7.9953; +Curr rmse: 13.2206; Best rmse: 11.9142; 11.9267; 12.0235; 12.0399; 12.4675; +Curr nae: 0.0666; Best nae: 0.0572; 0.0611; 0.0622; 0.0645; 0.0648; + + + +2025-07-01 17:26:28,550 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 +2025-07-01 17:27:15,488 - INFO - Training: cls_zice: 18.580810985565186; reg_zipnll: 2.659543056488037; aux_mae_loss_1: 18.564124546051026; aux_mae_loss_2: 2.910707426071167; cnt_loss: 4.56538521528244; +2025-07-01 17:27:15,488 - INFO - Evaluation: +Curr mae: 9.1969; Best mae: 7.4616; 7.5946; 7.7082; 7.9908; 7.9953; +Curr rmse: 15.1968; Best rmse: 11.9142; 11.9267; 12.0235; 12.0399; 12.4675; +Curr nae: 0.0714; Best nae: 0.0572; 0.0611; 0.0622; 0.0645; 0.0648; + + + +2025-07-01 17:27:15,488 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 +2025-07-01 17:28:02,218 - INFO - Training: cls_zice: 18.321664667129518; reg_zipnll: -3.8706950902938844; aux_mae_loss_1: 19.297434883117674; aux_mae_loss_2: 3.159349594116211; cnt_loss: 5.206932926177979; +2025-07-01 17:28:02,219 - INFO - Evaluation: +Curr mae: 8.8107; Best mae: 7.4616; 7.5946; 7.7082; 7.9908; 7.9953; +Curr rmse: 14.1490; Best rmse: 11.9142; 11.9267; 12.0235; 12.0399; 12.4675; +Curr nae: 0.0712; Best nae: 0.0572; 0.0611; 0.0622; 0.0645; 0.0648; + + + +2025-07-01 17:28:02,219 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 +2025-07-01 17:28:48,986 - INFO - Training: cls_zice: 18.409637031555175; reg_zipnll: -4.903430299758911; aux_mae_loss_1: 18.962068424224853; aux_mae_loss_2: 3.028127281665802; cnt_loss: 5.793460764884949; +2025-07-01 17:28:49,495 - INFO - Evaluation: +Curr mae: 7.6782; Best mae: 7.4616; 7.5946; 7.6782; 7.7082; 7.9908; +Curr rmse: 11.9456; Best rmse: 11.9142; 11.9267; 11.9456; 12.0235; 12.0399; +Curr nae: 0.0608; Best nae: 0.0572; 0.0608; 0.0611; 0.0622; 0.0645; + + + +2025-07-01 17:28:49,495 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 +2025-07-01 17:29:36,028 - INFO - Training: cls_zice: 17.46116358757019; reg_zipnll: 1.7477270317077638; aux_mae_loss_1: 17.349669952392578; aux_mae_loss_2: 2.713416438102722; cnt_loss: 4.706412999629975; +2025-07-01 17:29:37,015 - INFO - Evaluation: +Curr mae: 8.1661; Best mae: 7.4616; 7.5946; 7.6782; 7.7082; 7.9908; +Curr rmse: 13.2456; Best rmse: 11.9142; 11.9267; 11.9456; 12.0235; 12.0399; +Curr nae: 0.0634; Best nae: 0.0572; 0.0608; 0.0611; 0.0622; 0.0634; + + + +2025-07-01 17:29:37,016 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 +2025-07-01 17:30:23,758 - INFO - Training: cls_zice: 17.309345026016235; reg_zipnll: 0.8516944837570191; aux_mae_loss_1: 17.59019557952881; aux_mae_loss_2: 2.9071211886405943; cnt_loss: 4.839079005718231; +2025-07-01 17:30:25,103 - INFO - Evaluation: +Curr mae: 7.2274; Best mae: 7.2274; 7.4616; 7.5946; 7.6782; 7.7082; +Curr rmse: 11.4846; Best rmse: 11.4846; 11.9142; 11.9267; 11.9456; 12.0235; +Curr nae: 0.0624; Best nae: 0.0572; 0.0608; 0.0611; 0.0622; 0.0624; + + + +2025-07-01 17:30:25,104 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 +2025-07-01 17:31:11,739 - INFO - Training: cls_zice: 17.848063316345215; reg_zipnll: -1.0274910640716552; aux_mae_loss_1: 18.33606622695923; aux_mae_loss_2: 2.9149070525169374; cnt_loss: 4.7193949818611145; +2025-07-01 17:31:11,740 - INFO - Evaluation: +Curr mae: 7.8755; Best mae: 7.2274; 7.4616; 7.5946; 7.6782; 7.7082; +Curr rmse: 12.7340; Best rmse: 11.4846; 11.9142; 11.9267; 11.9456; 12.0235; +Curr nae: 0.0645; Best nae: 0.0572; 0.0608; 0.0611; 0.0622; 0.0624; + + + +2025-07-01 17:31:11,740 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 +2025-07-01 17:31:58,393 - INFO - Training: cls_zice: 18.009936618804932; reg_zipnll: -6.5521611404418945; aux_mae_loss_1: 18.286115455627442; aux_mae_loss_2: 2.9690823912620545; cnt_loss: 4.750525949001312; +2025-07-01 17:31:58,394 - INFO - Evaluation: +Curr mae: 8.4880; Best mae: 7.2274; 7.4616; 7.5946; 7.6782; 7.7082; +Curr rmse: 13.5724; Best rmse: 11.4846; 11.9142; 11.9267; 11.9456; 12.0235; +Curr nae: 0.0666; Best nae: 0.0572; 0.0608; 0.0611; 0.0622; 0.0624; + + + +2025-07-01 17:31:58,394 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 +2025-07-01 17:32:45,280 - INFO - Training: cls_zice: 18.08035342216492; reg_zipnll: -2.7760799407958983; aux_mae_loss_1: 18.029030895233156; aux_mae_loss_2: 2.897114722728729; cnt_loss: 4.4849902081489565; +2025-07-01 17:32:45,280 - INFO - Evaluation: +Curr mae: 8.4267; Best mae: 7.2274; 7.4616; 7.5946; 7.6782; 7.7082; +Curr rmse: 14.0761; Best rmse: 11.4846; 11.9142; 11.9267; 11.9456; 12.0235; +Curr nae: 0.0664; Best nae: 0.0572; 0.0608; 0.0611; 0.0622; 0.0624; + + + +2025-07-01 17:32:45,280 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 +2025-07-01 17:33:31,592 - INFO - Training: cls_zice: 17.666536779403685; reg_zipnll: -3.697694149017334; aux_mae_loss_1: 18.20606870651245; aux_mae_loss_2: 2.8650541877746583; cnt_loss: 5.20531133890152; +2025-07-01 17:33:32,111 - INFO - Evaluation: +Curr mae: 7.4724; Best mae: 7.2274; 7.4616; 7.4724; 7.5946; 7.6782; +Curr rmse: 11.8009; Best rmse: 11.4846; 11.8009; 11.9142; 11.9267; 11.9456; +Curr nae: 0.0606; Best nae: 0.0572; 0.0606; 0.0608; 0.0611; 0.0622; + + + +2025-07-01 17:33:32,111 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 +2025-07-01 17:34:18,442 - INFO - Training: cls_zice: 18.089925556182862; reg_zipnll: -3.201411428451538; aux_mae_loss_1: 17.82926290512085; aux_mae_loss_2: 2.769192442893982; cnt_loss: 4.270049879550934; +2025-07-01 17:34:18,961 - INFO - Evaluation: +Curr mae: 7.5046; Best mae: 7.2274; 7.4616; 7.4724; 7.5046; 7.5946; +Curr rmse: 11.5103; Best rmse: 11.4846; 11.5103; 11.8009; 11.9142; 11.9267; +Curr nae: 0.0601; Best nae: 0.0572; 0.0601; 0.0606; 0.0608; 0.0611; + + + +2025-07-01 17:34:18,962 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 +2025-07-01 17:35:05,677 - INFO - Training: cls_zice: 17.93887878417969; reg_zipnll: -3.322517781257629; aux_mae_loss_1: 18.122895727157594; aux_mae_loss_2: 2.8409968543052675; cnt_loss: 4.350559921264648; +2025-07-01 17:35:06,034 - INFO - Evaluation: +Curr mae: 7.3468; Best mae: 7.2274; 7.3468; 7.4616; 7.4724; 7.5046; +Curr rmse: 13.0965; Best rmse: 11.4846; 11.5103; 11.8009; 11.9142; 11.9267; +Curr nae: 0.0569; Best nae: 0.0569; 0.0572; 0.0601; 0.0606; 0.0608; + + + +2025-07-01 17:35:06,034 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 +2025-07-01 17:35:52,723 - INFO - Training: cls_zice: 17.316718959808348; reg_zipnll: -0.49605306625366213; aux_mae_loss_1: 17.030969734191896; aux_mae_loss_2: 2.67603266954422; cnt_loss: 4.450984877347946; +2025-07-01 17:35:52,723 - INFO - Evaluation: +Curr mae: 7.7338; Best mae: 7.2274; 7.3468; 7.4616; 7.4724; 7.5046; +Curr rmse: 12.1952; Best rmse: 11.4846; 11.5103; 11.8009; 11.9142; 11.9267; +Curr nae: 0.0646; Best nae: 0.0569; 0.0572; 0.0601; 0.0606; 0.0608; + + + +2025-07-01 17:35:52,723 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 +2025-07-01 17:36:39,296 - INFO - Training: cls_zice: 17.514604740142822; reg_zipnll: -8.045740442276001; aux_mae_loss_1: 17.613830881118773; aux_mae_loss_2: 2.787801480293274; cnt_loss: 4.5784546399116515; +2025-07-01 17:36:39,468 - INFO - Evaluation: +Curr mae: 7.7222; Best mae: 7.2274; 7.3468; 7.4616; 7.4724; 7.5046; +Curr rmse: 12.4061; Best rmse: 11.4846; 11.5103; 11.8009; 11.9142; 11.9267; +Curr nae: 0.0605; Best nae: 0.0569; 0.0572; 0.0601; 0.0605; 0.0606; + + + +2025-07-01 17:36:39,468 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 +2025-07-01 17:37:26,217 - INFO - Training: cls_zice: 16.265822715759278; reg_zipnll: -1.1645593070983886; aux_mae_loss_1: 16.490591201782227; aux_mae_loss_2: 2.5177755665779116; cnt_loss: 4.141537723541259; +2025-07-01 17:37:26,562 - INFO - Evaluation: +Curr mae: 7.0920; Best mae: 7.0920; 7.2274; 7.3468; 7.4616; 7.4724; +Curr rmse: 10.6521; Best rmse: 10.6521; 11.4846; 11.5103; 11.8009; 11.9142; +Curr nae: 0.0608; Best nae: 0.0569; 0.0572; 0.0601; 0.0605; 0.0606; + + + +2025-07-01 17:37:26,562 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 +2025-07-01 17:38:12,855 - INFO - Training: cls_zice: 16.00654447555542; reg_zipnll: -2.98324462890625; aux_mae_loss_1: 16.378791408538817; aux_mae_loss_2: 2.5735463452339173; cnt_loss: 3.7750570142269133; +2025-07-01 17:38:12,856 - INFO - Evaluation: +Curr mae: 8.2501; Best mae: 7.0920; 7.2274; 7.3468; 7.4616; 7.4724; +Curr rmse: 13.2813; Best rmse: 10.6521; 11.4846; 11.5103; 11.8009; 11.9142; +Curr nae: 0.0676; Best nae: 0.0569; 0.0572; 0.0601; 0.0605; 0.0606; + + + +2025-07-01 17:38:12,856 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 +2025-07-01 17:38:59,273 - INFO - Training: cls_zice: 16.49373550415039; reg_zipnll: -4.3075969028472905; aux_mae_loss_1: 16.8300865650177; aux_mae_loss_2: 2.637753436565399; cnt_loss: 4.010355324745178; +2025-07-01 17:38:59,447 - INFO - Evaluation: +Curr mae: 7.5144; Best mae: 7.0920; 7.2274; 7.3468; 7.4616; 7.4724; +Curr rmse: 12.1891; Best rmse: 10.6521; 11.4846; 11.5103; 11.8009; 11.9142; +Curr nae: 0.0581; Best nae: 0.0569; 0.0572; 0.0581; 0.0601; 0.0605; + + + +2025-07-01 17:38:59,447 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 +2025-07-01 17:39:45,953 - INFO - Training: cls_zice: 17.64295256614685; reg_zipnll: -4.052000675201416; aux_mae_loss_1: 17.22839252471924; aux_mae_loss_2: 2.6699243140220643; cnt_loss: 4.219065783023834; +2025-07-01 17:39:45,953 - INFO - Evaluation: +Curr mae: 7.8889; Best mae: 7.0920; 7.2274; 7.3468; 7.4616; 7.4724; +Curr rmse: 12.6099; Best rmse: 10.6521; 11.4846; 11.5103; 11.8009; 11.9142; +Curr nae: 0.0617; Best nae: 0.0569; 0.0572; 0.0581; 0.0601; 0.0605; + + + +2025-07-01 17:39:45,954 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 +2025-07-01 17:40:32,777 - INFO - Training: cls_zice: 16.311583013534545; reg_zipnll: -4.894928574562073; aux_mae_loss_1: 16.882912979125976; aux_mae_loss_2: 2.611796491146088; cnt_loss: 3.53480762720108; +2025-07-01 17:40:33,125 - INFO - Evaluation: +Curr mae: 7.2828; Best mae: 7.0920; 7.2274; 7.2828; 7.3468; 7.4616; +Curr rmse: 11.6758; Best rmse: 10.6521; 11.4846; 11.5103; 11.6758; 11.8009; +Curr nae: 0.0619; Best nae: 0.0569; 0.0572; 0.0581; 0.0601; 0.0605; + + + +2025-07-01 17:40:33,125 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 +2025-07-01 17:41:19,491 - INFO - Training: cls_zice: 17.065366983413696; reg_zipnll: -7.302120008468628; aux_mae_loss_1: 17.22823784828186; aux_mae_loss_2: 2.705920910835266; cnt_loss: 4.36424843788147; +2025-07-01 17:41:19,832 - INFO - Evaluation: +Curr mae: 7.1512; Best mae: 7.0920; 7.1512; 7.2274; 7.2828; 7.3468; +Curr rmse: 12.0889; Best rmse: 10.6521; 11.4846; 11.5103; 11.6758; 11.8009; +Curr nae: 0.0569; Best nae: 0.0569; 0.0569; 0.0572; 0.0581; 0.0601; + + + +2025-07-01 17:41:19,832 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 +2025-07-01 17:42:06,650 - INFO - Training: cls_zice: 16.2031902217865; reg_zipnll: -1.4152717065811158; aux_mae_loss_1: 16.162647399902344; aux_mae_loss_2: 2.5091864371299746; cnt_loss: 3.6502477717399597; +2025-07-01 17:42:07,593 - INFO - Evaluation: +Curr mae: 7.5552; Best mae: 7.0920; 7.1512; 7.2274; 7.2828; 7.3468; +Curr rmse: 11.8414; Best rmse: 10.6521; 11.4846; 11.5103; 11.6758; 11.8009; +Curr nae: 0.0587; Best nae: 0.0569; 0.0569; 0.0572; 0.0581; 0.0587; + + + +2025-07-01 17:42:07,593 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 +2025-07-01 17:42:54,013 - INFO - Training: cls_zice: 16.19518165588379; reg_zipnll: -5.501199207305908; aux_mae_loss_1: 16.23165943145752; aux_mae_loss_2: 2.5331376934051515; cnt_loss: 3.784036021232605; +2025-07-01 17:42:55,408 - INFO - Evaluation: +Curr mae: 7.1099; Best mae: 7.0920; 7.1099; 7.1512; 7.2274; 7.2828; +Curr rmse: 11.1014; Best rmse: 10.6521; 11.1014; 11.4846; 11.5103; 11.6758; +Curr nae: 0.0581; Best nae: 0.0569; 0.0569; 0.0572; 0.0581; 0.0581; + + + +2025-07-01 17:42:55,408 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 +2025-07-01 17:43:42,549 - INFO - Training: cls_zice: 16.990310935974122; reg_zipnll: -4.515451784133911; aux_mae_loss_1: 16.35782253265381; aux_mae_loss_2: 2.496227195262909; cnt_loss: 3.8697313022613526; +2025-07-01 17:43:43,716 - INFO - Evaluation: +Curr mae: 7.1679; Best mae: 7.0920; 7.1099; 7.1512; 7.1679; 7.2274; +Curr rmse: 11.5505; Best rmse: 10.6521; 11.1014; 11.4846; 11.5103; 11.5505; +Curr nae: 0.0572; Best nae: 0.0569; 0.0569; 0.0572; 0.0572; 0.0581; + + + +2025-07-01 17:43:43,716 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 +2025-07-01 17:44:30,254 - INFO - Training: cls_zice: 16.218216886520384; reg_zipnll: -5.776876611709595; aux_mae_loss_1: 16.07026924133301; aux_mae_loss_2: 2.5024155616760253; cnt_loss: 3.569937936067581; +2025-07-01 17:44:30,255 - INFO - Evaluation: +Curr mae: 7.9247; Best mae: 7.0920; 7.1099; 7.1512; 7.1679; 7.2274; +Curr rmse: 12.0779; Best rmse: 10.6521; 11.1014; 11.4846; 11.5103; 11.5505; +Curr nae: 0.0598; Best nae: 0.0569; 0.0569; 0.0572; 0.0572; 0.0581; + + + +2025-07-01 17:44:30,255 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 +2025-07-01 17:45:17,196 - INFO - Training: cls_zice: 15.622879304885863; reg_zipnll: -3.953512830734253; aux_mae_loss_1: 15.433564548492432; aux_mae_loss_2: 2.3629984819889067; cnt_loss: 3.2965077328681947; +2025-07-01 17:45:19,272 - INFO - Evaluation: +Curr mae: 7.2196; Best mae: 7.0920; 7.1099; 7.1512; 7.1679; 7.2196; +Curr rmse: 11.5694; Best rmse: 10.6521; 11.1014; 11.4846; 11.5103; 11.5505; +Curr nae: 0.0579; Best nae: 0.0569; 0.0569; 0.0572; 0.0572; 0.0579; + + + +2025-07-01 17:45:19,272 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 +2025-07-01 17:46:05,492 - INFO - Training: cls_zice: 15.619974184036256; reg_zipnll: -4.659047975540161; aux_mae_loss_1: 15.669305276870727; aux_mae_loss_2: 2.4755386567115782; cnt_loss: 3.5054802095890043; +2025-07-01 17:46:05,492 - INFO - Evaluation: +Curr mae: 7.4834; Best mae: 7.0920; 7.1099; 7.1512; 7.1679; 7.2196; +Curr rmse: 11.5508; Best rmse: 10.6521; 11.1014; 11.4846; 11.5103; 11.5505; +Curr nae: 0.0593; Best nae: 0.0569; 0.0569; 0.0572; 0.0572; 0.0579; + + + +2025-07-01 17:46:05,493 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 +2025-07-01 17:46:51,987 - INFO - Training: cls_zice: 15.489968643188476; reg_zipnll: -3.72968270778656; aux_mae_loss_1: 15.290432176589967; aux_mae_loss_2: 2.2861153542995454; cnt_loss: 3.2497431588172914; +2025-07-01 17:46:53,079 - INFO - Evaluation: +Curr mae: 7.2189; Best mae: 7.0920; 7.1099; 7.1512; 7.1679; 7.2189; +Curr rmse: 11.3787; Best rmse: 10.6521; 11.1014; 11.3787; 11.4846; 11.5103; +Curr nae: 0.0595; Best nae: 0.0569; 0.0569; 0.0572; 0.0572; 0.0579; + + + +2025-07-01 17:46:53,079 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 +2025-07-01 17:47:39,671 - INFO - Training: cls_zice: 15.293890733718872; reg_zipnll: 0.292420015335083; aux_mae_loss_1: 14.987559642791748; aux_mae_loss_2: 2.2505927121639253; cnt_loss: 3.091536419391632; +2025-07-01 17:47:40,764 - INFO - Evaluation: +Curr mae: 7.1001; Best mae: 7.0920; 7.1001; 7.1099; 7.1512; 7.1679; +Curr rmse: 11.6257; Best rmse: 10.6521; 11.1014; 11.3787; 11.4846; 11.5103; +Curr nae: 0.0574; Best nae: 0.0569; 0.0569; 0.0572; 0.0572; 0.0574; + + + +2025-07-01 17:47:40,764 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 +2025-07-01 17:48:27,576 - INFO - Training: cls_zice: 15.196725378036499; reg_zipnll: -1.3796255922317504; aux_mae_loss_1: 14.684607238769532; aux_mae_loss_2: 2.226612904071808; cnt_loss: 3.1549586343765257; +2025-07-01 17:48:27,747 - INFO - Evaluation: +Curr mae: 7.5270; Best mae: 7.0920; 7.1001; 7.1099; 7.1512; 7.1679; +Curr rmse: 11.3235; Best rmse: 10.6521; 11.1014; 11.3235; 11.3787; 11.4846; +Curr nae: 0.0609; Best nae: 0.0569; 0.0569; 0.0572; 0.0572; 0.0574; + + + +2025-07-01 17:48:27,747 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 +2025-07-01 17:49:14,105 - INFO - Training: cls_zice: 14.867080125808716; reg_zipnll: -2.1458694410324095; aux_mae_loss_1: 15.116268491744995; aux_mae_loss_2: 2.343074835538864; cnt_loss: 3.6431996607780457; +2025-07-01 17:49:14,629 - INFO - Evaluation: +Curr mae: 6.8689; Best mae: 6.8689; 7.0920; 7.1001; 7.1099; 7.1512; +Curr rmse: 10.4529; Best rmse: 10.4529; 10.6521; 11.1014; 11.3235; 11.3787; +Curr nae: 0.0570; Best nae: 0.0569; 0.0569; 0.0570; 0.0572; 0.0572; + + + +2025-07-01 17:49:14,629 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 +2025-07-01 17:50:01,392 - INFO - Training: cls_zice: 14.816725473403931; reg_zipnll: -2.9162620592117308; aux_mae_loss_1: 14.655250253677368; aux_mae_loss_2: 2.268601562976837; cnt_loss: 3.227639870643616; +2025-07-01 17:50:01,564 - INFO - Evaluation: +Curr mae: 7.3086; Best mae: 6.8689; 7.0920; 7.1001; 7.1099; 7.1512; +Curr rmse: 12.2520; Best rmse: 10.4529; 10.6521; 11.1014; 11.3235; 11.3787; +Curr nae: 0.0559; Best nae: 0.0559; 0.0569; 0.0569; 0.0570; 0.0572; + + + +2025-07-01 17:50:05,104 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 +2025-07-01 17:50:51,487 - INFO - Training: cls_zice: 15.222771015167236; reg_zipnll: -4.433488297462463; aux_mae_loss_1: 15.025075311660766; aux_mae_loss_2: 2.346918306350708; cnt_loss: 3.1260428583621978; +2025-07-01 17:50:51,671 - INFO - Evaluation: +Curr mae: 7.2074; Best mae: 6.8689; 7.0920; 7.1001; 7.1099; 7.1512; +Curr rmse: 11.4945; Best rmse: 10.4529; 10.6521; 11.1014; 11.3235; 11.3787; +Curr nae: 0.0551; Best nae: 0.0551; 0.0559; 0.0569; 0.0569; 0.0570; + + + +2025-07-01 17:50:51,671 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 +2025-07-01 17:51:38,413 - INFO - Training: cls_zice: 15.343888387680053; reg_zipnll: -3.2234196120500567; aux_mae_loss_1: 14.917852544784546; aux_mae_loss_2: 2.2397653365135195; cnt_loss: 2.8796717500686646; +2025-07-01 17:51:38,753 - INFO - Evaluation: +Curr mae: 7.1064; Best mae: 6.8689; 7.0920; 7.1001; 7.1064; 7.1099; +Curr rmse: 10.9273; Best rmse: 10.4529; 10.6521; 10.9273; 11.1014; 11.3235; +Curr nae: 0.0571; Best nae: 0.0551; 0.0559; 0.0569; 0.0569; 0.0570; + + + +2025-07-01 17:51:38,753 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 +2025-07-01 17:52:25,187 - INFO - Training: cls_zice: 15.938836402893067; reg_zipnll: -6.193481397628784; aux_mae_loss_1: 15.421867866516113; aux_mae_loss_2: 2.3291145300865175; cnt_loss: 2.9446241283416748; +2025-07-01 17:52:26,532 - INFO - Evaluation: +Curr mae: 6.8503; Best mae: 6.8503; 6.8689; 7.0920; 7.1001; 7.1064; +Curr rmse: 11.1185; Best rmse: 10.4529; 10.6521; 10.9273; 11.1014; 11.1185; +Curr nae: 0.0545; Best nae: 0.0545; 0.0551; 0.0559; 0.0569; 0.0569; + + + +2025-07-01 17:52:26,532 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 +2025-07-01 17:53:12,948 - INFO - Training: cls_zice: 14.70497833251953; reg_zipnll: -9.912182092666626; aux_mae_loss_1: 15.017370014190673; aux_mae_loss_2: 2.3623518466949465; cnt_loss: 3.152649607658386; +2025-07-01 17:53:13,290 - INFO - Evaluation: +Curr mae: 7.0822; Best mae: 6.8503; 6.8689; 7.0822; 7.0920; 7.1001; +Curr rmse: 11.5590; Best rmse: 10.4529; 10.6521; 10.9273; 11.1014; 11.1185; +Curr nae: 0.0552; Best nae: 0.0545; 0.0551; 0.0552; 0.0559; 0.0569; + + + +2025-07-01 17:53:13,290 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 +2025-07-01 17:53:59,880 - INFO - Training: cls_zice: 14.16552801132202; reg_zipnll: 3.7916761517524717; aux_mae_loss_1: 13.288506851196288; aux_mae_loss_2: 1.9668221247196198; cnt_loss: 2.3377233868837357; +2025-07-01 17:54:00,388 - INFO - Evaluation: +Curr mae: 6.9881; Best mae: 6.8503; 6.8689; 6.9881; 7.0822; 7.0920; +Curr rmse: 11.0924; Best rmse: 10.4529; 10.6521; 10.9273; 11.0924; 11.1014; +Curr nae: 0.0553; Best nae: 0.0545; 0.0551; 0.0552; 0.0553; 0.0559; + + + +2025-07-01 17:54:00,389 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 +2025-07-01 17:54:47,083 - INFO - Training: cls_zice: 15.439569654464721; reg_zipnll: -9.099438080787658; aux_mae_loss_1: 14.815356884002686; aux_mae_loss_2: 2.1936682748794554; cnt_loss: 2.679354590177536; +2025-07-01 17:54:47,611 - INFO - Evaluation: +Curr mae: 6.9056; Best mae: 6.8503; 6.8689; 6.9056; 6.9881; 7.0822; +Curr rmse: 10.8610; Best rmse: 10.4529; 10.6521; 10.8610; 10.9273; 11.0924; +Curr nae: 0.0549; Best nae: 0.0545; 0.0549; 0.0551; 0.0552; 0.0553; + + + +2025-07-01 17:54:47,612 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 +2025-07-01 17:55:34,080 - INFO - Training: cls_zice: 14.837282752990722; reg_zipnll: -6.350083861351013; aux_mae_loss_1: 14.647810277938843; aux_mae_loss_2: 2.197253749370575; cnt_loss: 2.9331730127334597; +2025-07-01 17:55:34,596 - INFO - Evaluation: +Curr mae: 6.6892; Best mae: 6.6892; 6.8503; 6.8689; 6.9056; 6.9881; +Curr rmse: 10.5421; Best rmse: 10.4529; 10.5421; 10.6521; 10.8610; 10.9273; +Curr nae: 0.0545; Best nae: 0.0545; 0.0545; 0.0549; 0.0551; 0.0552; + + + +2025-07-01 17:55:34,596 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 +2025-07-01 17:56:21,264 - INFO - Training: cls_zice: 14.691956586837769; reg_zipnll: -6.331516499519348; aux_mae_loss_1: 14.404689302444458; aux_mae_loss_2: 2.1735979413986204; cnt_loss: 3.0143148517608642; +2025-07-01 17:56:23,006 - INFO - Evaluation: +Curr mae: 6.9704; Best mae: 6.6892; 6.8503; 6.8689; 6.9056; 6.9704; +Curr rmse: 10.8982; Best rmse: 10.4529; 10.5421; 10.6521; 10.8610; 10.8982; +Curr nae: 0.0577; Best nae: 0.0545; 0.0545; 0.0549; 0.0551; 0.0552; + + + +2025-07-01 17:56:23,006 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 +2025-07-01 17:57:09,933 - INFO - Training: cls_zice: 14.933272819519043; reg_zipnll: -9.998705763816833; aux_mae_loss_1: 14.788559093475342; aux_mae_loss_2: 2.2288537549972536; cnt_loss: 2.8514705181121824; +2025-07-01 17:57:10,105 - INFO - Evaluation: +Curr mae: 7.0468; Best mae: 6.6892; 6.8503; 6.8689; 6.9056; 6.9704; +Curr rmse: 10.8473; Best rmse: 10.4529; 10.5421; 10.6521; 10.8473; 10.8610; +Curr nae: 0.0566; Best nae: 0.0545; 0.0545; 0.0549; 0.0551; 0.0552; + + + +2025-07-01 17:57:10,105 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 +2025-07-01 17:57:56,395 - INFO - Training: cls_zice: 13.612429656982421; reg_zipnll: -4.5765632629394535; aux_mae_loss_1: 14.02167893409729; aux_mae_loss_2: 2.1649093210697172; cnt_loss: 2.618970093727112; +2025-07-01 17:57:56,914 - INFO - Evaluation: +Curr mae: 6.7649; Best mae: 6.6892; 6.7649; 6.8503; 6.8689; 6.9056; +Curr rmse: 10.4753; Best rmse: 10.4529; 10.4753; 10.5421; 10.6521; 10.8473; +Curr nae: 0.0544; Best nae: 0.0544; 0.0545; 0.0545; 0.0549; 0.0551; + + + +2025-07-01 17:57:56,914 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 +2025-07-01 17:58:43,230 - INFO - Training: cls_zice: 13.876629695892333; reg_zipnll: -3.5433568477630617; aux_mae_loss_1: 14.16357813835144; aux_mae_loss_2: 2.1267854976654053; cnt_loss: 2.456664271354675; +2025-07-01 17:58:43,411 - INFO - Evaluation: +Curr mae: 6.9693; Best mae: 6.6892; 6.7649; 6.8503; 6.8689; 6.9056; +Curr rmse: 10.9936; Best rmse: 10.4529; 10.4753; 10.5421; 10.6521; 10.8473; +Curr nae: 0.0548; Best nae: 0.0544; 0.0545; 0.0545; 0.0548; 0.0549; + + + +2025-07-01 17:58:43,412 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 +2025-07-01 17:59:29,635 - INFO - Training: cls_zice: 13.385759449005127; reg_zipnll: -0.10056541442871093; aux_mae_loss_1: 13.552578973770142; aux_mae_loss_2: 2.0014927124977113; cnt_loss: 2.323443250656128; +2025-07-01 17:59:29,636 - INFO - Evaluation: +Curr mae: 7.1349; Best mae: 6.6892; 6.7649; 6.8503; 6.8689; 6.9056; +Curr rmse: 11.3604; Best rmse: 10.4529; 10.4753; 10.5421; 10.6521; 10.8473; +Curr nae: 0.0569; Best nae: 0.0544; 0.0545; 0.0545; 0.0548; 0.0549; + + + +2025-07-01 17:59:29,637 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 +2025-07-01 18:00:16,457 - INFO - Training: cls_zice: 14.70648673057556; reg_zipnll: -3.3878222703933716; aux_mae_loss_1: 14.02721972465515; aux_mae_loss_2: 2.0888947057724; cnt_loss: 2.523218014240265; +2025-07-01 18:00:16,798 - INFO - Evaluation: +Curr mae: 6.7132; Best mae: 6.6892; 6.7132; 6.7649; 6.8503; 6.8689; +Curr rmse: 10.8693; Best rmse: 10.4529; 10.4753; 10.5421; 10.6521; 10.8473; +Curr nae: 0.0547; Best nae: 0.0544; 0.0545; 0.0545; 0.0547; 0.0548; + + + +2025-07-01 18:00:16,799 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 +2025-07-01 18:01:03,445 - INFO - Training: cls_zice: 14.333744316101074; reg_zipnll: -0.5887400960922241; aux_mae_loss_1: 13.93284888267517; aux_mae_loss_2: 2.086731162071228; cnt_loss: 2.5838200139999388; +2025-07-01 18:01:03,975 - INFO - Evaluation: +Curr mae: 6.5477; Best mae: 6.5477; 6.6892; 6.7132; 6.7649; 6.8503; +Curr rmse: 10.2412; Best rmse: 10.2412; 10.4529; 10.4753; 10.5421; 10.6521; +Curr nae: 0.0539; Best nae: 0.0539; 0.0544; 0.0545; 0.0545; 0.0547; + + + +2025-07-01 18:01:03,975 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 +2025-07-01 18:01:50,710 - INFO - Training: cls_zice: 13.516489353179931; reg_zipnll: -5.03506914138794; aux_mae_loss_1: 13.52589614868164; aux_mae_loss_2: 2.014943391084671; cnt_loss: 2.5344282549619677; +2025-07-01 18:01:51,214 - INFO - Evaluation: +Curr mae: 6.6130; Best mae: 6.5477; 6.6130; 6.6892; 6.7132; 6.7649; +Curr rmse: 10.2585; Best rmse: 10.2412; 10.2585; 10.4529; 10.4753; 10.5421; +Curr nae: 0.0531; Best nae: 0.0531; 0.0539; 0.0544; 0.0545; 0.0545; + + + +2025-07-01 18:01:51,215 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 +2025-07-01 18:02:37,770 - INFO - Training: cls_zice: 14.13456063270569; reg_zipnll: -3.8908124566078186; aux_mae_loss_1: 13.393437051773072; aux_mae_loss_2: 2.0096593260765077; cnt_loss: 2.2410240042209626; +2025-07-01 18:02:38,112 - INFO - Evaluation: +Curr mae: 6.6442; Best mae: 6.5477; 6.6130; 6.6442; 6.6892; 6.7132; +Curr rmse: 10.4103; Best rmse: 10.2412; 10.2585; 10.4103; 10.4529; 10.4753; +Curr nae: 0.0552; Best nae: 0.0531; 0.0539; 0.0544; 0.0545; 0.0545; + + + +2025-07-01 18:02:38,113 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 +2025-07-01 18:03:24,824 - INFO - Training: cls_zice: 14.12971697807312; reg_zipnll: -5.846599416732788; aux_mae_loss_1: 13.913842849731445; aux_mae_loss_2: 2.0286300384998324; cnt_loss: 2.2510112488269804; +2025-07-01 18:03:24,999 - INFO - Evaluation: +Curr mae: 6.7682; Best mae: 6.5477; 6.6130; 6.6442; 6.6892; 6.7132; +Curr rmse: 10.5908; Best rmse: 10.2412; 10.2585; 10.4103; 10.4529; 10.4753; +Curr nae: 0.0541; Best nae: 0.0531; 0.0539; 0.0541; 0.0544; 0.0545; + + + +2025-07-01 18:03:24,999 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 +2025-07-01 18:04:11,456 - INFO - Training: cls_zice: 13.066996097564697; reg_zipnll: -3.013771572113037; aux_mae_loss_1: 13.079892778396607; aux_mae_loss_2: 1.9231885182857513; cnt_loss: 2.249074736833572; +2025-07-01 18:04:11,806 - INFO - Evaluation: +Curr mae: 6.6286; Best mae: 6.5477; 6.6130; 6.6286; 6.6442; 6.6892; +Curr rmse: 10.3458; Best rmse: 10.2412; 10.2585; 10.3458; 10.4103; 10.4529; +Curr nae: 0.0546; Best nae: 0.0531; 0.0539; 0.0541; 0.0544; 0.0545; + + + +2025-07-01 18:04:11,807 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 +2025-07-01 18:04:58,497 - INFO - Training: cls_zice: 14.014718494415284; reg_zipnll: -0.9151851081848145; aux_mae_loss_1: 13.651506538391112; aux_mae_loss_2: 2.034721257686615; cnt_loss: 2.5182826948165893; +2025-07-01 18:04:59,015 - INFO - Evaluation: +Curr mae: 6.5973; Best mae: 6.5477; 6.5973; 6.6130; 6.6286; 6.6442; +Curr rmse: 10.3611; Best rmse: 10.2412; 10.2585; 10.3458; 10.3611; 10.4103; +Curr nae: 0.0538; Best nae: 0.0531; 0.0538; 0.0539; 0.0541; 0.0544; + + + +2025-07-01 18:04:59,015 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 +2025-07-01 18:05:45,630 - INFO - Training: cls_zice: 14.315829648971558; reg_zipnll: -2.140655083656311; aux_mae_loss_1: 13.68033811569214; aux_mae_loss_2: 2.0075080299377444; cnt_loss: 2.3582101488113403; +2025-07-01 18:05:45,976 - INFO - Evaluation: +Curr mae: 6.6229; Best mae: 6.5477; 6.5973; 6.6130; 6.6229; 6.6286; +Curr rmse: 10.5153; Best rmse: 10.2412; 10.2585; 10.3458; 10.3611; 10.4103; +Curr nae: 0.0536; Best nae: 0.0531; 0.0536; 0.0538; 0.0539; 0.0541; + + + +2025-07-01 18:05:45,976 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 +2025-07-01 18:06:32,433 - INFO - Training: cls_zice: 13.099794015884399; reg_zipnll: -3.278128128051758; aux_mae_loss_1: 12.509071683883667; aux_mae_loss_2: 1.8084815180301665; cnt_loss: 2.14646800160408; +2025-07-01 18:06:32,607 - INFO - Evaluation: +Curr mae: 6.7242; Best mae: 6.5477; 6.5973; 6.6130; 6.6229; 6.6286; +Curr rmse: 10.5879; Best rmse: 10.2412; 10.2585; 10.3458; 10.3611; 10.4103; +Curr nae: 0.0539; Best nae: 0.0531; 0.0536; 0.0538; 0.0539; 0.0539; + + + +2025-07-01 18:06:32,607 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 +2025-07-01 18:07:19,253 - INFO - Training: cls_zice: 13.95711256980896; reg_zipnll: -6.432664127349853; aux_mae_loss_1: 13.69250509262085; aux_mae_loss_2: 2.0232491624355315; cnt_loss: 2.0583952283859253; +2025-07-01 18:07:19,253 - INFO - Evaluation: +Curr mae: 6.9691; Best mae: 6.5477; 6.5973; 6.6130; 6.6229; 6.6286; +Curr rmse: 10.8949; Best rmse: 10.2412; 10.2585; 10.3458; 10.3611; 10.4103; +Curr nae: 0.0548; Best nae: 0.0531; 0.0536; 0.0538; 0.0539; 0.0539; + + + +2025-07-01 18:07:19,253 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 +2025-07-01 18:08:05,975 - INFO - Training: cls_zice: 13.763091154098511; reg_zipnll: -6.0544522190093994; aux_mae_loss_1: 13.60435911178589; aux_mae_loss_2: 1.9935436153411865; cnt_loss: 1.9636532413959502; +2025-07-01 18:08:05,975 - INFO - Evaluation: +Curr mae: 6.6946; Best mae: 6.5477; 6.5973; 6.6130; 6.6229; 6.6286; +Curr rmse: 10.5380; Best rmse: 10.2412; 10.2585; 10.3458; 10.3611; 10.4103; +Curr nae: 0.0544; Best nae: 0.0531; 0.0536; 0.0538; 0.0539; 0.0539; + + + +2025-07-01 18:08:05,975 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 +2025-07-01 18:08:52,349 - INFO - Training: cls_zice: 13.171980810165405; reg_zipnll: -3.6309149074554443; aux_mae_loss_1: 13.000918054580689; aux_mae_loss_2: 1.9191788017749787; cnt_loss: 1.9716615962982178; +2025-07-01 18:08:52,350 - INFO - Evaluation: +Curr mae: 6.8054; Best mae: 6.5477; 6.5973; 6.6130; 6.6229; 6.6286; +Curr rmse: 10.7204; Best rmse: 10.2412; 10.2585; 10.3458; 10.3611; 10.4103; +Curr nae: 0.0541; Best nae: 0.0531; 0.0536; 0.0538; 0.0539; 0.0539; + + + +2025-07-01 18:08:52,350 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 +2025-07-01 18:09:38,987 - INFO - Training: cls_zice: 13.02815284729004; reg_zipnll: -5.759413547515869; aux_mae_loss_1: 13.49159110069275; aux_mae_loss_2: 2.023906601667404; cnt_loss: 2.3568603110313417; +2025-07-01 18:09:39,508 - INFO - Evaluation: +Curr mae: 6.5095; Best mae: 6.5095; 6.5477; 6.5973; 6.6130; 6.6229; +Curr rmse: 10.2222; Best rmse: 10.2222; 10.2412; 10.2585; 10.3458; 10.3611; +Curr nae: 0.0536; Best nae: 0.0531; 0.0536; 0.0536; 0.0538; 0.0539; + + + +2025-07-01 18:09:39,508 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 +2025-07-01 18:10:25,767 - INFO - Training: cls_zice: 13.194898118972779; reg_zipnll: -0.18159966468811034; aux_mae_loss_1: 12.975188074111939; aux_mae_loss_2: 1.9235729694366455; cnt_loss: 2.252395337820053; +2025-07-01 18:10:26,116 - INFO - Evaluation: +Curr mae: 6.5815; Best mae: 6.5095; 6.5477; 6.5815; 6.5973; 6.6130; +Curr rmse: 10.2522; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.3458; +Curr nae: 0.0540; Best nae: 0.0531; 0.0536; 0.0536; 0.0538; 0.0539; + + + +2025-07-01 18:10:26,116 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 +2025-07-01 18:11:12,720 - INFO - Training: cls_zice: 14.336261205673217; reg_zipnll: -8.527113189697266; aux_mae_loss_1: 14.391259393692017; aux_mae_loss_2: 2.1463036799430846; cnt_loss: 2.0903793013095857; +2025-07-01 18:11:14,074 - INFO - Evaluation: +Curr mae: 6.4656; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 10.2933; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0528; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:11:14,074 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 +2025-07-01 18:11:59,991 - INFO - Training: cls_zice: 13.39650855064392; reg_zipnll: -0.23685615062713622; aux_mae_loss_1: 12.738646068572997; aux_mae_loss_2: 1.8474064552783966; cnt_loss: 1.9373720049858094; +2025-07-01 18:11:59,992 - INFO - Evaluation: +Curr mae: 6.6532; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 10.4512; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0541; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:11:59,992 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 +2025-07-01 18:12:46,905 - INFO - Training: cls_zice: 12.91118453025818; reg_zipnll: -1.7193141841888429; aux_mae_loss_1: 12.719274892807007; aux_mae_loss_2: 1.8739748108386993; cnt_loss: 1.9052685523033142; +2025-07-01 18:12:46,906 - INFO - Evaluation: +Curr mae: 6.6215; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 10.4958; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0538; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:12:46,906 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 +2025-07-01 18:13:33,244 - INFO - Training: cls_zice: 13.524693069458008; reg_zipnll: -2.6530244159698486; aux_mae_loss_1: 13.66208875656128; aux_mae_loss_2: 2.005629993677139; cnt_loss: 2.01546396613121; +2025-07-01 18:13:33,244 - INFO - Evaluation: +Curr mae: 6.6590; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 10.4639; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0543; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:13:33,244 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 +2025-07-01 18:14:20,057 - INFO - Training: cls_zice: 16.327998161315918; reg_zipnll: -2.515824122428894; aux_mae_loss_1: 16.18700207710266; aux_mae_loss_2: 2.594319767951965; cnt_loss: 4.120408976078034; +2025-07-01 18:14:20,058 - INFO - Evaluation: +Curr mae: 8.3037; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 13.0335; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0683; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:14:20,058 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 +2025-07-01 18:15:06,711 - INFO - Training: cls_zice: 19.165860347747802; reg_zipnll: -4.029592981338501; aux_mae_loss_1: 19.461452159881592; aux_mae_loss_2: 3.2187020897865297; cnt_loss: 6.294262971878052; +2025-07-01 18:15:06,711 - INFO - Evaluation: +Curr mae: 8.5169; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 14.9496; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0671; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:15:06,711 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 +2025-07-01 18:15:53,335 - INFO - Training: cls_zice: 17.77691972732544; reg_zipnll: -0.9046121215820313; aux_mae_loss_1: 18.573307008743285; aux_mae_loss_2: 3.1560713338851927; cnt_loss: 6.442700035572052; +2025-07-01 18:15:53,339 - INFO - Evaluation: +Curr mae: 10.3758; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 14.9284; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0916; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:15:53,339 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 +2025-07-01 18:16:40,152 - INFO - Training: cls_zice: 17.71144555091858; reg_zipnll: -2.455218262672424; aux_mae_loss_1: 18.225183124542237; aux_mae_loss_2: 2.9722842621803283; cnt_loss: 5.852449622154236; +2025-07-01 18:16:40,152 - INFO - Evaluation: +Curr mae: 11.8618; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 18.1304; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.1020; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:16:40,153 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 +2025-07-01 18:17:26,416 - INFO - Training: cls_zice: 17.611937017440795; reg_zipnll: -1.4623035383224487; aux_mae_loss_1: 17.93160448074341; aux_mae_loss_2: 2.942490983009338; cnt_loss: 5.007079803943634; +2025-07-01 18:17:26,416 - INFO - Evaluation: +Curr mae: 7.7568; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.1054; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0630; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:17:26,416 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 +2025-07-01 18:18:12,970 - INFO - Training: cls_zice: 18.17575036048889; reg_zipnll: 0.9947530269622803; aux_mae_loss_1: 18.25956446647644; aux_mae_loss_2: 3.1272985458374025; cnt_loss: 6.935810115337372; +2025-07-01 18:18:12,971 - INFO - Evaluation: +Curr mae: 9.6940; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 16.0680; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0729; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:18:12,971 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 +2025-07-01 18:18:59,525 - INFO - Training: cls_zice: 17.779988079071046; reg_zipnll: -0.4853068923950195; aux_mae_loss_1: 17.98260772705078; aux_mae_loss_2: 2.9476534056663515; cnt_loss: 5.123468787670135; +2025-07-01 18:18:59,525 - INFO - Evaluation: +Curr mae: 8.1300; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 15.0980; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0622; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:18:59,525 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 +2025-07-01 18:19:46,108 - INFO - Training: cls_zice: 17.79927456855774; reg_zipnll: -2.0480642700195313; aux_mae_loss_1: 18.56822219848633; aux_mae_loss_2: 3.069967155456543; cnt_loss: 5.680137057304382; +2025-07-01 18:19:46,108 - INFO - Evaluation: +Curr mae: 9.3717; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 14.0325; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0711; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:19:46,108 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 +2025-07-01 18:20:32,393 - INFO - Training: cls_zice: 18.032023477554322; reg_zipnll: -0.942805290222168; aux_mae_loss_1: 18.265750942230223; aux_mae_loss_2: 3.0720075607299804; cnt_loss: 6.040598564147949; +2025-07-01 18:20:32,393 - INFO - Evaluation: +Curr mae: 8.4067; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 15.5379; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0624; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:20:32,393 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 +2025-07-01 18:21:19,116 - INFO - Training: cls_zice: 19.173521728515624; reg_zipnll: -4.526572246551513; aux_mae_loss_1: 19.015730571746825; aux_mae_loss_2: 3.2474167490005494; cnt_loss: 6.552107839584351; +2025-07-01 18:21:19,117 - INFO - Evaluation: +Curr mae: 10.2206; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 17.2137; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0745; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:21:19,117 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 +2025-07-01 18:22:05,694 - INFO - Training: cls_zice: 16.96492844581604; reg_zipnll: -2.7323891735076904; aux_mae_loss_1: 17.354494752883912; aux_mae_loss_2: 2.8493517732620237; cnt_loss: 5.646393923759461; +2025-07-01 18:22:05,694 - INFO - Evaluation: +Curr mae: 8.4154; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.9353; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0701; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:22:05,694 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 +2025-07-01 18:22:52,502 - INFO - Training: cls_zice: 17.623154430389405; reg_zipnll: -7.435999774932862; aux_mae_loss_1: 17.444270381927492; aux_mae_loss_2: 2.8031595087051393; cnt_loss: 4.986493225097656; +2025-07-01 18:22:52,503 - INFO - Evaluation: +Curr mae: 7.9030; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.1900; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0634; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:22:52,503 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 +2025-07-01 18:23:39,212 - INFO - Training: cls_zice: 17.214214277267455; reg_zipnll: -4.6722481822967525; aux_mae_loss_1: 17.386285667419433; aux_mae_loss_2: 2.8090161180496214; cnt_loss: 4.917909765243531; +2025-07-01 18:23:39,213 - INFO - Evaluation: +Curr mae: 8.1292; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.3627; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0649; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:23:39,213 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 +2025-07-01 18:24:25,419 - INFO - Training: cls_zice: 17.737283716201784; reg_zipnll: -6.7683397388458255; aux_mae_loss_1: 17.54427562713623; aux_mae_loss_2: 2.79506290435791; cnt_loss: 4.775930948257447; +2025-07-01 18:24:25,419 - INFO - Evaluation: +Curr mae: 7.4025; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.2282; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0604; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:24:25,419 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 +2025-07-01 18:25:12,066 - INFO - Training: cls_zice: 17.43794430732727; reg_zipnll: -2.4421712911128997; aux_mae_loss_1: 17.261186389923097; aux_mae_loss_2: 2.7570439910888673; cnt_loss: 4.64770343542099; +2025-07-01 18:25:12,066 - INFO - Evaluation: +Curr mae: 8.2401; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.9560; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0768; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:25:12,066 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 +2025-07-01 18:25:58,370 - INFO - Training: cls_zice: 17.533384218215943; reg_zipnll: -1.6375337505340577; aux_mae_loss_1: 16.994293632507325; aux_mae_loss_2: 2.7793607091903687; cnt_loss: 5.167902443408966; +2025-07-01 18:25:58,371 - INFO - Evaluation: +Curr mae: 9.0623; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 13.3054; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0790; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:25:58,371 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 +2025-07-01 18:26:45,146 - INFO - Training: cls_zice: 17.532738695144655; reg_zipnll: -7.893263335227966; aux_mae_loss_1: 17.650979137420656; aux_mae_loss_2: 2.8662729549407957; cnt_loss: 4.900032749176026; +2025-07-01 18:26:45,147 - INFO - Evaluation: +Curr mae: 8.0690; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.4979; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0675; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:26:45,147 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 +2025-07-01 18:27:31,606 - INFO - Training: cls_zice: 16.960783405303957; reg_zipnll: -8.095327887535095; aux_mae_loss_1: 16.889914169311524; aux_mae_loss_2: 2.7401896572113036; cnt_loss: 4.285482170581818; +2025-07-01 18:27:31,606 - INFO - Evaluation: +Curr mae: 7.9204; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.6327; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0648; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:27:31,606 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 +2025-07-01 18:28:17,946 - INFO - Training: cls_zice: 15.7869473361969; reg_zipnll: -0.48229910373687745; aux_mae_loss_1: 15.161034278869629; aux_mae_loss_2: 2.409424090385437; cnt_loss: 3.7084447002410887; +2025-07-01 18:28:17,947 - INFO - Evaluation: +Curr mae: 7.7492; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.7121; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0605; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:28:17,947 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 +2025-07-01 18:29:04,656 - INFO - Training: cls_zice: 16.63257395744324; reg_zipnll: -4.4590260028839115; aux_mae_loss_1: 16.86577003479004; aux_mae_loss_2: 2.6052958607673644; cnt_loss: 3.9709991002082825; +2025-07-01 18:29:04,657 - INFO - Evaluation: +Curr mae: 7.4326; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.5208; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0592; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:29:06,319 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 +2025-07-01 18:29:52,852 - INFO - Training: cls_zice: 16.07036085128784; reg_zipnll: -3.623653645515442; aux_mae_loss_1: 16.485976123809813; aux_mae_loss_2: 2.7038295793533327; cnt_loss: 4.459746911525726; +2025-07-01 18:29:52,853 - INFO - Evaluation: +Curr mae: 8.7254; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 14.8995; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0654; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:29:52,853 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 +2025-07-01 18:30:39,218 - INFO - Training: cls_zice: 15.75861608505249; reg_zipnll: -1.768651351928711; aux_mae_loss_1: 16.047364864349365; aux_mae_loss_2: 2.578513083457947; cnt_loss: 4.47337700843811; +2025-07-01 18:30:39,219 - INFO - Evaluation: +Curr mae: 8.5730; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 13.2657; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0717; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:30:39,219 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 +2025-07-01 18:31:25,518 - INFO - Training: cls_zice: 15.497235279083252; reg_zipnll: -2.1690222704410553; aux_mae_loss_1: 15.57039520263672; aux_mae_loss_2: 2.417243700027466; cnt_loss: 3.8784956192970275; +2025-07-01 18:31:25,519 - INFO - Evaluation: +Curr mae: 7.8805; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.6465; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0631; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:31:25,519 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 +2025-07-01 18:32:12,206 - INFO - Training: cls_zice: 16.0148602104187; reg_zipnll: -4.543817892074585; aux_mae_loss_1: 16.09675271987915; aux_mae_loss_2: 2.601329438686371; cnt_loss: 4.33285001039505; +2025-07-01 18:32:12,207 - INFO - Evaluation: +Curr mae: 7.6714; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.9578; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0628; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:32:12,207 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 +2025-07-01 18:32:58,785 - INFO - Training: cls_zice: 15.722440128326417; reg_zipnll: -3.7992956972122194; aux_mae_loss_1: 16.176805238723755; aux_mae_loss_2: 2.5821211338043213; cnt_loss: 4.107661862373352; +2025-07-01 18:32:58,786 - INFO - Evaluation: +Curr mae: 7.1409; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 10.8661; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0613; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:32:58,786 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 +2025-07-01 18:33:45,236 - INFO - Training: cls_zice: 16.83303201675415; reg_zipnll: -5.7425779581069945; aux_mae_loss_1: 16.29868808746338; aux_mae_loss_2: 2.6521853494644163; cnt_loss: 4.854570178985596; +2025-07-01 18:33:45,236 - INFO - Evaluation: +Curr mae: 8.6540; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 14.3250; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0669; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:33:45,236 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 +2025-07-01 18:34:31,684 - INFO - Training: cls_zice: 15.575905437469482; reg_zipnll: 5.083635947704315; aux_mae_loss_1: 15.250311584472657; aux_mae_loss_2: 2.4620937085151673; cnt_loss: 4.722051763534546; +2025-07-01 18:34:31,685 - INFO - Evaluation: +Curr mae: 8.1074; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 13.8654; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0627; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:34:31,685 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 +2025-07-01 18:35:18,126 - INFO - Training: cls_zice: 15.823855781555176; reg_zipnll: -8.275995893478393; aux_mae_loss_1: 16.323437805175782; aux_mae_loss_2: 2.6542607831954954; cnt_loss: 3.996005799770355; +2025-07-01 18:35:18,126 - INFO - Evaluation: +Curr mae: 7.3029; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.3431; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0590; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:35:18,126 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 +2025-07-01 18:36:04,409 - INFO - Training: cls_zice: 16.301386280059816; reg_zipnll: -6.8714994430542; aux_mae_loss_1: 15.774691514968872; aux_mae_loss_2: 2.4753001737594604; cnt_loss: 4.0121569514274595; +2025-07-01 18:36:04,409 - INFO - Evaluation: +Curr mae: 7.3713; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 10.7457; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0637; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:36:04,410 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 +2025-07-01 18:36:50,994 - INFO - Training: cls_zice: 15.75659146308899; reg_zipnll: 0.3653284645080566; aux_mae_loss_1: 15.430701417922974; aux_mae_loss_2: 2.4552633452415464; cnt_loss: 3.9594517755508423; +2025-07-01 18:36:50,994 - INFO - Evaluation: +Curr mae: 8.4405; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 13.9967; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0618; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:36:50,994 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 +2025-07-01 18:37:37,273 - INFO - Training: cls_zice: 15.335885314941406; reg_zipnll: -0.6746001625061036; aux_mae_loss_1: 15.399031124114991; aux_mae_loss_2: 2.4642388916015623; cnt_loss: 4.047785726785659; +2025-07-01 18:37:37,274 - INFO - Evaluation: +Curr mae: 7.4025; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.0415; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0566; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:37:37,274 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 +2025-07-01 18:38:23,799 - INFO - Training: cls_zice: 15.994728298187256; reg_zipnll: -0.18658178806304931; aux_mae_loss_1: 15.359673833847046; aux_mae_loss_2: 2.39600123167038; cnt_loss: 4.0725428485870365; +2025-07-01 18:38:23,800 - INFO - Evaluation: +Curr mae: 7.2780; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.1778; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0578; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:38:23,800 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 +2025-07-01 18:39:10,642 - INFO - Training: cls_zice: 16.583217515945435; reg_zipnll: -7.294884586334229; aux_mae_loss_1: 16.311001262664796; aux_mae_loss_2: 2.642414355278015; cnt_loss: 4.1463128173351285; +2025-07-01 18:39:10,643 - INFO - Evaluation: +Curr mae: 7.9709; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.5622; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0588; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:39:10,643 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 +2025-07-01 18:39:56,960 - INFO - Training: cls_zice: 15.86102071762085; reg_zipnll: -2.6557258701324464; aux_mae_loss_1: 15.556869087219239; aux_mae_loss_2: 2.513026876449585; cnt_loss: 4.302446624040604; +2025-07-01 18:39:56,960 - INFO - Evaluation: +Curr mae: 7.7512; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.9780; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0597; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:39:56,961 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 +2025-07-01 18:40:43,576 - INFO - Training: cls_zice: 15.705987091064452; reg_zipnll: -7.211980895996094; aux_mae_loss_1: 15.431967487335205; aux_mae_loss_2: 2.4262292170524598; cnt_loss: 4.069537808895111; +2025-07-01 18:40:43,576 - INFO - Evaluation: +Curr mae: 10.7524; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 15.4546; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0878; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:40:43,576 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 +2025-07-01 18:41:29,684 - INFO - Training: cls_zice: 14.37525508403778; reg_zipnll: -2.4253056335449217; aux_mae_loss_1: 14.648646202087402; aux_mae_loss_2: 2.335018334388733; cnt_loss: 3.7170260047912596; +2025-07-01 18:41:29,685 - INFO - Evaluation: +Curr mae: 8.0430; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.7119; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0646; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:41:29,685 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 +2025-07-01 18:42:16,368 - INFO - Training: cls_zice: 15.68435257911682; reg_zipnll: -0.7935475873947143; aux_mae_loss_1: 15.359540576934814; aux_mae_loss_2: 2.4303795313835144; cnt_loss: 4.137044935226441; +2025-07-01 18:42:16,369 - INFO - Evaluation: +Curr mae: 8.0414; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 13.2702; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0622; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:42:16,369 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 +2025-07-01 18:43:02,890 - INFO - Training: cls_zice: 15.102712144851685; reg_zipnll: 0.578401517868042; aux_mae_loss_1: 14.636698036193847; aux_mae_loss_2: 2.3204726862907408; cnt_loss: 3.940230963230133; +2025-07-01 18:43:02,890 - INFO - Evaluation: +Curr mae: 7.5931; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.2412; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0603; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:43:02,891 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 +2025-07-01 18:43:49,150 - INFO - Training: cls_zice: 13.877893991470337; reg_zipnll: 0.03875564575195312; aux_mae_loss_1: 13.961432008743285; aux_mae_loss_2: 2.2270841789245606; cnt_loss: 3.5677955985069274; +2025-07-01 18:43:49,150 - INFO - Evaluation: +Curr mae: 8.0361; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.4736; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0651; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:43:49,151 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 +2025-07-01 18:44:35,829 - INFO - Training: cls_zice: 15.922153568267822; reg_zipnll: -9.68636019706726; aux_mae_loss_1: 15.557255754470825; aux_mae_loss_2: 2.487985851764679; cnt_loss: 4.430391765832901; +2025-07-01 18:44:35,829 - INFO - Evaluation: +Curr mae: 7.7882; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.6052; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0602; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:44:35,830 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 +2025-07-01 18:45:22,403 - INFO - Training: cls_zice: 14.178019804954529; reg_zipnll: -0.8773437595367432; aux_mae_loss_1: 14.065512218475341; aux_mae_loss_2: 2.1762139213085177; cnt_loss: 3.283096511363983; +2025-07-01 18:45:22,404 - INFO - Evaluation: +Curr mae: 7.5656; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.3667; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0579; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:45:22,404 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 +2025-07-01 18:46:08,916 - INFO - Training: cls_zice: 14.309813308715821; reg_zipnll: -2.0131054162979125; aux_mae_loss_1: 14.438009624481202; aux_mae_loss_2: 2.26730007648468; cnt_loss: 3.83903879404068; +2025-07-01 18:46:08,916 - INFO - Evaluation: +Curr mae: 7.3702; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.5059; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0569; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:46:08,916 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 +2025-07-01 18:46:55,251 - INFO - Training: cls_zice: 14.750652980804443; reg_zipnll: -5.616610250473022; aux_mae_loss_1: 14.638831844329834; aux_mae_loss_2: 2.2713959336280825; cnt_loss: 3.5496278476715086; +2025-07-01 18:46:55,252 - INFO - Evaluation: +Curr mae: 7.4227; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.9897; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0570; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:46:55,252 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 +2025-07-01 18:47:41,681 - INFO - Training: cls_zice: 15.556390776634217; reg_zipnll: -7.765676708221435; aux_mae_loss_1: 15.670462017059327; aux_mae_loss_2: 2.5208530187606812; cnt_loss: 4.651966834068299; +2025-07-01 18:47:41,681 - INFO - Evaluation: +Curr mae: 7.8535; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.3032; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0608; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:47:41,681 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 +2025-07-01 18:48:28,189 - INFO - Training: cls_zice: 14.86542625427246; reg_zipnll: -4.358989758491516; aux_mae_loss_1: 14.859899396896362; aux_mae_loss_2: 2.3415116095542907; cnt_loss: 3.6943214082717897; +2025-07-01 18:48:28,190 - INFO - Evaluation: +Curr mae: 7.8364; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.4694; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0611; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:48:28,190 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 +2025-07-01 18:49:14,982 - INFO - Training: cls_zice: 15.099181246757507; reg_zipnll: -6.823168745040894; aux_mae_loss_1: 14.513912715911864; aux_mae_loss_2: 2.3366472911834717; cnt_loss: 4.181209464073181; +2025-07-01 18:49:14,982 - INFO - Evaluation: +Curr mae: 9.2104; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 13.6170; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0734; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:49:14,982 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 +2025-07-01 18:50:01,486 - INFO - Training: cls_zice: 14.705589680671691; reg_zipnll: -3.3651010990142822; aux_mae_loss_1: 14.300164756774903; aux_mae_loss_2: 2.242750606536865; cnt_loss: 3.7993940579891206; +2025-07-01 18:50:01,487 - INFO - Evaluation: +Curr mae: 7.7336; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.1795; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0631; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:50:01,487 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 +2025-07-01 18:50:48,158 - INFO - Training: cls_zice: 15.756329054832458; reg_zipnll: -8.104470472335816; aux_mae_loss_1: 15.519341688156128; aux_mae_loss_2: 2.484361126422882; cnt_loss: 4.689165912866592; +2025-07-01 18:50:48,158 - INFO - Evaluation: +Curr mae: 7.6182; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.3572; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0610; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:50:48,158 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 +2025-07-01 18:51:34,673 - INFO - Training: cls_zice: 15.243252506256104; reg_zipnll: -4.389233331680298; aux_mae_loss_1: 15.525885429382324; aux_mae_loss_2: 2.4416655457019805; cnt_loss: 3.840141634941101; +2025-07-01 18:51:34,674 - INFO - Evaluation: +Curr mae: 7.3614; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.5840; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0572; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:51:34,674 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 +2025-07-01 18:52:21,184 - INFO - Training: cls_zice: 14.601063013076782; reg_zipnll: -4.2162196159362795; aux_mae_loss_1: 14.384905290603637; aux_mae_loss_2: 2.313216791152954; cnt_loss: 3.9565439295768736; +2025-07-01 18:52:21,185 - INFO - Evaluation: +Curr mae: 7.5663; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.5282; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0624; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:52:21,185 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 +2025-07-01 18:53:07,397 - INFO - Training: cls_zice: 14.169261522293091; reg_zipnll: -2.7218033599853517; aux_mae_loss_1: 14.105595474243165; aux_mae_loss_2: 2.218063220977783; cnt_loss: 3.376389255523682; +2025-07-01 18:53:07,398 - INFO - Evaluation: +Curr mae: 7.1976; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.4328; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0583; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:53:07,398 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 +2025-07-01 18:53:53,951 - INFO - Training: cls_zice: 15.913942966461182; reg_zipnll: -4.960353589057922; aux_mae_loss_1: 15.318709106445313; aux_mae_loss_2: 2.48417676448822; cnt_loss: 4.043988428115845; +2025-07-01 18:53:53,951 - INFO - Evaluation: +Curr mae: 8.0473; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.4869; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0627; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:53:53,952 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 +2025-07-01 18:54:40,459 - INFO - Training: cls_zice: 14.746051216125489; reg_zipnll: -3.9296610450744627; aux_mae_loss_1: 14.23190920829773; aux_mae_loss_2: 2.2042760384082793; cnt_loss: 3.4982247233390806; +2025-07-01 18:54:40,460 - INFO - Evaluation: +Curr mae: 7.2434; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 13.0597; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0551; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:54:40,460 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 +2025-07-01 18:55:26,996 - INFO - Training: cls_zice: 14.795352907180787; reg_zipnll: -5.571633386611938; aux_mae_loss_1: 14.30383999824524; aux_mae_loss_2: 2.22283607006073; cnt_loss: 3.6783992052078247; +2025-07-01 18:55:26,997 - INFO - Evaluation: +Curr mae: 7.0174; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.0168; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0561; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:55:26,997 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 +2025-07-01 18:56:13,497 - INFO - Training: cls_zice: 15.209380140304566; reg_zipnll: -9.226139497756957; aux_mae_loss_1: 14.925403022766114; aux_mae_loss_2: 2.38047607421875; cnt_loss: 4.39330302119255; +2025-07-01 18:56:13,498 - INFO - Evaluation: +Curr mae: 7.7372; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.9873; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0629; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:56:13,498 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 +2025-07-01 18:57:00,238 - INFO - Training: cls_zice: 13.498585119247437; reg_zipnll: -3.0070509719848633; aux_mae_loss_1: 13.350063667297363; aux_mae_loss_2: 2.0914672374725343; cnt_loss: 3.066260608434677; +2025-07-01 18:57:00,239 - INFO - Evaluation: +Curr mae: 7.1869; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.0404; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0584; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:57:00,239 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 +2025-07-01 18:57:46,596 - INFO - Training: cls_zice: 14.404812412261963; reg_zipnll: -9.714189138412475; aux_mae_loss_1: 14.124294853210449; aux_mae_loss_2: 2.1882882785797118; cnt_loss: 3.1667554533481597; +2025-07-01 18:57:46,596 - INFO - Evaluation: +Curr mae: 7.6717; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.7630; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0574; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:57:46,596 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 +2025-07-01 18:58:33,582 - INFO - Training: cls_zice: 15.026228079795837; reg_zipnll: -8.024111318588258; aux_mae_loss_1: 14.29590799331665; aux_mae_loss_2: 2.2299822211265563; cnt_loss: 3.7257887506484986; +2025-07-01 18:58:33,582 - INFO - Evaluation: +Curr mae: 7.0703; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 10.9693; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0569; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:58:33,583 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 +2025-07-01 18:59:19,897 - INFO - Training: cls_zice: 14.94786994934082; reg_zipnll: -7.65285924911499; aux_mae_loss_1: 14.091789932250977; aux_mae_loss_2: 2.204947302341461; cnt_loss: 3.6515174472332; +2025-07-01 18:59:19,898 - INFO - Evaluation: +Curr mae: 7.8811; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 12.1396; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0653; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 18:59:19,898 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 +2025-07-01 19:00:06,409 - INFO - Training: cls_zice: 14.056156721115112; reg_zipnll: -5.723377132415772; aux_mae_loss_1: 13.76734125137329; aux_mae_loss_2: 2.19413138628006; cnt_loss: 3.402551072835922; +2025-07-01 19:00:06,409 - INFO - Evaluation: +Curr mae: 7.0654; Best mae: 6.4656; 6.5095; 6.5477; 6.5815; 6.5973; +Curr rmse: 11.2982; Best rmse: 10.2222; 10.2412; 10.2522; 10.2585; 10.2933; +Curr nae: 0.0551; Best nae: 0.0528; 0.0531; 0.0536; 0.0536; 0.0538; + + + +2025-07-01 19:00:06,409 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 +2025-07-01 19:00:52,903 - INFO - Training: cls_zice: 14.308885502815247; reg_zipnll: -1.47706622838974; aux_mae_loss_1: 13.634112806320191; aux_mae_loss_2: 2.1380793380737306; cnt_loss: 3.541879788637161; +2025-07-01 19:00:53,422 - INFO - Evaluation: +Curr mae: 6.4896; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 9.9772; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0525; Best nae: 0.0525; 0.0528; 0.0531; 0.0536; 0.0536; + + + +2025-07-01 19:00:53,422 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 +2025-07-01 19:01:39,536 - INFO - Training: cls_zice: 15.126340074539184; reg_zipnll: 0.8745253753662109; aux_mae_loss_1: 13.931846857070923; aux_mae_loss_2: 2.1484261286258697; cnt_loss: 3.6730478620529174; +2025-07-01 19:01:39,536 - INFO - Evaluation: +Curr mae: 7.4014; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 11.8247; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0575; Best nae: 0.0525; 0.0528; 0.0531; 0.0536; 0.0536; + + + +2025-07-01 19:01:39,536 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 +2025-07-01 19:02:26,056 - INFO - Training: cls_zice: 14.680424633026123; reg_zipnll: -4.298957695960999; aux_mae_loss_1: 13.872294807434082; aux_mae_loss_2: 2.1071030938625337; cnt_loss: 3.2308805775642395; +2025-07-01 19:02:26,057 - INFO - Evaluation: +Curr mae: 7.3093; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 11.3045; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0603; Best nae: 0.0525; 0.0528; 0.0531; 0.0536; 0.0536; + + + +2025-07-01 19:02:26,057 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 +2025-07-01 19:03:12,502 - INFO - Training: cls_zice: 14.020227909088135; reg_zipnll: -4.508931684494018; aux_mae_loss_1: 13.498887462615967; aux_mae_loss_2: 2.1447287726402284; cnt_loss: 3.5455137991905215; +2025-07-01 19:03:12,502 - INFO - Evaluation: +Curr mae: 7.2872; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 12.4902; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0548; Best nae: 0.0525; 0.0528; 0.0531; 0.0536; 0.0536; + + + +2025-07-01 19:03:12,502 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 +2025-07-01 19:03:58,776 - INFO - Training: cls_zice: 13.736832208633423; reg_zipnll: -4.2263856124877925; aux_mae_loss_1: 13.75435601234436; aux_mae_loss_2: 2.1254334568977358; cnt_loss: 3.40336186170578; +2025-07-01 19:03:58,776 - INFO - Evaluation: +Curr mae: 7.7254; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 12.0678; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0623; Best nae: 0.0525; 0.0528; 0.0531; 0.0536; 0.0536; + + + +2025-07-01 19:03:58,776 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 +2025-07-01 19:04:45,518 - INFO - Training: cls_zice: 13.499101848602296; reg_zipnll: -1.8864125394821167; aux_mae_loss_1: 13.1920477104187; aux_mae_loss_2: 2.007257115840912; cnt_loss: 3.0844613766670226; +2025-07-01 19:04:45,520 - INFO - Evaluation: +Curr mae: 7.1584; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 11.0334; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0563; Best nae: 0.0525; 0.0528; 0.0531; 0.0536; 0.0536; + + + +2025-07-01 19:04:45,520 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 +2025-07-01 19:05:32,124 - INFO - Training: cls_zice: 13.480673098564148; reg_zipnll: -4.816138010025025; aux_mae_loss_1: 13.405912380218506; aux_mae_loss_2: 2.04016938328743; cnt_loss: 3.044316351413727; +2025-07-01 19:05:32,125 - INFO - Evaluation: +Curr mae: 7.3984; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 12.0058; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0561; Best nae: 0.0525; 0.0528; 0.0531; 0.0536; 0.0536; + + + +2025-07-01 19:05:32,125 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 +2025-07-01 19:06:18,702 - INFO - Training: cls_zice: 14.088425455093384; reg_zipnll: -9.95930790901184; aux_mae_loss_1: 13.440180225372314; aux_mae_loss_2: 2.0795452570915223; cnt_loss: 3.1507634222507477; +2025-07-01 19:06:18,703 - INFO - Evaluation: +Curr mae: 7.4321; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 12.3319; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0554; Best nae: 0.0525; 0.0528; 0.0531; 0.0536; 0.0536; + + + +2025-07-01 19:06:18,703 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 +2025-07-01 19:07:05,232 - INFO - Training: cls_zice: 14.042207798957826; reg_zipnll: -2.937655987739563; aux_mae_loss_1: 13.322925024032592; aux_mae_loss_2: 2.121043477058411; cnt_loss: 3.2835092830657957; +2025-07-01 19:07:05,233 - INFO - Evaluation: +Curr mae: 6.9643; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 10.9613; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0555; Best nae: 0.0525; 0.0528; 0.0531; 0.0536; 0.0536; + + + +2025-07-01 19:07:05,233 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 +2025-07-01 19:07:51,585 - INFO - Training: cls_zice: 12.847524733543397; reg_zipnll: -1.8926070022583008; aux_mae_loss_1: 12.369654273986816; aux_mae_loss_2: 1.9073698139190673; cnt_loss: 3.0400950717926025; +2025-07-01 19:07:51,765 - INFO - Evaluation: +Curr mae: 6.6075; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 10.2665; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0526; Best nae: 0.0525; 0.0526; 0.0528; 0.0531; 0.0536; + + + +2025-07-01 19:07:53,122 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 +2025-07-01 19:08:39,594 - INFO - Training: cls_zice: 13.037653827667237; reg_zipnll: -0.24517208576202393; aux_mae_loss_1: 12.44583869934082; aux_mae_loss_2: 1.8983972668647766; cnt_loss: 2.9802430701255798; +2025-07-01 19:08:39,594 - INFO - Evaluation: +Curr mae: 7.6669; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 11.8907; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0613; Best nae: 0.0525; 0.0526; 0.0528; 0.0531; 0.0536; + + + +2025-07-01 19:08:39,595 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 +2025-07-01 19:09:25,970 - INFO - Training: cls_zice: 12.796967401504517; reg_zipnll: -8.505285382270813; aux_mae_loss_1: 12.680376920700073; aux_mae_loss_2: 1.9665078997612; cnt_loss: 2.84418830037117; +2025-07-01 19:09:25,970 - INFO - Evaluation: +Curr mae: 7.1602; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 11.1307; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0564; Best nae: 0.0525; 0.0526; 0.0528; 0.0531; 0.0536; + + + +2025-07-01 19:09:25,971 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 +2025-07-01 19:10:12,392 - INFO - Training: cls_zice: 12.8223490524292; reg_zipnll: -4.199474425315857; aux_mae_loss_1: 12.769444675445557; aux_mae_loss_2: 1.9522838687896729; cnt_loss: 2.562294371128082; +2025-07-01 19:10:12,392 - INFO - Evaluation: +Curr mae: 7.3370; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 12.2806; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0550; Best nae: 0.0525; 0.0526; 0.0528; 0.0531; 0.0536; + + + +2025-07-01 19:10:12,392 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 +2025-07-01 19:10:59,212 - INFO - Training: cls_zice: 13.103016967773437; reg_zipnll: -3.410951881408691; aux_mae_loss_1: 12.878677325248718; aux_mae_loss_2: 1.9786825382709503; cnt_loss: 2.705792745947838; +2025-07-01 19:10:59,213 - INFO - Evaluation: +Curr mae: 7.0771; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5815; +Curr rmse: 11.1567; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0551; Best nae: 0.0525; 0.0526; 0.0528; 0.0531; 0.0536; + + + +2025-07-01 19:10:59,213 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 +2025-07-01 19:11:45,725 - INFO - Training: cls_zice: 12.277727031707764; reg_zipnll: 0.5991473770141602; aux_mae_loss_1: 11.563224115371703; aux_mae_loss_2: 1.7516221761703492; cnt_loss: 2.3331437063217164; +2025-07-01 19:11:46,354 - INFO - Evaluation: +Curr mae: 6.5709; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 10.6756; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0499; Best nae: 0.0499; 0.0525; 0.0526; 0.0528; 0.0531; + + + +2025-07-01 19:11:46,354 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 +2025-07-01 19:12:32,647 - INFO - Training: cls_zice: 13.003213438987732; reg_zipnll: -3.1189615535736084; aux_mae_loss_1: 12.512546253204345; aux_mae_loss_2: 1.8565088999271393; cnt_loss: 2.784006645679474; +2025-07-01 19:12:32,647 - INFO - Evaluation: +Curr mae: 7.1076; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 11.2101; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0544; Best nae: 0.0499; 0.0525; 0.0526; 0.0528; 0.0531; + + + +2025-07-01 19:12:32,647 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 +2025-07-01 19:13:19,098 - INFO - Training: cls_zice: 13.366098937988282; reg_zipnll: -0.5236802053451538; aux_mae_loss_1: 12.730601539611817; aux_mae_loss_2: 1.949389592409134; cnt_loss: 3.0241606402397156; +2025-07-01 19:13:19,098 - INFO - Evaluation: +Curr mae: 7.3460; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 11.3237; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0601; Best nae: 0.0499; 0.0525; 0.0526; 0.0528; 0.0531; + + + +2025-07-01 19:13:19,098 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 +2025-07-01 19:14:05,636 - INFO - Training: cls_zice: 12.770594229698181; reg_zipnll: -3.9738114404678346; aux_mae_loss_1: 12.346124038696288; aux_mae_loss_2: 1.9181871402263642; cnt_loss: 2.7496972632408143; +2025-07-01 19:14:05,637 - INFO - Evaluation: +Curr mae: 7.4991; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 12.1959; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0577; Best nae: 0.0499; 0.0525; 0.0526; 0.0528; 0.0531; + + + +2025-07-01 19:14:05,637 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 +2025-07-01 19:14:51,985 - INFO - Training: cls_zice: 12.946109738349914; reg_zipnll: 0.2770266532897949; aux_mae_loss_1: 12.675364351272583; aux_mae_loss_2: 1.9218136644363404; cnt_loss: 3.0380002176761627; +2025-07-01 19:14:51,985 - INFO - Evaluation: +Curr mae: 6.8811; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 11.2838; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0534; Best nae: 0.0499; 0.0525; 0.0526; 0.0528; 0.0531; + + + +2025-07-01 19:14:51,985 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 +2025-07-01 19:15:38,458 - INFO - Training: cls_zice: 13.766518840789795; reg_zipnll: -4.824321141242981; aux_mae_loss_1: 12.664719314575196; aux_mae_loss_2: 1.904073507785797; cnt_loss: 2.99999517083168; +2025-07-01 19:15:38,630 - INFO - Evaluation: +Curr mae: 6.6769; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 10.9186; Best rmse: 9.9772; 10.2222; 10.2412; 10.2522; 10.2585; +Curr nae: 0.0525; Best nae: 0.0499; 0.0525; 0.0525; 0.0526; 0.0528; + + + +2025-07-01 19:15:38,631 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 +2025-07-01 19:16:25,436 - INFO - Training: cls_zice: 12.802383880615235; reg_zipnll: -6.964047333179042; aux_mae_loss_1: 12.650873098373413; aux_mae_loss_2: 1.9570160937309264; cnt_loss: 2.5562231040000913; +2025-07-01 19:16:25,775 - INFO - Evaluation: +Curr mae: 6.6391; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 10.1973; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0514; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:16:25,775 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 +2025-07-01 19:17:12,062 - INFO - Training: cls_zice: 12.765675892829895; reg_zipnll: -3.945359239578247; aux_mae_loss_1: 11.949398336410523; aux_mae_loss_2: 1.7755656611919404; cnt_loss: 2.663942800164223; +2025-07-01 19:17:12,063 - INFO - Evaluation: +Curr mae: 6.8328; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 10.7615; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0535; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:17:12,063 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 +2025-07-01 19:17:58,791 - INFO - Training: cls_zice: 12.885075678825379; reg_zipnll: -2.4208216571807863; aux_mae_loss_1: 12.349671726226807; aux_mae_loss_2: 1.853551012277603; cnt_loss: 2.546949713230133; +2025-07-01 19:17:58,792 - INFO - Evaluation: +Curr mae: 7.2113; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 11.5268; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0549; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:17:58,792 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 +2025-07-01 19:18:45,091 - INFO - Training: cls_zice: 12.88428171157837; reg_zipnll: -7.081003541946411; aux_mae_loss_1: 12.256692895889282; aux_mae_loss_2: 1.8657309234142303; cnt_loss: 2.718623354434967; +2025-07-01 19:18:45,092 - INFO - Evaluation: +Curr mae: 7.1092; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 10.7099; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0575; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:18:45,092 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 +2025-07-01 19:19:31,883 - INFO - Training: cls_zice: 13.137184772491455; reg_zipnll: -11.79329576253891; aux_mae_loss_1: 12.560449848175049; aux_mae_loss_2: 1.9340978467464447; cnt_loss: 3.251135449409485; +2025-07-01 19:19:31,884 - INFO - Evaluation: +Curr mae: 7.8262; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 13.0368; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0588; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:19:31,884 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 +2025-07-01 19:20:18,526 - INFO - Training: cls_zice: 12.21450050354004; reg_zipnll: -5.469550666809082; aux_mae_loss_1: 12.01726830482483; aux_mae_loss_2: 1.8389966678619385; cnt_loss: 2.7937468492984774; +2025-07-01 19:20:18,526 - INFO - Evaluation: +Curr mae: 7.3557; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 12.2087; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0559; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:20:18,526 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 +2025-07-01 19:21:05,037 - INFO - Training: cls_zice: 12.697225394248962; reg_zipnll: -9.074464149475098; aux_mae_loss_1: 12.25810947418213; aux_mae_loss_2: 1.8740878486633301; cnt_loss: 2.897307119369507; +2025-07-01 19:21:05,037 - INFO - Evaluation: +Curr mae: 7.3718; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 11.7535; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0567; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:21:05,038 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 +2025-07-01 19:21:51,286 - INFO - Training: cls_zice: 12.239696621894836; reg_zipnll: -9.4814084482193; aux_mae_loss_1: 12.52905038833618; aux_mae_loss_2: 1.8950560736656188; cnt_loss: 2.8440397143363954; +2025-07-01 19:21:51,287 - INFO - Evaluation: +Curr mae: 6.8614; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 10.8203; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0529; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:21:51,287 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 +2025-07-01 19:22:38,054 - INFO - Training: cls_zice: 13.766464080810547; reg_zipnll: -7.549888954162598; aux_mae_loss_1: 12.788296575546264; aux_mae_loss_2: 1.8982783937454224; cnt_loss: 2.885576376914978; +2025-07-01 19:22:38,055 - INFO - Evaluation: +Curr mae: 7.1589; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 11.4513; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0544; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:22:38,055 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 +2025-07-01 19:23:25,044 - INFO - Training: cls_zice: 11.353309497833251; reg_zipnll: -1.186836643218994; aux_mae_loss_1: 11.088953561782837; aux_mae_loss_2: 1.696657396554947; cnt_loss: 2.426311058998108; +2025-07-01 19:23:25,045 - INFO - Evaluation: +Curr mae: 7.2420; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 11.9486; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0546; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:23:25,045 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 +2025-07-01 19:24:11,590 - INFO - Training: cls_zice: 12.239694604873657; reg_zipnll: -7.347780151367187; aux_mae_loss_1: 12.000293750762939; aux_mae_loss_2: 1.7868417477607728; cnt_loss: 2.1268088102340696; +2025-07-01 19:24:11,591 - INFO - Evaluation: +Curr mae: 7.3447; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 11.5014; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0566; Best nae: 0.0499; 0.0514; 0.0525; 0.0525; 0.0526; + + + +2025-07-01 19:24:11,591 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 +2025-07-01 19:24:58,219 - INFO - Training: cls_zice: 12.404058337211609; reg_zipnll: -7.062643985748291; aux_mae_loss_1: 12.145543351173401; aux_mae_loss_2: 1.853877947330475; cnt_loss: 2.5994295024871827; +2025-07-01 19:24:58,392 - INFO - Evaluation: +Curr mae: 6.8476; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5709; +Curr rmse: 11.2320; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0519; Best nae: 0.0499; 0.0514; 0.0519; 0.0525; 0.0525; + + + +2025-07-01 19:24:58,393 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 +2025-07-01 19:25:45,086 - INFO - Training: cls_zice: 12.245122318267823; reg_zipnll: -3.163550925254822; aux_mae_loss_1: 11.894588890075683; aux_mae_loss_2: 1.8184520876407624; cnt_loss: 2.5097781372070314; +2025-07-01 19:25:45,669 - INFO - Evaluation: +Curr mae: 6.5531; Best mae: 6.4656; 6.4896; 6.5095; 6.5477; 6.5531; +Curr rmse: 10.5440; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0496; Best nae: 0.0496; 0.0499; 0.0514; 0.0519; 0.0525; + + + +2025-07-01 19:25:45,669 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 +2025-07-01 19:26:32,369 - INFO - Training: cls_zice: 12.234258098602295; reg_zipnll: -9.891915493011474; aux_mae_loss_1: 11.550167655944824; aux_mae_loss_2: 1.708596839904785; cnt_loss: 2.210078339576721; +2025-07-01 19:26:32,715 - INFO - Evaluation: +Curr mae: 6.4354; Best mae: 6.4354; 6.4656; 6.4896; 6.5095; 6.5477; +Curr rmse: 10.3499; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0503; Best nae: 0.0496; 0.0499; 0.0503; 0.0514; 0.0519; + + + +2025-07-01 19:26:32,715 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 +2025-07-01 19:27:19,095 - INFO - Training: cls_zice: 12.196387104988098; reg_zipnll: -6.5606622219085695; aux_mae_loss_1: 11.465119371414184; aux_mae_loss_2: 1.7744508504867553; cnt_loss: 2.646067862510681; +2025-07-01 19:27:19,268 - INFO - Evaluation: +Curr mae: 6.6995; Best mae: 6.4354; 6.4656; 6.4896; 6.5095; 6.5477; +Curr rmse: 10.9733; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0512; Best nae: 0.0496; 0.0499; 0.0503; 0.0512; 0.0514; + + + +2025-07-01 19:27:19,268 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 +2025-07-01 19:28:05,734 - INFO - Training: cls_zice: 12.419636735916137; reg_zipnll: -5.115411653518676; aux_mae_loss_1: 12.000874514579772; aux_mae_loss_2: 1.8004318618774413; cnt_loss: 2.6093329966068266; +2025-07-01 19:28:05,735 - INFO - Evaluation: +Curr mae: 7.1331; Best mae: 6.4354; 6.4656; 6.4896; 6.5095; 6.5477; +Curr rmse: 11.1612; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0572; Best nae: 0.0496; 0.0499; 0.0503; 0.0512; 0.0514; + + + +2025-07-01 19:28:05,735 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 +2025-07-01 19:28:52,200 - INFO - Training: cls_zice: 10.509596176147461; reg_zipnll: 3.34759801864624; aux_mae_loss_1: 9.995665874481201; aux_mae_loss_2: 1.4734485530853272; cnt_loss: 1.9331231498718262; +2025-07-01 19:28:52,200 - INFO - Evaluation: +Curr mae: 7.0563; Best mae: 6.4354; 6.4656; 6.4896; 6.5095; 6.5477; +Curr rmse: 11.6021; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0525; Best nae: 0.0496; 0.0499; 0.0503; 0.0512; 0.0514; + + + +2025-07-01 19:28:52,201 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 +2025-07-01 19:29:38,547 - INFO - Training: cls_zice: 11.635494465827941; reg_zipnll: -5.084034061431884; aux_mae_loss_1: 11.05473882675171; aux_mae_loss_2: 1.6828008353710175; cnt_loss: 2.2859374010562896; +2025-07-01 19:29:38,547 - INFO - Evaluation: +Curr mae: 7.1318; Best mae: 6.4354; 6.4656; 6.4896; 6.5095; 6.5477; +Curr rmse: 11.1284; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0533; Best nae: 0.0496; 0.0499; 0.0503; 0.0512; 0.0514; + + + +2025-07-01 19:29:38,547 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 +2025-07-01 19:30:25,136 - INFO - Training: cls_zice: 12.43422833442688; reg_zipnll: -8.132815866470336; aux_mae_loss_1: 11.818174228668212; aux_mae_loss_2: 1.7922222578525544; cnt_loss: 2.593026703596115; +2025-07-01 19:30:25,137 - INFO - Evaluation: +Curr mae: 6.7271; Best mae: 6.4354; 6.4656; 6.4896; 6.5095; 6.5477; +Curr rmse: 10.7158; Best rmse: 9.9772; 10.1973; 10.2222; 10.2412; 10.2522; +Curr nae: 0.0532; Best nae: 0.0496; 0.0499; 0.0503; 0.0512; 0.0514; + + + +2025-07-01 19:30:25,137 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 +2025-07-01 19:31:11,501 - INFO - Training: cls_zice: 11.660823669433594; reg_zipnll: -6.530601320266723; aux_mae_loss_1: 11.127568435668945; aux_mae_loss_2: 1.7012693989276886; cnt_loss: 2.2668356227874757; +2025-07-01 19:31:12,028 - INFO - Evaluation: +Curr mae: 6.4127; Best mae: 6.4127; 6.4354; 6.4656; 6.4896; 6.5095; +Curr rmse: 10.1915; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0502; Best nae: 0.0496; 0.0499; 0.0502; 0.0503; 0.0512; + + + +2025-07-01 19:31:12,028 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 +2025-07-01 19:31:58,536 - INFO - Training: cls_zice: 12.561614027023316; reg_zipnll: -2.18532301902771; aux_mae_loss_1: 11.85589750289917; aux_mae_loss_2: 1.7641153049468994; cnt_loss: 2.260620565414429; +2025-07-01 19:31:58,537 - INFO - Evaluation: +Curr mae: 6.8558; Best mae: 6.4127; 6.4354; 6.4656; 6.4896; 6.5095; +Curr rmse: 10.9292; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0519; Best nae: 0.0496; 0.0499; 0.0502; 0.0503; 0.0512; + + + +2025-07-01 19:31:58,537 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 +2025-07-01 19:32:44,963 - INFO - Training: cls_zice: 10.978830990791321; reg_zipnll: -7.493739948272705; aux_mae_loss_1: 11.078514065742493; aux_mae_loss_2: 1.6896963691711426; cnt_loss: 2.0802781701087953; +2025-07-01 19:32:44,963 - INFO - Evaluation: +Curr mae: 6.7264; Best mae: 6.4127; 6.4354; 6.4656; 6.4896; 6.5095; +Curr rmse: 10.9150; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0520; Best nae: 0.0496; 0.0499; 0.0502; 0.0503; 0.0512; + + + +2025-07-01 19:32:44,964 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 +2025-07-01 19:33:31,473 - INFO - Training: cls_zice: 11.256130719184876; reg_zipnll: -3.49294171333313; aux_mae_loss_1: 10.954083757400513; aux_mae_loss_2: 1.6300324141979217; cnt_loss: 2.073612973690033; +2025-07-01 19:33:32,565 - INFO - Evaluation: +Curr mae: 6.4468; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4896; +Curr rmse: 10.3007; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0504; Best nae: 0.0496; 0.0499; 0.0502; 0.0503; 0.0504; + + + +2025-07-01 19:33:32,565 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 +2025-07-01 19:34:19,155 - INFO - Training: cls_zice: 11.791510362625122; reg_zipnll: -3.7179172611236573; aux_mae_loss_1: 11.286054067611694; aux_mae_loss_2: 1.7078832852840424; cnt_loss: 2.2052451276779177; +2025-07-01 19:34:19,156 - INFO - Evaluation: +Curr mae: 6.8475; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4896; +Curr rmse: 10.7801; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0532; Best nae: 0.0496; 0.0499; 0.0502; 0.0503; 0.0504; + + + +2025-07-01 19:34:19,156 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 +2025-07-01 19:35:05,666 - INFO - Training: cls_zice: 11.898700742721557; reg_zipnll: -0.5629540824890137; aux_mae_loss_1: 11.170783262252808; aux_mae_loss_2: 1.6511669969558715; cnt_loss: 1.9398171043395995; +2025-07-01 19:35:05,667 - INFO - Evaluation: +Curr mae: 6.7478; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4896; +Curr rmse: 10.9432; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0519; Best nae: 0.0496; 0.0499; 0.0502; 0.0503; 0.0504; + + + +2025-07-01 19:35:05,667 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 +2025-07-01 19:35:52,170 - INFO - Training: cls_zice: 10.849368143081666; reg_zipnll: -3.942556576728821; aux_mae_loss_1: 10.643531923294068; aux_mae_loss_2: 1.6360681974887847; cnt_loss: 2.0457607102394104; +2025-07-01 19:35:52,171 - INFO - Evaluation: +Curr mae: 6.7247; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4896; +Curr rmse: 10.8315; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0509; Best nae: 0.0496; 0.0499; 0.0502; 0.0503; 0.0504; + + + +2025-07-01 19:35:52,171 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 +2025-07-01 19:36:38,723 - INFO - Training: cls_zice: 11.63991171836853; reg_zipnll: -5.494998536109924; aux_mae_loss_1: 10.72268774986267; aux_mae_loss_2: 1.5890467619895936; cnt_loss: 2.0228949654102326; +2025-07-01 19:36:38,724 - INFO - Evaluation: +Curr mae: 6.8262; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4896; +Curr rmse: 10.9360; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0552; Best nae: 0.0496; 0.0499; 0.0502; 0.0503; 0.0504; + + + +2025-07-01 19:36:38,724 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 +2025-07-01 19:37:25,312 - INFO - Training: cls_zice: 11.692767720222474; reg_zipnll: -6.57696720123291; aux_mae_loss_1: 10.745641965866088; aux_mae_loss_2: 1.6103210985660552; cnt_loss: 2.306533461213112; +2025-07-01 19:37:26,416 - INFO - Evaluation: +Curr mae: 6.4814; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.6059; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0499; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:37:26,416 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 +2025-07-01 19:38:13,177 - INFO - Training: cls_zice: 11.074364309310914; reg_zipnll: -2.514205961227417; aux_mae_loss_1: 10.894855222702027; aux_mae_loss_2: 1.606929281949997; cnt_loss: 1.9773464679718018; +2025-07-01 19:38:13,177 - INFO - Evaluation: +Curr mae: 6.8362; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.7308; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0541; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:38:13,177 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 +2025-07-01 19:38:59,853 - INFO - Training: cls_zice: 11.475724291801452; reg_zipnll: -7.350284929275513; aux_mae_loss_1: 10.77958752632141; aux_mae_loss_2: 1.5975848829746246; cnt_loss: 2.024726436138153; +2025-07-01 19:38:59,854 - INFO - Evaluation: +Curr mae: 6.7939; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.6808; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0516; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:38:59,854 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 +2025-07-01 19:39:46,043 - INFO - Training: cls_zice: 10.534484384059907; reg_zipnll: -2.5051600551605224; aux_mae_loss_1: 10.297688684463502; aux_mae_loss_2: 1.5589438223838805; cnt_loss: 2.0028403043746947; +2025-07-01 19:39:46,043 - INFO - Evaluation: +Curr mae: 6.8545; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.4843; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0547; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:39:46,043 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 +2025-07-01 19:40:32,513 - INFO - Training: cls_zice: 11.862365870475768; reg_zipnll: -8.089025087356568; aux_mae_loss_1: 11.223751468658447; aux_mae_loss_2: 1.6816692352294922; cnt_loss: 2.1920414471626284; +2025-07-01 19:40:32,513 - INFO - Evaluation: +Curr mae: 7.0147; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.2219; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0527; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:40:32,513 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 +2025-07-01 19:41:19,275 - INFO - Training: cls_zice: 11.24762186050415; reg_zipnll: -3.694614872932434; aux_mae_loss_1: 10.870931463241577; aux_mae_loss_2: 1.630271600484848; cnt_loss: 1.9706651401519775; +2025-07-01 19:41:19,276 - INFO - Evaluation: +Curr mae: 7.0069; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.2194; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0540; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:41:19,276 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 +2025-07-01 19:42:05,887 - INFO - Training: cls_zice: 11.009336738586425; reg_zipnll: -8.011279907226562; aux_mae_loss_1: 11.012522163391113; aux_mae_loss_2: 1.6650726222991943; cnt_loss: 1.8451479411125182; +2025-07-01 19:42:05,887 - INFO - Evaluation: +Curr mae: 6.5543; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.4573; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0504; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:42:05,887 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 +2025-07-01 19:42:52,530 - INFO - Training: cls_zice: 10.835133981704711; reg_zipnll: -6.252960987091065; aux_mae_loss_1: 10.146775770187379; aux_mae_loss_2: 1.5210389339923858; cnt_loss: 1.7776743429899216; +2025-07-01 19:42:52,530 - INFO - Evaluation: +Curr mae: 6.7237; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.8318; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0518; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:42:52,531 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 +2025-07-01 19:43:39,175 - INFO - Training: cls_zice: 10.624016861915589; reg_zipnll: -2.4227342128753664; aux_mae_loss_1: 10.24320182800293; aux_mae_loss_2: 1.5375825357437134; cnt_loss: 1.8525647723674774; +2025-07-01 19:43:39,176 - INFO - Evaluation: +Curr mae: 6.8338; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0290; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0521; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:43:39,176 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 +2025-07-01 19:44:25,795 - INFO - Training: cls_zice: 10.886073727607727; reg_zipnll: -7.516232357025147; aux_mae_loss_1: 11.052977638244629; aux_mae_loss_2: 1.6395571732521057; cnt_loss: 1.9191029822826386; +2025-07-01 19:44:25,796 - INFO - Evaluation: +Curr mae: 6.7203; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.8479; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0518; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:44:25,796 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 +2025-07-01 19:45:12,668 - INFO - Training: cls_zice: 11.15729882478714; reg_zipnll: -5.233121023178101; aux_mae_loss_1: 10.57309476852417; aux_mae_loss_2: 1.5171729063987731; cnt_loss: 1.9633120310306549; +2025-07-01 19:45:12,669 - INFO - Evaluation: +Curr mae: 6.8467; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.8826; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0533; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:45:12,669 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 +2025-07-01 19:45:59,007 - INFO - Training: cls_zice: 10.558912630081176; reg_zipnll: -5.030393886566162; aux_mae_loss_1: 10.020979537963868; aux_mae_loss_2: 1.4433486306667327; cnt_loss: 1.5941138505935668; +2025-07-01 19:45:59,008 - INFO - Evaluation: +Curr mae: 6.6749; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.5504; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0531; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:45:59,008 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 +2025-07-01 19:46:45,957 - INFO - Training: cls_zice: 10.982666816711426; reg_zipnll: -3.4696633052825927; aux_mae_loss_1: 10.567601375579834; aux_mae_loss_2: 1.574780706167221; cnt_loss: 1.8180094504356383; +2025-07-01 19:46:45,958 - INFO - Evaluation: +Curr mae: 6.9701; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.9776; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0524; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:46:48,855 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 +2025-07-01 19:47:35,351 - INFO - Training: cls_zice: 11.173123369216919; reg_zipnll: -8.77952706336975; aux_mae_loss_1: 10.942217044830322; aux_mae_loss_2: 1.6080538368225097; cnt_loss: 1.8603650403022767; +2025-07-01 19:47:35,352 - INFO - Evaluation: +Curr mae: 6.7169; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.5004; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0521; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:47:35,352 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 +2025-07-01 19:48:22,137 - INFO - Training: cls_zice: 11.832271156311036; reg_zipnll: -10.122110872268676; aux_mae_loss_1: 11.284040770530702; aux_mae_loss_2: 1.6462074553966521; cnt_loss: 2.1343296897411346; +2025-07-01 19:48:22,137 - INFO - Evaluation: +Curr mae: 7.0218; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0459; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0557; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:48:22,137 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 +2025-07-01 19:49:08,649 - INFO - Training: cls_zice: 11.714584579467774; reg_zipnll: -12.909255266189575; aux_mae_loss_1: 11.520839624404907; aux_mae_loss_2: 1.7445307600498199; cnt_loss: 2.0655268251895906; +2025-07-01 19:49:08,650 - INFO - Evaluation: +Curr mae: 7.1349; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.9821; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0541; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:49:08,650 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 +2025-07-01 19:49:54,925 - INFO - Training: cls_zice: 10.714696917533875; reg_zipnll: -8.255681003630162; aux_mae_loss_1: 10.27143669128418; aux_mae_loss_2: 1.516028664112091; cnt_loss: 1.72927192568779; +2025-07-01 19:49:54,926 - INFO - Evaluation: +Curr mae: 6.9859; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0806; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0539; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:49:54,926 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 +2025-07-01 19:50:41,756 - INFO - Training: cls_zice: 10.394794721603393; reg_zipnll: -8.37017056941986; aux_mae_loss_1: 10.638858938217163; aux_mae_loss_2: 1.591174305677414; cnt_loss: 1.9164270281791687; +2025-07-01 19:50:41,756 - INFO - Evaluation: +Curr mae: 6.9282; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1413; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0525; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:50:41,757 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 +2025-07-01 19:51:28,114 - INFO - Training: cls_zice: 10.878170118331909; reg_zipnll: -6.037426829338074; aux_mae_loss_1: 9.973628315925598; aux_mae_loss_2: 1.47516561627388; cnt_loss: 1.6435829257965089; +2025-07-01 19:51:28,115 - INFO - Evaluation: +Curr mae: 6.8735; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.9565; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0527; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:51:28,115 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 +2025-07-01 19:52:14,779 - INFO - Training: cls_zice: 10.494167199134827; reg_zipnll: -10.204042510986328; aux_mae_loss_1: 10.608431673049926; aux_mae_loss_2: 1.59509157538414; cnt_loss: 1.9028633034229279; +2025-07-01 19:52:14,780 - INFO - Evaluation: +Curr mae: 6.7670; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.5733; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0525; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:52:14,780 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 +2025-07-01 19:53:01,193 - INFO - Training: cls_zice: 10.802395677566528; reg_zipnll: -5.802649643421173; aux_mae_loss_1: 10.295695371627808; aux_mae_loss_2: 1.4840418243408202; cnt_loss: 1.7116712522506714; +2025-07-01 19:53:01,194 - INFO - Evaluation: +Curr mae: 6.8259; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.7611; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0533; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:53:01,194 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 +2025-07-01 19:53:47,853 - INFO - Training: cls_zice: 10.65093008607626; reg_zipnll: -7.214673347473145; aux_mae_loss_1: 10.582347574234008; aux_mae_loss_2: 1.5877936792373657; cnt_loss: 1.6720391607284546; +2025-07-01 19:53:47,854 - INFO - Evaluation: +Curr mae: 6.7377; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.6885; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0515; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:53:47,854 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 +2025-07-01 19:54:34,136 - INFO - Training: cls_zice: 10.617049808502196; reg_zipnll: -4.829825835227966; aux_mae_loss_1: 10.123933753967286; aux_mae_loss_2: 1.4411500072479249; cnt_loss: 1.6668021416664123; +2025-07-01 19:54:34,136 - INFO - Evaluation: +Curr mae: 6.8036; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.8211; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0529; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:54:34,136 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 +2025-07-01 19:55:20,519 - INFO - Training: cls_zice: 10.736737446784973; reg_zipnll: -6.082470006942749; aux_mae_loss_1: 10.347819156646729; aux_mae_loss_2: 1.5440980529785155; cnt_loss: 1.7064395499229432; +2025-07-01 19:55:20,520 - INFO - Evaluation: +Curr mae: 6.8838; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.8358; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0525; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:55:20,520 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 +2025-07-01 19:56:07,084 - INFO - Training: cls_zice: 10.831790437698364; reg_zipnll: -5.090987691879272; aux_mae_loss_1: 10.474411497116089; aux_mae_loss_2: 1.5320477592945099; cnt_loss: 1.765498900413513; +2025-07-01 19:56:07,085 - INFO - Evaluation: +Curr mae: 6.8941; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1205; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0525; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:56:07,085 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 +2025-07-01 19:56:53,587 - INFO - Training: cls_zice: 10.895566964149475; reg_zipnll: -8.068383245468139; aux_mae_loss_1: 10.445774116516112; aux_mae_loss_2: 1.5532751655578614; cnt_loss: 1.8157591807842255; +2025-07-01 19:56:53,588 - INFO - Evaluation: +Curr mae: 6.8403; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1695; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0516; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:56:53,588 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 +2025-07-01 19:57:40,178 - INFO - Training: cls_zice: 10.23667278289795; reg_zipnll: -5.172526693344116; aux_mae_loss_1: 9.88693639755249; aux_mae_loss_2: 1.4569063401222229; cnt_loss: 1.5910207223892212; +2025-07-01 19:57:40,179 - INFO - Evaluation: +Curr mae: 6.7444; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.8673; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0521; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:57:40,179 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 +2025-07-01 19:58:26,718 - INFO - Training: cls_zice: 10.190785570144653; reg_zipnll: -4.275324392318725; aux_mae_loss_1: 9.80879846572876; aux_mae_loss_2: 1.4631739783287048; cnt_loss: 1.7725443828105927; +2025-07-01 19:58:26,718 - INFO - Evaluation: +Curr mae: 6.7393; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.9991; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0521; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:58:26,718 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 +2025-07-01 19:59:13,216 - INFO - Training: cls_zice: 10.981560380458832; reg_zipnll: -8.07669991016388; aux_mae_loss_1: 10.301142563819885; aux_mae_loss_2: 1.5101077127456666; cnt_loss: 1.6913801729679108; +2025-07-01 19:59:13,217 - INFO - Evaluation: +Curr mae: 6.9068; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.2511; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0532; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:59:13,217 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 +2025-07-01 19:59:59,798 - INFO - Training: cls_zice: 9.707916243076324; reg_zipnll: -2.9701106119155884; aux_mae_loss_1: 9.347152585983276; aux_mae_loss_2: 1.3643841052055359; cnt_loss: 1.476587542295456; +2025-07-01 19:59:59,799 - INFO - Evaluation: +Curr mae: 6.8709; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1817; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0536; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 19:59:59,799 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 +2025-07-01 20:00:46,335 - INFO - Training: cls_zice: 10.621174731254577; reg_zipnll: -2.036070103645325; aux_mae_loss_1: 10.427086958885193; aux_mae_loss_2: 1.5022042047977449; cnt_loss: 1.6170757174491883; +2025-07-01 20:00:46,336 - INFO - Evaluation: +Curr mae: 6.8781; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1167; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0541; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:00:46,336 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 +2025-07-01 20:01:33,118 - INFO - Training: cls_zice: 10.114730656147003; reg_zipnll: -10.596502752304078; aux_mae_loss_1: 10.195468587875366; aux_mae_loss_2: 1.4819270181655884; cnt_loss: 1.6214892733097077; +2025-07-01 20:01:33,119 - INFO - Evaluation: +Curr mae: 6.7421; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.8868; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0522; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:01:33,119 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 +2025-07-01 20:02:19,723 - INFO - Training: cls_zice: 10.154898626804352; reg_zipnll: -5.383629093170166; aux_mae_loss_1: 10.04723087310791; aux_mae_loss_2: 1.4585754990577697; cnt_loss: 1.5005195152759552; +2025-07-01 20:02:19,724 - INFO - Evaluation: +Curr mae: 6.8353; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0895; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0519; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:02:19,724 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 +2025-07-01 20:03:06,166 - INFO - Training: cls_zice: 10.456984601020814; reg_zipnll: -5.802207865715027; aux_mae_loss_1: 9.71312629699707; aux_mae_loss_2: 1.405295001268387; cnt_loss: 1.5554661214351655; +2025-07-01 20:03:06,166 - INFO - Evaluation: +Curr mae: 6.9557; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1557; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0550; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:03:06,166 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 +2025-07-01 20:03:52,574 - INFO - Training: cls_zice: 10.898886499404908; reg_zipnll: -9.530054998397826; aux_mae_loss_1: 10.662884674072266; aux_mae_loss_2: 1.5654265296459198; cnt_loss: 1.6985472202301026; +2025-07-01 20:03:52,574 - INFO - Evaluation: +Curr mae: 6.9572; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.3827; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0524; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:03:52,574 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 +2025-07-01 20:04:38,980 - INFO - Training: cls_zice: 10.983687076568604; reg_zipnll: -7.926573419570923; aux_mae_loss_1: 10.679090461730958; aux_mae_loss_2: 1.558074392080307; cnt_loss: 1.7541408884525298; +2025-07-01 20:04:38,980 - INFO - Evaluation: +Curr mae: 6.8321; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0478; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0528; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:04:38,980 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 +2025-07-01 20:05:25,779 - INFO - Training: cls_zice: 11.010340304374695; reg_zipnll: -10.3807022190094; aux_mae_loss_1: 10.548952255249024; aux_mae_loss_2: 1.5261319005489349; cnt_loss: 1.665208452939987; +2025-07-01 20:05:25,780 - INFO - Evaluation: +Curr mae: 6.7536; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.9493; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0521; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:05:25,780 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 +2025-07-01 20:06:12,414 - INFO - Training: cls_zice: 9.854053382873536; reg_zipnll: -2.2810705137252807; aux_mae_loss_1: 9.451509761810303; aux_mae_loss_2: 1.3715867280960083; cnt_loss: 1.5007412350177765; +2025-07-01 20:06:12,415 - INFO - Evaluation: +Curr mae: 6.8364; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0839; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0529; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:06:12,415 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 +2025-07-01 20:06:59,156 - INFO - Training: cls_zice: 10.84039165019989; reg_zipnll: -11.07863317489624; aux_mae_loss_1: 11.007414207458496; aux_mae_loss_2: 1.6041354155540466; cnt_loss: 1.3789633536338806; +2025-07-01 20:06:59,157 - INFO - Evaluation: +Curr mae: 6.9029; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.2144; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0535; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:06:59,157 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 +2025-07-01 20:07:45,642 - INFO - Training: cls_zice: 10.305038766860962; reg_zipnll: -8.406047825813294; aux_mae_loss_1: 10.068325510025025; aux_mae_loss_2: 1.4603430807590485; cnt_loss: 1.6586713790893555; +2025-07-01 20:07:45,643 - INFO - Evaluation: +Curr mae: 6.9701; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.2708; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0535; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:07:45,643 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 +2025-07-01 20:08:32,480 - INFO - Training: cls_zice: 10.205569398403167; reg_zipnll: 0.16480847358703613; aux_mae_loss_1: 9.732304439544677; aux_mae_loss_2: 1.4255734956264496; cnt_loss: 1.32324234187603; +2025-07-01 20:08:32,481 - INFO - Evaluation: +Curr mae: 6.9268; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.3546; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0521; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:08:32,481 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 +2025-07-01 20:09:18,953 - INFO - Training: cls_zice: 11.098347296714783; reg_zipnll: -11.861212959289551; aux_mae_loss_1: 10.400862846374512; aux_mae_loss_2: 1.4922747361660003; cnt_loss: 1.6019209933280945; +2025-07-01 20:09:18,953 - INFO - Evaluation: +Curr mae: 6.8830; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.2512; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0520; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:09:18,953 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 +2025-07-01 20:10:05,151 - INFO - Training: cls_zice: 10.125874128341675; reg_zipnll: -5.415732479095459; aux_mae_loss_1: 9.80397804260254; aux_mae_loss_2: 1.416338210105896; cnt_loss: 1.5273562896251678; +2025-07-01 20:10:05,152 - INFO - Evaluation: +Curr mae: 6.8558; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0484; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0534; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:10:05,152 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 +2025-07-01 20:10:51,796 - INFO - Training: cls_zice: 10.005337705612183; reg_zipnll: -9.170632538795472; aux_mae_loss_1: 10.384770226478576; aux_mae_loss_2: 1.5243792986869813; cnt_loss: 1.4123467713594438; +2025-07-01 20:10:51,796 - INFO - Evaluation: +Curr mae: 6.9254; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1817; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0543; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:10:51,796 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 +2025-07-01 20:11:38,464 - INFO - Training: cls_zice: 10.802707705497742; reg_zipnll: -9.312163515090942; aux_mae_loss_1: 10.33274574279785; aux_mae_loss_2: 1.4899731385707855; cnt_loss: 1.5230402326583863; +2025-07-01 20:11:38,465 - INFO - Evaluation: +Curr mae: 6.9290; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.3158; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0531; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:11:38,465 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 +2025-07-01 20:12:25,218 - INFO - Training: cls_zice: 10.239147419929504; reg_zipnll: -7.003554315567016; aux_mae_loss_1: 9.982135314941406; aux_mae_loss_2: 1.4267417442798616; cnt_loss: 1.4381880182027817; +2025-07-01 20:12:25,219 - INFO - Evaluation: +Curr mae: 6.7726; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0253; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0520; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:12:25,219 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 +2025-07-01 20:13:11,946 - INFO - Training: cls_zice: 10.522312576770782; reg_zipnll: -8.466563580036164; aux_mae_loss_1: 10.209971313476563; aux_mae_loss_2: 1.4551729881763458; cnt_loss: 1.6066878712177277; +2025-07-01 20:13:11,947 - INFO - Evaluation: +Curr mae: 6.7497; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0081; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0521; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:13:11,947 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 +2025-07-01 20:13:58,394 - INFO - Training: cls_zice: 10.583942947387696; reg_zipnll: -11.302641878128052; aux_mae_loss_1: 10.696069793701172; aux_mae_loss_2: 1.5994201803207397; cnt_loss: 1.4986388850212098; +2025-07-01 20:13:58,395 - INFO - Evaluation: +Curr mae: 6.8134; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1155; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0527; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:13:58,395 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 +2025-07-01 20:14:45,089 - INFO - Training: cls_zice: 10.16675644159317; reg_zipnll: -6.80861876487732; aux_mae_loss_1: 10.229914231300354; aux_mae_loss_2: 1.516090520620346; cnt_loss: 1.5341468983888626; +2025-07-01 20:14:45,090 - INFO - Evaluation: +Curr mae: 6.7777; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.9949; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0526; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:14:45,090 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 +2025-07-01 20:15:31,670 - INFO - Training: cls_zice: 10.3602583026886; reg_zipnll: -3.0878322982788085; aux_mae_loss_1: 9.612519235610963; aux_mae_loss_2: 1.371262332201004; cnt_loss: 1.4424923622608186; +2025-07-01 20:15:31,670 - INFO - Evaluation: +Curr mae: 6.7211; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.9621; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0522; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:15:31,670 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 +2025-07-01 20:16:18,343 - INFO - Training: cls_zice: 10.095557851791382; reg_zipnll: -8.987770433425903; aux_mae_loss_1: 10.34101466178894; aux_mae_loss_2: 1.5313672399520875; cnt_loss: 1.5098141658306121; +2025-07-01 20:16:18,344 - INFO - Evaluation: +Curr mae: 6.8858; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1133; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0540; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:16:18,344 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 +2025-07-01 20:17:04,889 - INFO - Training: cls_zice: 10.011500053405761; reg_zipnll: -7.244936819076538; aux_mae_loss_1: 10.112781944274902; aux_mae_loss_2: 1.4837636029720307; cnt_loss: 1.468822206258774; +2025-07-01 20:17:04,890 - INFO - Evaluation: +Curr mae: 6.8664; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1337; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0531; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:17:04,890 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 +2025-07-01 20:17:51,714 - INFO - Training: cls_zice: 9.979369378089904; reg_zipnll: -3.3546594476699827; aux_mae_loss_1: 9.960772051811219; aux_mae_loss_2: 1.430272626876831; cnt_loss: 1.5698086977005006; +2025-07-01 20:17:51,715 - INFO - Evaluation: +Curr mae: 6.6936; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.8798; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0523; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:17:51,715 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 +2025-07-01 20:18:38,301 - INFO - Training: cls_zice: 12.842428541183471; reg_zipnll: -7.1456094741821286; aux_mae_loss_1: 12.236434469223022; aux_mae_loss_2: 1.8485901641845703; cnt_loss: 3.0449233293533324; +2025-07-01 20:18:38,302 - INFO - Evaluation: +Curr mae: 7.0041; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.9902; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0551; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:18:38,302 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 +2025-07-01 20:19:24,813 - INFO - Training: cls_zice: 14.786745223999024; reg_zipnll: -7.411916127204895; aux_mae_loss_1: 13.768951368331908; aux_mae_loss_2: 2.169050989151001; cnt_loss: 3.4714882946014405; +2025-07-01 20:19:24,814 - INFO - Evaluation: +Curr mae: 7.7734; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.1940; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0632; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:19:24,814 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 +2025-07-01 20:20:11,100 - INFO - Training: cls_zice: 14.7947438621521; reg_zipnll: -5.1345542049407955; aux_mae_loss_1: 14.145266675949097; aux_mae_loss_2: 2.326176550388336; cnt_loss: 4.60064009308815; +2025-07-01 20:20:11,101 - INFO - Evaluation: +Curr mae: 8.0560; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 14.9332; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0591; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:20:11,101 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 +2025-07-01 20:20:57,686 - INFO - Training: cls_zice: 14.424643831253052; reg_zipnll: -4.736954689025879; aux_mae_loss_1: 13.89955909729004; aux_mae_loss_2: 2.2760311198234557; cnt_loss: 4.317554306983948; +2025-07-01 20:20:57,687 - INFO - Evaluation: +Curr mae: 8.6235; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 14.4120; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0640; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:20:57,687 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 +2025-07-01 20:21:44,019 - INFO - Training: cls_zice: 15.96275676727295; reg_zipnll: -4.9864178562164305; aux_mae_loss_1: 14.82410348892212; aux_mae_loss_2: 2.386425750255585; cnt_loss: 4.3073551464080815; +2025-07-01 20:21:44,020 - INFO - Evaluation: +Curr mae: 8.0967; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.3996; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0627; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:21:44,020 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 +2025-07-01 20:22:30,471 - INFO - Training: cls_zice: 14.240619087219239; reg_zipnll: -5.365979995727539; aux_mae_loss_1: 14.166398839950562; aux_mae_loss_2: 2.3726963138580324; cnt_loss: 4.796080193519592; +2025-07-01 20:22:30,472 - INFO - Evaluation: +Curr mae: 10.1981; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 16.6340; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0718; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:22:30,472 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 +2025-07-01 20:23:17,331 - INFO - Training: cls_zice: 14.122579250335694; reg_zipnll: -5.563409585952758; aux_mae_loss_1: 14.237873907089233; aux_mae_loss_2: 2.3022902214527132; cnt_loss: 3.905937147140503; +2025-07-01 20:23:17,332 - INFO - Evaluation: +Curr mae: 7.4066; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.0966; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0595; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:23:17,332 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 +2025-07-01 20:24:03,932 - INFO - Training: cls_zice: 14.284919629096985; reg_zipnll: -4.906836786270142; aux_mae_loss_1: 13.846727809906007; aux_mae_loss_2: 2.2341455256938936; cnt_loss: 3.5813554191589354; +2025-07-01 20:24:03,933 - INFO - Evaluation: +Curr mae: 7.7078; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.7893; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0577; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:24:03,933 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 +2025-07-01 20:24:50,516 - INFO - Training: cls_zice: 13.7196764087677; reg_zipnll: -5.42936222076416; aux_mae_loss_1: 12.98819983482361; aux_mae_loss_2: 2.085693736076355; cnt_loss: 3.4889832305908204; +2025-07-01 20:24:50,517 - INFO - Evaluation: +Curr mae: 9.6641; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 15.4395; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0729; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:24:50,518 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 +2025-07-01 20:25:37,164 - INFO - Training: cls_zice: 13.556320552825929; reg_zipnll: -6.458967790603638; aux_mae_loss_1: 13.415917081832886; aux_mae_loss_2: 2.175636130571365; cnt_loss: 3.7740287303924562; +2025-07-01 20:25:37,166 - INFO - Evaluation: +Curr mae: 7.7749; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.1222; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0622; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:25:40,700 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 +2025-07-01 20:26:27,221 - INFO - Training: cls_zice: 13.634738473892211; reg_zipnll: -3.7140714740753173; aux_mae_loss_1: 12.710674867630004; aux_mae_loss_2: 2.023433508872986; cnt_loss: 3.387305872440338; +2025-07-01 20:26:27,222 - INFO - Evaluation: +Curr mae: 8.2088; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.9925; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0618; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:26:27,222 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 +2025-07-01 20:27:13,743 - INFO - Training: cls_zice: 14.172770910263061; reg_zipnll: -5.682213982343674; aux_mae_loss_1: 13.642821235656738; aux_mae_loss_2: 2.15502738237381; cnt_loss: 3.8513673627376557; +2025-07-01 20:27:13,744 - INFO - Evaluation: +Curr mae: 7.8738; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.2815; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0623; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:27:13,744 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 +2025-07-01 20:28:00,439 - INFO - Training: cls_zice: 13.93785894393921; reg_zipnll: -6.716390638351441; aux_mae_loss_1: 13.466627759933472; aux_mae_loss_2: 2.077866575717926; cnt_loss: 3.1221477246284484; +2025-07-01 20:28:00,440 - INFO - Evaluation: +Curr mae: 7.7561; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.4447; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0584; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:28:00,440 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 +2025-07-01 20:28:46,894 - INFO - Training: cls_zice: 13.583737115859986; reg_zipnll: -10.262404804229737; aux_mae_loss_1: 13.986641998291015; aux_mae_loss_2: 2.1863648509979248; cnt_loss: 3.2890220892429354; +2025-07-01 20:28:46,895 - INFO - Evaluation: +Curr mae: 7.5694; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.2841; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0580; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:28:46,895 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 +2025-07-01 20:29:33,523 - INFO - Training: cls_zice: 14.1590758228302; reg_zipnll: -5.548783760070801; aux_mae_loss_1: 13.379296445846558; aux_mae_loss_2: 2.148018572330475; cnt_loss: 3.6936726808547973; +2025-07-01 20:29:33,524 - INFO - Evaluation: +Curr mae: 7.9200; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.8913; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0638; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:29:33,524 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 +2025-07-01 20:30:20,182 - INFO - Training: cls_zice: 14.686524353027345; reg_zipnll: -6.586203970909119; aux_mae_loss_1: 13.897432680130004; aux_mae_loss_2: 2.17303435921669; cnt_loss: 3.5573928797245027; +2025-07-01 20:30:20,183 - INFO - Evaluation: +Curr mae: 9.5567; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 15.6603; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0745; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:30:20,183 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 +2025-07-01 20:31:06,906 - INFO - Training: cls_zice: 13.956860780715942; reg_zipnll: -5.792216939926147; aux_mae_loss_1: 13.266354522705079; aux_mae_loss_2: 2.09224556684494; cnt_loss: 3.605171871185303; +2025-07-01 20:31:06,907 - INFO - Evaluation: +Curr mae: 7.5471; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.2584; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0570; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:31:06,907 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 +2025-07-01 20:31:53,012 - INFO - Training: cls_zice: 13.731907272338868; reg_zipnll: -7.34132794380188; aux_mae_loss_1: 13.294499197006225; aux_mae_loss_2: 2.132812809944153; cnt_loss: 3.3806915056705473; +2025-07-01 20:31:53,013 - INFO - Evaluation: +Curr mae: 8.3764; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 14.1556; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0613; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:31:53,013 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 +2025-07-01 20:32:39,458 - INFO - Training: cls_zice: 12.360195579528808; reg_zipnll: 2.4058752393722536; aux_mae_loss_1: 12.006551637649537; aux_mae_loss_2: 1.9125664234161377; cnt_loss: 3.213954439163208; +2025-07-01 20:32:39,459 - INFO - Evaluation: +Curr mae: 7.2807; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.1551; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0591; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:32:39,459 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 +2025-07-01 20:33:25,966 - INFO - Training: cls_zice: 13.393049411773681; reg_zipnll: -8.788361988067628; aux_mae_loss_1: 13.200837631225586; aux_mae_loss_2: 2.086778336763382; cnt_loss: 3.3692966151237487; +2025-07-01 20:33:25,967 - INFO - Evaluation: +Curr mae: 6.8147; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.4549; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0551; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:33:25,967 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 +2025-07-01 20:34:12,672 - INFO - Training: cls_zice: 13.310319597721099; reg_zipnll: -4.511966099739075; aux_mae_loss_1: 13.242301216125488; aux_mae_loss_2: 2.155546932220459; cnt_loss: 3.0151717472076416; +2025-07-01 20:34:12,672 - INFO - Evaluation: +Curr mae: 7.6614; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.2231; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0564; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:34:12,672 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 +2025-07-01 20:34:59,185 - INFO - Training: cls_zice: 14.085498046875; reg_zipnll: -9.048070831298828; aux_mae_loss_1: 13.296195697784423; aux_mae_loss_2: 2.1137090802192686; cnt_loss: 3.2752388739585876; +2025-07-01 20:34:59,186 - INFO - Evaluation: +Curr mae: 7.8273; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.9077; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0605; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:34:59,186 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 +2025-07-01 20:35:45,814 - INFO - Training: cls_zice: 13.959337968826294; reg_zipnll: -9.16013614654541; aux_mae_loss_1: 13.642065906524659; aux_mae_loss_2: 2.1967011976242063; cnt_loss: 3.8249471497535708; +2025-07-01 20:35:45,815 - INFO - Evaluation: +Curr mae: 7.8236; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.3417; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0635; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:35:45,815 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 +2025-07-01 20:36:32,370 - INFO - Training: cls_zice: 13.682243480682374; reg_zipnll: -8.783718085289001; aux_mae_loss_1: 13.193804321289063; aux_mae_loss_2: 2.109181281328201; cnt_loss: 3.405211915969849; +2025-07-01 20:36:32,371 - INFO - Evaluation: +Curr mae: 6.8229; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1070; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0544; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:36:32,371 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 +2025-07-01 20:37:19,157 - INFO - Training: cls_zice: 13.44690230846405; reg_zipnll: -4.2201424503326415; aux_mae_loss_1: 12.958000602722167; aux_mae_loss_2: 2.037671649456024; cnt_loss: 3.1878501415252685; +2025-07-01 20:37:19,158 - INFO - Evaluation: +Curr mae: 8.1083; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.1680; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0612; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:37:19,158 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 +2025-07-01 20:38:05,573 - INFO - Training: cls_zice: 12.679025313854218; reg_zipnll: -1.8732090044021605; aux_mae_loss_1: 12.272457084655763; aux_mae_loss_2: 1.8761059653759002; cnt_loss: 3.0344756841659546; +2025-07-01 20:38:05,574 - INFO - Evaluation: +Curr mae: 7.5383; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.9369; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0594; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:38:05,574 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 +2025-07-01 20:38:52,092 - INFO - Training: cls_zice: 12.542849423885345; reg_zipnll: -3.8723132848739623; aux_mae_loss_1: 12.433716831207276; aux_mae_loss_2: 1.9310640692710876; cnt_loss: 2.9766677916049957; +2025-07-01 20:38:52,093 - INFO - Evaluation: +Curr mae: 7.5131; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.5276; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0562; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:38:52,093 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 +2025-07-01 20:39:38,572 - INFO - Training: cls_zice: 13.062640204429627; reg_zipnll: -6.335114703178406; aux_mae_loss_1: 12.960769157409668; aux_mae_loss_2: 2.052216616868973; cnt_loss: 3.414120854139328; +2025-07-01 20:39:38,573 - INFO - Evaluation: +Curr mae: 7.9122; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.8985; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0594; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:39:38,573 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 +2025-07-01 20:40:24,965 - INFO - Training: cls_zice: 13.477652978897094; reg_zipnll: -6.393869891166687; aux_mae_loss_1: 12.483151502609253; aux_mae_loss_2: 1.955690679550171; cnt_loss: 2.94647078871727; +2025-07-01 20:40:24,966 - INFO - Evaluation: +Curr mae: 7.9076; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.2254; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0599; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:40:24,966 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 +2025-07-01 20:41:11,620 - INFO - Training: cls_zice: 12.745419378280639; reg_zipnll: -2.2116228008270262; aux_mae_loss_1: 12.08603669166565; aux_mae_loss_2: 1.8721479177474976; cnt_loss: 2.78413157582283; +2025-07-01 20:41:11,621 - INFO - Evaluation: +Curr mae: 7.0273; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.8093; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0537; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:41:11,621 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 +2025-07-01 20:41:57,884 - INFO - Training: cls_zice: 13.450149745941163; reg_zipnll: -13.219632968902587; aux_mae_loss_1: 13.490927743911744; aux_mae_loss_2: 2.094120717048645; cnt_loss: 3.2019428205490112; +2025-07-01 20:41:57,885 - INFO - Evaluation: +Curr mae: 7.0366; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.3280; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0553; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:41:57,885 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 +2025-07-01 20:42:44,661 - INFO - Training: cls_zice: 13.266040983200073; reg_zipnll: -3.0674256801605226; aux_mae_loss_1: 12.705287017822265; aux_mae_loss_2: 1.99057457447052; cnt_loss: 3.2373333978652954; +2025-07-01 20:42:44,661 - INFO - Evaluation: +Curr mae: 7.0068; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.6264; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0561; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:42:44,662 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 +2025-07-01 20:43:31,644 - INFO - Training: cls_zice: 13.830895614624023; reg_zipnll: -3.3270977210998534; aux_mae_loss_1: 13.507908430099487; aux_mae_loss_2: 2.2164820551872255; cnt_loss: 3.8999224662780763; +2025-07-01 20:43:31,645 - INFO - Evaluation: +Curr mae: 7.5705; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.5666; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0610; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:43:31,645 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 +2025-07-01 20:44:18,081 - INFO - Training: cls_zice: 13.463920574188233; reg_zipnll: -3.7198965835571287; aux_mae_loss_1: 12.426927890777588; aux_mae_loss_2: 1.9502722215652466; cnt_loss: 2.845431685447693; +2025-07-01 20:44:18,081 - INFO - Evaluation: +Curr mae: 7.3340; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.1149; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0557; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:44:18,082 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 +2025-07-01 20:45:04,772 - INFO - Training: cls_zice: 12.947353601455688; reg_zipnll: -7.494270825386048; aux_mae_loss_1: 13.000064516067505; aux_mae_loss_2: 2.0441133761405945; cnt_loss: 3.509274034500122; +2025-07-01 20:45:04,773 - INFO - Evaluation: +Curr mae: 7.3759; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.6213; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0567; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:45:04,773 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 +2025-07-01 20:45:51,542 - INFO - Training: cls_zice: 12.201239483356476; reg_zipnll: -4.8996686840057375; aux_mae_loss_1: 12.12586585521698; aux_mae_loss_2: 1.8953418743610382; cnt_loss: 2.7584379470348357; +2025-07-01 20:45:51,543 - INFO - Evaluation: +Curr mae: 6.8205; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.3119; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0538; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:45:51,543 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 +2025-07-01 20:46:37,887 - INFO - Training: cls_zice: 12.686811909675598; reg_zipnll: -3.0733026933670042; aux_mae_loss_1: 12.290493507385253; aux_mae_loss_2: 1.9166419780254365; cnt_loss: 3.001072051525116; +2025-07-01 20:46:37,888 - INFO - Evaluation: +Curr mae: 7.3478; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.5851; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0544; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:46:37,888 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 +2025-07-01 20:47:24,643 - INFO - Training: cls_zice: 13.405010657310486; reg_zipnll: -14.333182668685913; aux_mae_loss_1: 13.304034929275513; aux_mae_loss_2: 2.0794916808605195; cnt_loss: 3.4641044652462005; +2025-07-01 20:47:24,644 - INFO - Evaluation: +Curr mae: 7.5576; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.2855; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0608; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:47:24,644 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 +2025-07-01 20:48:11,110 - INFO - Training: cls_zice: 12.232114162445068; reg_zipnll: -3.3564377069473266; aux_mae_loss_1: 11.966684646606446; aux_mae_loss_2: 1.8903129744529723; cnt_loss: 3.026610720157623; +2025-07-01 20:48:11,111 - INFO - Evaluation: +Curr mae: 7.1343; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.4073; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0583; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:48:11,111 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 +2025-07-01 20:48:57,878 - INFO - Training: cls_zice: 12.885099003314972; reg_zipnll: -6.959755148887634; aux_mae_loss_1: 11.971290378570556; aux_mae_loss_2: 1.8568271362781525; cnt_loss: 2.9042430078983306; +2025-07-01 20:48:57,878 - INFO - Evaluation: +Curr mae: 6.9813; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.8997; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0595; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:48:57,878 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 +2025-07-01 20:49:44,196 - INFO - Training: cls_zice: 12.923096714019776; reg_zipnll: -6.767342185974121; aux_mae_loss_1: 12.609228448867798; aux_mae_loss_2: 1.933184063434601; cnt_loss: 3.1606315898895265; +2025-07-01 20:49:44,196 - INFO - Evaluation: +Curr mae: 7.5628; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.7896; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0588; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:49:44,197 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 +2025-07-01 20:50:30,633 - INFO - Training: cls_zice: 12.017933530807495; reg_zipnll: -2.6315867137908935; aux_mae_loss_1: 11.926889867782593; aux_mae_loss_2: 1.8477822613716126; cnt_loss: 2.579241899251938; +2025-07-01 20:50:30,634 - INFO - Evaluation: +Curr mae: 6.5952; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.6647; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0521; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:50:30,634 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 +2025-07-01 20:51:17,511 - INFO - Training: cls_zice: 11.736897449493409; reg_zipnll: -5.421382365226745; aux_mae_loss_1: 11.40489351272583; aux_mae_loss_2: 1.7649815940856934; cnt_loss: 2.4988669753074646; +2025-07-01 20:51:17,512 - INFO - Evaluation: +Curr mae: 6.6931; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.3974; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0534; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:51:17,512 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 +2025-07-01 20:52:04,267 - INFO - Training: cls_zice: 13.315852560997008; reg_zipnll: -10.55122859954834; aux_mae_loss_1: 12.893512496948242; aux_mae_loss_2: 2.0072255504131316; cnt_loss: 2.879357144832611; +2025-07-01 20:52:04,267 - INFO - Evaluation: +Curr mae: 6.6692; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1556; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0530; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:52:04,267 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 +2025-07-01 20:52:50,930 - INFO - Training: cls_zice: 11.820044565200806; reg_zipnll: -5.477328176498413; aux_mae_loss_1: 11.763838958740234; aux_mae_loss_2: 1.8688658881187439; cnt_loss: 2.837470545768738; +2025-07-01 20:52:50,931 - INFO - Evaluation: +Curr mae: 6.7956; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0172; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0531; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:52:50,931 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 +2025-07-01 20:53:37,418 - INFO - Training: cls_zice: 13.398322553634644; reg_zipnll: -3.9579466819763183; aux_mae_loss_1: 12.472785606384278; aux_mae_loss_2: 1.973989200592041; cnt_loss: 3.0291524934768677; +2025-07-01 20:53:37,418 - INFO - Evaluation: +Curr mae: 8.0019; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.6410; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0582; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:53:37,418 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 +2025-07-01 20:54:24,291 - INFO - Training: cls_zice: 13.396444387435913; reg_zipnll: -7.96313247680664; aux_mae_loss_1: 13.041088438034057; aux_mae_loss_2: 2.0423585057258604; cnt_loss: 2.9584097492694856; +2025-07-01 20:54:24,291 - INFO - Evaluation: +Curr mae: 7.8475; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.7328; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0617; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:54:24,291 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 +2025-07-01 20:55:10,808 - INFO - Training: cls_zice: 12.49851303100586; reg_zipnll: -0.7135079336166382; aux_mae_loss_1: 11.652331504821777; aux_mae_loss_2: 1.7968747878074647; cnt_loss: 2.656035681962967; +2025-07-01 20:55:10,809 - INFO - Evaluation: +Curr mae: 7.0074; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.2200; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0553; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:55:10,809 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 +2025-07-01 20:55:57,618 - INFO - Training: cls_zice: 12.359251189231873; reg_zipnll: -4.485599565505981; aux_mae_loss_1: 12.24104208946228; aux_mae_loss_2: 1.9242617976665497; cnt_loss: 3.1564731895923615; +2025-07-01 20:55:57,619 - INFO - Evaluation: +Curr mae: 7.0738; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.9595; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0553; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:55:57,619 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 +2025-07-01 20:56:43,957 - INFO - Training: cls_zice: 12.705782699584962; reg_zipnll: -5.327617120742798; aux_mae_loss_1: 12.47300989151001; aux_mae_loss_2: 1.9751307821273805; cnt_loss: 3.243795118331909; +2025-07-01 20:56:43,958 - INFO - Evaluation: +Curr mae: 7.5387; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.1034; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0572; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:56:43,958 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 +2025-07-01 20:57:30,362 - INFO - Training: cls_zice: 11.97735981464386; reg_zipnll: -4.5572347068786625; aux_mae_loss_1: 11.348215656280518; aux_mae_loss_2: 1.769961395263672; cnt_loss: 2.645139045715332; +2025-07-01 20:57:30,363 - INFO - Evaluation: +Curr mae: 7.5176; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.1496; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0586; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:57:30,363 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 +2025-07-01 20:58:16,970 - INFO - Training: cls_zice: 13.251555037498473; reg_zipnll: -5.112442216873169; aux_mae_loss_1: 12.496575212478637; aux_mae_loss_2: 1.9469374573230744; cnt_loss: 2.938454792499542; +2025-07-01 20:58:16,971 - INFO - Evaluation: +Curr mae: 7.3959; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.4057; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0588; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:58:16,972 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 +2025-07-01 20:59:03,483 - INFO - Training: cls_zice: 12.106970052719117; reg_zipnll: -3.9285191822052004; aux_mae_loss_1: 11.783650350570678; aux_mae_loss_2: 1.843293011188507; cnt_loss: 2.7468774485588074; +2025-07-01 20:59:03,484 - INFO - Evaluation: +Curr mae: 6.9342; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.8060; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0540; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:59:03,484 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 +2025-07-01 20:59:49,943 - INFO - Training: cls_zice: 13.073925724029541; reg_zipnll: -8.664373654723168; aux_mae_loss_1: 12.738480644226074; aux_mae_loss_2: 1.9894351625442506; cnt_loss: 2.8462137293815615; +2025-07-01 20:59:49,944 - INFO - Evaluation: +Curr mae: 6.6262; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0052; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0528; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 20:59:49,944 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 +2025-07-01 21:00:36,494 - INFO - Training: cls_zice: 12.196753121614456; reg_zipnll: -7.744127850532532; aux_mae_loss_1: 11.95445701122284; aux_mae_loss_2: 1.9063134908676147; cnt_loss: 3.1772464513778687; +2025-07-01 21:00:36,495 - INFO - Evaluation: +Curr mae: 6.8039; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.7051; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0546; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:00:36,495 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 +2025-07-01 21:01:23,381 - INFO - Training: cls_zice: 12.80994255065918; reg_zipnll: -8.09289122581482; aux_mae_loss_1: 12.397824907302857; aux_mae_loss_2: 1.9868506693840027; cnt_loss: 3.3085793721675874; +2025-07-01 21:01:23,382 - INFO - Evaluation: +Curr mae: 6.7573; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.5166; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0525; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:01:23,382 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 +2025-07-01 21:02:10,134 - INFO - Training: cls_zice: 13.18060245513916; reg_zipnll: -5.542374892234802; aux_mae_loss_1: 12.477154397964478; aux_mae_loss_2: 1.963390440940857; cnt_loss: 3.0009210991859434; +2025-07-01 21:02:10,135 - INFO - Evaluation: +Curr mae: 6.9824; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.9629; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0546; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:02:10,135 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 +2025-07-01 21:02:56,630 - INFO - Training: cls_zice: 11.689269289970397; reg_zipnll: -2.2596893548965453; aux_mae_loss_1: 11.183081331253051; aux_mae_loss_2: 1.7300566339492798; cnt_loss: 2.7112979137897493; +2025-07-01 21:02:56,631 - INFO - Evaluation: +Curr mae: 6.8619; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.9104; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0525; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:02:56,631 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 +2025-07-01 21:03:42,809 - INFO - Training: cls_zice: 12.764578771591186; reg_zipnll: -5.211871690750122; aux_mae_loss_1: 12.11036268234253; aux_mae_loss_2: 1.8841817033290864; cnt_loss: 2.9426180934906006; +2025-07-01 21:03:42,810 - INFO - Evaluation: +Curr mae: 7.1183; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.4259; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0586; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:03:42,810 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 +2025-07-01 21:04:29,205 - INFO - Training: cls_zice: 12.446166019439698; reg_zipnll: -7.648301758766174; aux_mae_loss_1: 11.93881628036499; aux_mae_loss_2: 1.827897754907608; cnt_loss: 2.8111053884029387; +2025-07-01 21:04:29,206 - INFO - Evaluation: +Curr mae: 7.8925; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.7399; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0626; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:04:31,708 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 +2025-07-01 21:05:18,352 - INFO - Training: cls_zice: 12.448725061416626; reg_zipnll: -7.526554713249206; aux_mae_loss_1: 11.929030861854553; aux_mae_loss_2: 1.8947639846801758; cnt_loss: 3.243271508216858; +2025-07-01 21:05:18,353 - INFO - Evaluation: +Curr mae: 7.3000; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.2130; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0582; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:05:18,353 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 +2025-07-01 21:06:04,703 - INFO - Training: cls_zice: 12.670668983459473; reg_zipnll: -5.551222839355469; aux_mae_loss_1: 11.809060878753662; aux_mae_loss_2: 1.834581274986267; cnt_loss: 3.0035952019691465; +2025-07-01 21:06:04,703 - INFO - Evaluation: +Curr mae: 7.1116; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.6160; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0560; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:06:04,704 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 +2025-07-01 21:06:51,417 - INFO - Training: cls_zice: 12.118131093978882; reg_zipnll: -5.248995551168918; aux_mae_loss_1: 12.069939546585083; aux_mae_loss_2: 1.8728593015670776; cnt_loss: 2.779216158390045; +2025-07-01 21:06:51,417 - INFO - Evaluation: +Curr mae: 7.1181; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.2164; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0546; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:06:51,418 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 +2025-07-01 21:07:37,941 - INFO - Training: cls_zice: 12.714369730949402; reg_zipnll: -6.257518820762634; aux_mae_loss_1: 12.145229167938233; aux_mae_loss_2: 1.8685625433921813; cnt_loss: 2.9010469412803648; +2025-07-01 21:07:37,942 - INFO - Evaluation: +Curr mae: 7.1313; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.6121; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0551; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:07:37,942 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 +2025-07-01 21:08:24,260 - INFO - Training: cls_zice: 12.343748140335084; reg_zipnll: -2.91530668258667; aux_mae_loss_1: 11.615862894058228; aux_mae_loss_2: 1.768931533098221; cnt_loss: 2.8697921347618105; +2025-07-01 21:08:24,261 - INFO - Evaluation: +Curr mae: 7.3295; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.2020; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0578; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:08:24,261 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 +2025-07-01 21:09:10,804 - INFO - Training: cls_zice: 12.889620981216432; reg_zipnll: -8.605404462814331; aux_mae_loss_1: 12.47703839302063; aux_mae_loss_2: 1.9323670220375062; cnt_loss: 3.051460063457489; +2025-07-01 21:09:10,805 - INFO - Evaluation: +Curr mae: 6.8354; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.0997; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0554; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:09:10,805 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 +2025-07-01 21:09:57,571 - INFO - Training: cls_zice: 12.267820615768432; reg_zipnll: -9.212112822532653; aux_mae_loss_1: 12.45815327644348; aux_mae_loss_2: 1.9574188661575318; cnt_loss: 3.035663880109787; +2025-07-01 21:09:57,572 - INFO - Evaluation: +Curr mae: 8.3512; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.3749; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0608; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:09:57,572 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 +2025-07-01 21:10:44,182 - INFO - Training: cls_zice: 12.375145955085754; reg_zipnll: -4.141506137847901; aux_mae_loss_1: 11.979842786788941; aux_mae_loss_2: 1.8796877074241638; cnt_loss: 3.198075518608093; +2025-07-01 21:10:44,182 - INFO - Evaluation: +Curr mae: 8.5301; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 14.3063; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0618; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:10:44,183 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 +2025-07-01 21:11:30,489 - INFO - Training: cls_zice: 12.479680709838867; reg_zipnll: -9.846094348430633; aux_mae_loss_1: 12.231485681533814; aux_mae_loss_2: 1.9682141041755676; cnt_loss: 3.1923370242118834; +2025-07-01 21:11:30,489 - INFO - Evaluation: +Curr mae: 8.2817; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 15.1467; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0594; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:11:30,490 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 +2025-07-01 21:12:16,975 - INFO - Training: cls_zice: 12.72514152765274; reg_zipnll: -5.671105394363403; aux_mae_loss_1: 12.08733437538147; aux_mae_loss_2: 1.9303890705108642; cnt_loss: 3.254899116754532; +2025-07-01 21:12:16,976 - INFO - Evaluation: +Curr mae: 7.8750; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.3648; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0648; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:12:16,976 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 +2025-07-01 21:13:03,444 - INFO - Training: cls_zice: 12.137263660430909; reg_zipnll: -3.775618200302124; aux_mae_loss_1: 11.29849274635315; aux_mae_loss_2: 1.7454058170318603; cnt_loss: 2.8203127789497375; +2025-07-01 21:13:03,445 - INFO - Evaluation: +Curr mae: 7.2530; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.8101; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0567; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:13:03,445 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 +2025-07-01 21:13:49,943 - INFO - Training: cls_zice: 11.914380445480347; reg_zipnll: -4.361967782974244; aux_mae_loss_1: 11.797805461883545; aux_mae_loss_2: 1.8598424339294433; cnt_loss: 3.0826428604125975; +2025-07-01 21:13:49,944 - INFO - Evaluation: +Curr mae: 7.7754; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.8106; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0634; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:13:49,944 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 +2025-07-01 21:14:36,526 - INFO - Training: cls_zice: 12.114841055870055; reg_zipnll: -2.6218126440048217; aux_mae_loss_1: 11.491277017593383; aux_mae_loss_2: 1.7167705750465394; cnt_loss: 2.2979739236831667; +2025-07-01 21:14:36,526 - INFO - Evaluation: +Curr mae: 7.8056; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.8732; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0602; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:14:36,526 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 +2025-07-01 21:15:23,147 - INFO - Training: cls_zice: 12.049267456531524; reg_zipnll: -7.371757173538208; aux_mae_loss_1: 11.657570390701293; aux_mae_loss_2: 1.8477994871139527; cnt_loss: 3.252740339040756; +2025-07-01 21:15:23,148 - INFO - Evaluation: +Curr mae: 7.1835; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.8126; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0581; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:15:23,148 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 +2025-07-01 21:16:09,684 - INFO - Training: cls_zice: 12.139822626113892; reg_zipnll: -5.8963455390930175; aux_mae_loss_1: 12.283643217086793; aux_mae_loss_2: 1.8826810550689697; cnt_loss: 2.526143090724945; +2025-07-01 21:16:09,685 - INFO - Evaluation: +Curr mae: 7.1050; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.9006; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0581; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:16:09,685 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 +2025-07-01 21:16:56,031 - INFO - Training: cls_zice: 11.484524879455567; reg_zipnll: -0.7041223907470703; aux_mae_loss_1: 11.250369300842285; aux_mae_loss_2: 1.7259614312648772; cnt_loss: 2.594494140148163; +2025-07-01 21:16:56,031 - INFO - Evaluation: +Curr mae: 7.0446; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.8770; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0568; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:16:56,032 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 +2025-07-01 21:17:42,490 - INFO - Training: cls_zice: 12.583006887435912; reg_zipnll: -4.114065284729004; aux_mae_loss_1: 12.187315101623534; aux_mae_loss_2: 1.8595637440681458; cnt_loss: 2.814850664138794; +2025-07-01 21:17:42,491 - INFO - Evaluation: +Curr mae: 7.2984; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.1991; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0581; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:17:42,491 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 +2025-07-01 21:18:29,133 - INFO - Training: cls_zice: 11.63045616865158; reg_zipnll: -5.936560688018798; aux_mae_loss_1: 11.410912914276123; aux_mae_loss_2: 1.798777312040329; cnt_loss: 2.571550909280777; +2025-07-01 21:18:29,134 - INFO - Evaluation: +Curr mae: 6.7251; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.3057; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0566; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:18:29,134 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 +2025-07-01 21:19:15,842 - INFO - Training: cls_zice: 12.237298221588135; reg_zipnll: -3.487018094062805; aux_mae_loss_1: 12.165215730667114; aux_mae_loss_2: 1.9244470942020415; cnt_loss: 3.0556567430496218; +2025-07-01 21:19:15,843 - INFO - Evaluation: +Curr mae: 6.7663; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.8040; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0539; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:19:15,843 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 +2025-07-01 21:20:02,454 - INFO - Training: cls_zice: 11.779204559326171; reg_zipnll: -0.44531444549560545; aux_mae_loss_1: 11.483482370376587; aux_mae_loss_2: 1.7812655687332153; cnt_loss: 2.802514728307724; +2025-07-01 21:20:02,455 - INFO - Evaluation: +Curr mae: 7.2619; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 15.5343; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0531; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:20:02,455 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 +2025-07-01 21:20:49,167 - INFO - Training: cls_zice: 12.651780548095703; reg_zipnll: -9.738324384689331; aux_mae_loss_1: 11.787555437088013; aux_mae_loss_2: 1.7931510257720946; cnt_loss: 2.5726179265975953; +2025-07-01 21:20:49,168 - INFO - Evaluation: +Curr mae: 6.9342; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.4184; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0527; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:20:49,168 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 +2025-07-01 21:21:35,874 - INFO - Training: cls_zice: 11.957156286239623; reg_zipnll: -4.442605230808258; aux_mae_loss_1: 11.38492985725403; aux_mae_loss_2: 1.7245332467556; cnt_loss: 2.495202465057373; +2025-07-01 21:21:35,875 - INFO - Evaluation: +Curr mae: 7.7352; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.8354; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0578; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:21:35,875 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 +2025-07-01 21:22:22,815 - INFO - Training: cls_zice: 11.480992600917816; reg_zipnll: -4.04300898551941; aux_mae_loss_1: 11.213274326324463; aux_mae_loss_2: 1.6862570607662202; cnt_loss: 2.435140001773834; +2025-07-01 21:22:22,816 - INFO - Evaluation: +Curr mae: 7.4292; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.0408; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0593; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:22:22,816 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 +2025-07-01 21:23:09,378 - INFO - Training: cls_zice: 11.586114206314086; reg_zipnll: -5.235950155258179; aux_mae_loss_1: 11.893295497894288; aux_mae_loss_2: 1.8351796281337738; cnt_loss: 2.4285376119613646; +2025-07-01 21:23:09,378 - INFO - Evaluation: +Curr mae: 7.4874; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.2123; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0587; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:23:09,379 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 +2025-07-01 21:23:55,917 - INFO - Training: cls_zice: 12.54906499862671; reg_zipnll: -5.970641117095948; aux_mae_loss_1: 12.290261955261231; aux_mae_loss_2: 1.8967454385757447; cnt_loss: 3.208879597187042; +2025-07-01 21:23:55,917 - INFO - Evaluation: +Curr mae: 7.7943; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.2881; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0623; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:23:55,917 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 +2025-07-01 21:24:42,298 - INFO - Training: cls_zice: 12.05503978729248; reg_zipnll: -4.789288196563721; aux_mae_loss_1: 11.37361834526062; aux_mae_loss_2: 1.7799489462375642; cnt_loss: 2.80342920422554; +2025-07-01 21:24:42,299 - INFO - Evaluation: +Curr mae: 6.8036; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.7416; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0536; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:24:42,299 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 +2025-07-01 21:25:28,621 - INFO - Training: cls_zice: 10.860585417747497; reg_zipnll: -1.9875460958480835; aux_mae_loss_1: 10.70778169631958; aux_mae_loss_2: 1.6205276799201966; cnt_loss: 2.168545873165131; +2025-07-01 21:25:28,621 - INFO - Evaluation: +Curr mae: 7.5727; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.3160; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0594; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:25:28,621 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 +2025-07-01 21:26:15,264 - INFO - Training: cls_zice: 11.475221991539001; reg_zipnll: -6.228449211120606; aux_mae_loss_1: 10.688894929885864; aux_mae_loss_2: 1.6353210008144379; cnt_loss: 2.2985549688339235; +2025-07-01 21:26:15,265 - INFO - Evaluation: +Curr mae: 6.7888; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.4363; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0526; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:26:15,265 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 +2025-07-01 21:27:01,527 - INFO - Training: cls_zice: 11.236456308364868; reg_zipnll: -4.449176321029663; aux_mae_loss_1: 11.17754804611206; aux_mae_loss_2: 1.7308140742778777; cnt_loss: 2.3405867433547973; +2025-07-01 21:27:01,528 - INFO - Evaluation: +Curr mae: 7.9136; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.7729; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0609; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:27:01,528 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 +2025-07-01 21:27:48,178 - INFO - Training: cls_zice: 11.191636171340942; reg_zipnll: -4.5434547996521; aux_mae_loss_1: 11.041164722442627; aux_mae_loss_2: 1.7215886688232422; cnt_loss: 2.5459925425052643; +2025-07-01 21:27:48,179 - INFO - Evaluation: +Curr mae: 7.1174; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.5142; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0542; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:27:48,179 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 +2025-07-01 21:28:34,791 - INFO - Training: cls_zice: 11.113983027935028; reg_zipnll: 2.732720913887024; aux_mae_loss_1: 10.705386476516724; aux_mae_loss_2: 1.6301441276073456; cnt_loss: 2.511232976913452; +2025-07-01 21:28:34,792 - INFO - Evaluation: +Curr mae: 8.1793; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 14.7456; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0562; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:28:34,792 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 +2025-07-01 21:29:21,299 - INFO - Training: cls_zice: 11.388629579544068; reg_zipnll: -3.0229219436645507; aux_mae_loss_1: 10.8292866897583; aux_mae_loss_2: 1.633978455066681; cnt_loss: 2.357867625951767; +2025-07-01 21:29:21,299 - INFO - Evaluation: +Curr mae: 7.6628; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 13.0944; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0571; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:29:21,299 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 +2025-07-01 21:30:08,095 - INFO - Training: cls_zice: 11.702996954917907; reg_zipnll: -7.40314815044403; aux_mae_loss_1: 11.867746181488037; aux_mae_loss_2: 1.839271981716156; cnt_loss: 2.6422451329231262; +2025-07-01 21:30:08,096 - INFO - Evaluation: +Curr mae: 6.6909; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.9282; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0542; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:30:08,096 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 +2025-07-01 21:30:54,487 - INFO - Training: cls_zice: 11.779719676971435; reg_zipnll: -9.492275276184081; aux_mae_loss_1: 11.331848173141479; aux_mae_loss_2: 1.7496923851966857; cnt_loss: 2.730280989408493; +2025-07-01 21:30:54,487 - INFO - Evaluation: +Curr mae: 7.0769; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 12.0610; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0548; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:30:54,488 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 +2025-07-01 21:31:41,500 - INFO - Training: cls_zice: 12.07828351020813; reg_zipnll: -6.872012577056885; aux_mae_loss_1: 11.35772536277771; aux_mae_loss_2: 1.7290280282497406; cnt_loss: 2.701429364681244; +2025-07-01 21:31:41,501 - INFO - Evaluation: +Curr mae: 7.0564; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.3193; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0558; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:31:41,501 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 +2025-07-01 21:32:28,169 - INFO - Training: cls_zice: 11.472230949401855; reg_zipnll: -4.28652764081955; aux_mae_loss_1: 11.378200912475586; aux_mae_loss_2: 1.7558971118927003; cnt_loss: 2.651452057361603; +2025-07-01 21:32:28,170 - INFO - Evaluation: +Curr mae: 6.8009; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.6854; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0549; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:32:28,170 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 +2025-07-01 21:33:15,079 - INFO - Training: cls_zice: 11.780588426589965; reg_zipnll: -3.72426059961319; aux_mae_loss_1: 10.943368673324585; aux_mae_loss_2: 1.6536485278606414; cnt_loss: 2.2396365034580232; +2025-07-01 21:33:15,080 - INFO - Evaluation: +Curr mae: 7.0008; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 11.6982; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0545; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:33:15,080 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 +2025-07-01 21:34:01,617 - INFO - Training: cls_zice: 10.935099782943725; reg_zipnll: -6.959047889709472; aux_mae_loss_1: 10.486932764053345; aux_mae_loss_2: 1.5725680851936341; cnt_loss: 2.1985108292102815; +2025-07-01 21:34:01,617 - INFO - Evaluation: +Curr mae: 6.6315; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.9450; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0529; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:34:01,618 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 +2025-07-01 21:34:48,196 - INFO - Training: cls_zice: 12.188775477409363; reg_zipnll: -8.609501895904542; aux_mae_loss_1: 12.015401849746704; aux_mae_loss_2: 1.8527124762535094; cnt_loss: 2.7411412382125855; +2025-07-01 21:34:48,197 - INFO - Evaluation: +Curr mae: 6.7674; Best mae: 6.4127; 6.4354; 6.4468; 6.4656; 6.4814; +Curr rmse: 10.5681; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0569; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:34:48,197 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 +2025-07-01 21:35:34,660 - INFO - Training: cls_zice: 11.918733549118041; reg_zipnll: -6.698261499404907; aux_mae_loss_1: 11.223085365295411; aux_mae_loss_2: 1.7145372700691224; cnt_loss: 2.1814988648891447; +2025-07-01 21:35:34,835 - INFO - Evaluation: +Curr mae: 6.4075; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 10.3286; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0514; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:35:34,835 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 +2025-07-01 21:36:21,455 - INFO - Training: cls_zice: 11.38329496383667; reg_zipnll: -11.61501976966858; aux_mae_loss_1: 11.154907302856445; aux_mae_loss_2: 1.7470681405067443; cnt_loss: 2.6196705508232117; +2025-07-01 21:36:21,456 - INFO - Evaluation: +Curr mae: 6.5973; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 10.9353; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0508; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:36:21,456 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 +2025-07-01 21:37:08,043 - INFO - Training: cls_zice: 11.312364101409912; reg_zipnll: -2.9817278671264646; aux_mae_loss_1: 10.972293252944946; aux_mae_loss_2: 1.7469716656208039; cnt_loss: 2.5547747564315797; +2025-07-01 21:37:08,044 - INFO - Evaluation: +Curr mae: 6.4871; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 10.6921; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0519; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:37:08,044 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 +2025-07-01 21:37:54,487 - INFO - Training: cls_zice: 11.518430399894715; reg_zipnll: -5.939080319404602; aux_mae_loss_1: 10.792253556251525; aux_mae_loss_2: 1.671641274690628; cnt_loss: 2.4014073419570923; +2025-07-01 21:37:54,488 - INFO - Evaluation: +Curr mae: 6.6830; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 10.8180; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0525; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:37:54,488 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 +2025-07-01 21:38:40,933 - INFO - Training: cls_zice: 10.570654821395873; reg_zipnll: 0.9957195234298706; aux_mae_loss_1: 10.146811771392823; aux_mae_loss_2: 1.541895614862442; cnt_loss: 2.2152242922782897; +2025-07-01 21:38:40,934 - INFO - Evaluation: +Curr mae: 6.7947; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 11.5821; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0519; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:38:40,934 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 +2025-07-01 21:39:27,572 - INFO - Training: cls_zice: 11.851183576583862; reg_zipnll: -5.156580762863159; aux_mae_loss_1: 11.741094150543212; aux_mae_loss_2: 1.7711741185188294; cnt_loss: 2.5268655157089235; +2025-07-01 21:39:27,573 - INFO - Evaluation: +Curr mae: 7.1008; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 11.6341; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0560; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:39:27,573 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 +2025-07-01 21:40:13,980 - INFO - Training: cls_zice: 11.975245270729065; reg_zipnll: -8.811580793857575; aux_mae_loss_1: 11.713305282592774; aux_mae_loss_2: 1.7844966125488282; cnt_loss: 2.321610313653946; +2025-07-01 21:40:13,981 - INFO - Evaluation: +Curr mae: 6.5855; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 10.5131; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0517; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:40:13,981 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 +2025-07-01 21:41:00,608 - INFO - Training: cls_zice: 12.095460648536681; reg_zipnll: -9.936735897064208; aux_mae_loss_1: 11.957771339416503; aux_mae_loss_2: 1.7920879662036895; cnt_loss: 2.2709603548049926; +2025-07-01 21:41:00,609 - INFO - Evaluation: +Curr mae: 6.5392; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 10.9817; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0509; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:41:00,609 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 +2025-07-01 21:41:47,457 - INFO - Training: cls_zice: 12.04869978427887; reg_zipnll: -6.389734334945679; aux_mae_loss_1: 11.20556022644043; aux_mae_loss_2: 1.7646478188037873; cnt_loss: 2.7965491580963135; +2025-07-01 21:41:47,457 - INFO - Evaluation: +Curr mae: 7.2394; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 11.8244; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0563; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:41:47,458 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 +2025-07-01 21:42:34,119 - INFO - Training: cls_zice: 9.983666186332703; reg_zipnll: 4.998217091560364; aux_mae_loss_1: 9.601294412612916; aux_mae_loss_2: 1.46244833111763; cnt_loss: 2.005800088644028; +2025-07-01 21:42:34,120 - INFO - Evaluation: +Curr mae: 6.5889; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 11.2022; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0510; Best nae: 0.0496; 0.0499; 0.0499; 0.0502; 0.0503; + + + +2025-07-01 21:42:34,120 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 +2025-07-01 21:43:20,741 - INFO - Training: cls_zice: 10.062384679317475; reg_zipnll: 1.979422426223755; aux_mae_loss_1: 9.793380289077758; aux_mae_loss_2: 1.4556363260746001; cnt_loss: 1.83413201212883; +2025-07-01 21:43:20,913 - INFO - Evaluation: +Curr mae: 6.5228; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 11.1665; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0498; Best nae: 0.0496; 0.0498; 0.0499; 0.0499; 0.0502; + + + +2025-07-01 21:43:22,274 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 +2025-07-01 21:44:09,103 - INFO - Training: cls_zice: 11.648837223052979; reg_zipnll: -8.897800226211547; aux_mae_loss_1: 10.843961882591248; aux_mae_loss_2: 1.6575349795818328; cnt_loss: 2.4505271661281585; +2025-07-01 21:44:09,104 - INFO - Evaluation: +Curr mae: 6.5246; Best mae: 6.4075; 6.4127; 6.4354; 6.4468; 6.4656; +Curr rmse: 11.0559; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2412; +Curr nae: 0.0513; Best nae: 0.0496; 0.0498; 0.0499; 0.0499; 0.0502; + + + +2025-07-01 21:44:09,104 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 +2025-07-01 21:44:55,303 - INFO - Training: cls_zice: 10.900807933807373; reg_zipnll: 1.0517760848999023; aux_mae_loss_1: 9.985911960601806; aux_mae_loss_2: 1.469195294380188; cnt_loss: 2.1091730260848998; +2025-07-01 21:44:56,142 - INFO - Evaluation: +Curr mae: 5.9474; Best mae: 5.9474; 6.4075; 6.4127; 6.4354; 6.4468; +Curr rmse: 10.2372; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2372; +Curr nae: 0.0470; Best nae: 0.0470; 0.0496; 0.0498; 0.0499; 0.0499; + + + +2025-07-01 21:44:56,142 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 +2025-07-01 21:45:42,687 - INFO - Training: cls_zice: 10.493603501319885; reg_zipnll: -6.297596235275268; aux_mae_loss_1: 10.362949829101563; aux_mae_loss_2: 1.6011520397663117; cnt_loss: 2.2873239409923554; +2025-07-01 21:45:42,688 - INFO - Evaluation: +Curr mae: 8.2301; Best mae: 5.9474; 6.4075; 6.4127; 6.4354; 6.4468; +Curr rmse: 12.5269; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2372; +Curr nae: 0.0585; Best nae: 0.0470; 0.0496; 0.0498; 0.0499; 0.0499; + + + +2025-07-01 21:45:42,688 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 +2025-07-01 21:46:28,943 - INFO - Training: cls_zice: 10.832025890350343; reg_zipnll: -6.898284854888916; aux_mae_loss_1: 10.94380084991455; aux_mae_loss_2: 1.6585822868347169; cnt_loss: 2.3207820761203766; +2025-07-01 21:46:28,943 - INFO - Evaluation: +Curr mae: 7.0881; Best mae: 5.9474; 6.4075; 6.4127; 6.4354; 6.4468; +Curr rmse: 12.3723; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2372; +Curr nae: 0.0529; Best nae: 0.0470; 0.0496; 0.0498; 0.0499; 0.0499; + + + +2025-07-01 21:46:28,944 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 +2025-07-01 21:47:15,391 - INFO - Training: cls_zice: 10.955218887329101; reg_zipnll: -2.4839388227462766; aux_mae_loss_1: 10.302873783111572; aux_mae_loss_2: 1.5515865468978882; cnt_loss: 2.237560156583786; +2025-07-01 21:47:15,391 - INFO - Evaluation: +Curr mae: 6.5430; Best mae: 5.9474; 6.4075; 6.4127; 6.4354; 6.4468; +Curr rmse: 10.9328; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2372; +Curr nae: 0.0514; Best nae: 0.0470; 0.0496; 0.0498; 0.0499; 0.0499; + + + +2025-07-01 21:47:15,391 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 +2025-07-01 21:48:01,900 - INFO - Training: cls_zice: 10.975914549827575; reg_zipnll: -7.015128192901611; aux_mae_loss_1: 10.684987077713012; aux_mae_loss_2: 1.6297958254814149; cnt_loss: 2.449636015892029; +2025-07-01 21:48:01,900 - INFO - Evaluation: +Curr mae: 6.6411; Best mae: 5.9474; 6.4075; 6.4127; 6.4354; 6.4468; +Curr rmse: 10.4046; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2372; +Curr nae: 0.0561; Best nae: 0.0470; 0.0496; 0.0498; 0.0499; 0.0499; + + + +2025-07-01 21:48:01,900 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 +2025-07-01 21:48:48,538 - INFO - Training: cls_zice: 10.954701504707337; reg_zipnll: -13.76960958480835; aux_mae_loss_1: 11.286931858062744; aux_mae_loss_2: 1.688905428647995; cnt_loss: 2.132747139930725; +2025-07-01 21:48:48,719 - INFO - Evaluation: +Curr mae: 6.3615; Best mae: 5.9474; 6.3615; 6.4075; 6.4127; 6.4354; +Curr rmse: 10.5603; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2372; +Curr nae: 0.0509; Best nae: 0.0470; 0.0496; 0.0498; 0.0499; 0.0499; + + + +2025-07-01 21:48:48,719 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 +2025-07-01 21:49:34,978 - INFO - Training: cls_zice: 11.410265250205994; reg_zipnll: -8.658069381713867; aux_mae_loss_1: 10.909036197662353; aux_mae_loss_2: 1.6738114714622498; cnt_loss: 2.480021620392799; +2025-07-01 21:49:35,329 - INFO - Evaluation: +Curr mae: 6.2678; Best mae: 5.9474; 6.2678; 6.3615; 6.4075; 6.4127; +Curr rmse: 10.4597; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2372; +Curr nae: 0.0489; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:49:35,329 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 +2025-07-01 21:50:22,019 - INFO - Training: cls_zice: 11.379532451629638; reg_zipnll: -6.606006097793579; aux_mae_loss_1: 11.315058026313782; aux_mae_loss_2: 1.6763029408454895; cnt_loss: 2.261716136932373; +2025-07-01 21:50:22,019 - INFO - Evaluation: +Curr mae: 6.5944; Best mae: 5.9474; 6.2678; 6.3615; 6.4075; 6.4127; +Curr rmse: 11.0007; Best rmse: 9.9772; 10.1915; 10.1973; 10.2222; 10.2372; +Curr nae: 0.0515; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:50:22,019 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 +2025-07-01 21:51:08,683 - INFO - Training: cls_zice: 11.532067725658417; reg_zipnll: -9.800586681365967; aux_mae_loss_1: 10.897971467971802; aux_mae_loss_2: 1.6712439835071564; cnt_loss: 2.3699462461471557; +2025-07-01 21:51:09,038 - INFO - Evaluation: +Curr mae: 6.3875; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 10.1252; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0521; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:51:09,038 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 +2025-07-01 21:51:55,571 - INFO - Training: cls_zice: 11.202775163650513; reg_zipnll: -5.857851705551147; aux_mae_loss_1: 10.887699728012086; aux_mae_loss_2: 1.6221682345867157; cnt_loss: 2.1180006754398346; +2025-07-01 21:51:55,572 - INFO - Evaluation: +Curr mae: 6.4646; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 10.6436; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0520; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:51:55,572 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 +2025-07-01 21:52:41,926 - INFO - Training: cls_zice: 10.634766340255737; reg_zipnll: -5.030887526273728; aux_mae_loss_1: 10.853368616104126; aux_mae_loss_2: 1.69125319480896; cnt_loss: 2.3245776104927063; +2025-07-01 21:52:41,927 - INFO - Evaluation: +Curr mae: 7.1186; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.8435; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0528; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:52:41,927 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 +2025-07-01 21:53:28,751 - INFO - Training: cls_zice: 11.252475829124451; reg_zipnll: -7.990571851730347; aux_mae_loss_1: 11.199926195144654; aux_mae_loss_2: 1.7199647164344787; cnt_loss: 1.9710751926898957; +2025-07-01 21:53:28,752 - INFO - Evaluation: +Curr mae: 7.2454; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.9108; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0544; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:53:28,752 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 +2025-07-01 21:54:15,524 - INFO - Training: cls_zice: 10.942502603530883; reg_zipnll: -10.51951271533966; aux_mae_loss_1: 10.636413774490357; aux_mae_loss_2: 1.5964435625076294; cnt_loss: 2.1893107783794403; +2025-07-01 21:54:15,525 - INFO - Evaluation: +Curr mae: 6.9357; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.5029; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0572; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:54:15,525 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 +2025-07-01 21:55:02,057 - INFO - Training: cls_zice: 11.461803712844848; reg_zipnll: -10.429355812072753; aux_mae_loss_1: 11.016363010406494; aux_mae_loss_2: 1.6752437126636506; cnt_loss: 2.158998419046402; +2025-07-01 21:55:02,057 - INFO - Evaluation: +Curr mae: 7.0630; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 12.0168; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0531; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:55:02,057 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 +2025-07-01 21:55:48,693 - INFO - Training: cls_zice: 11.465003137588502; reg_zipnll: -10.652981281280518; aux_mae_loss_1: 10.88092050075531; aux_mae_loss_2: 1.633473665714264; cnt_loss: 2.434589424133301; +2025-07-01 21:55:48,694 - INFO - Evaluation: +Curr mae: 6.9349; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.3651; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0560; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:55:48,694 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 +2025-07-01 21:56:35,292 - INFO - Training: cls_zice: 11.770693445205689; reg_zipnll: -8.97151533126831; aux_mae_loss_1: 10.914953651428222; aux_mae_loss_2: 1.5984278285503388; cnt_loss: 2.101478281021118; +2025-07-01 21:56:35,293 - INFO - Evaluation: +Curr mae: 6.8660; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.2681; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0540; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:56:35,293 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 +2025-07-01 21:57:22,208 - INFO - Training: cls_zice: 10.192163733243943; reg_zipnll: -5.636921133995056; aux_mae_loss_1: 9.421133222579956; aux_mae_loss_2: 1.3946276021003723; cnt_loss: 1.9550729894638061; +2025-07-01 21:57:22,208 - INFO - Evaluation: +Curr mae: 6.5891; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 10.8450; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0503; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:57:22,209 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 +2025-07-01 21:58:09,231 - INFO - Training: cls_zice: 10.22138964176178; reg_zipnll: -5.811921558380127; aux_mae_loss_1: 9.725563011169434; aux_mae_loss_2: 1.4671718680858612; cnt_loss: 2.0377665549516677; +2025-07-01 21:58:09,232 - INFO - Evaluation: +Curr mae: 6.9697; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 12.7412; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0530; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:58:09,232 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 +2025-07-01 21:58:55,931 - INFO - Training: cls_zice: 11.080616216659546; reg_zipnll: -8.821259679794311; aux_mae_loss_1: 10.583009805679321; aux_mae_loss_2: 1.6333649373054504; cnt_loss: 2.3303824162483213; +2025-07-01 21:58:55,932 - INFO - Evaluation: +Curr mae: 7.1703; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 12.3086; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0533; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:58:55,932 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 +2025-07-01 21:59:42,733 - INFO - Training: cls_zice: 10.904967038631439; reg_zipnll: -11.134681587219239; aux_mae_loss_1: 11.356718153953553; aux_mae_loss_2: 1.7918917536735535; cnt_loss: 2.503933487534523; +2025-07-01 21:59:42,734 - INFO - Evaluation: +Curr mae: 6.9304; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 12.0806; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0529; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 21:59:42,734 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 +2025-07-01 22:00:29,626 - INFO - Training: cls_zice: 10.460732998847961; reg_zipnll: -8.297850885391234; aux_mae_loss_1: 9.93110224723816; aux_mae_loss_2: 1.511616232395172; cnt_loss: 2.2464391565322877; +2025-07-01 22:00:29,626 - INFO - Evaluation: +Curr mae: 6.7712; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.2674; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0530; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:00:29,626 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 +2025-07-01 22:01:16,499 - INFO - Training: cls_zice: 10.683456354141235; reg_zipnll: -6.410206165313721; aux_mae_loss_1: 10.238574705123902; aux_mae_loss_2: 1.5210715591907502; cnt_loss: 2.2882009708881377; +2025-07-01 22:01:16,500 - INFO - Evaluation: +Curr mae: 6.8409; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.5222; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0525; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:01:16,500 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 +2025-07-01 22:02:02,924 - INFO - Training: cls_zice: 10.818522229194642; reg_zipnll: -9.371881448030472; aux_mae_loss_1: 10.87946683883667; aux_mae_loss_2: 1.6520896458625793; cnt_loss: 2.3007324850559234; +2025-07-01 22:02:02,925 - INFO - Evaluation: +Curr mae: 6.6952; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.0445; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0549; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:02:02,925 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 +2025-07-01 22:02:49,866 - INFO - Training: cls_zice: 10.521561884880066; reg_zipnll: -4.61424880027771; aux_mae_loss_1: 10.053142232894897; aux_mae_loss_2: 1.5344637429714203; cnt_loss: 2.0776509606838225; +2025-07-01 22:02:49,867 - INFO - Evaluation: +Curr mae: 6.4732; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 10.3931; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0521; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:02:49,867 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 +2025-07-01 22:03:36,648 - INFO - Training: cls_zice: 10.945488193035125; reg_zipnll: -8.540943880081176; aux_mae_loss_1: 10.584221887588502; aux_mae_loss_2: 1.5606322014331817; cnt_loss: 1.9110197556018829; +2025-07-01 22:03:36,649 - INFO - Evaluation: +Curr mae: 6.7051; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 10.4012; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0543; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:03:36,649 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 +2025-07-01 22:04:23,348 - INFO - Training: cls_zice: 10.652914242744446; reg_zipnll: -10.79366605758667; aux_mae_loss_1: 10.444291982650757; aux_mae_loss_2: 1.5726292145252228; cnt_loss: 2.014696851968765; +2025-07-01 22:04:23,349 - INFO - Evaluation: +Curr mae: 6.6478; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 10.6292; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0516; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:04:23,349 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 +2025-07-01 22:05:10,219 - INFO - Training: cls_zice: 10.82857398033142; reg_zipnll: -10.868859295845033; aux_mae_loss_1: 10.663166694641113; aux_mae_loss_2: 1.5939725130796432; cnt_loss: 2.2251780545711517; +2025-07-01 22:05:10,219 - INFO - Evaluation: +Curr mae: 6.5879; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 10.6983; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0517; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:05:10,219 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 +2025-07-01 22:05:56,917 - INFO - Training: cls_zice: 10.391574053764343; reg_zipnll: -4.0972347068786625; aux_mae_loss_1: 10.062705430984497; aux_mae_loss_2: 1.4905824422836305; cnt_loss: 1.958570466041565; +2025-07-01 22:05:56,918 - INFO - Evaluation: +Curr mae: 6.5282; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 10.4382; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0529; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:05:56,918 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 +2025-07-01 22:06:43,570 - INFO - Training: cls_zice: 10.936276445388794; reg_zipnll: -8.038605952262879; aux_mae_loss_1: 10.504690713882447; aux_mae_loss_2: 1.5862863445281983; cnt_loss: 1.990462247133255; +2025-07-01 22:06:43,571 - INFO - Evaluation: +Curr mae: 6.7479; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.2594; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0528; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:06:43,571 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 +2025-07-01 22:07:30,301 - INFO - Training: cls_zice: 10.441931142807007; reg_zipnll: -6.656180415153504; aux_mae_loss_1: 9.934849662780762; aux_mae_loss_2: 1.4848231124877929; cnt_loss: 1.9456612253189087; +2025-07-01 22:07:30,302 - INFO - Evaluation: +Curr mae: 6.6666; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 10.9459; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0514; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:07:30,303 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 +2025-07-01 22:08:16,977 - INFO - Training: cls_zice: 11.028741426467896; reg_zipnll: -10.087726383209228; aux_mae_loss_1: 10.759521083831787; aux_mae_loss_2: 1.609454457759857; cnt_loss: 2.2141301441192627; +2025-07-01 22:08:16,978 - INFO - Evaluation: +Curr mae: 6.9129; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.4034; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0535; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:08:16,978 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 +2025-07-01 22:09:03,428 - INFO - Training: cls_zice: 10.744427328109742; reg_zipnll: -9.556397199630737; aux_mae_loss_1: 10.250741004943848; aux_mae_loss_2: 1.5620618414878846; cnt_loss: 2.2500662529468536; +2025-07-01 22:09:03,428 - INFO - Evaluation: +Curr mae: 7.2390; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 12.6244; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0556; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:09:03,429 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 +2025-07-01 22:09:49,859 - INFO - Training: cls_zice: 9.809446358680725; reg_zipnll: -6.700292840003967; aux_mae_loss_1: 10.069725685119629; aux_mae_loss_2: 1.5275768113136292; cnt_loss: 1.9145308876037597; +2025-07-01 22:09:49,859 - INFO - Evaluation: +Curr mae: 7.0347; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.4940; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0555; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:09:49,859 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 +2025-07-01 22:10:36,603 - INFO - Training: cls_zice: 10.213662369251251; reg_zipnll: -5.165956716537476; aux_mae_loss_1: 9.752487506866455; aux_mae_loss_2: 1.4842742097377777; cnt_loss: 1.9154111248254777; +2025-07-01 22:10:36,604 - INFO - Evaluation: +Curr mae: 6.5854; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.0453; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0519; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:10:36,604 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 +2025-07-01 22:11:23,168 - INFO - Training: cls_zice: 10.388212332725525; reg_zipnll: -9.309472055435181; aux_mae_loss_1: 10.444306869506836; aux_mae_loss_2: 1.5927925634384155; cnt_loss: 2.0760731226205826; +2025-07-01 22:11:23,168 - INFO - Evaluation: +Curr mae: 6.9171; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.8414; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0512; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:11:23,168 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 +2025-07-01 22:12:10,170 - INFO - Training: cls_zice: 10.12329960823059; reg_zipnll: -5.856274690628052; aux_mae_loss_1: 9.929439263343811; aux_mae_loss_2: 1.4794696581363678; cnt_loss: 1.8711678725481034; +2025-07-01 22:12:10,170 - INFO - Evaluation: +Curr mae: 6.5437; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.0162; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0526; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:12:10,170 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 +2025-07-01 22:12:56,769 - INFO - Training: cls_zice: 10.031710135936738; reg_zipnll: -10.202628078460693; aux_mae_loss_1: 9.819212083816529; aux_mae_loss_2: 1.44841024518013; cnt_loss: 1.73206512093544; +2025-07-01 22:12:56,770 - INFO - Evaluation: +Curr mae: 6.7132; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.9410; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0518; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:12:56,770 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 +2025-07-01 22:13:43,560 - INFO - Training: cls_zice: 10.528698105812072; reg_zipnll: -2.6486061072349547; aux_mae_loss_1: 9.411090188026428; aux_mae_loss_2: 1.4060674142837524; cnt_loss: 2.083983532190323; +2025-07-01 22:13:43,560 - INFO - Evaluation: +Curr mae: 7.0778; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.9988; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0553; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:13:43,560 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 +2025-07-01 22:14:30,165 - INFO - Training: cls_zice: 10.559145159721375; reg_zipnll: -9.842359714508056; aux_mae_loss_1: 10.110573892593385; aux_mae_loss_2: 1.4743266642093658; cnt_loss: 1.8342732548713685; +2025-07-01 22:14:30,166 - INFO - Evaluation: +Curr mae: 6.9193; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 12.0136; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0510; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:14:30,166 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 +2025-07-01 22:15:16,617 - INFO - Training: cls_zice: 10.647642216682435; reg_zipnll: -9.003838663101197; aux_mae_loss_1: 10.110095586776733; aux_mae_loss_2: 1.507304575443268; cnt_loss: 2.1642026901245117; +2025-07-01 22:15:16,618 - INFO - Evaluation: +Curr mae: 7.0289; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 13.2698; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0517; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:15:16,618 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 +2025-07-01 22:16:03,519 - INFO - Training: cls_zice: 10.317230787277222; reg_zipnll: -6.987378692626953; aux_mae_loss_1: 10.248745136260986; aux_mae_loss_2: 1.51530876994133; cnt_loss: 1.986285400390625; +2025-07-01 22:16:03,520 - INFO - Evaluation: +Curr mae: 6.6981; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.3239; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0505; Best nae: 0.0470; 0.0489; 0.0496; 0.0498; 0.0499; + + + +2025-07-01 22:16:03,520 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 +2025-07-01 22:16:50,072 - INFO - Training: cls_zice: 10.123481979370117; reg_zipnll: -7.034630393981933; aux_mae_loss_1: 9.963428964614868; aux_mae_loss_2: 1.526639873981476; cnt_loss: 2.1904210299253464; +2025-07-01 22:16:50,255 - INFO - Evaluation: +Curr mae: 6.5673; Best mae: 5.9474; 6.2678; 6.3615; 6.3875; 6.4075; +Curr rmse: 11.1375; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0494; Best nae: 0.0470; 0.0489; 0.0494; 0.0496; 0.0498; + + + +2025-07-01 22:16:50,255 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 +2025-07-01 22:17:36,877 - INFO - Training: cls_zice: 10.424674091339112; reg_zipnll: -7.263162312507629; aux_mae_loss_1: 10.126467294692993; aux_mae_loss_2: 1.501153109073639; cnt_loss: 1.9021399462223052; +2025-07-01 22:17:37,223 - INFO - Evaluation: +Curr mae: 6.1498; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 10.2544; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0474; Best nae: 0.0470; 0.0474; 0.0489; 0.0494; 0.0496; + + + +2025-07-01 22:17:37,223 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 +2025-07-01 22:18:23,658 - INFO - Training: cls_zice: 10.420474679470063; reg_zipnll: -10.805923500061034; aux_mae_loss_1: 9.824372620582581; aux_mae_loss_2: 1.421395367383957; cnt_loss: 1.8178353130817413; +2025-07-01 22:18:23,658 - INFO - Evaluation: +Curr mae: 6.5414; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 10.9019; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0512; Best nae: 0.0470; 0.0474; 0.0489; 0.0494; 0.0496; + + + +2025-07-01 22:18:23,659 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 +2025-07-01 22:19:10,498 - INFO - Training: cls_zice: 9.987670519351958; reg_zipnll: -4.297807073593139; aux_mae_loss_1: 9.445036478042603; aux_mae_loss_2: 1.3946595096588135; cnt_loss: 1.8262890005111694; +2025-07-01 22:19:10,499 - INFO - Evaluation: +Curr mae: 6.5207; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 10.7900; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0501; Best nae: 0.0470; 0.0474; 0.0489; 0.0494; 0.0496; + + + +2025-07-01 22:19:10,499 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 +2025-07-01 22:19:56,912 - INFO - Training: cls_zice: 10.246688022613526; reg_zipnll: -8.34560537815094; aux_mae_loss_1: 10.08191517829895; aux_mae_loss_2: 1.5289786636829377; cnt_loss: 2.070441143512726; +2025-07-01 22:19:56,913 - INFO - Evaluation: +Curr mae: 6.5264; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 10.8787; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0504; Best nae: 0.0470; 0.0474; 0.0489; 0.0494; 0.0496; + + + +2025-07-01 22:19:56,913 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 +2025-07-01 22:20:43,626 - INFO - Training: cls_zice: 10.447587099075317; reg_zipnll: -9.235431184768677; aux_mae_loss_1: 10.004892091751099; aux_mae_loss_2: 1.485324274301529; cnt_loss: 1.9108567702770234; +2025-07-01 22:20:43,626 - INFO - Evaluation: +Curr mae: 6.6441; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 11.2481; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0499; Best nae: 0.0470; 0.0474; 0.0489; 0.0494; 0.0496; + + + +2025-07-01 22:20:43,627 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 +2025-07-01 22:21:30,223 - INFO - Training: cls_zice: 9.852146339416503; reg_zipnll: -7.308413372039795; aux_mae_loss_1: 9.623468399047852; aux_mae_loss_2: 1.4668804275989533; cnt_loss: 1.9936747574806213; +2025-07-01 22:21:30,223 - INFO - Evaluation: +Curr mae: 6.6524; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 11.0303; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0510; Best nae: 0.0470; 0.0474; 0.0489; 0.0494; 0.0496; + + + +2025-07-01 22:21:30,224 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 +2025-07-01 22:22:17,151 - INFO - Training: cls_zice: 10.336398401260375; reg_zipnll: -4.723455934524536; aux_mae_loss_1: 9.839380168914795; aux_mae_loss_2: 1.4488537454605102; cnt_loss: 1.8742019939422607; +2025-07-01 22:22:17,152 - INFO - Evaluation: +Curr mae: 7.0285; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 11.4059; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0539; Best nae: 0.0470; 0.0474; 0.0489; 0.0494; 0.0496; + + + +2025-07-01 22:22:19,512 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 +2025-07-01 22:23:06,517 - INFO - Training: cls_zice: 9.531736626625062; reg_zipnll: -10.89724142074585; aux_mae_loss_1: 9.583271317481994; aux_mae_loss_2: 1.4485779762268067; cnt_loss: 1.8214529061317444; +2025-07-01 22:23:06,518 - INFO - Evaluation: +Curr mae: 6.4940; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 10.4554; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0514; Best nae: 0.0470; 0.0474; 0.0489; 0.0494; 0.0496; + + + +2025-07-01 22:23:06,518 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 +2025-07-01 22:23:52,923 - INFO - Training: cls_zice: 10.291294350624085; reg_zipnll: -8.609820699691772; aux_mae_loss_1: 9.87006778717041; aux_mae_loss_2: 1.4944522023200988; cnt_loss: 1.9144499063491822; +2025-07-01 22:23:53,096 - INFO - Evaluation: +Curr mae: 6.5277; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 10.8272; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0491; Best nae: 0.0470; 0.0474; 0.0489; 0.0491; 0.0494; + + + +2025-07-01 22:23:53,096 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 +2025-07-01 22:24:39,690 - INFO - Training: cls_zice: 10.157460331916809; reg_zipnll: -9.807709693908691; aux_mae_loss_1: 9.990669755935668; aux_mae_loss_2: 1.5636510944366455; cnt_loss: 1.994986479282379; +2025-07-01 22:24:40,662 - INFO - Evaluation: +Curr mae: 6.4293; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 10.6608; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0492; Best nae: 0.0470; 0.0474; 0.0489; 0.0491; 0.0492; + + + +2025-07-01 22:24:40,662 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 +2025-07-01 22:25:27,380 - INFO - Training: cls_zice: 9.708840321302414; reg_zipnll: -6.254344463348389; aux_mae_loss_1: 9.560461993217467; aux_mae_loss_2: 1.434388040304184; cnt_loss: 1.6756267249584198; +2025-07-01 22:25:27,381 - INFO - Evaluation: +Curr mae: 6.7352; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 11.1696; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0511; Best nae: 0.0470; 0.0474; 0.0489; 0.0491; 0.0492; + + + +2025-07-01 22:25:27,382 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 +2025-07-01 22:26:13,985 - INFO - Training: cls_zice: 9.713240489959716; reg_zipnll: -10.498350310325623; aux_mae_loss_1: 9.67635636806488; aux_mae_loss_2: 1.4910420989990234; cnt_loss: 1.8900549077987672; +2025-07-01 22:26:13,986 - INFO - Evaluation: +Curr mae: 6.7535; Best mae: 5.9474; 6.1498; 6.2678; 6.3615; 6.3875; +Curr rmse: 11.0037; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0523; Best nae: 0.0470; 0.0474; 0.0489; 0.0491; 0.0492; + + + +2025-07-01 22:26:13,986 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 +2025-07-01 22:27:00,573 - INFO - Training: cls_zice: 10.5537730884552; reg_zipnll: -6.103048377037048; aux_mae_loss_1: 9.746318998336791; aux_mae_loss_2: 1.4652608215808869; cnt_loss: 2.01530158162117; +2025-07-01 22:27:00,930 - INFO - Evaluation: +Curr mae: 6.2901; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.3615; +Curr rmse: 10.6536; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0489; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:27:00,930 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 +2025-07-01 22:27:47,768 - INFO - Training: cls_zice: 10.370990414619445; reg_zipnll: -8.488559336662293; aux_mae_loss_1: 9.806195411682129; aux_mae_loss_2: 1.487383633852005; cnt_loss: 1.9842825198173524; +2025-07-01 22:27:47,769 - INFO - Evaluation: +Curr mae: 6.4073; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.3615; +Curr rmse: 10.9225; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0492; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:27:47,769 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 +2025-07-01 22:28:34,359 - INFO - Training: cls_zice: 9.383589878082276; reg_zipnll: -5.961578750610352; aux_mae_loss_1: 8.701108384132386; aux_mae_loss_2: 1.3098794794082642; cnt_loss: 1.6759589958190917; +2025-07-01 22:28:34,359 - INFO - Evaluation: +Curr mae: 6.5167; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.3615; +Curr rmse: 11.2437; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0495; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:28:34,359 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 +2025-07-01 22:29:20,799 - INFO - Training: cls_zice: 9.96447020292282; reg_zipnll: -7.839478845596314; aux_mae_loss_1: 9.444660458564758; aux_mae_loss_2: 1.4002587473392487; cnt_loss: 1.70523411154747; +2025-07-01 22:29:20,800 - INFO - Evaluation: +Curr mae: 6.8199; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.3615; +Curr rmse: 11.6077; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0515; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:29:20,800 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 +2025-07-01 22:30:07,560 - INFO - Training: cls_zice: 9.147618083953857; reg_zipnll: -6.301899833679199; aux_mae_loss_1: 8.925688643455505; aux_mae_loss_2: 1.3254221260547638; cnt_loss: 1.8194749164581299; +2025-07-01 22:30:07,560 - INFO - Evaluation: +Curr mae: 6.8592; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.3615; +Curr rmse: 11.5188; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0512; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:30:07,560 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 +2025-07-01 22:30:54,370 - INFO - Training: cls_zice: 10.38023332118988; reg_zipnll: -10.20635549545288; aux_mae_loss_1: 10.3409850025177; aux_mae_loss_2: 1.567241108417511; cnt_loss: 1.992706743478775; +2025-07-01 22:30:54,371 - INFO - Evaluation: +Curr mae: 6.6676; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.3615; +Curr rmse: 11.1278; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0506; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:30:54,371 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 +2025-07-01 22:31:40,929 - INFO - Training: cls_zice: 10.621833500862122; reg_zipnll: -3.507824764251709; aux_mae_loss_1: 9.135313563346863; aux_mae_loss_2: 1.3371642553806304; cnt_loss: 1.771715105175972; +2025-07-01 22:31:40,929 - INFO - Evaluation: +Curr mae: 6.6948; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.3615; +Curr rmse: 11.5177; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0503; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:31:40,930 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 +2025-07-01 22:32:28,018 - INFO - Training: cls_zice: 10.419691948890685; reg_zipnll: -7.320393209457397; aux_mae_loss_1: 9.794539642333984; aux_mae_loss_2: 1.5027203822135926; cnt_loss: 2.055910531282425; +2025-07-01 22:32:28,018 - INFO - Evaluation: +Curr mae: 6.5442; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.3615; +Curr rmse: 10.6814; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0536; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:32:28,018 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 +2025-07-01 22:33:14,543 - INFO - Training: cls_zice: 9.816965160369874; reg_zipnll: -8.934461174011231; aux_mae_loss_1: 9.151878395080566; aux_mae_loss_2: 1.3663919568061829; cnt_loss: 1.9368081790208818; +2025-07-01 22:33:14,544 - INFO - Evaluation: +Curr mae: 6.5772; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.3615; +Curr rmse: 10.8683; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0514; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:33:14,544 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 +2025-07-01 22:34:01,182 - INFO - Training: cls_zice: 9.770568771362305; reg_zipnll: -4.354326043128967; aux_mae_loss_1: 9.565243635177612; aux_mae_loss_2: 1.4372461283206939; cnt_loss: 1.871941441297531; +2025-07-01 22:34:02,157 - INFO - Evaluation: +Curr mae: 6.2997; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2997; +Curr rmse: 10.4266; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0505; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:34:02,157 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 +2025-07-01 22:34:48,870 - INFO - Training: cls_zice: 9.797187004089356; reg_zipnll: -11.50803731918335; aux_mae_loss_1: 9.700875010490417; aux_mae_loss_2: 1.4650837928056717; cnt_loss: 1.9849460005760193; +2025-07-01 22:34:48,870 - INFO - Evaluation: +Curr mae: 6.9070; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2997; +Curr rmse: 11.7334; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0518; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:34:48,870 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 +2025-07-01 22:35:35,530 - INFO - Training: cls_zice: 9.687054476737977; reg_zipnll: -9.064039926528931; aux_mae_loss_1: 9.702836141586303; aux_mae_loss_2: 1.488662303686142; cnt_loss: 2.0776158225536348; +2025-07-01 22:35:35,531 - INFO - Evaluation: +Curr mae: 6.6235; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2997; +Curr rmse: 10.6138; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0502; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:35:35,531 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 +2025-07-01 22:36:22,065 - INFO - Training: cls_zice: 9.219496943950652; reg_zipnll: -1.4571685647964479; aux_mae_loss_1: 8.751101841926575; aux_mae_loss_2: 1.2981752634048462; cnt_loss: 1.8774245119094848; +2025-07-01 22:36:22,065 - INFO - Evaluation: +Curr mae: 6.4537; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2997; +Curr rmse: 10.6010; Best rmse: 9.9772; 10.1252; 10.1915; 10.1973; 10.2222; +Curr nae: 0.0510; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:36:22,066 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 +2025-07-01 22:37:08,717 - INFO - Training: cls_zice: 9.87866858959198; reg_zipnll: -4.688322877883911; aux_mae_loss_1: 9.149111475944519; aux_mae_loss_2: 1.3505502772331237; cnt_loss: 1.8292619383335114; +2025-07-01 22:37:08,890 - INFO - Evaluation: +Curr mae: 6.3289; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2997; +Curr rmse: 10.1771; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0508; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0491; + + + +2025-07-01 22:37:08,890 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 +2025-07-01 22:37:55,740 - INFO - Training: cls_zice: 9.69355054140091; reg_zipnll: -4.576079294681549; aux_mae_loss_1: 9.036247959136963; aux_mae_loss_2: 1.3797137749195099; cnt_loss: 1.7420975649356842; +2025-07-01 22:37:57,743 - INFO - Evaluation: +Curr mae: 6.2930; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2930; +Curr rmse: 10.9373; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0489; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0489; + + + +2025-07-01 22:37:57,743 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 +2025-07-01 22:38:44,382 - INFO - Training: cls_zice: 9.999433727264405; reg_zipnll: -11.894562015533447; aux_mae_loss_1: 9.666314096450806; aux_mae_loss_2: 1.4562833976745606; cnt_loss: 1.8364197385311127; +2025-07-01 22:38:44,383 - INFO - Evaluation: +Curr mae: 6.3967; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2930; +Curr rmse: 10.8451; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0506; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0489; + + + +2025-07-01 22:38:44,383 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 +2025-07-01 22:39:31,046 - INFO - Training: cls_zice: 9.885881338119507; reg_zipnll: -10.78705304145813; aux_mae_loss_1: 9.637089138031007; aux_mae_loss_2: 1.4237399792671204; cnt_loss: 1.815462510585785; +2025-07-01 22:39:31,047 - INFO - Evaluation: +Curr mae: 6.4112; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2930; +Curr rmse: 10.2701; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0491; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0489; + + + +2025-07-01 22:39:31,047 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 +2025-07-01 22:40:17,630 - INFO - Training: cls_zice: 8.945302939414978; reg_zipnll: -7.603082580566406; aux_mae_loss_1: 9.24930772781372; aux_mae_loss_2: 1.3755366206169128; cnt_loss: 1.7157329058647155; +2025-07-01 22:40:17,630 - INFO - Evaluation: +Curr mae: 6.6099; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2930; +Curr rmse: 10.6259; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0509; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0489; + + + +2025-07-01 22:40:17,631 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 +2025-07-01 22:41:04,482 - INFO - Training: cls_zice: 9.7933127450943; reg_zipnll: -13.03940927028656; aux_mae_loss_1: 9.308972516059875; aux_mae_loss_2: 1.4118575727939606; cnt_loss: 1.7792672097682953; +2025-07-01 22:41:04,482 - INFO - Evaluation: +Curr mae: 6.5202; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2930; +Curr rmse: 10.7971; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0506; Best nae: 0.0470; 0.0474; 0.0489; 0.0489; 0.0489; + + + +2025-07-01 22:41:04,482 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 +2025-07-01 22:41:51,015 - INFO - Training: cls_zice: 9.435996451377868; reg_zipnll: -5.124994125366211; aux_mae_loss_1: 9.324947113990783; aux_mae_loss_2: 1.4064781093597412; cnt_loss: 1.6882716870307923; +2025-07-01 22:41:51,190 - INFO - Evaluation: +Curr mae: 6.6227; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2930; +Curr rmse: 11.2800; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0485; Best nae: 0.0470; 0.0474; 0.0485; 0.0489; 0.0489; + + + +2025-07-01 22:41:51,190 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 +2025-07-01 22:42:37,789 - INFO - Training: cls_zice: 9.239876289367675; reg_zipnll: -4.99772745847702; aux_mae_loss_1: 8.778005695343017; aux_mae_loss_2: 1.2776595449447632; cnt_loss: 1.583805969953537; +2025-07-01 22:42:37,790 - INFO - Evaluation: +Curr mae: 6.4865; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2930; +Curr rmse: 10.6939; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0491; Best nae: 0.0470; 0.0474; 0.0485; 0.0489; 0.0489; + + + +2025-07-01 22:42:37,790 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 +2025-07-01 22:43:24,749 - INFO - Training: cls_zice: 9.428678073883056; reg_zipnll: -7.092170357704163; aux_mae_loss_1: 9.083062677383422; aux_mae_loss_2: 1.3521908271312713; cnt_loss: 1.9337922537326813; +2025-07-01 22:43:24,750 - INFO - Evaluation: +Curr mae: 6.4658; Best mae: 5.9474; 6.1498; 6.2678; 6.2901; 6.2930; +Curr rmse: 10.8182; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0498; Best nae: 0.0470; 0.0474; 0.0485; 0.0489; 0.0489; + + + +2025-07-01 22:43:24,750 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 +2025-07-01 22:44:11,661 - INFO - Training: cls_zice: 8.923607560992242; reg_zipnll: -3.4907929563522337; aux_mae_loss_1: 8.190898170471192; aux_mae_loss_2: 1.1746018099784852; cnt_loss: 1.468570932149887; +2025-07-01 22:44:12,010 - INFO - Evaluation: +Curr mae: 6.2368; Best mae: 5.9474; 6.1498; 6.2368; 6.2678; 6.2901; +Curr rmse: 10.3140; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0487; Best nae: 0.0470; 0.0474; 0.0485; 0.0487; 0.0489; + + + +2025-07-01 22:44:12,010 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 +2025-07-01 22:44:58,842 - INFO - Training: cls_zice: 9.452400374412537; reg_zipnll: -9.34488094329834; aux_mae_loss_1: 9.528996629714966; aux_mae_loss_2: 1.38217518389225; cnt_loss: 1.6058357656002045; +2025-07-01 22:44:59,025 - INFO - Evaluation: +Curr mae: 6.3375; Best mae: 5.9474; 6.1498; 6.2368; 6.2678; 6.2901; +Curr rmse: 10.7045; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0482; Best nae: 0.0470; 0.0474; 0.0482; 0.0485; 0.0487; + + + +2025-07-01 22:44:59,025 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 +2025-07-01 22:45:45,878 - INFO - Training: cls_zice: 10.055121529102326; reg_zipnll: -8.133912677764892; aux_mae_loss_1: 9.52875554561615; aux_mae_loss_2: 1.380977644920349; cnt_loss: 1.6729988288879394; +2025-07-01 22:45:46,053 - INFO - Evaluation: +Curr mae: 6.3059; Best mae: 5.9474; 6.1498; 6.2368; 6.2678; 6.2901; +Curr rmse: 10.3735; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0478; Best nae: 0.0470; 0.0474; 0.0478; 0.0482; 0.0485; + + + +2025-07-01 22:45:46,053 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 +2025-07-01 22:46:32,679 - INFO - Training: cls_zice: 9.118415064811707; reg_zipnll: -4.973739399909973; aux_mae_loss_1: 8.963345775604248; aux_mae_loss_2: 1.3621545588970185; cnt_loss: 1.7672201770544052; +2025-07-01 22:46:32,849 - INFO - Evaluation: +Curr mae: 6.3808; Best mae: 5.9474; 6.1498; 6.2368; 6.2678; 6.2901; +Curr rmse: 10.8868; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0472; Best nae: 0.0470; 0.0472; 0.0474; 0.0478; 0.0482; + + + +2025-07-01 22:46:32,849 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 +2025-07-01 22:47:19,199 - INFO - Training: cls_zice: 9.488135690689086; reg_zipnll: -8.119808282852173; aux_mae_loss_1: 9.037962646484376; aux_mae_loss_2: 1.342940946817398; cnt_loss: 1.727655359506607; +2025-07-01 22:47:19,561 - INFO - Evaluation: +Curr mae: 6.1593; Best mae: 5.9474; 6.1498; 6.1593; 6.2368; 6.2678; +Curr rmse: 10.4752; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0478; Best nae: 0.0470; 0.0472; 0.0474; 0.0478; 0.0478; + + + +2025-07-01 22:47:19,561 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 +2025-07-01 22:48:06,112 - INFO - Training: cls_zice: 9.498557171821595; reg_zipnll: -7.886851873397827; aux_mae_loss_1: 9.052354059219361; aux_mae_loss_2: 1.3151179695129394; cnt_loss: 1.5727643656730652; +2025-07-01 22:48:06,865 - INFO - Evaluation: +Curr mae: 5.9399; Best mae: 5.9399; 5.9474; 6.1498; 6.1593; 6.2368; +Curr rmse: 10.2354; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0458; Best nae: 0.0458; 0.0470; 0.0472; 0.0474; 0.0478; + + + +2025-07-01 22:48:06,865 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 +2025-07-01 22:48:53,713 - INFO - Training: cls_zice: 8.985883870124816; reg_zipnll: 0.9355292797088623; aux_mae_loss_1: 8.065713386535645; aux_mae_loss_2: 1.1654724705219268; cnt_loss: 1.4896425521373748; +2025-07-01 22:48:53,713 - INFO - Evaluation: +Curr mae: 6.5424; Best mae: 5.9399; 5.9474; 6.1498; 6.1593; 6.2368; +Curr rmse: 10.9660; Best rmse: 9.9772; 10.1252; 10.1771; 10.1915; 10.1973; +Curr nae: 0.0489; Best nae: 0.0458; 0.0470; 0.0472; 0.0474; 0.0478; + + + +2025-07-01 22:48:53,714 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 +2025-07-01 22:49:40,573 - INFO - Training: cls_zice: 9.838063855171203; reg_zipnll: -8.542841911315918; aux_mae_loss_1: 10.174770936965942; aux_mae_loss_2: 1.48559450507164; cnt_loss: 1.5274525356292725; +2025-07-01 22:49:41,093 - INFO - Evaluation: +Curr mae: 5.9707; Best mae: 5.9399; 5.9474; 5.9707; 6.1498; 6.1593; +Curr rmse: 9.9346; Best rmse: 9.9346; 9.9772; 10.1252; 10.1771; 10.1915; +Curr nae: 0.0466; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:49:41,093 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 +2025-07-01 22:50:27,907 - INFO - Training: cls_zice: 8.93700707912445; reg_zipnll: -3.9623016262054445; aux_mae_loss_1: 8.289029078483582; aux_mae_loss_2: 1.1790443933010102; cnt_loss: 1.4780735504627227; +2025-07-01 22:50:27,908 - INFO - Evaluation: +Curr mae: 6.2118; Best mae: 5.9399; 5.9474; 5.9707; 6.1498; 6.1593; +Curr rmse: 10.3084; Best rmse: 9.9346; 9.9772; 10.1252; 10.1771; 10.1915; +Curr nae: 0.0489; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:50:27,908 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 +2025-07-01 22:51:14,563 - INFO - Training: cls_zice: 8.900660991668701; reg_zipnll: -4.635816941261291; aux_mae_loss_1: 8.479707503318787; aux_mae_loss_2: 1.2225384455919266; cnt_loss: 1.4258333253860473; +2025-07-01 22:51:14,564 - INFO - Evaluation: +Curr mae: 6.2810; Best mae: 5.9399; 5.9474; 5.9707; 6.1498; 6.1593; +Curr rmse: 10.4601; Best rmse: 9.9346; 9.9772; 10.1252; 10.1771; 10.1915; +Curr nae: 0.0480; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:51:14,564 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 +2025-07-01 22:52:00,831 - INFO - Training: cls_zice: 9.404507479667664; reg_zipnll: -12.891944618225098; aux_mae_loss_1: 9.179709191322326; aux_mae_loss_2: 1.3767466592788695; cnt_loss: 1.6401586854457855; +2025-07-01 22:52:01,006 - INFO - Evaluation: +Curr mae: 6.2028; Best mae: 5.9399; 5.9474; 5.9707; 6.1498; 6.1593; +Curr rmse: 9.9976; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0495; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:52:01,006 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 +2025-07-01 22:52:47,797 - INFO - Training: cls_zice: 8.594541659355164; reg_zipnll: -4.572736086845398; aux_mae_loss_1: 8.362476053237915; aux_mae_loss_2: 1.2182269561290742; cnt_loss: 1.4090694642066957; +2025-07-01 22:52:47,798 - INFO - Evaluation: +Curr mae: 6.5314; Best mae: 5.9399; 5.9474; 5.9707; 6.1498; 6.1593; +Curr rmse: 10.8186; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0512; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:52:47,798 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 +2025-07-01 22:53:34,229 - INFO - Training: cls_zice: 8.84559458732605; reg_zipnll: -5.830853300094605; aux_mae_loss_1: 8.167749996185302; aux_mae_loss_2: 1.2457541292905807; cnt_loss: 1.4486963737010956; +2025-07-01 22:53:34,230 - INFO - Evaluation: +Curr mae: 6.4634; Best mae: 5.9399; 5.9474; 5.9707; 6.1498; 6.1593; +Curr rmse: 10.9796; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0496; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:53:34,230 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 +2025-07-01 22:54:21,195 - INFO - Training: cls_zice: 9.311397839188576; reg_zipnll: -6.886937661170959; aux_mae_loss_1: 8.847778072357178; aux_mae_loss_2: 1.2892766785621643; cnt_loss: 1.576389375925064; +2025-07-01 22:54:21,378 - INFO - Evaluation: +Curr mae: 6.1327; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.1978; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0479; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:54:21,378 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 +2025-07-01 22:55:07,893 - INFO - Training: cls_zice: 8.66643934249878; reg_zipnll: -5.411674799919129; aux_mae_loss_1: 7.974858074188233; aux_mae_loss_2: 1.172751380801201; cnt_loss: 1.391778348684311; +2025-07-01 22:55:07,894 - INFO - Evaluation: +Curr mae: 6.4571; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8748; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0496; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:55:07,894 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 +2025-07-01 22:55:54,805 - INFO - Training: cls_zice: 8.243174839019776; reg_zipnll: -4.423517417907715; aux_mae_loss_1: 8.080727920532226; aux_mae_loss_2: 1.14849896132946; cnt_loss: 1.446090716123581; +2025-07-01 22:55:54,805 - INFO - Evaluation: +Curr mae: 6.9808; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3060; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0518; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:55:54,805 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 +2025-07-01 22:56:41,387 - INFO - Training: cls_zice: 9.333413853645325; reg_zipnll: -8.576713213920593; aux_mae_loss_1: 9.093886017799377; aux_mae_loss_2: 1.3732099008560181; cnt_loss: 1.6248823761940003; +2025-07-01 22:56:41,387 - INFO - Evaluation: +Curr mae: 6.6053; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9877; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0500; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:56:41,388 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 +2025-07-01 22:57:28,170 - INFO - Training: cls_zice: 9.214290990829468; reg_zipnll: -3.9098777389526367; aux_mae_loss_1: 8.790267791748047; aux_mae_loss_2: 1.245016942024231; cnt_loss: 1.55082852602005; +2025-07-01 22:57:28,171 - INFO - Evaluation: +Curr mae: 6.8057; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3203; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0523; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:57:28,171 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 +2025-07-01 22:58:14,869 - INFO - Training: cls_zice: 9.516354312896729; reg_zipnll: -12.727155597209931; aux_mae_loss_1: 9.00965449333191; aux_mae_loss_2: 1.3666104501485825; cnt_loss: 1.7847921258211137; +2025-07-01 22:58:14,870 - INFO - Evaluation: +Curr mae: 6.8213; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2911; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0512; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:58:14,870 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 +2025-07-01 22:59:01,398 - INFO - Training: cls_zice: 8.719368600845337; reg_zipnll: -8.452647687196732; aux_mae_loss_1: 8.528156061172485; aux_mae_loss_2: 1.2476509499549866; cnt_loss: 1.469889526963234; +2025-07-01 22:59:01,398 - INFO - Evaluation: +Curr mae: 6.4694; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7649; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0491; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:59:01,398 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 +2025-07-01 22:59:47,799 - INFO - Training: cls_zice: 8.750568809509277; reg_zipnll: -7.3767333555221555; aux_mae_loss_1: 8.491074028015136; aux_mae_loss_2: 1.227693190574646; cnt_loss: 1.4342017596960068; +2025-07-01 22:59:47,800 - INFO - Evaluation: +Curr mae: 6.4772; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5746; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0509; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 22:59:47,800 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 +2025-07-01 23:00:34,629 - INFO - Training: cls_zice: 9.029539254903794; reg_zipnll: -9.753007020950317; aux_mae_loss_1: 8.864296627044677; aux_mae_loss_2: 1.3095398545265198; cnt_loss: 1.4408206808567048; +2025-07-01 23:00:34,629 - INFO - Evaluation: +Curr mae: 6.9685; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4740; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0528; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:00:34,630 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 +2025-07-01 23:01:21,160 - INFO - Training: cls_zice: 9.040995788574218; reg_zipnll: -6.369032945632934; aux_mae_loss_1: 8.962304134368896; aux_mae_loss_2: 1.33397989153862; cnt_loss: 1.4253184759616853; +2025-07-01 23:01:21,161 - INFO - Evaluation: +Curr mae: 6.5047; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8670; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0491; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:01:24,376 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 +2025-07-01 23:02:11,065 - INFO - Training: cls_zice: 8.840619034767151; reg_zipnll: -5.465643343925476; aux_mae_loss_1: 8.352551794052124; aux_mae_loss_2: 1.2182053422927857; cnt_loss: 1.5070571613311767; +2025-07-01 23:02:11,066 - INFO - Evaluation: +Curr mae: 6.5928; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8947; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0495; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:02:11,066 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 +2025-07-01 23:02:57,575 - INFO - Training: cls_zice: 9.078572187423706; reg_zipnll: -5.748335547447205; aux_mae_loss_1: 8.975487661361694; aux_mae_loss_2: 1.3072560358047485; cnt_loss: 1.5652119147777557; +2025-07-01 23:02:57,575 - INFO - Evaluation: +Curr mae: 6.4980; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6000; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0490; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:02:57,576 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 +2025-07-01 23:03:44,213 - INFO - Training: cls_zice: 8.717302317619323; reg_zipnll: -6.999294571876526; aux_mae_loss_1: 8.906331357955933; aux_mae_loss_2: 1.3341104781627655; cnt_loss: 1.4424046808481217; +2025-07-01 23:03:44,214 - INFO - Evaluation: +Curr mae: 6.3543; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.4081; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0490; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:03:44,214 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 +2025-07-01 23:04:30,925 - INFO - Training: cls_zice: 8.40563086271286; reg_zipnll: -5.94358428478241; aux_mae_loss_1: 8.3246901512146; aux_mae_loss_2: 1.2325518250465393; cnt_loss: 1.4621016681194305; +2025-07-01 23:04:30,926 - INFO - Evaluation: +Curr mae: 6.2744; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5672; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0486; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:04:30,926 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 +2025-07-01 23:05:17,719 - INFO - Training: cls_zice: 9.152290172576905; reg_zipnll: -6.034147624969482; aux_mae_loss_1: 8.35847755432129; aux_mae_loss_2: 1.199992197751999; cnt_loss: 1.5101855140924454; +2025-07-01 23:05:17,720 - INFO - Evaluation: +Curr mae: 6.3911; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9746; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0486; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:05:17,720 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 +2025-07-01 23:06:04,416 - INFO - Training: cls_zice: 7.97973422408104; reg_zipnll: -7.801345219612122; aux_mae_loss_1: 8.00059651851654; aux_mae_loss_2: 1.198788966536522; cnt_loss: 1.5697148072719573; +2025-07-01 23:06:04,416 - INFO - Evaluation: +Curr mae: 6.5484; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0966; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0499; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:06:04,416 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 +2025-07-01 23:06:51,192 - INFO - Training: cls_zice: 8.793861224651337; reg_zipnll: -12.948272643089295; aux_mae_loss_1: 8.857288646697999; aux_mae_loss_2: 1.284950737953186; cnt_loss: 1.4271846091747284; +2025-07-01 23:06:51,193 - INFO - Evaluation: +Curr mae: 6.5237; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7688; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0494; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:06:51,193 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 +2025-07-01 23:07:37,379 - INFO - Training: cls_zice: 8.699535994529723; reg_zipnll: -7.734689226150513; aux_mae_loss_1: 8.571641092300416; aux_mae_loss_2: 1.2475104486942292; cnt_loss: 1.3981329190731049; +2025-07-01 23:07:37,379 - INFO - Evaluation: +Curr mae: 6.8537; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1544; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:07:37,379 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 +2025-07-01 23:08:24,031 - INFO - Training: cls_zice: 8.653188276290894; reg_zipnll: -11.000228872299195; aux_mae_loss_1: 9.044446797370911; aux_mae_loss_2: 1.3558327984809875; cnt_loss: 1.2633927655220032; +2025-07-01 23:08:24,032 - INFO - Evaluation: +Curr mae: 6.2343; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.2981; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0483; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:08:24,032 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 +2025-07-01 23:09:10,932 - INFO - Training: cls_zice: 8.454188845157624; reg_zipnll: -4.913951095342636; aux_mae_loss_1: 7.960897574424743; aux_mae_loss_2: 1.1161900860071183; cnt_loss: 1.3461709034442901; +2025-07-01 23:09:10,932 - INFO - Evaluation: +Curr mae: 6.5304; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9548; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0495; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:09:10,932 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 +2025-07-01 23:09:57,394 - INFO - Training: cls_zice: 9.051328451633454; reg_zipnll: -11.802426609992981; aux_mae_loss_1: 8.926203093528748; aux_mae_loss_2: 1.3085007202625274; cnt_loss: 1.4728189384937287; +2025-07-01 23:09:57,394 - INFO - Evaluation: +Curr mae: 6.3659; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6800; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0497; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:09:57,395 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 +2025-07-01 23:10:44,151 - INFO - Training: cls_zice: 8.694572513103486; reg_zipnll: -9.731072511672973; aux_mae_loss_1: 8.39823920249939; aux_mae_loss_2: 1.2358046412467956; cnt_loss: 1.375081281065941; +2025-07-01 23:10:44,152 - INFO - Evaluation: +Curr mae: 6.5969; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2994; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0500; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:10:44,152 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 +2025-07-01 23:11:30,680 - INFO - Training: cls_zice: 9.174757270812988; reg_zipnll: -9.391150579452514; aux_mae_loss_1: 8.90571068763733; aux_mae_loss_2: 1.2953476989269257; cnt_loss: 1.4128494048118592; +2025-07-01 23:11:30,681 - INFO - Evaluation: +Curr mae: 6.4446; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9140; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0491; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:11:30,681 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 +2025-07-01 23:12:17,149 - INFO - Training: cls_zice: 8.638373172283172; reg_zipnll: -11.288002014160156; aux_mae_loss_1: 8.61166871547699; aux_mae_loss_2: 1.2810457515716553; cnt_loss: 1.4940069317817688; +2025-07-01 23:12:17,150 - INFO - Evaluation: +Curr mae: 6.4190; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7988; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0489; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:12:17,150 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 +2025-07-01 23:13:03,553 - INFO - Training: cls_zice: 8.866874866485595; reg_zipnll: -11.819448480606079; aux_mae_loss_1: 8.520656905174256; aux_mae_loss_2: 1.2765898984670638; cnt_loss: 1.4797612452507019; +2025-07-01 23:13:03,553 - INFO - Evaluation: +Curr mae: 6.4175; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8750; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0496; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:13:03,554 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 +2025-07-01 23:13:50,351 - INFO - Training: cls_zice: 9.107464833259582; reg_zipnll: -9.79765383720398; aux_mae_loss_1: 8.886835374832152; aux_mae_loss_2: 1.293685156106949; cnt_loss: 1.527359463572502; +2025-07-01 23:13:50,352 - INFO - Evaluation: +Curr mae: 6.7215; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3871; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0516; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:13:50,353 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 +2025-07-01 23:14:37,101 - INFO - Training: cls_zice: 8.330670230388641; reg_zipnll: -9.433684921264648; aux_mae_loss_1: 8.315089902877808; aux_mae_loss_2: 1.2216680574417114; cnt_loss: 1.4596580690145493; +2025-07-01 23:14:37,102 - INFO - Evaluation: +Curr mae: 6.3732; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6856; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0476; Best nae: 0.0458; 0.0466; 0.0470; 0.0472; 0.0474; + + + +2025-07-01 23:14:37,102 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 +2025-07-01 23:15:23,745 - INFO - Training: cls_zice: 8.209407806396484; reg_zipnll: -8.704103145599365; aux_mae_loss_1: 8.040181593894959; aux_mae_loss_2: 1.2063399577140808; cnt_loss: 1.4794338834285736; +2025-07-01 23:15:23,920 - INFO - Evaluation: +Curr mae: 6.2550; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6373; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0470; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:15:23,920 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 +2025-07-01 23:16:10,885 - INFO - Training: cls_zice: 8.767688050270081; reg_zipnll: -11.138971333503724; aux_mae_loss_1: 8.624211688041687; aux_mae_loss_2: 1.2848935699462891; cnt_loss: 1.4120313847064971; +2025-07-01 23:16:10,886 - INFO - Evaluation: +Curr mae: 6.3599; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1145; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0482; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:16:10,886 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 +2025-07-01 23:16:57,750 - INFO - Training: cls_zice: 8.131186845302581; reg_zipnll: -10.915528178215027; aux_mae_loss_1: 8.482648658752442; aux_mae_loss_2: 1.2360166108608246; cnt_loss: 1.3806096243858337; +2025-07-01 23:16:57,751 - INFO - Evaluation: +Curr mae: 6.4199; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9023; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0495; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:16:57,751 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 +2025-07-01 23:17:44,210 - INFO - Training: cls_zice: 9.204788889884949; reg_zipnll: -9.84447391986847; aux_mae_loss_1: 8.774879627227783; aux_mae_loss_2: 1.278857090473175; cnt_loss: 1.3269952964782714; +2025-07-01 23:17:44,211 - INFO - Evaluation: +Curr mae: 6.3835; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8528; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0484; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:17:44,211 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 +2025-07-01 23:18:30,998 - INFO - Training: cls_zice: 8.87213665008545; reg_zipnll: -14.115849227905274; aux_mae_loss_1: 9.312248759269714; aux_mae_loss_2: 1.4208737874031068; cnt_loss: 1.470435671210289; +2025-07-01 23:18:30,999 - INFO - Evaluation: +Curr mae: 6.4289; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1088; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0492; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:18:30,999 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 +2025-07-01 23:19:17,760 - INFO - Training: cls_zice: 8.727913897037507; reg_zipnll: -2.7575778675079348; aux_mae_loss_1: 7.684462566375732; aux_mae_loss_2: 1.1300597828626633; cnt_loss: 1.3186222124099731; +2025-07-01 23:19:17,761 - INFO - Evaluation: +Curr mae: 6.5909; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0851; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0515; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:19:17,761 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 +2025-07-01 23:20:04,381 - INFO - Training: cls_zice: 8.747461619377136; reg_zipnll: -12.786403198242187; aux_mae_loss_1: 8.860313014984131; aux_mae_loss_2: 1.2896195870637894; cnt_loss: 1.5185632711648942; +2025-07-01 23:20:04,382 - INFO - Evaluation: +Curr mae: 6.5459; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4948; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0496; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:20:04,382 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 +2025-07-01 23:20:51,223 - INFO - Training: cls_zice: 7.902108249664306; reg_zipnll: -5.997935254573822; aux_mae_loss_1: 7.984156365394592; aux_mae_loss_2: 1.173444316983223; cnt_loss: 1.396630706191063; +2025-07-01 23:20:51,224 - INFO - Evaluation: +Curr mae: 6.4500; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3155; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0481; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:20:51,224 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 +2025-07-01 23:21:38,246 - INFO - Training: cls_zice: 8.354569792747498; reg_zipnll: -3.7153706979751586; aux_mae_loss_1: 8.177757868766784; aux_mae_loss_2: 1.2190191879868508; cnt_loss: 1.271324373483658; +2025-07-01 23:21:38,246 - INFO - Evaluation: +Curr mae: 6.6651; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5512; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0505; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:21:38,247 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 +2025-07-01 23:22:24,797 - INFO - Training: cls_zice: 8.2697865319252; reg_zipnll: -4.346652799844742; aux_mae_loss_1: 8.250145778656005; aux_mae_loss_2: 1.1974026870727539; cnt_loss: 1.358645994067192; +2025-07-01 23:22:24,797 - INFO - Evaluation: +Curr mae: 6.3794; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8639; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0488; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:22:24,797 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 +2025-07-01 23:23:11,160 - INFO - Training: cls_zice: 8.028616046905517; reg_zipnll: -2.1176917648315428; aux_mae_loss_1: 7.525283164978028; aux_mae_loss_2: 1.0854756462574005; cnt_loss: 1.2880593293905258; +2025-07-01 23:23:11,160 - INFO - Evaluation: +Curr mae: 6.1812; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.4214; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0479; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:23:11,161 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 +2025-07-01 23:23:57,811 - INFO - Training: cls_zice: 8.893715739250183; reg_zipnll: -10.44109610557556; aux_mae_loss_1: 9.275715618133544; aux_mae_loss_2: 1.379158222079277; cnt_loss: 1.4675659731030464; +2025-07-01 23:23:57,811 - INFO - Evaluation: +Curr mae: 6.2484; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5581; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0476; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:23:57,811 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 +2025-07-01 23:24:44,335 - INFO - Training: cls_zice: 8.182054829597472; reg_zipnll: -6.089505882263183; aux_mae_loss_1: 7.901513757705689; aux_mae_loss_2: 1.1340417516231538; cnt_loss: 1.365358111858368; +2025-07-01 23:24:44,336 - INFO - Evaluation: +Curr mae: 6.3229; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3766; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0492; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:24:44,336 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 +2025-07-01 23:25:30,980 - INFO - Training: cls_zice: 8.759056172370911; reg_zipnll: -8.826390628814698; aux_mae_loss_1: 8.543011722564698; aux_mae_loss_2: 1.2654190278053283; cnt_loss: 1.316145441532135; +2025-07-01 23:25:30,980 - INFO - Evaluation: +Curr mae: 6.2614; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6382; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0479; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:25:30,980 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 +2025-07-01 23:26:17,931 - INFO - Training: cls_zice: 8.762446703910827; reg_zipnll: -12.973891493082046; aux_mae_loss_1: 8.94294189929962; aux_mae_loss_2: 1.3471561896800994; cnt_loss: 1.2842088311910629; +2025-07-01 23:26:17,932 - INFO - Evaluation: +Curr mae: 6.2941; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9087; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0482; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:26:17,932 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 +2025-07-01 23:27:04,346 - INFO - Training: cls_zice: 8.164206898212433; reg_zipnll: -11.17252634048462; aux_mae_loss_1: 8.469223470687867; aux_mae_loss_2: 1.2364478874206544; cnt_loss: 1.1010620748996736; +2025-07-01 23:27:04,347 - INFO - Evaluation: +Curr mae: 6.2147; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7675; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0479; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:27:04,347 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 +2025-07-01 23:27:50,792 - INFO - Training: cls_zice: 8.553601169586182; reg_zipnll: -12.12512921333313; aux_mae_loss_1: 8.24697306394577; aux_mae_loss_2: 1.2271702480316162; cnt_loss: 1.4873002576828003; +2025-07-01 23:27:50,793 - INFO - Evaluation: +Curr mae: 6.4099; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1959; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0480; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:27:50,793 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 +2025-07-01 23:28:37,433 - INFO - Training: cls_zice: 8.141108362674712; reg_zipnll: -4.910798616409302; aux_mae_loss_1: 7.83396966457367; aux_mae_loss_2: 1.1651427948474884; cnt_loss: 1.2826203632354736; +2025-07-01 23:28:37,434 - INFO - Evaluation: +Curr mae: 6.5405; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4003; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0493; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:28:37,434 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 +2025-07-01 23:29:24,141 - INFO - Training: cls_zice: 8.196254587173462; reg_zipnll: -4.629309086799622; aux_mae_loss_1: 7.885175404548645; aux_mae_loss_2: 1.1417727518081664; cnt_loss: 1.1839577949047089; +2025-07-01 23:29:24,142 - INFO - Evaluation: +Curr mae: 6.5021; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2400; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0490; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:29:24,142 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 +2025-07-01 23:30:11,028 - INFO - Training: cls_zice: 7.619470872879028; reg_zipnll: -6.763009824752808; aux_mae_loss_1: 7.586834464073181; aux_mae_loss_2: 1.1009411609172821; cnt_loss: 1.1906714630126953; +2025-07-01 23:30:11,028 - INFO - Evaluation: +Curr mae: 6.4780; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2835; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0489; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:30:11,029 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 +2025-07-01 23:30:57,912 - INFO - Training: cls_zice: 7.726947989463806; reg_zipnll: -5.446767201423645; aux_mae_loss_1: 7.772873830795288; aux_mae_loss_2: 1.136671266555786; cnt_loss: 1.1810440742969512; +2025-07-01 23:30:57,913 - INFO - Evaluation: +Curr mae: 6.6657; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7082; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0504; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:30:57,913 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 +2025-07-01 23:31:44,415 - INFO - Training: cls_zice: 7.812098348140717; reg_zipnll: -4.884154353141785; aux_mae_loss_1: 7.195332646369934; aux_mae_loss_2: 1.0636303544044494; cnt_loss: 1.2062539464235307; +2025-07-01 23:31:44,416 - INFO - Evaluation: +Curr mae: 6.3592; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1389; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0479; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:31:44,416 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 +2025-07-01 23:32:31,423 - INFO - Training: cls_zice: 8.817017803192138; reg_zipnll: -6.37192744255066; aux_mae_loss_1: 8.166639976501465; aux_mae_loss_2: 1.1314561903476714; cnt_loss: 1.2221792352199554; +2025-07-01 23:32:31,424 - INFO - Evaluation: +Curr mae: 6.4492; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2868; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0481; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:32:31,424 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 +2025-07-01 23:33:18,166 - INFO - Training: cls_zice: 8.57379783153534; reg_zipnll: -6.6081655311584475; aux_mae_loss_1: 8.453774681091309; aux_mae_loss_2: 1.242620788216591; cnt_loss: 1.3047941786050796; +2025-07-01 23:33:18,167 - INFO - Evaluation: +Curr mae: 6.4478; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1422; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0492; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:33:18,167 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 +2025-07-01 23:34:04,807 - INFO - Training: cls_zice: 8.236177530288696; reg_zipnll: -9.064637141227722; aux_mae_loss_1: 8.224668951034547; aux_mae_loss_2: 1.187079794406891; cnt_loss: 1.1680573260784148; +2025-07-01 23:34:04,808 - INFO - Evaluation: +Curr mae: 6.3990; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1415; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0482; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:34:04,808 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 +2025-07-01 23:34:51,410 - INFO - Training: cls_zice: 8.209972867965698; reg_zipnll: -9.575480060577393; aux_mae_loss_1: 7.6093166637420655; aux_mae_loss_2: 1.092150809764862; cnt_loss: 1.2574651181697845; +2025-07-01 23:34:51,411 - INFO - Evaluation: +Curr mae: 6.2615; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8410; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0480; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:34:51,411 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 +2025-07-01 23:35:37,821 - INFO - Training: cls_zice: 8.214708018302918; reg_zipnll: -10.198087606430054; aux_mae_loss_1: 8.304511528015137; aux_mae_loss_2: 1.193584851026535; cnt_loss: 1.253024914264679; +2025-07-01 23:35:37,822 - INFO - Evaluation: +Curr mae: 6.2592; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7349; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0481; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:35:37,822 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 +2025-07-01 23:36:24,719 - INFO - Training: cls_zice: 7.731221835613251; reg_zipnll: -4.520512051582337; aux_mae_loss_1: 7.486205973625183; aux_mae_loss_2: 1.0870183944702148; cnt_loss: 1.1798405027389527; +2025-07-01 23:36:24,720 - INFO - Evaluation: +Curr mae: 6.2108; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6520; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0477; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:36:24,720 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 +2025-07-01 23:37:11,371 - INFO - Training: cls_zice: 8.624324941635132; reg_zipnll: -12.419350094795227; aux_mae_loss_1: 9.026087546348572; aux_mae_loss_2: 1.3300990200042724; cnt_loss: 1.2252884125709533; +2025-07-01 23:37:11,371 - INFO - Evaluation: +Curr mae: 6.3192; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9135; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0483; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:37:11,372 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 +2025-07-01 23:37:57,923 - INFO - Training: cls_zice: 8.416670203208923; reg_zipnll: -8.062252016067506; aux_mae_loss_1: 8.260193452835082; aux_mae_loss_2: 1.2252799713611602; cnt_loss: 1.3428795969486236; +2025-07-01 23:37:57,924 - INFO - Evaluation: +Curr mae: 6.3859; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0303; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0489; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:37:57,924 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 +2025-07-01 23:38:44,413 - INFO - Training: cls_zice: 8.12399914264679; reg_zipnll: -7.01128396987915; aux_mae_loss_1: 7.729340138435364; aux_mae_loss_2: 1.1425938993692397; cnt_loss: 1.267575513124466; +2025-07-01 23:38:44,413 - INFO - Evaluation: +Curr mae: 6.3757; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9552; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0486; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:38:44,414 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 +2025-07-01 23:39:31,258 - INFO - Training: cls_zice: 8.34365400314331; reg_zipnll: -5.8724442481994625; aux_mae_loss_1: 8.129128322601318; aux_mae_loss_2: 1.1814225280284882; cnt_loss: 1.3401717418432235; +2025-07-01 23:39:31,258 - INFO - Evaluation: +Curr mae: 6.2378; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6330; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0484; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:39:31,258 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 +2025-07-01 23:40:18,121 - INFO - Training: cls_zice: 7.806042397022248; reg_zipnll: -5.702065453529358; aux_mae_loss_1: 7.694585075378418; aux_mae_loss_2: 1.1306608194112777; cnt_loss: 1.197693772315979; +2025-07-01 23:40:18,121 - INFO - Evaluation: +Curr mae: 6.3439; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8311; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0483; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:40:21,093 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 +2025-07-01 23:41:07,706 - INFO - Training: cls_zice: 8.314853210449218; reg_zipnll: -12.086436519622803; aux_mae_loss_1: 8.45839395046234; aux_mae_loss_2: 1.2213324224948883; cnt_loss: 1.1932853424549104; +2025-07-01 23:41:07,707 - INFO - Evaluation: +Curr mae: 6.3643; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8365; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0489; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:41:07,707 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 +2025-07-01 23:41:54,480 - INFO - Training: cls_zice: 8.102863011360169; reg_zipnll: -11.145201301574707; aux_mae_loss_1: 7.8519928884506225; aux_mae_loss_2: 1.1677084809541702; cnt_loss: 1.2611152803897858; +2025-07-01 23:41:54,481 - INFO - Evaluation: +Curr mae: 6.3447; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8688; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0489; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:41:54,481 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 +2025-07-01 23:42:41,186 - INFO - Training: cls_zice: 8.154595818519592; reg_zipnll: -6.737851324081421; aux_mae_loss_1: 7.481701650619507; aux_mae_loss_2: 1.0665332865715027; cnt_loss: 1.229412900209427; +2025-07-01 23:42:41,187 - INFO - Evaluation: +Curr mae: 6.3625; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9105; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0485; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:42:41,187 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 +2025-07-01 23:43:28,087 - INFO - Training: cls_zice: 8.312918882369996; reg_zipnll: -10.833879022598266; aux_mae_loss_1: 8.0552135181427; aux_mae_loss_2: 1.187119450569153; cnt_loss: 1.2825015878677368; +2025-07-01 23:43:28,088 - INFO - Evaluation: +Curr mae: 6.4020; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0184; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0487; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:43:28,088 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 +2025-07-01 23:44:14,682 - INFO - Training: cls_zice: 8.138382744789123; reg_zipnll: -11.506936206817628; aux_mae_loss_1: 8.603811311721802; aux_mae_loss_2: 1.2876595973968505; cnt_loss: 1.2647447991371155; +2025-07-01 23:44:14,683 - INFO - Evaluation: +Curr mae: 6.2682; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9208; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0480; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:44:14,683 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 +2025-07-01 23:45:01,619 - INFO - Training: cls_zice: 8.680346803665161; reg_zipnll: -10.587960300445557; aux_mae_loss_1: 8.173431553840636; aux_mae_loss_2: 1.17431156873703; cnt_loss: 1.2566924405097961; +2025-07-01 23:45:01,620 - INFO - Evaluation: +Curr mae: 6.3512; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1332; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0473; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:45:01,620 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 +2025-07-01 23:45:48,105 - INFO - Training: cls_zice: 7.8715459036827085; reg_zipnll: -6.551136627197265; aux_mae_loss_1: 7.855440034866333; aux_mae_loss_2: 1.1261539244651795; cnt_loss: 1.2129778051376343; +2025-07-01 23:45:48,106 - INFO - Evaluation: +Curr mae: 6.3626; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1531; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0481; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:45:48,106 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 +2025-07-01 23:46:34,469 - INFO - Training: cls_zice: 7.693369343280792; reg_zipnll: -9.380184755325317; aux_mae_loss_1: 7.730966944694519; aux_mae_loss_2: 1.1195543503761292; cnt_loss: 1.148699408173561; +2025-07-01 23:46:34,470 - INFO - Evaluation: +Curr mae: 6.4972; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0945; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0497; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:46:34,470 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 +2025-07-01 23:47:20,979 - INFO - Training: cls_zice: 8.138858857154846; reg_zipnll: -7.839752750396729; aux_mae_loss_1: 7.989487557411194; aux_mae_loss_2: 1.1681634610891343; cnt_loss: 1.15085628926754; +2025-07-01 23:47:20,980 - INFO - Evaluation: +Curr mae: 6.4565; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0236; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0488; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:47:20,980 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 +2025-07-01 23:48:07,480 - INFO - Training: cls_zice: 7.345481219291687; reg_zipnll: -4.284810762405396; aux_mae_loss_1: 7.499902949333191; aux_mae_loss_2: 1.082996309399605; cnt_loss: 1.0536378139257432; +2025-07-01 23:48:07,480 - INFO - Evaluation: +Curr mae: 6.4290; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1238; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0485; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:48:07,480 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 +2025-07-01 23:48:53,959 - INFO - Training: cls_zice: 8.061925945281983; reg_zipnll: -6.695760769844055; aux_mae_loss_1: 7.359214782714844; aux_mae_loss_2: 1.0745394504070283; cnt_loss: 1.1285865908861161; +2025-07-01 23:48:53,960 - INFO - Evaluation: +Curr mae: 6.4614; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2126; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0482; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:48:53,960 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 +2025-07-01 23:49:40,624 - INFO - Training: cls_zice: 7.871217567920684; reg_zipnll: -5.737063674926758; aux_mae_loss_1: 8.312665257453919; aux_mae_loss_2: 1.2180611503124237; cnt_loss: 1.2405676138401032; +2025-07-01 23:49:40,625 - INFO - Evaluation: +Curr mae: 6.4211; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9498; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0482; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:49:40,625 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 +2025-07-01 23:50:27,066 - INFO - Training: cls_zice: 8.217502040863037; reg_zipnll: -11.737800154685974; aux_mae_loss_1: 7.988225784301758; aux_mae_loss_2: 1.1855343759059906; cnt_loss: 1.1000916773080827; +2025-07-01 23:50:27,067 - INFO - Evaluation: +Curr mae: 6.3322; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8964; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0479; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:50:27,068 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 +2025-07-01 23:51:13,454 - INFO - Training: cls_zice: 7.922558686733246; reg_zipnll: -3.764402666091919; aux_mae_loss_1: 7.576839895248413; aux_mae_loss_2: 1.070560435652733; cnt_loss: 1.0573914474248887; +2025-07-01 23:51:13,454 - INFO - Evaluation: +Curr mae: 6.5591; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3287; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0494; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:51:13,455 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 +2025-07-01 23:52:00,281 - INFO - Training: cls_zice: 8.166485941410064; reg_zipnll: -7.450496416091919; aux_mae_loss_1: 8.019731760025024; aux_mae_loss_2: 1.2095911568403244; cnt_loss: 1.2648652803897857; +2025-07-01 23:52:00,281 - INFO - Evaluation: +Curr mae: 6.5967; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2555; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0504; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:52:00,281 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 +2025-07-01 23:52:46,781 - INFO - Training: cls_zice: 7.826666131019592; reg_zipnll: -12.09241581439972; aux_mae_loss_1: 8.159310712814332; aux_mae_loss_2: 1.211076658964157; cnt_loss: 1.1732958948612213; +2025-07-01 23:52:46,782 - INFO - Evaluation: +Curr mae: 6.4101; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9544; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0487; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:52:46,782 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 +2025-07-01 23:53:33,716 - INFO - Training: cls_zice: 8.16054849267006; reg_zipnll: -11.300728554725646; aux_mae_loss_1: 7.904507274627686; aux_mae_loss_2: 1.1921512603759765; cnt_loss: 1.1469400429725647; +2025-07-01 23:53:33,717 - INFO - Evaluation: +Curr mae: 6.3878; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0091; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0486; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:53:33,717 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 +2025-07-01 23:54:20,352 - INFO - Training: cls_zice: 8.046526799201965; reg_zipnll: -11.298967261314392; aux_mae_loss_1: 7.828087410926819; aux_mae_loss_2: 1.1274614471197129; cnt_loss: 1.065486534833908; +2025-07-01 23:54:20,352 - INFO - Evaluation: +Curr mae: 6.4816; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0564; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0497; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:54:20,352 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 +2025-07-01 23:55:07,313 - INFO - Training: cls_zice: 8.227369174957275; reg_zipnll: -10.77499861717224; aux_mae_loss_1: 8.138103947639465; aux_mae_loss_2: 1.1768764078617096; cnt_loss: 1.2380103015899657; +2025-07-01 23:55:07,314 - INFO - Evaluation: +Curr mae: 6.6920; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2413; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0512; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:55:07,315 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 +2025-07-01 23:55:53,920 - INFO - Training: cls_zice: 8.25128911972046; reg_zipnll: -11.12437110900879; aux_mae_loss_1: 8.052177934646606; aux_mae_loss_2: 1.1500522381067275; cnt_loss: 1.1104798352718352; +2025-07-01 23:55:53,921 - INFO - Evaluation: +Curr mae: 6.6086; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2965; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0491; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:55:53,921 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 +2025-07-01 23:56:40,681 - INFO - Training: cls_zice: 8.06296642780304; reg_zipnll: -9.088905630111695; aux_mae_loss_1: 8.137946763038634; aux_mae_loss_2: 1.1612541937828065; cnt_loss: 1.153922061920166; +2025-07-01 23:56:40,682 - INFO - Evaluation: +Curr mae: 6.6418; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2777; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:56:40,682 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 +2025-07-01 23:57:27,407 - INFO - Training: cls_zice: 8.063684320449829; reg_zipnll: -8.266187963485718; aux_mae_loss_1: 7.48421498298645; aux_mae_loss_2: 1.0886139631271363; cnt_loss: 1.0900434845685958; +2025-07-01 23:57:27,408 - INFO - Evaluation: +Curr mae: 6.6167; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1690; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0503; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:57:27,408 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 +2025-07-01 23:58:13,929 - INFO - Training: cls_zice: 8.236689190864563; reg_zipnll: -11.04730269908905; aux_mae_loss_1: 8.311851162910461; aux_mae_loss_2: 1.223950080871582; cnt_loss: 1.1470924854278564; +2025-07-01 23:58:13,930 - INFO - Evaluation: +Curr mae: 6.6896; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2512; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0507; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:58:13,930 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 +2025-07-01 23:59:00,536 - INFO - Training: cls_zice: 8.108737354278565; reg_zipnll: -8.425758442878724; aux_mae_loss_1: 8.46171368598938; aux_mae_loss_2: 1.2061806011199951; cnt_loss: 1.1271424508094787; +2025-07-01 23:59:00,537 - INFO - Evaluation: +Curr mae: 6.4542; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0645; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0495; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:59:00,537 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 +2025-07-01 23:59:47,070 - INFO - Training: cls_zice: 7.598866293430328; reg_zipnll: -7.174657654762268; aux_mae_loss_1: 7.676655898094177; aux_mae_loss_2: 1.1544547867774964; cnt_loss: 1.177860561609268; +2025-07-01 23:59:47,071 - INFO - Evaluation: +Curr mae: 6.5002; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0763; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0493; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-01 23:59:47,071 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 +2025-07-02 00:00:33,741 - INFO - Training: cls_zice: 8.758004622459412; reg_zipnll: -11.000959014892578; aux_mae_loss_1: 8.520981330871582; aux_mae_loss_2: 1.249192762374878; cnt_loss: 1.2763535284996033; +2025-07-02 00:00:33,741 - INFO - Evaluation: +Curr mae: 6.5235; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0862; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0489; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:00:33,742 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 +2025-07-02 00:01:20,447 - INFO - Training: cls_zice: 8.359681580066681; reg_zipnll: -8.571118927001953; aux_mae_loss_1: 8.06781720161438; aux_mae_loss_2: 1.1603056192398071; cnt_loss: 1.080762601494789; +2025-07-02 00:01:20,448 - INFO - Evaluation: +Curr mae: 6.5035; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0209; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0496; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:01:20,448 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 +2025-07-02 00:02:07,241 - INFO - Training: cls_zice: 8.092651224136352; reg_zipnll: -7.225571937561035; aux_mae_loss_1: 7.797712697982788; aux_mae_loss_2: 1.1269969570636749; cnt_loss: 1.2024950349330903; +2025-07-02 00:02:07,243 - INFO - Evaluation: +Curr mae: 6.4759; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0794; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0500; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:02:07,243 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 +2025-07-02 00:02:53,734 - INFO - Training: cls_zice: 7.819790422916412; reg_zipnll: -10.513535194396972; aux_mae_loss_1: 8.352776327133178; aux_mae_loss_2: 1.263697075843811; cnt_loss: 1.3152104008197785; +2025-07-02 00:02:53,735 - INFO - Evaluation: +Curr mae: 6.5745; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1099; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0505; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:02:53,735 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 +2025-07-02 00:03:40,214 - INFO - Training: cls_zice: 7.902834076881408; reg_zipnll: -3.763323919773102; aux_mae_loss_1: 7.336701898574829; aux_mae_loss_2: 1.0361132031679154; cnt_loss: 1.0315032881498336; +2025-07-02 00:03:40,215 - INFO - Evaluation: +Curr mae: 6.4117; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9082; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0486; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:03:40,215 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 +2025-07-02 00:04:26,920 - INFO - Training: cls_zice: 8.289891476631164; reg_zipnll: -7.336795182228088; aux_mae_loss_1: 8.362931871414185; aux_mae_loss_2: 1.250339026451111; cnt_loss: 1.2457406169176102; +2025-07-02 00:04:26,921 - INFO - Evaluation: +Curr mae: 6.5589; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1194; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0498; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:04:26,922 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 +2025-07-02 00:05:13,601 - INFO - Training: cls_zice: 8.289507322311401; reg_zipnll: -10.349181861877442; aux_mae_loss_1: 7.875106649398804; aux_mae_loss_2: 1.1476528984308243; cnt_loss: 1.1395485907793046; +2025-07-02 00:05:13,602 - INFO - Evaluation: +Curr mae: 6.5863; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1835; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0503; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:05:13,602 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 +2025-07-02 00:06:00,148 - INFO - Training: cls_zice: 7.8444502067565915; reg_zipnll: -5.346046857833862; aux_mae_loss_1: 8.276092653274537; aux_mae_loss_2: 1.2238742768764497; cnt_loss: 1.1640890860557556; +2025-07-02 00:06:00,149 - INFO - Evaluation: +Curr mae: 6.5230; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1057; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0497; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:06:00,149 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 +2025-07-02 00:06:46,754 - INFO - Training: cls_zice: 8.138413019180298; reg_zipnll: -9.587662272453308; aux_mae_loss_1: 7.83537347316742; aux_mae_loss_2: 1.1358234596252441; cnt_loss: 1.136273317337036; +2025-07-02 00:06:46,754 - INFO - Evaluation: +Curr mae: 6.5225; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1471; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0489; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:06:46,755 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 +2025-07-02 00:07:33,454 - INFO - Training: cls_zice: 7.400884718894958; reg_zipnll: -7.716879014968872; aux_mae_loss_1: 7.867807431221008; aux_mae_loss_2: 1.166948496699333; cnt_loss: 1.1371672123670578; +2025-07-02 00:07:33,455 - INFO - Evaluation: +Curr mae: 6.4225; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1215; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0487; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:07:33,455 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 +2025-07-02 00:08:19,994 - INFO - Training: cls_zice: 6.787298086881638; reg_zipnll: -3.5596090173721313; aux_mae_loss_1: 6.98864248752594; aux_mae_loss_2: 1.023822020292282; cnt_loss: 1.054158022403717; +2025-07-02 00:08:19,995 - INFO - Evaluation: +Curr mae: 6.4431; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0951; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0491; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:08:19,995 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 +2025-07-02 00:09:06,856 - INFO - Training: cls_zice: 7.4602564167976375; reg_zipnll: -8.485772676467896; aux_mae_loss_1: 7.7650520133972165; aux_mae_loss_2: 1.1670898246765136; cnt_loss: 1.097803270816803; +2025-07-02 00:09:06,856 - INFO - Evaluation: +Curr mae: 6.4937; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1731; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0496; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:09:06,857 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 +2025-07-02 00:09:53,537 - INFO - Training: cls_zice: 7.812001481056213; reg_zipnll: -6.545193371772766; aux_mae_loss_1: 7.909619450569153; aux_mae_loss_2: 1.1268964141607285; cnt_loss: 1.1773327308893204; +2025-07-02 00:09:53,538 - INFO - Evaluation: +Curr mae: 6.4282; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0822; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0492; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:09:53,538 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 +2025-07-02 00:10:39,916 - INFO - Training: cls_zice: 7.053790740966797; reg_zipnll: -1.033665838241577; aux_mae_loss_1: 6.772293481826782; aux_mae_loss_2: 1.0010477125644683; cnt_loss: 1.038670803308487; +2025-07-02 00:10:39,917 - INFO - Evaluation: +Curr mae: 6.4513; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1560; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0487; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:10:39,917 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 +2025-07-02 00:11:26,324 - INFO - Training: cls_zice: 8.12437643289566; reg_zipnll: -6.153200163841247; aux_mae_loss_1: 8.027152252197265; aux_mae_loss_2: 1.1677169412374497; cnt_loss: 1.0983038610219955; +2025-07-02 00:11:26,325 - INFO - Evaluation: +Curr mae: 6.5015; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2138; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0486; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:11:26,325 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 +2025-07-02 00:12:12,816 - INFO - Training: cls_zice: 8.149485063552856; reg_zipnll: -7.620430295467377; aux_mae_loss_1: 7.545284185409546; aux_mae_loss_2: 1.1001228016614915; cnt_loss: 1.095699610710144; +2025-07-02 00:12:12,816 - INFO - Evaluation: +Curr mae: 6.4936; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2100; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0487; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:12:12,816 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 +2025-07-02 00:12:59,263 - INFO - Training: cls_zice: 7.832444379329681; reg_zipnll: -3.6474113178253176; aux_mae_loss_1: 6.986417136192322; aux_mae_loss_2: 0.9895132130384445; cnt_loss: 0.9942375910282135; +2025-07-02 00:12:59,264 - INFO - Evaluation: +Curr mae: 6.6661; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2978; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0504; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:12:59,264 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 +2025-07-02 00:13:46,121 - INFO - Training: cls_zice: 7.749095726013183; reg_zipnll: -5.956123218536377; aux_mae_loss_1: 8.08432288646698; aux_mae_loss_2: 1.1560233199596406; cnt_loss: 1.1134365379810334; +2025-07-02 00:13:46,122 - INFO - Evaluation: +Curr mae: 6.4673; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0177; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0490; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:13:46,122 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 +2025-07-02 00:14:32,419 - INFO - Training: cls_zice: 8.227364909648895; reg_zipnll: -14.418162350654603; aux_mae_loss_1: 7.8489538669586185; aux_mae_loss_2: 1.15392604470253; cnt_loss: 1.169804606437683; +2025-07-02 00:14:32,420 - INFO - Evaluation: +Curr mae: 6.5189; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0910; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0497; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:14:32,421 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 +2025-07-02 00:15:19,015 - INFO - Training: cls_zice: 8.013202252388; reg_zipnll: -8.470527834892273; aux_mae_loss_1: 7.560115284919739; aux_mae_loss_2: 1.078668417930603; cnt_loss: 1.0906970036029815; +2025-07-02 00:15:19,015 - INFO - Evaluation: +Curr mae: 6.5021; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0661; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0490; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:15:19,015 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 +2025-07-02 00:16:05,677 - INFO - Training: cls_zice: 7.656273891925812; reg_zipnll: -8.602986426353455; aux_mae_loss_1: 7.795754742622376; aux_mae_loss_2: 1.1329388177394868; cnt_loss: 1.0782263046503067; +2025-07-02 00:16:05,677 - INFO - Evaluation: +Curr mae: 6.4638; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0928; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0487; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:16:05,677 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 +2025-07-02 00:16:52,105 - INFO - Training: cls_zice: 7.95118143081665; reg_zipnll: -7.961060361862183; aux_mae_loss_1: 7.825246458053589; aux_mae_loss_2: 1.1637444907426835; cnt_loss: 1.2406760829687118; +2025-07-02 00:16:52,106 - INFO - Evaluation: +Curr mae: 6.6201; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2239; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:16:52,106 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 +2025-07-02 00:17:39,319 - INFO - Training: cls_zice: 7.942904682159424; reg_zipnll: -10.796133408546448; aux_mae_loss_1: 8.433563461303711; aux_mae_loss_2: 1.2554179513454438; cnt_loss: 1.0871410727500916; +2025-07-02 00:17:39,320 - INFO - Evaluation: +Curr mae: 6.4973; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1375; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0490; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:17:39,320 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 +2025-07-02 00:18:25,936 - INFO - Training: cls_zice: 8.073286805152893; reg_zipnll: -14.785693607330323; aux_mae_loss_1: 8.132937741279601; aux_mae_loss_2: 1.1917097461223602; cnt_loss: 1.237040947675705; +2025-07-02 00:18:25,937 - INFO - Evaluation: +Curr mae: 6.4957; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1622; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0493; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:18:25,937 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 +2025-07-02 00:19:12,507 - INFO - Training: cls_zice: 7.560461792945862; reg_zipnll: -7.329885358810425; aux_mae_loss_1: 7.22888304233551; aux_mae_loss_2: 1.0510700821876526; cnt_loss: 1.128154420852661; +2025-07-02 00:19:12,508 - INFO - Evaluation: +Curr mae: 6.5451; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1724; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:19:14,900 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 +2025-07-02 00:20:01,311 - INFO - Training: cls_zice: 7.470877801179886; reg_zipnll: -2.8844964838027956; aux_mae_loss_1: 7.21756884098053; aux_mae_loss_2: 1.0542183494567872; cnt_loss: 1.0803257352113724; +2025-07-02 00:20:01,313 - INFO - Evaluation: +Curr mae: 6.5919; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2353; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0506; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:20:01,313 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 +2025-07-02 00:20:47,930 - INFO - Training: cls_zice: 8.200160558223724; reg_zipnll: -12.602490994930267; aux_mae_loss_1: 7.673280735015869; aux_mae_loss_2: 1.1220055973529817; cnt_loss: 1.1863924908638; +2025-07-02 00:20:47,931 - INFO - Evaluation: +Curr mae: 6.6357; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2123; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0508; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:20:47,931 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 +2025-07-02 00:21:34,549 - INFO - Training: cls_zice: 8.203501756191253; reg_zipnll: -9.479162172079086; aux_mae_loss_1: 8.209779977798462; aux_mae_loss_2: 1.2110541325807571; cnt_loss: 1.05424571454525; +2025-07-02 00:21:34,550 - INFO - Evaluation: +Curr mae: 6.7083; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4306; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0504; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:21:34,550 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 +2025-07-02 00:22:21,089 - INFO - Training: cls_zice: 8.19092149734497; reg_zipnll: -12.693820314407349; aux_mae_loss_1: 8.827345714569091; aux_mae_loss_2: 1.2988593935966493; cnt_loss: 0.9965174114704132; +2025-07-02 00:22:21,089 - INFO - Evaluation: +Curr mae: 6.6502; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3423; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:22:21,090 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 +2025-07-02 00:23:07,791 - INFO - Training: cls_zice: 7.660374140739441; reg_zipnll: -6.716353969573975; aux_mae_loss_1: 7.845802307128906; aux_mae_loss_2: 1.139060287475586; cnt_loss: 1.1976434606313706; +2025-07-02 00:23:07,792 - INFO - Evaluation: +Curr mae: 6.6038; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2420; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:23:07,793 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 +2025-07-02 00:23:54,117 - INFO - Training: cls_zice: 7.785583171844483; reg_zipnll: -8.125650939941407; aux_mae_loss_1: 7.966152606010437; aux_mae_loss_2: 1.1713480639457703; cnt_loss: 1.2157561355829238; +2025-07-02 00:23:54,118 - INFO - Evaluation: +Curr mae: 6.5716; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2034; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0496; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:23:54,118 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 +2025-07-02 00:24:40,723 - INFO - Training: cls_zice: 8.025382125377655; reg_zipnll: -11.039955673217774; aux_mae_loss_1: 8.093671283721925; aux_mae_loss_2: 1.1543455088138581; cnt_loss: 1.0225653558969499; +2025-07-02 00:24:40,724 - INFO - Evaluation: +Curr mae: 6.6198; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3499; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0498; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:24:40,724 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 +2025-07-02 00:25:27,298 - INFO - Training: cls_zice: 7.683788332939148; reg_zipnll: -6.9487220621109005; aux_mae_loss_1: 7.822138690948487; aux_mae_loss_2: 1.1172549438476562; cnt_loss: 1.0512325549125672; +2025-07-02 00:25:27,299 - INFO - Evaluation: +Curr mae: 6.6562; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3388; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0500; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:25:27,299 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 +2025-07-02 00:26:14,135 - INFO - Training: cls_zice: 7.988662872314453; reg_zipnll: -9.383584580421449; aux_mae_loss_1: 7.486819086074829; aux_mae_loss_2: 1.0945271068811417; cnt_loss: 1.1788316214084624; +2025-07-02 00:26:14,136 - INFO - Evaluation: +Curr mae: 6.6570; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3059; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0503; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:26:14,136 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 +2025-07-02 00:27:01,076 - INFO - Training: cls_zice: 8.005958962440491; reg_zipnll: -2.2261422300338745; aux_mae_loss_1: 7.752303695678711; aux_mae_loss_2: 1.0796300548315048; cnt_loss: 1.082660984992981; +2025-07-02 00:27:01,076 - INFO - Evaluation: +Curr mae: 6.6116; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2399; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0502; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:27:01,076 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 +2025-07-02 00:27:47,476 - INFO - Training: cls_zice: 8.64872883796692; reg_zipnll: -6.729909272193908; aux_mae_loss_1: 8.775367226600647; aux_mae_loss_2: 1.3657918292284013; cnt_loss: 1.7747997039556502; +2025-07-02 00:27:47,477 - INFO - Evaluation: +Curr mae: 6.7875; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8274; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0520; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:27:47,477 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 +2025-07-02 00:28:34,178 - INFO - Training: cls_zice: 10.681212115287781; reg_zipnll: -10.688506245613098; aux_mae_loss_1: 9.990705933570862; aux_mae_loss_2: 1.5198293828964233; cnt_loss: 2.6295975053310396; +2025-07-02 00:28:34,179 - INFO - Evaluation: +Curr mae: 7.3086; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0138; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0581; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:28:34,179 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 +2025-07-02 00:29:20,805 - INFO - Training: cls_zice: 10.828595223426818; reg_zipnll: -7.715334501266479; aux_mae_loss_1: 10.453428182601929; aux_mae_loss_2: 1.6099325156211852; cnt_loss: 2.556591019630432; +2025-07-02 00:29:20,806 - INFO - Evaluation: +Curr mae: 7.5048; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.7909; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0553; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:29:20,806 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 +2025-07-02 00:30:07,557 - INFO - Training: cls_zice: 9.955290756225587; reg_zipnll: -4.892586574554444; aux_mae_loss_1: 9.22872721672058; aux_mae_loss_2: 1.4463436532020568; cnt_loss: 2.188499984741211; +2025-07-02 00:30:07,558 - INFO - Evaluation: +Curr mae: 7.3125; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.1289; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0560; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:30:07,558 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 +2025-07-02 00:30:54,182 - INFO - Training: cls_zice: 10.92581039428711; reg_zipnll: -10.16851263999939; aux_mae_loss_1: 10.812678890228272; aux_mae_loss_2: 1.7226234698295593; cnt_loss: 2.507335705757141; +2025-07-02 00:30:54,183 - INFO - Evaluation: +Curr mae: 6.8831; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6371; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0543; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:30:54,183 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 +2025-07-02 00:31:40,609 - INFO - Training: cls_zice: 11.13055819272995; reg_zipnll: -1.613560962677002; aux_mae_loss_1: 10.261472606658936; aux_mae_loss_2: 1.6174182093143463; cnt_loss: 2.648538838624954; +2025-07-02 00:31:40,610 - INFO - Evaluation: +Curr mae: 7.1901; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9430; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0553; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:31:40,610 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 +2025-07-02 00:32:27,136 - INFO - Training: cls_zice: 11.564224162101745; reg_zipnll: -12.540029501914978; aux_mae_loss_1: 11.102920742034913; aux_mae_loss_2: 1.7658457136154175; cnt_loss: 2.679135640859604; +2025-07-02 00:32:27,137 - INFO - Evaluation: +Curr mae: 8.6960; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.0855; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0704; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:32:27,137 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 +2025-07-02 00:33:13,844 - INFO - Training: cls_zice: 10.480574469566346; reg_zipnll: -6.417953310012817; aux_mae_loss_1: 10.390284214019776; aux_mae_loss_2: 1.596319524049759; cnt_loss: 2.3128494024276733; +2025-07-02 00:33:13,845 - INFO - Evaluation: +Curr mae: 6.7593; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9485; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0528; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:33:13,845 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 +2025-07-02 00:34:00,496 - INFO - Training: cls_zice: 10.73222297668457; reg_zipnll: -10.677919225692749; aux_mae_loss_1: 10.280448489189148; aux_mae_loss_2: 1.605595006942749; cnt_loss: 2.5148104441165926; +2025-07-02 00:34:00,497 - INFO - Evaluation: +Curr mae: 6.6550; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9779; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0490; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:34:00,498 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 +2025-07-02 00:34:47,075 - INFO - Training: cls_zice: 10.730595440864564; reg_zipnll: -2.900569462776184; aux_mae_loss_1: 10.20274528503418; aux_mae_loss_2: 1.5649673187732696; cnt_loss: 2.506038461923599; +2025-07-02 00:34:47,076 - INFO - Evaluation: +Curr mae: 6.7922; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1201; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0517; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:34:47,076 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 +2025-07-02 00:35:33,438 - INFO - Training: cls_zice: 11.130020804405213; reg_zipnll: -6.622067275047303; aux_mae_loss_1: 10.588225803375245; aux_mae_loss_2: 1.6501811254024505; cnt_loss: 2.5867412185668943; +2025-07-02 00:35:33,439 - INFO - Evaluation: +Curr mae: 7.1968; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.7794; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0545; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:35:33,439 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 +2025-07-02 00:36:20,186 - INFO - Training: cls_zice: 10.983718972206116; reg_zipnll: -6.416141519546509; aux_mae_loss_1: 10.712998838424683; aux_mae_loss_2: 1.6766030740737916; cnt_loss: 2.6950853192806243; +2025-07-02 00:36:20,187 - INFO - Evaluation: +Curr mae: 7.5348; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4810; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0611; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:36:20,187 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 +2025-07-02 00:37:06,511 - INFO - Training: cls_zice: 11.09908076763153; reg_zipnll: -11.855760078430176; aux_mae_loss_1: 10.467343091964722; aux_mae_loss_2: 1.6294051218032837; cnt_loss: 2.276316928863525; +2025-07-02 00:37:06,512 - INFO - Evaluation: +Curr mae: 7.4539; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.7592; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0589; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:37:06,513 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 +2025-07-02 00:37:53,411 - INFO - Training: cls_zice: 10.378572125434875; reg_zipnll: -3.4196205520629883; aux_mae_loss_1: 9.948225116729736; aux_mae_loss_2: 1.5607390689849854; cnt_loss: 2.665835041999817; +2025-07-02 00:37:53,412 - INFO - Evaluation: +Curr mae: 7.7065; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.0872; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0569; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:37:53,412 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 +2025-07-02 00:38:40,220 - INFO - Training: cls_zice: 10.708493752479553; reg_zipnll: -3.7301876544952393; aux_mae_loss_1: 10.500013856887817; aux_mae_loss_2: 1.6395080363750458; cnt_loss: 2.430412836074829; +2025-07-02 00:38:40,221 - INFO - Evaluation: +Curr mae: 6.6954; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8333; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0528; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:38:40,221 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 +2025-07-02 00:39:26,715 - INFO - Training: cls_zice: 10.678765506744385; reg_zipnll: -7.539211673736572; aux_mae_loss_1: 10.48268193244934; aux_mae_loss_2: 1.6780720496177672; cnt_loss: 2.5445242488384245; +2025-07-02 00:39:26,716 - INFO - Evaluation: +Curr mae: 6.9505; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3740; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:39:26,716 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 +2025-07-02 00:40:13,627 - INFO - Training: cls_zice: 11.188469128608704; reg_zipnll: -8.128591723442078; aux_mae_loss_1: 10.497734184265136; aux_mae_loss_2: 1.641482949256897; cnt_loss: 2.841308845281601; +2025-07-02 00:40:13,628 - INFO - Evaluation: +Curr mae: 6.9827; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3706; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0546; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:40:13,628 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 +2025-07-02 00:41:00,155 - INFO - Training: cls_zice: 9.967965688705444; reg_zipnll: -7.378776626586914; aux_mae_loss_1: 10.027806968688965; aux_mae_loss_2: 1.5756866419315338; cnt_loss: 2.2094246661663055; +2025-07-02 00:41:00,156 - INFO - Evaluation: +Curr mae: 6.8677; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6396; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:41:00,156 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 +2025-07-02 00:41:46,781 - INFO - Training: cls_zice: 11.116420202255249; reg_zipnll: -10.292999701499939; aux_mae_loss_1: 10.863918466567993; aux_mae_loss_2: 1.662000893354416; cnt_loss: 2.501117502450943; +2025-07-02 00:41:46,781 - INFO - Evaluation: +Curr mae: 7.0548; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8526; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0522; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:41:46,781 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 +2025-07-02 00:42:33,285 - INFO - Training: cls_zice: 10.907763984203338; reg_zipnll: -5.815135660171509; aux_mae_loss_1: 10.203735446929931; aux_mae_loss_2: 1.5782477176189422; cnt_loss: 2.4071003615856172; +2025-07-02 00:42:33,286 - INFO - Evaluation: +Curr mae: 6.7889; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5760; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:42:33,287 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 +2025-07-02 00:43:20,032 - INFO - Training: cls_zice: 11.137148699760438; reg_zipnll: -4.87222410440445; aux_mae_loss_1: 10.429368677139282; aux_mae_loss_2: 1.6140675973892211; cnt_loss: 2.5037738847732545; +2025-07-02 00:43:20,033 - INFO - Evaluation: +Curr mae: 7.3047; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4917; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0559; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:43:20,033 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 +2025-07-02 00:44:06,455 - INFO - Training: cls_zice: 11.185985488891601; reg_zipnll: -7.335397396087647; aux_mae_loss_1: 11.572191019058227; aux_mae_loss_2: 1.787193499803543; cnt_loss: 2.382128496170044; +2025-07-02 00:44:06,456 - INFO - Evaluation: +Curr mae: 7.1787; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6229; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0563; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:44:06,456 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 +2025-07-02 00:44:52,943 - INFO - Training: cls_zice: 10.925424189567567; reg_zipnll: -11.601249179840089; aux_mae_loss_1: 10.52139720916748; aux_mae_loss_2: 1.6417095828056336; cnt_loss: 2.2868470525741578; +2025-07-02 00:44:52,944 - INFO - Evaluation: +Curr mae: 6.8841; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8941; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0556; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:44:52,944 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 +2025-07-02 00:45:39,717 - INFO - Training: cls_zice: 11.425237460136414; reg_zipnll: -10.369275121688842; aux_mae_loss_1: 10.789583730697633; aux_mae_loss_2: 1.65846044421196; cnt_loss: 2.3102787816524506; +2025-07-02 00:45:39,717 - INFO - Evaluation: +Curr mae: 7.0467; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2345; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0536; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:45:39,718 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 +2025-07-02 00:46:26,356 - INFO - Training: cls_zice: 10.939131605625153; reg_zipnll: -6.217192420959472; aux_mae_loss_1: 10.41319842338562; aux_mae_loss_2: 1.5881201493740082; cnt_loss: 2.3446776878833773; +2025-07-02 00:46:26,357 - INFO - Evaluation: +Curr mae: 6.7020; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.4600; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0527; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:46:26,358 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 +2025-07-02 00:47:12,909 - INFO - Training: cls_zice: 10.15964941740036; reg_zipnll: -4.8790080356597905; aux_mae_loss_1: 9.858863182067871; aux_mae_loss_2: 1.5302449774742126; cnt_loss: 2.340480320453644; +2025-07-02 00:47:12,910 - INFO - Evaluation: +Curr mae: 8.5516; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2835; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0661; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:47:12,910 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 +2025-07-02 00:47:59,626 - INFO - Training: cls_zice: 10.916021871566773; reg_zipnll: -4.817634930610657; aux_mae_loss_1: 10.350076723098756; aux_mae_loss_2: 1.5890946757793427; cnt_loss: 2.314973100423813; +2025-07-02 00:47:59,627 - INFO - Evaluation: +Curr mae: 7.1229; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2786; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0563; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:47:59,627 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 +2025-07-02 00:48:46,341 - INFO - Training: cls_zice: 10.596356658935546; reg_zipnll: 0.13657201290130616; aux_mae_loss_1: 9.830465641021728; aux_mae_loss_2: 1.5138462603092193; cnt_loss: 2.396864376068115; +2025-07-02 00:48:46,342 - INFO - Evaluation: +Curr mae: 6.5188; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.2741; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0522; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:48:46,342 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 +2025-07-02 00:49:33,145 - INFO - Training: cls_zice: 10.092863421440125; reg_zipnll: -4.415478720664978; aux_mae_loss_1: 9.525426626205444; aux_mae_loss_2: 1.4697577250003815; cnt_loss: 2.3020878612995146; +2025-07-02 00:49:33,146 - INFO - Evaluation: +Curr mae: 7.1115; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9758; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0606; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:49:33,147 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 +2025-07-02 00:50:19,681 - INFO - Training: cls_zice: 11.03364688873291; reg_zipnll: -5.896204452514649; aux_mae_loss_1: 10.538170204162597; aux_mae_loss_2: 1.6063280802965165; cnt_loss: 2.35036048412323; +2025-07-02 00:50:19,682 - INFO - Evaluation: +Curr mae: 7.2449; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.3239; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0572; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:50:19,682 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 +2025-07-02 00:51:06,224 - INFO - Training: cls_zice: 11.067620935440063; reg_zipnll: -5.256918635368347; aux_mae_loss_1: 10.137053499221802; aux_mae_loss_2: 1.5794693636894226; cnt_loss: 2.386803970336914; +2025-07-02 00:51:06,225 - INFO - Evaluation: +Curr mae: 7.2331; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2992; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0571; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:51:06,225 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 +2025-07-02 00:51:52,608 - INFO - Training: cls_zice: 10.732034339904786; reg_zipnll: -5.613613595962525; aux_mae_loss_1: 10.557815999984742; aux_mae_loss_2: 1.6619911658763886; cnt_loss: 2.3634940779209135; +2025-07-02 00:51:52,609 - INFO - Evaluation: +Curr mae: 6.9894; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8462; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:51:52,609 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 +2025-07-02 00:52:39,196 - INFO - Training: cls_zice: 10.712313404083252; reg_zipnll: -9.824331731796265; aux_mae_loss_1: 10.66840036392212; aux_mae_loss_2: 1.6661824774742127; cnt_loss: 2.590601370334625; +2025-07-02 00:52:39,198 - INFO - Evaluation: +Curr mae: 7.5211; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.7890; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0576; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:52:39,198 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 +2025-07-02 00:53:26,094 - INFO - Training: cls_zice: 10.7076687002182; reg_zipnll: -6.765279231071472; aux_mae_loss_1: 10.202037181854248; aux_mae_loss_2: 1.6259829366207124; cnt_loss: 2.4739599514007566; +2025-07-02 00:53:26,095 - INFO - Evaluation: +Curr mae: 7.1470; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.6690; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:53:26,095 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 +2025-07-02 00:54:12,656 - INFO - Training: cls_zice: 10.794748311042786; reg_zipnll: -2.7281699132919313; aux_mae_loss_1: 9.778280458450318; aux_mae_loss_2: 1.4653066098690033; cnt_loss: 2.307348964214325; +2025-07-02 00:54:12,657 - INFO - Evaluation: +Curr mae: 7.3521; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.0497; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0552; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:54:12,657 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 +2025-07-02 00:54:59,242 - INFO - Training: cls_zice: 10.281020166873931; reg_zipnll: -6.2013767719268795; aux_mae_loss_1: 9.584925508499145; aux_mae_loss_2: 1.4784756207466125; cnt_loss: 2.2397631907463076; +2025-07-02 00:54:59,243 - INFO - Evaluation: +Curr mae: 7.2732; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9019; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0549; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:54:59,243 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 +2025-07-02 00:55:46,198 - INFO - Training: cls_zice: 9.991164174079895; reg_zipnll: -3.4918217945098875; aux_mae_loss_1: 9.514401960372926; aux_mae_loss_2: 1.5072053182125091; cnt_loss: 2.5281802368164064; +2025-07-02 00:55:46,199 - INFO - Evaluation: +Curr mae: 6.5623; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3950; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0541; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:55:46,199 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 +2025-07-02 00:56:33,314 - INFO - Training: cls_zice: 11.302387418746948; reg_zipnll: -9.607320837974548; aux_mae_loss_1: 10.710609712600707; aux_mae_loss_2: 1.6560371017456055; cnt_loss: 2.887423565387726; +2025-07-02 00:56:33,315 - INFO - Evaluation: +Curr mae: 7.0807; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7008; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0550; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:56:33,316 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 +2025-07-02 00:57:20,016 - INFO - Training: cls_zice: 10.633378434181214; reg_zipnll: -6.747672214508056; aux_mae_loss_1: 10.007047929763793; aux_mae_loss_2: 1.518141152858734; cnt_loss: 2.30860712826252; +2025-07-02 00:57:20,017 - INFO - Evaluation: +Curr mae: 7.2140; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2033; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0574; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:57:20,017 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 +2025-07-02 00:58:06,873 - INFO - Training: cls_zice: 10.459961085319518; reg_zipnll: -8.623855681419373; aux_mae_loss_1: 9.900855073928833; aux_mae_loss_2: 1.4925167155265808; cnt_loss: 2.261188545227051; +2025-07-02 00:58:06,874 - INFO - Evaluation: +Curr mae: 7.6494; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.8848; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:58:08,320 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 +2025-07-02 00:58:54,912 - INFO - Training: cls_zice: 11.000488104820251; reg_zipnll: -9.914142112731934; aux_mae_loss_1: 10.655339636802672; aux_mae_loss_2: 1.6746582329273223; cnt_loss: 2.3915206146240235; +2025-07-02 00:58:54,913 - INFO - Evaluation: +Curr mae: 7.9085; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.0790; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:58:54,913 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 +2025-07-02 00:59:41,763 - INFO - Training: cls_zice: 10.920075573921203; reg_zipnll: -6.911013813018799; aux_mae_loss_1: 10.319669437408447; aux_mae_loss_2: 1.584907250404358; cnt_loss: 2.3523539769649506; +2025-07-02 00:59:41,764 - INFO - Evaluation: +Curr mae: 7.2400; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7253; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 00:59:41,764 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 +2025-07-02 01:00:28,299 - INFO - Training: cls_zice: 10.264536180496215; reg_zipnll: -6.475222234725952; aux_mae_loss_1: 10.161352443695069; aux_mae_loss_2: 1.5713943779468535; cnt_loss: 2.2522870826721193; +2025-07-02 01:00:28,300 - INFO - Evaluation: +Curr mae: 7.2207; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7368; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0565; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:00:28,301 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 +2025-07-02 01:01:15,287 - INFO - Training: cls_zice: 10.116591854095459; reg_zipnll: -7.327286415100097; aux_mae_loss_1: 10.055031213760376; aux_mae_loss_2: 1.4896566760540009; cnt_loss: 2.1761463046073914; +2025-07-02 01:01:15,288 - INFO - Evaluation: +Curr mae: 7.6254; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.8175; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0549; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:01:15,288 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 +2025-07-02 01:02:01,964 - INFO - Training: cls_zice: 10.991516501903535; reg_zipnll: -4.399415469169616; aux_mae_loss_1: 10.086277952194214; aux_mae_loss_2: 1.5925358176231383; cnt_loss: 2.2785715043544768; +2025-07-02 01:02:01,965 - INFO - Evaluation: +Curr mae: 7.2880; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9537; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0553; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:02:01,965 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 +2025-07-02 01:02:48,529 - INFO - Training: cls_zice: 10.398524277210235; reg_zipnll: -5.512743797302246; aux_mae_loss_1: 9.84914671421051; aux_mae_loss_2: 1.5211066937446593; cnt_loss: 2.3643637132644653; +2025-07-02 01:02:48,530 - INFO - Evaluation: +Curr mae: 7.2105; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2890; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0531; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:02:48,530 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 +2025-07-02 01:03:35,361 - INFO - Training: cls_zice: 11.057528586387635; reg_zipnll: -7.672643098831177; aux_mae_loss_1: 10.557800674438477; aux_mae_loss_2: 1.6549717617034911; cnt_loss: 2.231321837902069; +2025-07-02 01:03:35,362 - INFO - Evaluation: +Curr mae: 7.0256; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0954; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0539; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:03:35,363 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 +2025-07-02 01:04:21,727 - INFO - Training: cls_zice: 10.352647565603256; reg_zipnll: -6.9039050221443174; aux_mae_loss_1: 9.745741906166076; aux_mae_loss_2: 1.5205517899990082; cnt_loss: 2.3118796515464783; +2025-07-02 01:04:21,728 - INFO - Evaluation: +Curr mae: 7.0625; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2606; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:04:21,728 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 +2025-07-02 01:05:08,296 - INFO - Training: cls_zice: 10.243008117675782; reg_zipnll: -6.134482789039612; aux_mae_loss_1: 9.706214408874512; aux_mae_loss_2: 1.4754726266860962; cnt_loss: 2.2077196860313415; +2025-07-02 01:05:08,297 - INFO - Evaluation: +Curr mae: 7.0131; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.3963; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0547; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:05:08,297 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 +2025-07-02 01:05:55,080 - INFO - Training: cls_zice: 10.692664349079132; reg_zipnll: -8.880614595413208; aux_mae_loss_1: 10.425902514457702; aux_mae_loss_2: 1.5929257047176362; cnt_loss: 2.3054461598396303; +2025-07-02 01:05:55,081 - INFO - Evaluation: +Curr mae: 6.8855; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0999; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0577; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:05:55,081 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 +2025-07-02 01:06:41,819 - INFO - Training: cls_zice: 10.761273205280304; reg_zipnll: -2.8533115768432618; aux_mae_loss_1: 9.849855890274048; aux_mae_loss_2: 1.5054713678359986; cnt_loss: 2.4525149655342102; +2025-07-02 01:06:41,820 - INFO - Evaluation: +Curr mae: 7.8462; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.4003; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0587; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:06:41,820 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 +2025-07-02 01:07:28,575 - INFO - Training: cls_zice: 11.045318088531495; reg_zipnll: -8.367288346290588; aux_mae_loss_1: 10.22842710018158; aux_mae_loss_2: 1.5592138218879699; cnt_loss: 2.5274409782886504; +2025-07-02 01:07:28,576 - INFO - Evaluation: +Curr mae: 7.9372; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.1037; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:07:28,576 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 +2025-07-02 01:08:15,268 - INFO - Training: cls_zice: 9.774164400100709; reg_zipnll: -7.187315711975097; aux_mae_loss_1: 9.966122884750366; aux_mae_loss_2: 1.5469496428966523; cnt_loss: 2.2834396529197694; +2025-07-02 01:08:15,269 - INFO - Evaluation: +Curr mae: 7.1841; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8899; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0564; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:08:15,269 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 +2025-07-02 01:09:02,112 - INFO - Training: cls_zice: 11.016684198379517; reg_zipnll: -9.0685693359375; aux_mae_loss_1: 10.460659713745118; aux_mae_loss_2: 1.6130978286266326; cnt_loss: 2.376878387928009; +2025-07-02 01:09:02,113 - INFO - Evaluation: +Curr mae: 7.1182; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0882; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0517; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:09:02,113 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 +2025-07-02 01:09:48,844 - INFO - Training: cls_zice: 10.973567914962768; reg_zipnll: -6.816084837913513; aux_mae_loss_1: 10.316211433410645; aux_mae_loss_2: 1.5921545958518981; cnt_loss: 2.2323716604709625; +2025-07-02 01:09:48,845 - INFO - Evaluation: +Curr mae: 6.9280; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2798; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:09:48,846 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 +2025-07-02 01:10:35,269 - INFO - Training: cls_zice: 9.678703212738037; reg_zipnll: -10.129185218811035; aux_mae_loss_1: 10.184798893928528; aux_mae_loss_2: 1.5024383497238158; cnt_loss: 2.004339529275894; +2025-07-02 01:10:35,270 - INFO - Evaluation: +Curr mae: 7.1295; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9652; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0556; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:10:35,270 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 +2025-07-02 01:11:22,230 - INFO - Training: cls_zice: 10.578809294700623; reg_zipnll: -8.803725638389587; aux_mae_loss_1: 10.253103141784669; aux_mae_loss_2: 1.6096231853961944; cnt_loss: 2.5441733705997467; +2025-07-02 01:11:22,231 - INFO - Evaluation: +Curr mae: 7.3183; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0931; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0575; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:11:22,231 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 +2025-07-02 01:12:08,906 - INFO - Training: cls_zice: 10.256627469062805; reg_zipnll: -8.92184651851654; aux_mae_loss_1: 9.987211284637452; aux_mae_loss_2: 1.5619514548778535; cnt_loss: 2.158219712972641; +2025-07-02 01:12:08,907 - INFO - Evaluation: +Curr mae: 6.8254; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6572; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0527; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:12:08,907 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 +2025-07-02 01:12:55,516 - INFO - Training: cls_zice: 10.332416443824767; reg_zipnll: -5.279745259284973; aux_mae_loss_1: 10.09420524597168; aux_mae_loss_2: 1.5348253631591797; cnt_loss: 2.055708863735199; +2025-07-02 01:12:55,517 - INFO - Evaluation: +Curr mae: 6.9197; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2005; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0521; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:12:55,518 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 +2025-07-02 01:13:42,434 - INFO - Training: cls_zice: 10.496333231925965; reg_zipnll: -4.9920728969573975; aux_mae_loss_1: 9.753306274414063; aux_mae_loss_2: 1.45572372674942; cnt_loss: 2.211856187582016; +2025-07-02 01:13:42,435 - INFO - Evaluation: +Curr mae: 6.6915; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1488; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0502; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:13:42,435 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 +2025-07-02 01:14:28,980 - INFO - Training: cls_zice: 10.418773946762085; reg_zipnll: -3.22428427696228; aux_mae_loss_1: 9.6462144947052; aux_mae_loss_2: 1.4406078219413758; cnt_loss: 2.276709738969803; +2025-07-02 01:14:28,981 - INFO - Evaluation: +Curr mae: 7.5210; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0167; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0582; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:14:28,981 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 +2025-07-02 01:15:15,103 - INFO - Training: cls_zice: 11.096072907447814; reg_zipnll: -8.78756772994995; aux_mae_loss_1: 10.505715198516846; aux_mae_loss_2: 1.6201227462291719; cnt_loss: 2.3012601214647295; +2025-07-02 01:15:15,104 - INFO - Evaluation: +Curr mae: 7.2850; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7285; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0592; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:15:15,104 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 +2025-07-02 01:16:01,480 - INFO - Training: cls_zice: 10.65712788581848; reg_zipnll: -10.318612508773803; aux_mae_loss_1: 10.133291139602662; aux_mae_loss_2: 1.5534589648246766; cnt_loss: 2.604997630119324; +2025-07-02 01:16:01,481 - INFO - Evaluation: +Curr mae: 7.0204; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3217; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0571; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:16:01,481 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 +2025-07-02 01:16:48,145 - INFO - Training: cls_zice: 10.744936833381653; reg_zipnll: -13.464585762023926; aux_mae_loss_1: 10.472809410095214; aux_mae_loss_2: 1.611788432598114; cnt_loss: 2.238685739040375; +2025-07-02 01:16:48,145 - INFO - Evaluation: +Curr mae: 6.9997; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9614; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0512; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:16:48,145 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 +2025-07-02 01:17:34,956 - INFO - Training: cls_zice: 9.944395396709442; reg_zipnll: -5.265508165359497; aux_mae_loss_1: 9.9875172996521; aux_mae_loss_2: 1.512651047706604; cnt_loss: 1.8392122626304626; +2025-07-02 01:17:34,956 - INFO - Evaluation: +Curr mae: 6.9945; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1112; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0555; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:17:34,956 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 +2025-07-02 01:18:21,693 - INFO - Training: cls_zice: 10.310019114017486; reg_zipnll: -4.344625787734985; aux_mae_loss_1: 9.58009437561035; aux_mae_loss_2: 1.4485852348804473; cnt_loss: 2.4354479658603667; +2025-07-02 01:18:21,694 - INFO - Evaluation: +Curr mae: 7.8060; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.8728; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0564; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:18:21,694 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 +2025-07-02 01:19:08,100 - INFO - Training: cls_zice: 10.836473503112792; reg_zipnll: -9.80476366519928; aux_mae_loss_1: 10.448116226196289; aux_mae_loss_2: 1.5976225912570954; cnt_loss: 2.2529300439357756; +2025-07-02 01:19:08,101 - INFO - Evaluation: +Curr mae: 6.8124; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1021; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0521; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:19:08,101 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 +2025-07-02 01:19:54,751 - INFO - Training: cls_zice: 10.619390614032746; reg_zipnll: -11.27823968410492; aux_mae_loss_1: 10.712425651550292; aux_mae_loss_2: 1.6960544741153718; cnt_loss: 2.378234100341797; +2025-07-02 01:19:54,752 - INFO - Evaluation: +Curr mae: 6.6997; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0429; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0531; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:19:54,752 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 +2025-07-02 01:20:41,444 - INFO - Training: cls_zice: 10.720829629898072; reg_zipnll: -6.967459664344788; aux_mae_loss_1: 10.073663911819459; aux_mae_loss_2: 1.5153638315200806; cnt_loss: 2.203446433544159; +2025-07-02 01:20:41,445 - INFO - Evaluation: +Curr mae: 7.2559; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7405; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0541; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:20:41,445 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 +2025-07-02 01:21:28,220 - INFO - Training: cls_zice: 10.33951506614685; reg_zipnll: -6.704636116027832; aux_mae_loss_1: 9.945595321655274; aux_mae_loss_2: 1.5372224378585815; cnt_loss: 2.365632041096687; +2025-07-02 01:21:28,221 - INFO - Evaluation: +Curr mae: 6.7930; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0569; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0521; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:21:28,221 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 +2025-07-02 01:22:15,198 - INFO - Training: cls_zice: 9.750053029060364; reg_zipnll: -11.859948477745057; aux_mae_loss_1: 9.693865728378295; aux_mae_loss_2: 1.5458753776550294; cnt_loss: 2.3816949522495268; +2025-07-02 01:22:15,199 - INFO - Evaluation: +Curr mae: 6.8550; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2813; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:22:15,199 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 +2025-07-02 01:23:01,649 - INFO - Training: cls_zice: 11.000738735198974; reg_zipnll: -9.216417064666748; aux_mae_loss_1: 10.165841627120972; aux_mae_loss_2: 1.5602139842510223; cnt_loss: 2.645806325674057; +2025-07-02 01:23:01,650 - INFO - Evaluation: +Curr mae: 7.6786; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4614; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:23:01,650 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 +2025-07-02 01:23:48,515 - INFO - Training: cls_zice: 10.110992369651795; reg_zipnll: -5.992395825386048; aux_mae_loss_1: 9.373746395111084; aux_mae_loss_2: 1.4551334536075593; cnt_loss: 2.386098700761795; +2025-07-02 01:23:48,516 - INFO - Evaluation: +Curr mae: 7.0610; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2917; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0578; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:23:48,516 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 +2025-07-02 01:24:35,246 - INFO - Training: cls_zice: 10.716933832168579; reg_zipnll: -10.815485439300538; aux_mae_loss_1: 10.803370304107666; aux_mae_loss_2: 1.680143346786499; cnt_loss: 2.4128669571876524; +2025-07-02 01:24:35,247 - INFO - Evaluation: +Curr mae: 7.7644; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.3686; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0567; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:24:35,247 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 +2025-07-02 01:25:21,956 - INFO - Training: cls_zice: 9.983040227890015; reg_zipnll: -4.283981709480286; aux_mae_loss_1: 9.541322650909423; aux_mae_loss_2: 1.4586942934989928; cnt_loss: 2.2640681290626525; +2025-07-02 01:25:21,957 - INFO - Evaluation: +Curr mae: 7.5845; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.5255; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0582; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:25:21,957 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 +2025-07-02 01:26:08,621 - INFO - Training: cls_zice: 10.271739091873169; reg_zipnll: -10.091342210769653; aux_mae_loss_1: 9.715151624679566; aux_mae_loss_2: 1.4506822907924652; cnt_loss: 2.0707120978832245; +2025-07-02 01:26:08,621 - INFO - Evaluation: +Curr mae: 7.0267; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4898; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:26:08,622 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 +2025-07-02 01:26:55,562 - INFO - Training: cls_zice: 10.436467127799988; reg_zipnll: -4.405718908309937; aux_mae_loss_1: 9.911402297019958; aux_mae_loss_2: 1.5172725296020508; cnt_loss: 2.060526746511459; +2025-07-02 01:26:55,563 - INFO - Evaluation: +Curr mae: 7.0414; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9210; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0538; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:26:55,563 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 +2025-07-02 01:27:42,071 - INFO - Training: cls_zice: 9.909723334312439; reg_zipnll: -11.388776009082795; aux_mae_loss_1: 10.241770782470702; aux_mae_loss_2: 1.5939319396018983; cnt_loss: 1.986291422843933; +2025-07-02 01:27:42,072 - INFO - Evaluation: +Curr mae: 6.7500; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7271; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:27:42,072 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 +2025-07-02 01:28:28,679 - INFO - Training: cls_zice: 11.133181576728822; reg_zipnll: -14.438948068618775; aux_mae_loss_1: 11.225724906921387; aux_mae_loss_2: 1.748210804462433; cnt_loss: 2.0849522292613982; +2025-07-02 01:28:28,680 - INFO - Evaluation: +Curr mae: 7.0609; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6328; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0566; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:28:28,680 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 +2025-07-02 01:29:15,202 - INFO - Training: cls_zice: 10.274392967224122; reg_zipnll: -8.558747024536133; aux_mae_loss_1: 9.927201890945435; aux_mae_loss_2: 1.5275928366184235; cnt_loss: 2.1773462307453157; +2025-07-02 01:29:15,203 - INFO - Evaluation: +Curr mae: 6.8251; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5470; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0533; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:29:15,203 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 +2025-07-02 01:30:01,872 - INFO - Training: cls_zice: 10.261965708732605; reg_zipnll: -7.660524644851685; aux_mae_loss_1: 9.631034078598022; aux_mae_loss_2: 1.443822455406189; cnt_loss: 1.8963689768314362; +2025-07-02 01:30:01,873 - INFO - Evaluation: +Curr mae: 6.9340; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0533; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0556; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:30:01,873 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 +2025-07-02 01:30:48,103 - INFO - Training: cls_zice: 10.698143336772919; reg_zipnll: -7.245123009681702; aux_mae_loss_1: 10.129108920097352; aux_mae_loss_2: 1.5600304782390595; cnt_loss: 2.1064427161216734; +2025-07-02 01:30:48,104 - INFO - Evaluation: +Curr mae: 7.3063; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.0738; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0530; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:30:48,104 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 +2025-07-02 01:31:34,738 - INFO - Training: cls_zice: 10.70267680644989; reg_zipnll: -12.411048402786255; aux_mae_loss_1: 10.266424570083618; aux_mae_loss_2: 1.6249213862419127; cnt_loss: 2.430961393713951; +2025-07-02 01:31:34,738 - INFO - Evaluation: +Curr mae: 7.6399; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.8096; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0591; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:31:34,738 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 +2025-07-02 01:32:21,496 - INFO - Training: cls_zice: 10.361006889343262; reg_zipnll: -5.298642268180847; aux_mae_loss_1: 10.136601371765137; aux_mae_loss_2: 1.5335841083526611; cnt_loss: 2.0665185952186587; +2025-07-02 01:32:21,496 - INFO - Evaluation: +Curr mae: 7.1424; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5605; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0547; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:32:21,496 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 +2025-07-02 01:33:08,002 - INFO - Training: cls_zice: 9.94438452243805; reg_zipnll: -6.6634429788589475; aux_mae_loss_1: 9.754170923233032; aux_mae_loss_2: 1.4786085438728334; cnt_loss: 2.0433424150943758; +2025-07-02 01:33:08,003 - INFO - Evaluation: +Curr mae: 7.4844; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1936; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0556; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:33:08,003 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 +2025-07-02 01:33:54,593 - INFO - Training: cls_zice: 10.040842084884643; reg_zipnll: -2.786944751739502; aux_mae_loss_1: 9.654194717407227; aux_mae_loss_2: 1.4776826000213623; cnt_loss: 2.1552174624800684; +2025-07-02 01:33:54,594 - INFO - Evaluation: +Curr mae: 7.3930; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2952; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0562; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:33:54,594 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 +2025-07-02 01:34:40,704 - INFO - Training: cls_zice: 10.673292529582977; reg_zipnll: -8.959429306983948; aux_mae_loss_1: 10.426938261985779; aux_mae_loss_2: 1.6282764041423798; cnt_loss: 2.301661558151245; +2025-07-02 01:34:40,705 - INFO - Evaluation: +Curr mae: 7.6340; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.8065; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0576; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:34:40,705 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 +2025-07-02 01:35:27,235 - INFO - Training: cls_zice: 10.24848647594452; reg_zipnll: -2.874516038894653; aux_mae_loss_1: 9.766854066848754; aux_mae_loss_2: 1.4704804599285126; cnt_loss: 2.0842752873897554; +2025-07-02 01:35:27,236 - INFO - Evaluation: +Curr mae: 7.3252; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.9277; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0544; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:35:27,236 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 +2025-07-02 01:36:13,834 - INFO - Training: cls_zice: 10.335803031921387; reg_zipnll: -11.204746236801148; aux_mae_loss_1: 10.199670763015748; aux_mae_loss_2: 1.5558499479293824; cnt_loss: 2.0050990414619445; +2025-07-02 01:36:13,835 - INFO - Evaluation: +Curr mae: 7.2311; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.6708; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0550; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:36:13,835 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 +2025-07-02 01:37:00,027 - INFO - Training: cls_zice: 10.188144030570983; reg_zipnll: -5.077617664337158; aux_mae_loss_1: 9.66995756149292; aux_mae_loss_2: 1.4699317944049834; cnt_loss: 2.0288962721824646; +2025-07-02 01:37:00,028 - INFO - Evaluation: +Curr mae: 7.3833; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.7145; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0546; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:37:01,335 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 +2025-07-02 01:37:47,623 - INFO - Training: cls_zice: 9.863109884262085; reg_zipnll: -6.531253814697266; aux_mae_loss_1: 9.57501540184021; aux_mae_loss_2: 1.4433862316608428; cnt_loss: 1.8726195096969604; +2025-07-02 01:37:47,624 - INFO - Evaluation: +Curr mae: 7.1816; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8025; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0567; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:37:47,624 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 +2025-07-02 01:38:34,339 - INFO - Training: cls_zice: 10.268680820465088; reg_zipnll: -9.395499148368835; aux_mae_loss_1: 9.921566033363343; aux_mae_loss_2: 1.495495434999466; cnt_loss: 2.015470641851425; +2025-07-02 01:38:34,340 - INFO - Evaluation: +Curr mae: 7.2533; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2351; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0562; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:38:34,340 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 +2025-07-02 01:39:20,980 - INFO - Training: cls_zice: 9.306582126617432; reg_zipnll: -6.254155559539795; aux_mae_loss_1: 9.493999643325806; aux_mae_loss_2: 1.4440696442127228; cnt_loss: 2.0723395526409147; +2025-07-02 01:39:20,981 - INFO - Evaluation: +Curr mae: 7.0583; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6353; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0560; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:39:20,981 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 +2025-07-02 01:40:07,670 - INFO - Training: cls_zice: 10.008840837478637; reg_zipnll: -8.579628963470459; aux_mae_loss_1: 9.76348394870758; aux_mae_loss_2: 1.5240681433677674; cnt_loss: 2.322066054344177; +2025-07-02 01:40:07,671 - INFO - Evaluation: +Curr mae: 7.0869; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5518; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:40:07,671 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 +2025-07-02 01:40:54,341 - INFO - Training: cls_zice: 10.309252996444702; reg_zipnll: -11.041668484210968; aux_mae_loss_1: 9.659216108322143; aux_mae_loss_2: 1.4891945672035218; cnt_loss: 2.0953165805339813; +2025-07-02 01:40:54,343 - INFO - Evaluation: +Curr mae: 7.2411; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8893; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0549; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:40:54,343 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 +2025-07-02 01:41:40,759 - INFO - Training: cls_zice: 10.00284903049469; reg_zipnll: -2.386754093170166; aux_mae_loss_1: 9.917583923339844; aux_mae_loss_2: 1.5028258502483367; cnt_loss: 2.0433603501319886; +2025-07-02 01:41:40,760 - INFO - Evaluation: +Curr mae: 6.9789; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5679; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:41:40,760 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 +2025-07-02 01:42:27,266 - INFO - Training: cls_zice: 10.427728233337403; reg_zipnll: -6.423038730621338; aux_mae_loss_1: 9.666223878860473; aux_mae_loss_2: 1.471604083776474; cnt_loss: 2.069046536684036; +2025-07-02 01:42:27,267 - INFO - Evaluation: +Curr mae: 7.5724; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2934; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0582; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:42:27,267 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 +2025-07-02 01:43:14,016 - INFO - Training: cls_zice: 10.699056916236877; reg_zipnll: -13.333368420600891; aux_mae_loss_1: 10.433776636123657; aux_mae_loss_2: 1.6046145021915437; cnt_loss: 2.512437334060669; +2025-07-02 01:43:14,017 - INFO - Evaluation: +Curr mae: 7.3391; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.1721; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0554; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:43:14,017 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 +2025-07-02 01:44:00,577 - INFO - Training: cls_zice: 10.230703320503235; reg_zipnll: -4.525635232925415; aux_mae_loss_1: 9.579780983924866; aux_mae_loss_2: 1.4300188207626343; cnt_loss: 1.9745864570140839; +2025-07-02 01:44:00,578 - INFO - Evaluation: +Curr mae: 7.4990; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2501; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0587; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:44:00,578 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 +2025-07-02 01:44:47,174 - INFO - Training: cls_zice: 9.8404326069355; reg_zipnll: -4.773950779438019; aux_mae_loss_1: 9.42779658317566; aux_mae_loss_2: 1.413038704395294; cnt_loss: 2.1426456141471864; +2025-07-02 01:44:47,175 - INFO - Evaluation: +Curr mae: 7.0920; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4453; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0552; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:44:47,175 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 +2025-07-02 01:45:33,875 - INFO - Training: cls_zice: 10.459087886810302; reg_zipnll: -7.612612104415893; aux_mae_loss_1: 10.417694244384766; aux_mae_loss_2: 1.5834507405757905; cnt_loss: 2.283623358011246; +2025-07-02 01:45:33,876 - INFO - Evaluation: +Curr mae: 6.6835; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5772; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0534; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:45:33,877 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 +2025-07-02 01:46:20,400 - INFO - Training: cls_zice: 9.690988326072693; reg_zipnll: -7.13715630531311; aux_mae_loss_1: 9.058883666992188; aux_mae_loss_2: 1.362003253698349; cnt_loss: 1.8760533064603806; +2025-07-02 01:46:20,401 - INFO - Evaluation: +Curr mae: 7.6628; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1005; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0605; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:46:20,401 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 +2025-07-02 01:47:07,078 - INFO - Training: cls_zice: 10.078845481872559; reg_zipnll: -10.528680739402771; aux_mae_loss_1: 10.142845191955566; aux_mae_loss_2: 1.5694504415988921; cnt_loss: 1.9914877128601074; +2025-07-02 01:47:07,079 - INFO - Evaluation: +Curr mae: 7.3577; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0725; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0559; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:47:07,079 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 +2025-07-02 01:47:53,522 - INFO - Training: cls_zice: 10.027711944580078; reg_zipnll: -1.4645628452301025; aux_mae_loss_1: 9.50402738571167; aux_mae_loss_2: 1.4795809662342072; cnt_loss: 2.156436938047409; +2025-07-02 01:47:53,523 - INFO - Evaluation: +Curr mae: 6.9770; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4045; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0538; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:47:53,523 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 +2025-07-02 01:48:40,159 - INFO - Training: cls_zice: 10.585422883033752; reg_zipnll: -8.412981538772582; aux_mae_loss_1: 10.40026804447174; aux_mae_loss_2: 1.5675559318065644; cnt_loss: 2.2740603744983674; +2025-07-02 01:48:40,160 - INFO - Evaluation: +Curr mae: 7.1584; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0269; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0551; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:48:40,160 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 +2025-07-02 01:49:26,629 - INFO - Training: cls_zice: 10.388451719284058; reg_zipnll: -7.9653426456451415; aux_mae_loss_1: 9.770362138748169; aux_mae_loss_2: 1.4696037006378173; cnt_loss: 2.2663538217544557; +2025-07-02 01:49:26,630 - INFO - Evaluation: +Curr mae: 7.5049; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.3665; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0556; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:49:26,630 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 +2025-07-02 01:50:13,176 - INFO - Training: cls_zice: 10.081368935108184; reg_zipnll: -8.564735989570618; aux_mae_loss_1: 9.659716529846191; aux_mae_loss_2: 1.5115364849567414; cnt_loss: 2.102696980237961; +2025-07-02 01:50:13,177 - INFO - Evaluation: +Curr mae: 7.1682; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2789; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0596; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:50:13,177 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 +2025-07-02 01:50:59,821 - INFO - Training: cls_zice: 9.475008630752564; reg_zipnll: -7.949190092086792; aux_mae_loss_1: 8.921093339920043; aux_mae_loss_2: 1.3378312718868255; cnt_loss: 1.7685001838207244; +2025-07-02 01:50:59,822 - INFO - Evaluation: +Curr mae: 7.0673; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5796; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0534; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:50:59,822 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 +2025-07-02 01:51:46,268 - INFO - Training: cls_zice: 10.162221903800964; reg_zipnll: -3.6345449042320253; aux_mae_loss_1: 9.442047386169433; aux_mae_loss_2: 1.4364088785648346; cnt_loss: 1.9210288691520692; +2025-07-02 01:51:46,269 - INFO - Evaluation: +Curr mae: 6.6825; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8651; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0518; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:51:46,269 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 +2025-07-02 01:52:32,848 - INFO - Training: cls_zice: 10.308428535461426; reg_zipnll: -9.052988984584807; aux_mae_loss_1: 9.488907670974731; aux_mae_loss_2: 1.4257744753360748; cnt_loss: 2.061420521736145; +2025-07-02 01:52:32,849 - INFO - Evaluation: +Curr mae: 7.0814; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3695; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:52:32,849 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 +2025-07-02 01:53:19,230 - INFO - Training: cls_zice: 9.550803055763245; reg_zipnll: -4.6286546325683595; aux_mae_loss_1: 9.518273611068725; aux_mae_loss_2: 1.4700451362133027; cnt_loss: 1.9803992146253586; +2025-07-02 01:53:19,231 - INFO - Evaluation: +Curr mae: 7.2829; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5121; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0597; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:53:19,231 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 +2025-07-02 01:54:06,038 - INFO - Training: cls_zice: 10.081392421722413; reg_zipnll: -6.073557796478272; aux_mae_loss_1: 9.110857791900635; aux_mae_loss_2: 1.3612866723537445; cnt_loss: 2.050333744287491; +2025-07-02 01:54:06,039 - INFO - Evaluation: +Curr mae: 7.0674; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1838; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0528; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:54:06,039 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 +2025-07-02 01:54:52,211 - INFO - Training: cls_zice: 10.377949194908142; reg_zipnll: -8.752995147705079; aux_mae_loss_1: 9.74312659740448; aux_mae_loss_2: 1.5155352282524108; cnt_loss: 2.129784907102585; +2025-07-02 01:54:52,211 - INFO - Evaluation: +Curr mae: 7.0346; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7625; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0545; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:54:52,211 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 +2025-07-02 01:55:38,756 - INFO - Training: cls_zice: 9.674655556678772; reg_zipnll: -1.341739192008972; aux_mae_loss_1: 9.60378255367279; aux_mae_loss_2: 1.437962515950203; cnt_loss: 2.020260442495346; +2025-07-02 01:55:38,757 - INFO - Evaluation: +Curr mae: 7.8793; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.4464; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0569; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:55:38,757 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 +2025-07-02 01:56:25,497 - INFO - Training: cls_zice: 9.882976269721985; reg_zipnll: -8.89124243736267; aux_mae_loss_1: 9.839555778503417; aux_mae_loss_2: 1.5239783132076263; cnt_loss: 2.3145909440517425; +2025-07-02 01:56:25,498 - INFO - Evaluation: +Curr mae: 7.1642; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0080; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0553; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:56:25,498 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 +2025-07-02 01:57:11,798 - INFO - Training: cls_zice: 10.111973295211792; reg_zipnll: -7.368346481323242; aux_mae_loss_1: 10.078550982475281; aux_mae_loss_2: 1.4972056353092194; cnt_loss: 2.1140457403659823; +2025-07-02 01:57:11,799 - INFO - Evaluation: +Curr mae: 7.0936; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4559; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0541; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:57:11,799 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 +2025-07-02 01:57:58,264 - INFO - Training: cls_zice: 9.846928567886353; reg_zipnll: -2.385887496471405; aux_mae_loss_1: 9.064682784080505; aux_mae_loss_2: 1.369710944890976; cnt_loss: 2.057319028377533; +2025-07-02 01:57:58,265 - INFO - Evaluation: +Curr mae: 6.9394; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8389; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0551; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:57:58,266 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 +2025-07-02 01:58:44,932 - INFO - Training: cls_zice: 9.738847632408142; reg_zipnll: -4.750456624031067; aux_mae_loss_1: 9.049829483032227; aux_mae_loss_2: 1.3648139292001724; cnt_loss: 2.0151134014129637; +2025-07-02 01:58:44,933 - INFO - Evaluation: +Curr mae: 7.1348; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8572; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0587; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:58:44,933 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 +2025-07-02 01:59:31,385 - INFO - Training: cls_zice: 10.11255871772766; reg_zipnll: -5.325978221893311; aux_mae_loss_1: 9.533124198913574; aux_mae_loss_2: 1.4628842425346376; cnt_loss: 2.1349959707260133; +2025-07-02 01:59:31,385 - INFO - Evaluation: +Curr mae: 6.7197; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0191; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0544; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 01:59:31,386 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 +2025-07-02 02:00:18,370 - INFO - Training: cls_zice: 10.530260758399963; reg_zipnll: -7.709695901870727; aux_mae_loss_1: 9.64811429977417; aux_mae_loss_2: 1.434321609735489; cnt_loss: 2.012760146856308; +2025-07-02 02:00:18,371 - INFO - Evaluation: +Curr mae: 7.3086; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.9553; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:00:18,371 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 +2025-07-02 02:01:04,882 - INFO - Training: cls_zice: 8.99529400587082; reg_zipnll: -2.3951653671264648; aux_mae_loss_1: 9.409740200042725; aux_mae_loss_2: 1.475281606912613; cnt_loss: 2.0319691526889803; +2025-07-02 02:01:04,882 - INFO - Evaluation: +Curr mae: 6.8864; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3864; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0521; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:01:04,883 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 +2025-07-02 02:01:51,172 - INFO - Training: cls_zice: 10.08075846195221; reg_zipnll: -7.524195375442505; aux_mae_loss_1: 9.998056597709656; aux_mae_loss_2: 1.5605673968791962; cnt_loss: 2.080798672437668; +2025-07-02 02:01:51,173 - INFO - Evaluation: +Curr mae: 7.3385; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0293; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0607; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:01:51,173 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 +2025-07-02 02:02:37,456 - INFO - Training: cls_zice: 9.936982288360596; reg_zipnll: -10.480243835449219; aux_mae_loss_1: 9.538337001800537; aux_mae_loss_2: 1.4725052034854889; cnt_loss: 2.2633204007148744; +2025-07-02 02:02:37,457 - INFO - Evaluation: +Curr mae: 7.0862; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9549; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0583; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:02:37,457 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 +2025-07-02 02:03:24,315 - INFO - Training: cls_zice: 9.34361515045166; reg_zipnll: -3.6445926570892335; aux_mae_loss_1: 8.528061165809632; aux_mae_loss_2: 1.2884506595134735; cnt_loss: 2.0355270922183992; +2025-07-02 02:03:24,316 - INFO - Evaluation: +Curr mae: 7.2085; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2281; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0575; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:03:24,316 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 +2025-07-02 02:04:11,084 - INFO - Training: cls_zice: 9.852041473388672; reg_zipnll: -9.26566068649292; aux_mae_loss_1: 9.042680778503417; aux_mae_loss_2: 1.341492749452591; cnt_loss: 1.8004924273490905; +2025-07-02 02:04:11,085 - INFO - Evaluation: +Curr mae: 7.1331; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9740; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:04:11,085 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 +2025-07-02 02:04:58,100 - INFO - Training: cls_zice: 9.588527116775513; reg_zipnll: -9.081633858680725; aux_mae_loss_1: 9.37373345375061; aux_mae_loss_2: 1.4596328663825988; cnt_loss: 2.001915510892868; +2025-07-02 02:04:58,101 - INFO - Evaluation: +Curr mae: 6.4035; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5139; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0506; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:04:58,101 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 +2025-07-02 02:05:44,878 - INFO - Training: cls_zice: 9.898394575119019; reg_zipnll: -7.696021995544434; aux_mae_loss_1: 9.740519123077393; aux_mae_loss_2: 1.4537284779548645; cnt_loss: 1.7315853583812713; +2025-07-02 02:05:44,879 - INFO - Evaluation: +Curr mae: 7.6974; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.7954; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0641; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:05:44,879 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 +2025-07-02 02:06:31,748 - INFO - Training: cls_zice: 9.418900880813599; reg_zipnll: -6.271615238189697; aux_mae_loss_1: 9.457206468582154; aux_mae_loss_2: 1.4297921693325042; cnt_loss: 1.9792158830165862; +2025-07-02 02:06:31,749 - INFO - Evaluation: +Curr mae: 7.1603; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.5996; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:06:31,749 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 +2025-07-02 02:07:18,367 - INFO - Training: cls_zice: 9.854085636138915; reg_zipnll: -9.588882021903991; aux_mae_loss_1: 9.85111442565918; aux_mae_loss_2: 1.5423782575130462; cnt_loss: 2.044214257001877; +2025-07-02 02:07:18,368 - INFO - Evaluation: +Curr mae: 7.3314; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.3755; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0557; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:07:18,368 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 +2025-07-02 02:08:04,807 - INFO - Training: cls_zice: 9.708532910346985; reg_zipnll: -7.820512819290161; aux_mae_loss_1: 9.727969131469727; aux_mae_loss_2: 1.4726712918281555; cnt_loss: 1.9698508286476135; +2025-07-02 02:08:04,808 - INFO - Evaluation: +Curr mae: 7.3867; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.7050; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0599; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:08:04,808 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 +2025-07-02 02:08:51,406 - INFO - Training: cls_zice: 9.585274677276612; reg_zipnll: -5.315798849463463; aux_mae_loss_1: 9.224806156158447; aux_mae_loss_2: 1.369446976184845; cnt_loss: 1.6562030410766602; +2025-07-02 02:08:51,407 - INFO - Evaluation: +Curr mae: 7.2986; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.9315; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0537; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:08:51,407 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 +2025-07-02 02:09:37,740 - INFO - Training: cls_zice: 9.378400843143464; reg_zipnll: -4.1438588047027585; aux_mae_loss_1: 8.641318712234497; aux_mae_loss_2: 1.2883504259586334; cnt_loss: 1.8602554404735565; +2025-07-02 02:09:37,741 - INFO - Evaluation: +Curr mae: 6.8900; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6987; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0527; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:09:37,741 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 +2025-07-02 02:10:24,435 - INFO - Training: cls_zice: 9.592514967918396; reg_zipnll: -3.0939183044433594; aux_mae_loss_1: 9.452538294792175; aux_mae_loss_2: 1.449751216173172; cnt_loss: 2.5630134761333467; +2025-07-02 02:10:24,436 - INFO - Evaluation: +Curr mae: 6.8887; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1859; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0511; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:10:24,436 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 +2025-07-02 02:11:10,953 - INFO - Training: cls_zice: 10.229629263877868; reg_zipnll: -3.8196057510375976; aux_mae_loss_1: 9.842170243263245; aux_mae_loss_2: 1.5225139963626861; cnt_loss: 2.180978821516037; +2025-07-02 02:11:10,954 - INFO - Evaluation: +Curr mae: 7.3974; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1776; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0555; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:11:10,954 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 +2025-07-02 02:11:57,493 - INFO - Training: cls_zice: 9.716888809204102; reg_zipnll: -7.695677461624146; aux_mae_loss_1: 9.203795518875122; aux_mae_loss_2: 1.3967624509334564; cnt_loss: 1.8202337092161178; +2025-07-02 02:11:57,494 - INFO - Evaluation: +Curr mae: 7.5557; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.8380; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:11:57,494 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 +2025-07-02 02:12:44,239 - INFO - Training: cls_zice: 10.275939693450928; reg_zipnll: -10.927917470932007; aux_mae_loss_1: 9.613328714370727; aux_mae_loss_2: 1.4546266454458237; cnt_loss: 2.14920397400856; +2025-07-02 02:12:44,239 - INFO - Evaluation: +Curr mae: 7.6527; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.1785; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0560; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:12:44,239 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 +2025-07-02 02:13:30,575 - INFO - Training: cls_zice: 9.622578997611999; reg_zipnll: -5.973818826675415; aux_mae_loss_1: 9.816308155059815; aux_mae_loss_2: 1.5596247243881225; cnt_loss: 2.206821584701538; +2025-07-02 02:13:30,576 - INFO - Evaluation: +Curr mae: 7.4937; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.0601; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0548; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:13:30,576 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 +2025-07-02 02:14:17,246 - INFO - Training: cls_zice: 10.118272609710694; reg_zipnll: -11.995612916946412; aux_mae_loss_1: 10.180866394042969; aux_mae_loss_2: 1.573921480178833; cnt_loss: 2.1250072681903838; +2025-07-02 02:14:17,246 - INFO - Evaluation: +Curr mae: 7.0486; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8116; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0535; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:14:17,246 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 +2025-07-02 02:15:04,060 - INFO - Training: cls_zice: 9.920262980461121; reg_zipnll: -10.051420550346375; aux_mae_loss_1: 9.093274278640747; aux_mae_loss_2: 1.3809115815162658; cnt_loss: 2.042611148357391; +2025-07-02 02:15:04,061 - INFO - Evaluation: +Curr mae: 7.0068; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.7623; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0511; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:15:04,061 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 +2025-07-02 02:15:50,701 - INFO - Training: cls_zice: 9.137506456375123; reg_zipnll: -5.368226451873779; aux_mae_loss_1: 9.179166913032532; aux_mae_loss_2: 1.4358933770656586; cnt_loss: 1.8550234097242355; +2025-07-02 02:15:50,702 - INFO - Evaluation: +Curr mae: 6.8818; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2154; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0539; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:15:52,068 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 +2025-07-02 02:16:38,709 - INFO - Training: cls_zice: 9.547593040466309; reg_zipnll: -4.337632522583008; aux_mae_loss_1: 9.000415334701538; aux_mae_loss_2: 1.3777324533462525; cnt_loss: 1.795392060279846; +2025-07-02 02:16:38,710 - INFO - Evaluation: +Curr mae: 7.7712; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.8324; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0613; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:16:38,710 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 +2025-07-02 02:17:25,600 - INFO - Training: cls_zice: 10.185333456993103; reg_zipnll: -8.57533185005188; aux_mae_loss_1: 9.746882362365723; aux_mae_loss_2: 1.487051019668579; cnt_loss: 2.072584657669067; +2025-07-02 02:17:25,601 - INFO - Evaluation: +Curr mae: 7.4279; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.7315; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0544; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:17:25,601 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 +2025-07-02 02:18:12,224 - INFO - Training: cls_zice: 9.362175419330597; reg_zipnll: -10.164976396560668; aux_mae_loss_1: 9.011313242912292; aux_mae_loss_2: 1.3646585857868194; cnt_loss: 1.8210377788543701; +2025-07-02 02:18:12,225 - INFO - Evaluation: +Curr mae: 7.5142; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.3309; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0584; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:18:12,225 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 +2025-07-02 02:18:59,057 - INFO - Training: cls_zice: 9.240733685493469; reg_zipnll: -5.458000373840332; aux_mae_loss_1: 9.043608260154723; aux_mae_loss_2: 1.369396585226059; cnt_loss: 1.7596642541885377; +2025-07-02 02:18:59,058 - INFO - Evaluation: +Curr mae: 6.9077; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5998; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:18:59,058 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 +2025-07-02 02:19:45,505 - INFO - Training: cls_zice: 9.508341932296753; reg_zipnll: -9.338975319862366; aux_mae_loss_1: 9.34518401145935; aux_mae_loss_2: 1.406539615392685; cnt_loss: 1.8040225279331208; +2025-07-02 02:19:45,506 - INFO - Evaluation: +Curr mae: 7.2180; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6829; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0563; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:19:45,507 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 +2025-07-02 02:20:32,047 - INFO - Training: cls_zice: 10.364576420783997; reg_zipnll: -9.694240870475769; aux_mae_loss_1: 10.222517709732056; aux_mae_loss_2: 1.5471640646457672; cnt_loss: 2.150489955544472; +2025-07-02 02:20:32,048 - INFO - Evaluation: +Curr mae: 8.1309; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.0671; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0573; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:20:32,048 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 +2025-07-02 02:21:18,575 - INFO - Training: cls_zice: 9.041752548217774; reg_zipnll: -8.922847270965576; aux_mae_loss_1: 9.231756649017335; aux_mae_loss_2: 1.3941548109054565; cnt_loss: 1.845673793554306; +2025-07-02 02:21:18,576 - INFO - Evaluation: +Curr mae: 7.3392; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2327; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:21:18,576 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 +2025-07-02 02:22:05,169 - INFO - Training: cls_zice: 9.433561582565307; reg_zipnll: -9.368514461517334; aux_mae_loss_1: 9.195017285346985; aux_mae_loss_2: 1.4639825785160065; cnt_loss: 2.339547567367554; +2025-07-02 02:22:05,170 - INFO - Evaluation: +Curr mae: 7.1913; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1331; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0543; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:22:05,170 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 +2025-07-02 02:22:51,667 - INFO - Training: cls_zice: 9.972948594093323; reg_zipnll: -12.686328406333923; aux_mae_loss_1: 9.900054044723511; aux_mae_loss_2: 1.504331282377243; cnt_loss: 2.0825520181655883; +2025-07-02 02:22:51,667 - INFO - Evaluation: +Curr mae: 7.2669; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7909; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0569; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:22:51,667 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 +2025-07-02 02:23:38,572 - INFO - Training: cls_zice: 9.615784764289856; reg_zipnll: -6.284713730812073; aux_mae_loss_1: 9.537739601135254; aux_mae_loss_2: 1.4432594466209412; cnt_loss: 2.0981223338842394; +2025-07-02 02:23:38,572 - INFO - Evaluation: +Curr mae: 6.5873; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.4836; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0519; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:23:38,573 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 +2025-07-02 02:24:25,067 - INFO - Training: cls_zice: 9.083212592601775; reg_zipnll: -6.982477426528931; aux_mae_loss_1: 9.382557172775268; aux_mae_loss_2: 1.422247041463852; cnt_loss: 1.8765944838523865; +2025-07-02 02:24:25,068 - INFO - Evaluation: +Curr mae: 6.3694; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5036; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0508; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:24:25,068 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 +2025-07-02 02:25:11,330 - INFO - Training: cls_zice: 9.526936864852905; reg_zipnll: -7.539052729606628; aux_mae_loss_1: 9.426044979095458; aux_mae_loss_2: 1.4005432939529419; cnt_loss: 1.833206640481949; +2025-07-02 02:25:11,331 - INFO - Evaluation: +Curr mae: 7.3323; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9949; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0565; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:25:11,332 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 +2025-07-02 02:25:57,718 - INFO - Training: cls_zice: 9.812690877914429; reg_zipnll: -5.559311847686768; aux_mae_loss_1: 9.57652467727661; aux_mae_loss_2: 1.4538631415367127; cnt_loss: 1.7796623039245605; +2025-07-02 02:25:57,718 - INFO - Evaluation: +Curr mae: 7.0209; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8757; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0539; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:25:57,718 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 +2025-07-02 02:26:44,412 - INFO - Training: cls_zice: 9.835601825714111; reg_zipnll: -10.260496072769165; aux_mae_loss_1: 9.756184549331666; aux_mae_loss_2: 1.5175387573242187; cnt_loss: 1.9144662606716156; +2025-07-02 02:26:44,413 - INFO - Evaluation: +Curr mae: 6.8394; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3761; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:26:44,414 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 +2025-07-02 02:27:30,931 - INFO - Training: cls_zice: 9.998752148151398; reg_zipnll: -11.01366606235504; aux_mae_loss_1: 9.645261459350586; aux_mae_loss_2: 1.4819133579730988; cnt_loss: 1.9145419919490814; +2025-07-02 02:27:30,932 - INFO - Evaluation: +Curr mae: 6.7183; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2788; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0536; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:27:30,932 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 +2025-07-02 02:28:17,921 - INFO - Training: cls_zice: 9.221908192634583; reg_zipnll: -5.414089937210083; aux_mae_loss_1: 8.795791811943054; aux_mae_loss_2: 1.3332097947597503; cnt_loss: 1.9212879598140717; +2025-07-02 02:28:17,922 - INFO - Evaluation: +Curr mae: 6.6673; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1269; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0500; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:28:17,922 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 +2025-07-02 02:29:04,620 - INFO - Training: cls_zice: 9.34106588125229; reg_zipnll: -1.1737305068969726; aux_mae_loss_1: 8.853643016815186; aux_mae_loss_2: 1.3165843069553376; cnt_loss: 1.7695959496498108; +2025-07-02 02:29:04,620 - INFO - Evaluation: +Curr mae: 7.4570; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.0446; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0567; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:29:04,620 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 +2025-07-02 02:29:51,665 - INFO - Training: cls_zice: 9.721879153251647; reg_zipnll: -3.5822397804260255; aux_mae_loss_1: 9.52461097240448; aux_mae_loss_2: 1.4202629518508911; cnt_loss: 1.820070877969265; +2025-07-02 02:29:51,666 - INFO - Evaluation: +Curr mae: 7.4835; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.9732; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0577; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:29:51,667 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 +2025-07-02 02:30:38,285 - INFO - Training: cls_zice: 9.561772770881653; reg_zipnll: -5.222027158737182; aux_mae_loss_1: 9.18303650856018; aux_mae_loss_2: 1.4148619449138642; cnt_loss: 1.656338882446289; +2025-07-02 02:30:38,286 - INFO - Evaluation: +Curr mae: 6.9024; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8386; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:30:38,286 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 +2025-07-02 02:31:24,781 - INFO - Training: cls_zice: 9.882820472717285; reg_zipnll: -11.768499670028687; aux_mae_loss_1: 9.854387636184692; aux_mae_loss_2: 1.4944506478309632; cnt_loss: 2.0663609993457794; +2025-07-02 02:31:24,782 - INFO - Evaluation: +Curr mae: 6.9961; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1495; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0569; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:31:24,782 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 +2025-07-02 02:32:11,448 - INFO - Training: cls_zice: 9.363912706375123; reg_zipnll: -7.8755289793014525; aux_mae_loss_1: 9.933947553634644; aux_mae_loss_2: 1.4891151344776155; cnt_loss: 1.782343624830246; +2025-07-02 02:32:11,449 - INFO - Evaluation: +Curr mae: 6.9722; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6322; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0565; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:32:11,449 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 +2025-07-02 02:32:57,948 - INFO - Training: cls_zice: 10.061648886203766; reg_zipnll: -9.042315351963044; aux_mae_loss_1: 9.166162371635437; aux_mae_loss_2: 1.4402055025100708; cnt_loss: 2.162141509056091; +2025-07-02 02:32:57,949 - INFO - Evaluation: +Curr mae: 7.2314; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.5472; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:32:57,949 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 +2025-07-02 02:33:44,602 - INFO - Training: cls_zice: 9.861077151298524; reg_zipnll: -7.765324251651764; aux_mae_loss_1: 9.344424200057983; aux_mae_loss_2: 1.4730967199802398; cnt_loss: 2.2692319798469542; +2025-07-02 02:33:44,603 - INFO - Evaluation: +Curr mae: 7.8048; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2779; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0643; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:33:44,603 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 +2025-07-02 02:34:31,492 - INFO - Training: cls_zice: 9.278265233039855; reg_zipnll: -8.619796686172485; aux_mae_loss_1: 9.76670226097107; aux_mae_loss_2: 1.5275008141994477; cnt_loss: 2.198741697072983; +2025-07-02 02:34:31,492 - INFO - Evaluation: +Curr mae: 7.6991; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.2827; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0614; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:34:31,493 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 +2025-07-02 02:35:18,334 - INFO - Training: cls_zice: 9.42506415128708; reg_zipnll: -7.975157232284546; aux_mae_loss_1: 8.991621007919312; aux_mae_loss_2: 1.361193799972534; cnt_loss: 2.1585510313510894; +2025-07-02 02:35:18,335 - INFO - Evaluation: +Curr mae: 8.2078; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.8978; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0620; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:35:18,335 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 +2025-07-02 02:36:05,228 - INFO - Training: cls_zice: 9.740919604301453; reg_zipnll: -7.142894644737243; aux_mae_loss_1: 9.36072883605957; aux_mae_loss_2: 1.4050470554828645; cnt_loss: 2.0702066791057585; +2025-07-02 02:36:05,229 - INFO - Evaluation: +Curr mae: 7.3999; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.1726; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0570; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:36:05,229 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 +2025-07-02 02:36:51,571 - INFO - Training: cls_zice: 9.800506114959717; reg_zipnll: -3.196293766498566; aux_mae_loss_1: 9.385796222686768; aux_mae_loss_2: 1.399438818693161; cnt_loss: 1.9267715740203857; +2025-07-02 02:36:51,572 - INFO - Evaluation: +Curr mae: 7.4629; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.4780; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0601; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:36:51,572 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 +2025-07-02 02:37:38,374 - INFO - Training: cls_zice: 9.2185790681839; reg_zipnll: -10.393214571475983; aux_mae_loss_1: 9.142009582519531; aux_mae_loss_2: 1.4132491326332093; cnt_loss: 2.0199302995204924; +2025-07-02 02:37:38,375 - INFO - Evaluation: +Curr mae: 7.9456; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.9661; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0595; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:37:38,375 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 +2025-07-02 02:38:24,954 - INFO - Training: cls_zice: 9.414111590385437; reg_zipnll: -6.982590446472168; aux_mae_loss_1: 8.9538205575943; aux_mae_loss_2: 1.3438725423812867; cnt_loss: 1.9630681955814362; +2025-07-02 02:38:24,954 - INFO - Evaluation: +Curr mae: 7.0025; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4249; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0566; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:38:24,954 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 +2025-07-02 02:39:11,582 - INFO - Training: cls_zice: 9.189345207214355; reg_zipnll: -5.752004437446594; aux_mae_loss_1: 8.634808826446534; aux_mae_loss_2: 1.318432161808014; cnt_loss: 1.77954860329628; +2025-07-02 02:39:11,583 - INFO - Evaluation: +Curr mae: 6.8483; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1818; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:39:11,583 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 +2025-07-02 02:39:58,272 - INFO - Training: cls_zice: 9.643431284427642; reg_zipnll: -8.554055376052856; aux_mae_loss_1: 9.273417105674744; aux_mae_loss_2: 1.4134337568283082; cnt_loss: 1.997952252626419; +2025-07-02 02:39:58,273 - INFO - Evaluation: +Curr mae: 6.8628; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6409; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0509; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:39:58,273 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 +2025-07-02 02:40:45,008 - INFO - Training: cls_zice: 9.39886603832245; reg_zipnll: -6.6028217554092405; aux_mae_loss_1: 9.012105693817139; aux_mae_loss_2: 1.3301015031337737; cnt_loss: 1.8906706535816193; +2025-07-02 02:40:45,008 - INFO - Evaluation: +Curr mae: 6.9648; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7712; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0533; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:40:45,009 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 +2025-07-02 02:41:31,622 - INFO - Training: cls_zice: 9.0915851688385; reg_zipnll: -6.622706928253174; aux_mae_loss_1: 9.158365745544433; aux_mae_loss_2: 1.3944711995124817; cnt_loss: 1.839903038740158; +2025-07-02 02:41:31,623 - INFO - Evaluation: +Curr mae: 7.0494; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1218; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0521; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:41:31,623 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 +2025-07-02 02:42:18,208 - INFO - Training: cls_zice: 9.91938362121582; reg_zipnll: -10.240408782958985; aux_mae_loss_1: 9.197347536087037; aux_mae_loss_2: 1.3544832825660706; cnt_loss: 1.7296257489919662; +2025-07-02 02:42:18,208 - INFO - Evaluation: +Curr mae: 6.8027; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8603; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:42:18,208 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 +2025-07-02 02:43:05,033 - INFO - Training: cls_zice: 8.838401427268982; reg_zipnll: -8.026523790359498; aux_mae_loss_1: 8.931769094467164; aux_mae_loss_2: 1.3325406980514527; cnt_loss: 1.772966365814209; +2025-07-02 02:43:05,033 - INFO - Evaluation: +Curr mae: 7.0097; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2935; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0575; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:43:05,034 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 +2025-07-02 02:43:51,631 - INFO - Training: cls_zice: 8.480895636081696; reg_zipnll: -2.4001026821136473; aux_mae_loss_1: 7.977238569259644; aux_mae_loss_2: 1.163484183549881; cnt_loss: 1.640945793390274; +2025-07-02 02:43:51,632 - INFO - Evaluation: +Curr mae: 7.6410; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.5414; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:43:51,632 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 +2025-07-02 02:44:38,642 - INFO - Training: cls_zice: 8.893969230651855; reg_zipnll: -7.807073998451233; aux_mae_loss_1: 8.494169960021972; aux_mae_loss_2: 1.3112650203704834; cnt_loss: 1.836589159965515; +2025-07-02 02:44:38,643 - INFO - Evaluation: +Curr mae: 6.6348; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4368; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0517; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:44:38,643 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 +2025-07-02 02:45:25,139 - INFO - Training: cls_zice: 8.470777871608734; reg_zipnll: -6.196948444843292; aux_mae_loss_1: 8.680137729644775; aux_mae_loss_2: 1.3060118424892426; cnt_loss: 1.6260309505462647; +2025-07-02 02:45:25,140 - INFO - Evaluation: +Curr mae: 6.7922; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2256; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0512; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:45:25,140 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 +2025-07-02 02:46:11,854 - INFO - Training: cls_zice: 9.151847071647644; reg_zipnll: -11.245022702217103; aux_mae_loss_1: 8.867201738357544; aux_mae_loss_2: 1.3448252528905869; cnt_loss: 1.6231696951389312; +2025-07-02 02:46:11,854 - INFO - Evaluation: +Curr mae: 6.5685; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9645; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0509; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:46:11,855 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 +2025-07-02 02:46:58,125 - INFO - Training: cls_zice: 9.727163290977478; reg_zipnll: -9.1557004904747; aux_mae_loss_1: 9.210399208068848; aux_mae_loss_2: 1.3467095053195954; cnt_loss: 1.860177983045578; +2025-07-02 02:46:58,126 - INFO - Evaluation: +Curr mae: 6.7409; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0148; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0544; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:46:58,126 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 +2025-07-02 02:47:44,568 - INFO - Training: cls_zice: 9.449253249168397; reg_zipnll: -5.796397460699081; aux_mae_loss_1: 9.097252821922302; aux_mae_loss_2: 1.383046910762787; cnt_loss: 1.9048618865013123; +2025-07-02 02:47:44,569 - INFO - Evaluation: +Curr mae: 6.9599; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7929; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0536; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:47:44,569 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 +2025-07-02 02:48:30,969 - INFO - Training: cls_zice: 9.42589593887329; reg_zipnll: -8.656799283027649; aux_mae_loss_1: 9.230369634628296; aux_mae_loss_2: 1.374642460346222; cnt_loss: 1.821491415500641; +2025-07-02 02:48:30,970 - INFO - Evaluation: +Curr mae: 6.8630; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2552; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:48:30,970 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 +2025-07-02 02:49:17,309 - INFO - Training: cls_zice: 9.518507099151611; reg_zipnll: -5.996971931457519; aux_mae_loss_1: 9.092513017654419; aux_mae_loss_2: 1.3484813833236695; cnt_loss: 1.7840466940402984; +2025-07-02 02:49:17,310 - INFO - Evaluation: +Curr mae: 7.0603; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6024; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0563; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:49:17,310 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 +2025-07-02 02:50:03,933 - INFO - Training: cls_zice: 9.233970341682435; reg_zipnll: -6.250409889221191; aux_mae_loss_1: 9.361081380844116; aux_mae_loss_2: 1.423828078508377; cnt_loss: 1.9258335840702057; +2025-07-02 02:50:03,934 - INFO - Evaluation: +Curr mae: 7.1406; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5494; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0567; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:50:03,934 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 +2025-07-02 02:50:50,529 - INFO - Training: cls_zice: 9.647989795207977; reg_zipnll: -9.355445041656495; aux_mae_loss_1: 9.504027795791625; aux_mae_loss_2: 1.4644022011756896; cnt_loss: 2.015946819782257; +2025-07-02 02:50:50,530 - INFO - Evaluation: +Curr mae: 6.6916; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1928; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:50:50,530 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 +2025-07-02 02:51:37,323 - INFO - Training: cls_zice: 9.66288458108902; reg_zipnll: -3.484957995414734; aux_mae_loss_1: 8.787366824150086; aux_mae_loss_2: 1.2946307015419007; cnt_loss: 1.5699515056610107; +2025-07-02 02:51:37,324 - INFO - Evaluation: +Curr mae: 6.7613; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0766; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0534; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:51:37,324 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 +2025-07-02 02:52:23,740 - INFO - Training: cls_zice: 9.316077280044556; reg_zipnll: -7.807236618995667; aux_mae_loss_1: 9.071741333007813; aux_mae_loss_2: 1.3611742401123046; cnt_loss: 1.737792457342148; +2025-07-02 02:52:23,741 - INFO - Evaluation: +Curr mae: 6.7326; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3382; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:52:23,742 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 +2025-07-02 02:53:10,332 - INFO - Training: cls_zice: 8.692398231029511; reg_zipnll: -2.8852761697769167; aux_mae_loss_1: 8.365776147842407; aux_mae_loss_2: 1.2320052421092986; cnt_loss: 1.694645956158638; +2025-07-02 02:53:10,333 - INFO - Evaluation: +Curr mae: 6.8363; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7686; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0521; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:53:10,333 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 +2025-07-02 02:53:57,019 - INFO - Training: cls_zice: 8.993767490386963; reg_zipnll: -5.6796245098114015; aux_mae_loss_1: 8.593646411895753; aux_mae_loss_2: 1.3025872600078583; cnt_loss: 1.6362925851345063; +2025-07-02 02:53:57,020 - INFO - Evaluation: +Curr mae: 6.5695; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6810; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0496; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:53:57,020 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 +2025-07-02 02:54:43,569 - INFO - Training: cls_zice: 9.259726462364197; reg_zipnll: -4.072012529373169; aux_mae_loss_1: 8.962203960418702; aux_mae_loss_2: 1.2894107353687287; cnt_loss: 1.7002877777814864; +2025-07-02 02:54:43,570 - INFO - Evaluation: +Curr mae: 6.6095; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6765; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0494; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:54:44,944 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 +2025-07-02 02:55:31,198 - INFO - Training: cls_zice: 9.581594204902649; reg_zipnll: -11.161585721969605; aux_mae_loss_1: 9.67340365409851; aux_mae_loss_2: 1.4158138263225555; cnt_loss: 1.706766911149025; +2025-07-02 02:55:31,199 - INFO - Evaluation: +Curr mae: 6.2890; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6309; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0498; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:55:31,199 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 +2025-07-02 02:56:18,168 - INFO - Training: cls_zice: 9.722529883384704; reg_zipnll: -6.50083297252655; aux_mae_loss_1: 9.145257377624512; aux_mae_loss_2: 1.3892379868030549; cnt_loss: 1.9895048713684083; +2025-07-02 02:56:18,169 - INFO - Evaluation: +Curr mae: 7.0483; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4308; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0549; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:56:18,169 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 +2025-07-02 02:57:05,084 - INFO - Training: cls_zice: 8.985336527824401; reg_zipnll: -5.595867795944214; aux_mae_loss_1: 8.829344577789307; aux_mae_loss_2: 1.3062388789653778; cnt_loss: 1.5315761184692382; +2025-07-02 02:57:05,085 - INFO - Evaluation: +Curr mae: 6.9515; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4478; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0534; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:57:05,085 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 +2025-07-02 02:57:51,454 - INFO - Training: cls_zice: 9.363405451774597; reg_zipnll: -9.89549132347107; aux_mae_loss_1: 9.233507614135743; aux_mae_loss_2: 1.4239047276973724; cnt_loss: 1.8663193947076797; +2025-07-02 02:57:51,455 - INFO - Evaluation: +Curr mae: 6.8910; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0951; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0555; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:57:51,455 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 +2025-07-02 02:58:38,109 - INFO - Training: cls_zice: 9.100497283935546; reg_zipnll: -4.325375208854675; aux_mae_loss_1: 8.398335123062134; aux_mae_loss_2: 1.268202568292618; cnt_loss: 1.6732140910625457; +2025-07-02 02:58:38,110 - INFO - Evaluation: +Curr mae: 6.5728; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8901; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0519; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:58:38,110 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 +2025-07-02 02:59:24,973 - INFO - Training: cls_zice: 9.376747014522552; reg_zipnll: -10.60180631160736; aux_mae_loss_1: 9.505332365036011; aux_mae_loss_2: 1.4587621128559112; cnt_loss: 1.8666771149635315; +2025-07-02 02:59:24,974 - INFO - Evaluation: +Curr mae: 7.6880; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2606; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0594; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 02:59:24,974 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 +2025-07-02 03:00:11,559 - INFO - Training: cls_zice: 9.463404564857482; reg_zipnll: -4.301643548011779; aux_mae_loss_1: 8.889674873352051; aux_mae_loss_2: 1.3760503041744232; cnt_loss: 1.8420407831668855; +2025-07-02 03:00:11,560 - INFO - Evaluation: +Curr mae: 7.0067; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0725; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0550; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:00:11,560 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 +2025-07-02 03:00:57,966 - INFO - Training: cls_zice: 9.155850234031677; reg_zipnll: -8.903139398097991; aux_mae_loss_1: 9.32392753124237; aux_mae_loss_2: 1.4130486154556274; cnt_loss: 1.8332301497459411; +2025-07-02 03:00:57,967 - INFO - Evaluation: +Curr mae: 7.1071; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0982; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0568; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:00:57,967 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 +2025-07-02 03:01:44,866 - INFO - Training: cls_zice: 8.900273218154908; reg_zipnll: -11.079127836227418; aux_mae_loss_1: 9.059656858444214; aux_mae_loss_2: 1.3525466787815095; cnt_loss: 1.7779764461517333; +2025-07-02 03:01:44,868 - INFO - Evaluation: +Curr mae: 7.0763; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3532; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0542; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:01:44,868 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 +2025-07-02 03:02:31,462 - INFO - Training: cls_zice: 9.121238441467286; reg_zipnll: -5.722102661132812; aux_mae_loss_1: 8.393849549293519; aux_mae_loss_2: 1.2549254685640334; cnt_loss: 1.7350244468450546; +2025-07-02 03:02:31,463 - INFO - Evaluation: +Curr mae: 6.8854; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.5300; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:02:31,463 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 +2025-07-02 03:03:18,289 - INFO - Training: cls_zice: 9.721990818977355; reg_zipnll: -13.212376499176026; aux_mae_loss_1: 9.397802543640136; aux_mae_loss_2: 1.4125072300434112; cnt_loss: 2.118108261823654; +2025-07-02 03:03:18,290 - INFO - Evaluation: +Curr mae: 6.8007; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2752; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0530; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:03:18,291 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 +2025-07-02 03:04:04,890 - INFO - Training: cls_zice: 9.369798774719237; reg_zipnll: -5.758930301666259; aux_mae_loss_1: 8.939365615844727; aux_mae_loss_2: 1.3146196055412291; cnt_loss: 1.620859477519989; +2025-07-02 03:04:04,890 - INFO - Evaluation: +Curr mae: 6.8113; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7873; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0549; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:04:04,890 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 +2025-07-02 03:04:51,626 - INFO - Training: cls_zice: 9.186507680416106; reg_zipnll: -7.700453000068665; aux_mae_loss_1: 8.794873924255372; aux_mae_loss_2: 1.3330696153640746; cnt_loss: 1.877355797290802; +2025-07-02 03:04:51,626 - INFO - Evaluation: +Curr mae: 6.7580; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6943; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0542; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:04:51,627 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 +2025-07-02 03:05:38,232 - INFO - Training: cls_zice: 9.186314220428466; reg_zipnll: -12.351883425712586; aux_mae_loss_1: 9.443137383460998; aux_mae_loss_2: 1.4094026923179626; cnt_loss: 1.7075754749774932; +2025-07-02 03:05:38,232 - INFO - Evaluation: +Curr mae: 6.6822; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8769; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0550; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:05:38,233 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 +2025-07-02 03:06:24,969 - INFO - Training: cls_zice: 8.810499544143676; reg_zipnll: -7.7948188209533695; aux_mae_loss_1: 8.528077840805054; aux_mae_loss_2: 1.2645571863651275; cnt_loss: 1.494622995853424; +2025-07-02 03:06:24,970 - INFO - Evaluation: +Curr mae: 7.0273; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1385; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0565; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:06:24,970 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 +2025-07-02 03:07:11,744 - INFO - Training: cls_zice: 8.932675008773804; reg_zipnll: -9.877372460365295; aux_mae_loss_1: 8.61375596523285; aux_mae_loss_2: 1.3298404788970948; cnt_loss: 1.8290233063697814; +2025-07-02 03:07:11,745 - INFO - Evaluation: +Curr mae: 6.2452; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3409; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0509; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:07:11,745 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 +2025-07-02 03:07:58,380 - INFO - Training: cls_zice: 8.991293263435363; reg_zipnll: -14.022458906173705; aux_mae_loss_1: 9.25090018749237; aux_mae_loss_2: 1.4223924762010574; cnt_loss: 1.7298718118667602; +2025-07-02 03:07:58,380 - INFO - Evaluation: +Curr mae: 6.8335; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1413; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0527; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:07:58,380 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 +2025-07-02 03:08:44,917 - INFO - Training: cls_zice: 8.954976696968078; reg_zipnll: -8.720438385009766; aux_mae_loss_1: 8.857535061836243; aux_mae_loss_2: 1.3188967251777648; cnt_loss: 1.4641202688217163; +2025-07-02 03:08:44,917 - INFO - Evaluation: +Curr mae: 7.2252; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8591; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0553; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:08:44,918 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 +2025-07-02 03:09:31,477 - INFO - Training: cls_zice: 9.146974005699157; reg_zipnll: -9.90358371257782; aux_mae_loss_1: 8.910417938232422; aux_mae_loss_2: 1.3765017306804657; cnt_loss: 1.8677599763870238; +2025-07-02 03:09:31,477 - INFO - Evaluation: +Curr mae: 6.3151; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.1894; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0535; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:09:31,478 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 +2025-07-02 03:10:18,452 - INFO - Training: cls_zice: 9.52068677186966; reg_zipnll: -4.104745144844055; aux_mae_loss_1: 8.973783259391785; aux_mae_loss_2: 1.3540526592731477; cnt_loss: 1.9047543692588806; +2025-07-02 03:10:18,453 - INFO - Evaluation: +Curr mae: 7.0523; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3917; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0557; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:10:18,453 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 +2025-07-02 03:11:05,071 - INFO - Training: cls_zice: 9.444503817558289; reg_zipnll: -4.81111543789506; aux_mae_loss_1: 9.15121681213379; aux_mae_loss_2: 1.3749408543109893; cnt_loss: 1.82235502243042; +2025-07-02 03:11:05,073 - INFO - Evaluation: +Curr mae: 6.6265; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6739; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0511; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:11:05,073 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 +2025-07-02 03:11:51,753 - INFO - Training: cls_zice: 8.42683051586151; reg_zipnll: -8.912603797912597; aux_mae_loss_1: 8.611293454170227; aux_mae_loss_2: 1.3112452924251556; cnt_loss: 1.7317327094078063; +2025-07-02 03:11:51,754 - INFO - Evaluation: +Curr mae: 7.0406; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0063; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0569; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:11:51,754 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 +2025-07-02 03:12:38,302 - INFO - Training: cls_zice: 9.179246077537536; reg_zipnll: -7.7826646900177; aux_mae_loss_1: 8.932757039070129; aux_mae_loss_2: 1.3161400747299195; cnt_loss: 1.835696986913681; +2025-07-02 03:12:38,302 - INFO - Evaluation: +Curr mae: 6.6988; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3704; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0551; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:12:38,302 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 +2025-07-02 03:13:25,053 - INFO - Training: cls_zice: 9.168492121696472; reg_zipnll: -11.452750334739685; aux_mae_loss_1: 8.975194997787476; aux_mae_loss_2: 1.415154139995575; cnt_loss: 1.9486403334140778; +2025-07-02 03:13:25,053 - INFO - Evaluation: +Curr mae: 7.0246; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9605; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:13:25,054 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 +2025-07-02 03:14:11,535 - INFO - Training: cls_zice: 9.141185729503631; reg_zipnll: -9.747614340782166; aux_mae_loss_1: 8.947874269485474; aux_mae_loss_2: 1.361709161400795; cnt_loss: 1.8011586356163025; +2025-07-02 03:14:11,536 - INFO - Evaluation: +Curr mae: 7.0475; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3579; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0544; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:14:11,536 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 +2025-07-02 03:14:58,468 - INFO - Training: cls_zice: 9.12451467514038; reg_zipnll: -4.5103224182128905; aux_mae_loss_1: 8.936632862091065; aux_mae_loss_2: 1.357876695394516; cnt_loss: 2.1341799581050873; +2025-07-02 03:14:58,469 - INFO - Evaluation: +Curr mae: 7.5515; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5012; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0636; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:14:58,469 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 +2025-07-02 03:15:45,048 - INFO - Training: cls_zice: 8.573105115890503; reg_zipnll: -6.0734867048263546; aux_mae_loss_1: 8.192350301742554; aux_mae_loss_2: 1.2089689815044402; cnt_loss: 1.6481017196178436; +2025-07-02 03:15:45,049 - INFO - Evaluation: +Curr mae: 6.8922; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3454; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0528; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:15:45,049 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 +2025-07-02 03:16:31,720 - INFO - Training: cls_zice: 9.495897183418274; reg_zipnll: -9.828509197235107; aux_mae_loss_1: 8.651081771850587; aux_mae_loss_2: 1.31291246175766; cnt_loss: 1.7754864621162414; +2025-07-02 03:16:31,721 - INFO - Evaluation: +Curr mae: 6.5726; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.2716; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:16:31,721 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 +2025-07-02 03:17:18,704 - INFO - Training: cls_zice: 9.219450328350067; reg_zipnll: -7.9618358278274535; aux_mae_loss_1: 8.662716345787048; aux_mae_loss_2: 1.2998224914073944; cnt_loss: 1.7826029443740845; +2025-07-02 03:17:18,705 - INFO - Evaluation: +Curr mae: 6.3017; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.2617; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:17:18,705 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 +2025-07-02 03:18:05,340 - INFO - Training: cls_zice: 8.438589050769806; reg_zipnll: -7.281156651973724; aux_mae_loss_1: 8.620291829109192; aux_mae_loss_2: 1.2750688731670379; cnt_loss: 1.5070179545879363; +2025-07-02 03:18:05,340 - INFO - Evaluation: +Curr mae: 6.6675; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.4909; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0554; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:18:05,340 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 +2025-07-02 03:18:51,659 - INFO - Training: cls_zice: 8.754450073242188; reg_zipnll: -7.95934751033783; aux_mae_loss_1: 8.890701637268066; aux_mae_loss_2: 1.3789253115653992; cnt_loss: 1.7517754709720612; +2025-07-02 03:18:51,660 - INFO - Evaluation: +Curr mae: 6.9906; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0362; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0538; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:18:51,660 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 +2025-07-02 03:19:38,377 - INFO - Training: cls_zice: 8.580046119689941; reg_zipnll: -7.8195268201828005; aux_mae_loss_1: 8.144694776535035; aux_mae_loss_2: 1.2140176069736481; cnt_loss: 1.630562082529068; +2025-07-02 03:19:38,378 - INFO - Evaluation: +Curr mae: 7.4331; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8725; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0592; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:19:38,378 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 +2025-07-02 03:20:24,953 - INFO - Training: cls_zice: 8.767677946090698; reg_zipnll: -5.194942760467529; aux_mae_loss_1: 9.074077558517455; aux_mae_loss_2: 1.3960427641868591; cnt_loss: 1.7763472712039947; +2025-07-02 03:20:24,954 - INFO - Evaluation: +Curr mae: 7.1022; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3942; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0546; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:20:24,954 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 +2025-07-02 03:21:11,461 - INFO - Training: cls_zice: 9.246166417598724; reg_zipnll: -2.274244313240051; aux_mae_loss_1: 8.223860125541687; aux_mae_loss_2: 1.2268178749084473; cnt_loss: 1.6482204407453538; +2025-07-02 03:21:11,461 - INFO - Evaluation: +Curr mae: 7.3169; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2750; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0569; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:21:11,461 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 +2025-07-02 03:21:58,422 - INFO - Training: cls_zice: 8.90109503030777; reg_zipnll: -7.688318939208984; aux_mae_loss_1: 8.506774187088013; aux_mae_loss_2: 1.2707179486751556; cnt_loss: 1.6455937457084655; +2025-07-02 03:21:58,423 - INFO - Evaluation: +Curr mae: 6.9715; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1554; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0537; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:21:58,423 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 +2025-07-02 03:22:45,197 - INFO - Training: cls_zice: 9.102732322216035; reg_zipnll: -5.876393136978149; aux_mae_loss_1: 8.292764587402344; aux_mae_loss_2: 1.220523066520691; cnt_loss: 1.6278329253196717; +2025-07-02 03:22:45,198 - INFO - Evaluation: +Curr mae: 6.5131; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8900; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0519; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:22:45,198 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 +2025-07-02 03:23:32,088 - INFO - Training: cls_zice: 8.85285569190979; reg_zipnll: -8.585072927474975; aux_mae_loss_1: 8.385000958442689; aux_mae_loss_2: 1.2020169341564177; cnt_loss: 1.7376612651348113; +2025-07-02 03:23:32,089 - INFO - Evaluation: +Curr mae: 8.0893; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.1786; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0583; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:23:32,089 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 +2025-07-02 03:24:18,870 - INFO - Training: cls_zice: 8.526474533081055; reg_zipnll: -10.197925982475281; aux_mae_loss_1: 8.562833642959594; aux_mae_loss_2: 1.2914845794439316; cnt_loss: 1.5922306847572327; +2025-07-02 03:24:18,871 - INFO - Evaluation: +Curr mae: 7.1497; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7491; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0565; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:24:18,871 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 +2025-07-02 03:25:05,198 - INFO - Training: cls_zice: 8.824882667064667; reg_zipnll: -8.897181549072265; aux_mae_loss_1: 8.647948718070984; aux_mae_loss_2: 1.3149187511205673; cnt_loss: 1.7259227931499481; +2025-07-02 03:25:05,199 - INFO - Evaluation: +Curr mae: 7.3057; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8842; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0573; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:25:05,199 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 +2025-07-02 03:25:51,951 - INFO - Training: cls_zice: 9.343980073928833; reg_zipnll: -12.256937093734741; aux_mae_loss_1: 9.411358556747437; aux_mae_loss_2: 1.4252471280097962; cnt_loss: 1.7650706124305726; +2025-07-02 03:25:51,952 - INFO - Evaluation: +Curr mae: 6.6509; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6173; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0538; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:25:51,952 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 +2025-07-02 03:26:38,816 - INFO - Training: cls_zice: 8.067815880775452; reg_zipnll: -4.63993469953537; aux_mae_loss_1: 7.817451686859131; aux_mae_loss_2: 1.1552319502830506; cnt_loss: 1.3698218649625777; +2025-07-02 03:26:38,817 - INFO - Evaluation: +Curr mae: 6.9982; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3935; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0542; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:26:38,817 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 +2025-07-02 03:27:25,460 - INFO - Training: cls_zice: 9.139406237602234; reg_zipnll: -9.2129026222229; aux_mae_loss_1: 9.443777208328248; aux_mae_loss_2: 1.405567199587822; cnt_loss: 1.837199054956436; +2025-07-02 03:27:25,461 - INFO - Evaluation: +Curr mae: 7.0282; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3432; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0552; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:27:25,461 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 +2025-07-02 03:28:12,249 - INFO - Training: cls_zice: 8.989614238739014; reg_zipnll: -10.38152174949646; aux_mae_loss_1: 8.805004243850709; aux_mae_loss_2: 1.3225753855705262; cnt_loss: 1.7168579572439193; +2025-07-02 03:28:12,250 - INFO - Evaluation: +Curr mae: 7.6336; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1284; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0583; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:28:12,250 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 +2025-07-02 03:28:58,498 - INFO - Training: cls_zice: 8.285620713233948; reg_zipnll: -5.012512426376343; aux_mae_loss_1: 8.389305262565612; aux_mae_loss_2: 1.276278994679451; cnt_loss: 1.6327039217948913; +2025-07-02 03:28:58,499 - INFO - Evaluation: +Curr mae: 7.1133; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5571; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0566; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:28:58,499 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 +2025-07-02 03:29:45,243 - INFO - Training: cls_zice: 9.55990451335907; reg_zipnll: -4.337323627471924; aux_mae_loss_1: 8.82430624961853; aux_mae_loss_2: 1.32571213722229; cnt_loss: 1.597889086008072; +2025-07-02 03:29:45,244 - INFO - Evaluation: +Curr mae: 7.6612; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 13.2637; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0574; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:29:45,244 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 +2025-07-02 03:30:32,084 - INFO - Training: cls_zice: 8.536572794914246; reg_zipnll: -4.9965291023254395; aux_mae_loss_1: 8.141422057151795; aux_mae_loss_2: 1.214944429397583; cnt_loss: 1.5400928950309754; +2025-07-02 03:30:32,085 - INFO - Evaluation: +Curr mae: 6.8874; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1867; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0530; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:30:32,085 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 +2025-07-02 03:31:18,886 - INFO - Training: cls_zice: 9.205952463150025; reg_zipnll: -6.346972827911377; aux_mae_loss_1: 9.08808624267578; aux_mae_loss_2: 1.3425913202762603; cnt_loss: 1.7281020879745483; +2025-07-02 03:31:18,887 - INFO - Evaluation: +Curr mae: 6.9942; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4254; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0557; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:31:18,888 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 +2025-07-02 03:32:05,356 - INFO - Training: cls_zice: 9.139985280036926; reg_zipnll: -12.792516922950744; aux_mae_loss_1: 8.663031296730042; aux_mae_loss_2: 1.2834693062305451; cnt_loss: 1.7054981434345244; +2025-07-02 03:32:05,357 - INFO - Evaluation: +Curr mae: 6.9299; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3213; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:32:05,357 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 +2025-07-02 03:32:52,171 - INFO - Training: cls_zice: 9.15030903339386; reg_zipnll: -12.070521245002746; aux_mae_loss_1: 9.18874783039093; aux_mae_loss_2: 1.3915226316452027; cnt_loss: 1.8077528655529023; +2025-07-02 03:32:52,172 - INFO - Evaluation: +Curr mae: 6.7935; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1932; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0542; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:32:52,172 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 +2025-07-02 03:33:38,846 - INFO - Training: cls_zice: 9.373604204654693; reg_zipnll: -9.841543245315552; aux_mae_loss_1: 8.609464569091797; aux_mae_loss_2: 1.2987069755792617; cnt_loss: 1.699711151123047; +2025-07-02 03:33:38,847 - INFO - Evaluation: +Curr mae: 6.3827; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3430; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:33:40,216 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 +2025-07-02 03:34:26,914 - INFO - Training: cls_zice: 8.877352414131165; reg_zipnll: -8.70059802532196; aux_mae_loss_1: 8.805275707244872; aux_mae_loss_2: 1.3516254866123198; cnt_loss: 1.6839823818206787; +2025-07-02 03:34:26,915 - INFO - Evaluation: +Curr mae: 6.9902; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2581; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:34:26,915 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 +2025-07-02 03:35:13,606 - INFO - Training: cls_zice: 9.401585865020753; reg_zipnll: -8.88030142068863; aux_mae_loss_1: 8.483885579109192; aux_mae_loss_2: 1.2654471063613892; cnt_loss: 1.7059475600719451; +2025-07-02 03:35:13,607 - INFO - Evaluation: +Curr mae: 6.6372; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6672; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0505; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:35:13,607 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 +2025-07-02 03:35:59,958 - INFO - Training: cls_zice: 8.643270425796509; reg_zipnll: -10.256450910568237; aux_mae_loss_1: 8.860676755905152; aux_mae_loss_2: 1.3705979955196381; cnt_loss: 1.9342857533693314; +2025-07-02 03:35:59,959 - INFO - Evaluation: +Curr mae: 6.9495; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0837; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0533; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:35:59,959 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 +2025-07-02 03:36:46,760 - INFO - Training: cls_zice: 8.452461096644402; reg_zipnll: -7.291518263816833; aux_mae_loss_1: 8.443606896400452; aux_mae_loss_2: 1.272852976322174; cnt_loss: 1.8828262352943421; +2025-07-02 03:36:46,761 - INFO - Evaluation: +Curr mae: 7.3444; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.2224; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1771; +Curr nae: 0.0577; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:36:46,761 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 +2025-07-02 03:37:33,686 - INFO - Training: cls_zice: 8.590436987876892; reg_zipnll: -8.245564489364623; aux_mae_loss_1: 8.071282677650451; aux_mae_loss_2: 1.203534309864044; cnt_loss: 1.673248167037964; +2025-07-02 03:37:34,124 - INFO - Evaluation: +Curr mae: 6.3142; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.1261; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0498; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:37:34,124 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 +2025-07-02 03:38:20,733 - INFO - Training: cls_zice: 8.849554188251496; reg_zipnll: -9.38210470676422; aux_mae_loss_1: 8.567957649230957; aux_mae_loss_2: 1.2904502630233765; cnt_loss: 1.686079134941101; +2025-07-02 03:38:20,734 - INFO - Evaluation: +Curr mae: 6.4842; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.4860; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0507; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:38:20,734 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 +2025-07-02 03:39:07,305 - INFO - Training: cls_zice: 8.395910453796386; reg_zipnll: -10.20688660621643; aux_mae_loss_1: 8.860479145050048; aux_mae_loss_2: 1.348882066011429; cnt_loss: 1.6663372600078583; +2025-07-02 03:39:07,305 - INFO - Evaluation: +Curr mae: 6.4353; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3799; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:39:07,305 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 +2025-07-02 03:39:53,997 - INFO - Training: cls_zice: 8.391751223802567; reg_zipnll: -5.691380491256714; aux_mae_loss_1: 8.278480110168458; aux_mae_loss_2: 1.238816002011299; cnt_loss: 1.5752086746692657; +2025-07-02 03:39:53,998 - INFO - Evaluation: +Curr mae: 6.5803; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4735; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0502; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:39:53,998 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 +2025-07-02 03:40:40,643 - INFO - Training: cls_zice: 8.910958390235901; reg_zipnll: -11.035027837753296; aux_mae_loss_1: 8.4608558177948; aux_mae_loss_2: 1.2090012383461; cnt_loss: 1.5005443716049194; +2025-07-02 03:40:40,644 - INFO - Evaluation: +Curr mae: 7.0251; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6133; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0558; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:40:40,644 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 +2025-07-02 03:41:27,506 - INFO - Training: cls_zice: 8.64092966079712; reg_zipnll: -10.394492559432983; aux_mae_loss_1: 8.337822570800782; aux_mae_loss_2: 1.2724603056907653; cnt_loss: 1.6751900899410248; +2025-07-02 03:41:27,507 - INFO - Evaluation: +Curr mae: 6.5746; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8990; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0545; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:41:27,507 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 +2025-07-02 03:42:14,087 - INFO - Training: cls_zice: 8.821771841049195; reg_zipnll: -8.530525093078614; aux_mae_loss_1: 8.537230634689331; aux_mae_loss_2: 1.3259262430667877; cnt_loss: 1.776136816740036; +2025-07-02 03:42:14,088 - INFO - Evaluation: +Curr mae: 7.0861; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0399; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0570; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:42:14,088 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 +2025-07-02 03:43:00,719 - INFO - Training: cls_zice: 9.105609765052796; reg_zipnll: -13.047284650802613; aux_mae_loss_1: 9.486550154685974; aux_mae_loss_2: 1.444558174610138; cnt_loss: 2.020977337360382; +2025-07-02 03:43:00,720 - INFO - Evaluation: +Curr mae: 6.7754; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5055; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:43:00,720 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 +2025-07-02 03:43:47,279 - INFO - Training: cls_zice: 8.075141797065735; reg_zipnll: -8.028646326065063; aux_mae_loss_1: 8.089765949249268; aux_mae_loss_2: 1.238433256149292; cnt_loss: 1.669034088253975; +2025-07-02 03:43:47,280 - INFO - Evaluation: +Curr mae: 7.1760; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9798; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0543; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:43:47,280 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 +2025-07-02 03:44:34,039 - INFO - Training: cls_zice: 8.90989548444748; reg_zipnll: -5.410656356811524; aux_mae_loss_1: 8.234710936546326; aux_mae_loss_2: 1.2130223548412322; cnt_loss: 1.4204083812236785; +2025-07-02 03:44:34,040 - INFO - Evaluation: +Curr mae: 6.8543; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5939; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0528; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:44:34,041 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 +2025-07-02 03:45:20,915 - INFO - Training: cls_zice: 8.521558423042297; reg_zipnll: -15.915764846801757; aux_mae_loss_1: 8.821011600494385; aux_mae_loss_2: 1.3247557657957076; cnt_loss: 1.517527669072151; +2025-07-02 03:45:20,916 - INFO - Evaluation: +Curr mae: 7.1794; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7737; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:45:20,916 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 +2025-07-02 03:46:07,529 - INFO - Training: cls_zice: 8.618064761161804; reg_zipnll: -10.244256896972656; aux_mae_loss_1: 8.941113028526306; aux_mae_loss_2: 1.280949535369873; cnt_loss: 1.5514262747764587; +2025-07-02 03:46:07,530 - INFO - Evaluation: +Curr mae: 6.9814; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0461; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0543; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:46:07,530 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 +2025-07-02 03:46:54,049 - INFO - Training: cls_zice: 8.267061719894409; reg_zipnll: -5.1251781558990475; aux_mae_loss_1: 7.812573251724243; aux_mae_loss_2: 1.1646470272541045; cnt_loss: 1.4903641211986542; +2025-07-02 03:46:54,050 - INFO - Evaluation: +Curr mae: 6.9689; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1463; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0542; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:46:54,050 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 +2025-07-02 03:47:40,928 - INFO - Training: cls_zice: 7.989727063179016; reg_zipnll: -6.697388963699341; aux_mae_loss_1: 8.105263333320618; aux_mae_loss_2: 1.2337653905153274; cnt_loss: 1.4101898658275605; +2025-07-02 03:47:40,929 - INFO - Evaluation: +Curr mae: 6.7845; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1991; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:47:40,929 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 +2025-07-02 03:48:27,286 - INFO - Training: cls_zice: 8.513087425231934; reg_zipnll: -9.756919565200805; aux_mae_loss_1: 8.417632546424866; aux_mae_loss_2: 1.2433120489120484; cnt_loss: 1.4905309402942657; +2025-07-02 03:48:27,287 - INFO - Evaluation: +Curr mae: 6.7007; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2061; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0520; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:48:27,287 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 +2025-07-02 03:49:13,988 - INFO - Training: cls_zice: 8.613692874908446; reg_zipnll: -8.216191740036011; aux_mae_loss_1: 8.12679714679718; aux_mae_loss_2: 1.2207672417163848; cnt_loss: 1.6276704734563827; +2025-07-02 03:49:13,989 - INFO - Evaluation: +Curr mae: 6.6846; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2241; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0517; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:49:13,989 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 +2025-07-02 03:50:00,485 - INFO - Training: cls_zice: 8.907952275276184; reg_zipnll: -9.66913233280182; aux_mae_loss_1: 8.70898241996765; aux_mae_loss_2: 1.3036719954013825; cnt_loss: 1.5896596699953078; +2025-07-02 03:50:00,486 - INFO - Evaluation: +Curr mae: 6.6137; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1866; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0506; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:50:00,486 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 +2025-07-02 03:50:47,087 - INFO - Training: cls_zice: 8.606743130683899; reg_zipnll: -8.773712174892426; aux_mae_loss_1: 8.788206825256347; aux_mae_loss_2: 1.3192983865737915; cnt_loss: 1.8447693884372711; +2025-07-02 03:50:47,088 - INFO - Evaluation: +Curr mae: 6.6799; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7794; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:50:47,088 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 +2025-07-02 03:51:33,769 - INFO - Training: cls_zice: 8.277035930156707; reg_zipnll: -6.99025402545929; aux_mae_loss_1: 8.069956016540527; aux_mae_loss_2: 1.1957050526142121; cnt_loss: 1.6281202745437622; +2025-07-02 03:51:33,770 - INFO - Evaluation: +Curr mae: 6.8635; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8460; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0528; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:51:33,770 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 +2025-07-02 03:52:20,232 - INFO - Training: cls_zice: 8.594673738479614; reg_zipnll: -9.015948214530944; aux_mae_loss_1: 8.421079406738281; aux_mae_loss_2: 1.265828901529312; cnt_loss: 1.6332620459794998; +2025-07-02 03:52:20,233 - INFO - Evaluation: +Curr mae: 6.9628; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1054; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0539; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:52:20,233 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 +2025-07-02 03:53:06,740 - INFO - Training: cls_zice: 8.772725896835327; reg_zipnll: -9.421085045337676; aux_mae_loss_1: 8.11685742378235; aux_mae_loss_2: 1.2012206465005875; cnt_loss: 1.5961507844924927; +2025-07-02 03:53:06,741 - INFO - Evaluation: +Curr mae: 7.0149; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4807; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:53:06,741 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 +2025-07-02 03:53:53,323 - INFO - Training: cls_zice: 8.321936955451966; reg_zipnll: -14.292782850265503; aux_mae_loss_1: 8.262960391044617; aux_mae_loss_2: 1.271345294713974; cnt_loss: 1.6052885234355927; +2025-07-02 03:53:53,324 - INFO - Evaluation: +Curr mae: 6.7478; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6605; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0539; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:53:53,324 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 +2025-07-02 03:54:39,881 - INFO - Training: cls_zice: 8.346505537033082; reg_zipnll: -9.671658182144165; aux_mae_loss_1: 8.33893597126007; aux_mae_loss_2: 1.2040164601802825; cnt_loss: 1.461296445131302; +2025-07-02 03:54:39,882 - INFO - Evaluation: +Curr mae: 6.8359; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5827; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0553; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:54:39,882 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 +2025-07-02 03:55:26,494 - INFO - Training: cls_zice: 7.9450711512565615; reg_zipnll: -7.878398756980896; aux_mae_loss_1: 7.648519630432129; aux_mae_loss_2: 1.1238395702838897; cnt_loss: 1.452034821510315; +2025-07-02 03:55:26,498 - INFO - Evaluation: +Curr mae: 6.3580; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3856; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0511; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:55:26,498 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 +2025-07-02 03:56:13,244 - INFO - Training: cls_zice: 8.401857314109803; reg_zipnll: -3.1607688665390015; aux_mae_loss_1: 8.026810274124145; aux_mae_loss_2: 1.1741295504570006; cnt_loss: 1.6658837789297103; +2025-07-02 03:56:13,245 - INFO - Evaluation: +Curr mae: 6.7099; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3764; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0514; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:56:13,245 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 +2025-07-02 03:56:59,711 - INFO - Training: cls_zice: 8.430195398330689; reg_zipnll: -4.489744720458984; aux_mae_loss_1: 7.797847962379455; aux_mae_loss_2: 1.1321803438663482; cnt_loss: 1.4533857989311219; +2025-07-02 03:56:59,711 - INFO - Evaluation: +Curr mae: 6.8105; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0495; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0528; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:56:59,711 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 +2025-07-02 03:57:46,574 - INFO - Training: cls_zice: 9.029356956481934; reg_zipnll: -3.0406720733642576; aux_mae_loss_1: 7.932935676574707; aux_mae_loss_2: 1.1761960756778718; cnt_loss: 1.3972202360630035; +2025-07-02 03:57:46,575 - INFO - Evaluation: +Curr mae: 7.6240; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.4579; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0558; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:57:46,575 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 +2025-07-02 03:58:33,029 - INFO - Training: cls_zice: 7.560775256156921; reg_zipnll: -5.354938564300537; aux_mae_loss_1: 7.410880155563355; aux_mae_loss_2: 1.11429713845253; cnt_loss: 1.3499752229452133; +2025-07-02 03:58:33,029 - INFO - Evaluation: +Curr mae: 6.5405; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8340; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0511; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:58:33,029 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 +2025-07-02 03:59:19,804 - INFO - Training: cls_zice: 8.611289401054382; reg_zipnll: -9.609038577079772; aux_mae_loss_1: 8.558385601043701; aux_mae_loss_2: 1.2924587750434875; cnt_loss: 1.4696897497773171; +2025-07-02 03:59:19,804 - INFO - Evaluation: +Curr mae: 7.6998; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.6731; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0589; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 03:59:19,805 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 +2025-07-02 04:00:06,279 - INFO - Training: cls_zice: 8.126024465560914; reg_zipnll: -2.899183406829834; aux_mae_loss_1: 7.552694854736328; aux_mae_loss_2: 1.1517234170436859; cnt_loss: 1.4751294791698455; +2025-07-02 04:00:06,280 - INFO - Evaluation: +Curr mae: 6.9767; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9817; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0543; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:00:06,280 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 +2025-07-02 04:00:53,017 - INFO - Training: cls_zice: 8.152301454544068; reg_zipnll: -4.158265643119812; aux_mae_loss_1: 7.40975335597992; aux_mae_loss_2: 1.0925516295433044; cnt_loss: 1.505399177670479; +2025-07-02 04:00:53,018 - INFO - Evaluation: +Curr mae: 6.7516; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5870; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0514; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:00:53,018 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 +2025-07-02 04:01:39,790 - INFO - Training: cls_zice: 8.99112824678421; reg_zipnll: -7.703122353553772; aux_mae_loss_1: 8.367936897277833; aux_mae_loss_2: 1.2378614056110382; cnt_loss: 1.730582789182663; +2025-07-02 04:01:39,791 - INFO - Evaluation: +Curr mae: 6.9421; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2970; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:01:39,791 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 +2025-07-02 04:02:25,950 - INFO - Training: cls_zice: 8.650633366107941; reg_zipnll: -12.253974733352662; aux_mae_loss_1: 8.40014346599579; aux_mae_loss_2: 1.2965105539560318; cnt_loss: 1.79032590508461; +2025-07-02 04:02:25,951 - INFO - Evaluation: +Curr mae: 6.7219; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1824; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0515; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:02:25,951 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 +2025-07-02 04:03:12,562 - INFO - Training: cls_zice: 7.794914503097534; reg_zipnll: -9.911596403121948; aux_mae_loss_1: 7.868875021934509; aux_mae_loss_2: 1.2167470514774323; cnt_loss: 1.3724847388267518; +2025-07-02 04:03:12,563 - INFO - Evaluation: +Curr mae: 7.0225; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1544; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0539; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:03:12,563 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 +2025-07-02 04:03:59,055 - INFO - Training: cls_zice: 8.350540585517884; reg_zipnll: -5.033602452278137; aux_mae_loss_1: 7.646545953750611; aux_mae_loss_2: 1.1271628797054292; cnt_loss: 1.4049954414367676; +2025-07-02 04:03:59,056 - INFO - Evaluation: +Curr mae: 6.9034; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2523; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0551; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:03:59,056 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 +2025-07-02 04:04:45,658 - INFO - Training: cls_zice: 8.463657200336456; reg_zipnll: -11.277983884811402; aux_mae_loss_1: 8.251532950401305; aux_mae_loss_2: 1.2363434833288194; cnt_loss: 1.6413857901096345; +2025-07-02 04:04:45,659 - INFO - Evaluation: +Curr mae: 7.2313; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3044; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0574; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:04:45,659 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 +2025-07-02 04:05:32,211 - INFO - Training: cls_zice: 8.749024443626404; reg_zipnll: -5.2131944847106935; aux_mae_loss_1: 8.72076494693756; aux_mae_loss_2: 1.3152542519569397; cnt_loss: 1.3891953444480896; +2025-07-02 04:05:32,212 - INFO - Evaluation: +Curr mae: 7.0437; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1691; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0543; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:05:32,212 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 +2025-07-02 04:06:19,074 - INFO - Training: cls_zice: 9.225877618789672; reg_zipnll: -10.856458301544189; aux_mae_loss_1: 9.184645586013794; aux_mae_loss_2: 1.3547110402584075; cnt_loss: 1.6455656397342682; +2025-07-02 04:06:19,074 - INFO - Evaluation: +Curr mae: 6.6685; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0137; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0526; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:06:19,074 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 +2025-07-02 04:07:05,779 - INFO - Training: cls_zice: 8.277423981428147; reg_zipnll: -5.111713428497314; aux_mae_loss_1: 7.932159943580627; aux_mae_loss_2: 1.1688479888439178; cnt_loss: 1.5492714053392411; +2025-07-02 04:07:05,780 - INFO - Evaluation: +Curr mae: 6.6448; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7159; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0513; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:07:05,780 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 +2025-07-02 04:07:52,359 - INFO - Training: cls_zice: 8.256673083305358; reg_zipnll: -3.249375066757202; aux_mae_loss_1: 7.672649416923523; aux_mae_loss_2: 1.1413868141174317; cnt_loss: 1.6838695454597472; +2025-07-02 04:07:52,360 - INFO - Evaluation: +Curr mae: 6.6876; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9579; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0528; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:07:52,360 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 +2025-07-02 04:08:39,011 - INFO - Training: cls_zice: 8.380857129096984; reg_zipnll: -12.253740615844727; aux_mae_loss_1: 8.06480441570282; aux_mae_loss_2: 1.2223638522624969; cnt_loss: 1.7498710441589356; +2025-07-02 04:08:39,012 - INFO - Evaluation: +Curr mae: 6.5240; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0215; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0504; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:08:39,012 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 +2025-07-02 04:09:25,673 - INFO - Training: cls_zice: 8.310167078971864; reg_zipnll: -3.880454225540161; aux_mae_loss_1: 7.739202880859375; aux_mae_loss_2: 1.155647639632225; cnt_loss: 1.4946717011928559; +2025-07-02 04:09:25,674 - INFO - Evaluation: +Curr mae: 6.8191; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2211; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0537; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:09:25,674 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 +2025-07-02 04:10:12,261 - INFO - Training: cls_zice: 8.474014887809753; reg_zipnll: -7.864684493541717; aux_mae_loss_1: 7.619937133789063; aux_mae_loss_2: 1.1337491691112518; cnt_loss: 1.448863331079483; +2025-07-02 04:10:12,262 - INFO - Evaluation: +Curr mae: 6.8569; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6972; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0557; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:10:12,262 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 +2025-07-02 04:10:58,888 - INFO - Training: cls_zice: 7.810585107803345; reg_zipnll: -6.171007070541382; aux_mae_loss_1: 7.182152438163757; aux_mae_loss_2: 1.0819505488872527; cnt_loss: 1.54267031788826; +2025-07-02 04:10:58,889 - INFO - Evaluation: +Curr mae: 7.1002; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4382; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:10:58,889 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 +2025-07-02 04:11:45,604 - INFO - Training: cls_zice: 8.619885549545288; reg_zipnll: -14.078334217071534; aux_mae_loss_1: 8.133024072647094; aux_mae_loss_2: 1.2126048290729523; cnt_loss: 1.6025961744785309; +2025-07-02 04:11:45,605 - INFO - Evaluation: +Curr mae: 7.1764; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0730; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0536; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:11:45,605 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 +2025-07-02 04:12:32,504 - INFO - Training: cls_zice: 8.39481237411499; reg_zipnll: -7.298170080184937; aux_mae_loss_1: 8.1184681224823; aux_mae_loss_2: 1.2059172630310058; cnt_loss: 1.4253197407722473; +2025-07-02 04:12:32,505 - INFO - Evaluation: +Curr mae: 7.0403; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6445; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:12:33,902 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 +2025-07-02 04:13:20,237 - INFO - Training: cls_zice: 8.688725056648254; reg_zipnll: -10.953353915214539; aux_mae_loss_1: 8.982435674667359; aux_mae_loss_2: 1.381479502916336; cnt_loss: 1.426113166809082; +2025-07-02 04:13:20,237 - INFO - Evaluation: +Curr mae: 6.9103; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4757; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:13:20,238 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 +2025-07-02 04:14:07,066 - INFO - Training: cls_zice: 7.923571155071259; reg_zipnll: -8.006892337799073; aux_mae_loss_1: 8.427484302520751; aux_mae_loss_2: 1.308478026986122; cnt_loss: 1.5084620386362075; +2025-07-02 04:14:07,067 - INFO - Evaluation: +Curr mae: 7.5118; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0636; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0568; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:14:07,067 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 +2025-07-02 04:14:53,559 - INFO - Training: cls_zice: 8.062011613845826; reg_zipnll: -11.944820137023926; aux_mae_loss_1: 8.171327161788941; aux_mae_loss_2: 1.198033629655838; cnt_loss: 1.5884930539131163; +2025-07-02 04:14:53,560 - INFO - Evaluation: +Curr mae: 7.3424; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5152; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0568; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:14:53,560 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 +2025-07-02 04:15:40,240 - INFO - Training: cls_zice: 8.052297530174256; reg_zipnll: -5.347501287460327; aux_mae_loss_1: 7.593165154457092; aux_mae_loss_2: 1.1430320650339127; cnt_loss: 1.3282332241535186; +2025-07-02 04:15:40,241 - INFO - Evaluation: +Curr mae: 7.2782; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5973; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0603; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:15:40,241 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 +2025-07-02 04:16:26,741 - INFO - Training: cls_zice: 7.752661664485931; reg_zipnll: -8.171468420028686; aux_mae_loss_1: 7.793786354064942; aux_mae_loss_2: 1.1695867896080017; cnt_loss: 1.4325397634506225; +2025-07-02 04:16:26,742 - INFO - Evaluation: +Curr mae: 7.0835; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4307; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0546; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:16:26,742 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 +2025-07-02 04:17:13,506 - INFO - Training: cls_zice: 8.107799382209778; reg_zipnll: -3.245268259048462; aux_mae_loss_1: 7.63202223777771; aux_mae_loss_2: 1.1178989374637605; cnt_loss: 1.283633780479431; +2025-07-02 04:17:13,506 - INFO - Evaluation: +Curr mae: 7.4505; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.6416; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0569; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:17:13,506 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 +2025-07-02 04:18:00,224 - INFO - Training: cls_zice: 8.492434523105622; reg_zipnll: -7.328477954864502; aux_mae_loss_1: 8.231008639335633; aux_mae_loss_2: 1.2055785161256791; cnt_loss: 1.3134064823389053; +2025-07-02 04:18:00,225 - INFO - Evaluation: +Curr mae: 6.8434; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5289; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0531; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:18:00,225 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 +2025-07-02 04:18:47,100 - INFO - Training: cls_zice: 7.619294247627258; reg_zipnll: -4.7291108417510985; aux_mae_loss_1: 7.984510326385498; aux_mae_loss_2: 1.2068472182750702; cnt_loss: 1.325819857120514; +2025-07-02 04:18:47,101 - INFO - Evaluation: +Curr mae: 6.6892; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8467; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0518; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:18:47,101 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 +2025-07-02 04:19:33,683 - INFO - Training: cls_zice: 8.50400592803955; reg_zipnll: -9.140206995010375; aux_mae_loss_1: 7.78209270954132; aux_mae_loss_2: 1.145767473578453; cnt_loss: 1.463545548915863; +2025-07-02 04:19:33,683 - INFO - Evaluation: +Curr mae: 6.7544; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9829; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0541; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:19:33,683 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 +2025-07-02 04:20:20,434 - INFO - Training: cls_zice: 8.59837510585785; reg_zipnll: -7.715878624916076; aux_mae_loss_1: 8.729672107696533; aux_mae_loss_2: 1.348721826672554; cnt_loss: 1.4525693821907044; +2025-07-02 04:20:20,435 - INFO - Evaluation: +Curr mae: 6.8200; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3529; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0518; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:20:20,435 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 +2025-07-02 04:21:07,229 - INFO - Training: cls_zice: 8.07911458015442; reg_zipnll: -10.989861280918122; aux_mae_loss_1: 7.937871022224426; aux_mae_loss_2: 1.217615379691124; cnt_loss: 1.4322293555736543; +2025-07-02 04:21:07,229 - INFO - Evaluation: +Curr mae: 6.8205; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5186; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0514; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:21:07,230 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 +2025-07-02 04:21:53,551 - INFO - Training: cls_zice: 7.402748830318451; reg_zipnll: -4.25699854850769; aux_mae_loss_1: 7.268684868812561; aux_mae_loss_2: 1.030164675116539; cnt_loss: 1.3069227808713912; +2025-07-02 04:21:53,552 - INFO - Evaluation: +Curr mae: 7.4101; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9523; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0574; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:21:53,552 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 +2025-07-02 04:22:40,072 - INFO - Training: cls_zice: 7.8802122819423674; reg_zipnll: -10.016314228773117; aux_mae_loss_1: 7.465222611427307; aux_mae_loss_2: 1.0894262242317199; cnt_loss: 1.3588435608148575; +2025-07-02 04:22:40,073 - INFO - Evaluation: +Curr mae: 6.9409; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4741; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0555; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:22:40,073 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 +2025-07-02 04:23:26,728 - INFO - Training: cls_zice: 8.335490446090699; reg_zipnll: -8.687227778434753; aux_mae_loss_1: 7.914019751548767; aux_mae_loss_2: 1.171792937517166; cnt_loss: 1.6596122074127198; +2025-07-02 04:23:26,729 - INFO - Evaluation: +Curr mae: 7.0535; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9896; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0535; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:23:26,729 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 +2025-07-02 04:24:13,304 - INFO - Training: cls_zice: 8.229760251045228; reg_zipnll: -8.105186414718627; aux_mae_loss_1: 7.889187746047973; aux_mae_loss_2: 1.1824905824661256; cnt_loss: 1.598726424574852; +2025-07-02 04:24:13,304 - INFO - Evaluation: +Curr mae: 7.1497; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6757; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0557; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:24:13,304 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 +2025-07-02 04:24:59,775 - INFO - Training: cls_zice: 7.446297202110291; reg_zipnll: -10.24546679019928; aux_mae_loss_1: 7.3796247959136965; aux_mae_loss_2: 1.0935824757814407; cnt_loss: 1.3271981263160706; +2025-07-02 04:24:59,776 - INFO - Evaluation: +Curr mae: 6.5161; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1744; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0499; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:24:59,777 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 +2025-07-02 04:25:46,299 - INFO - Training: cls_zice: 7.490360404253006; reg_zipnll: -6.266536016464233; aux_mae_loss_1: 7.64280855178833; aux_mae_loss_2: 1.1734886056184768; cnt_loss: 1.4706357252597808; +2025-07-02 04:25:46,300 - INFO - Evaluation: +Curr mae: 6.6132; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0937; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0490; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:25:46,300 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 +2025-07-02 04:26:32,825 - INFO - Training: cls_zice: 8.411642727851868; reg_zipnll: -10.227924644947052; aux_mae_loss_1: 8.474374203681945; aux_mae_loss_2: 1.276292691230774; cnt_loss: 1.5144635117053986; +2025-07-02 04:26:32,825 - INFO - Evaluation: +Curr mae: 7.0794; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5396; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0549; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:26:32,826 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 +2025-07-02 04:27:19,140 - INFO - Training: cls_zice: 8.143598337173461; reg_zipnll: -11.472438220977784; aux_mae_loss_1: 8.131234250068665; aux_mae_loss_2: 1.2391883999109268; cnt_loss: 1.690598396062851; +2025-07-02 04:27:19,141 - INFO - Evaluation: +Curr mae: 6.6492; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0720; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0535; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:27:19,141 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 +2025-07-02 04:28:05,592 - INFO - Training: cls_zice: 7.677518253326416; reg_zipnll: -7.8774021625518795; aux_mae_loss_1: 7.462072410583496; aux_mae_loss_2: 1.0916195976734162; cnt_loss: 1.3146935844421386; +2025-07-02 04:28:05,593 - INFO - Evaluation: +Curr mae: 6.8222; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5602; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0516; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:28:05,593 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 +2025-07-02 04:28:52,093 - INFO - Training: cls_zice: 8.659375002384186; reg_zipnll: -11.850857472419738; aux_mae_loss_1: 8.312338161468507; aux_mae_loss_2: 1.2116442811489105; cnt_loss: 1.415396099090576; +2025-07-02 04:28:52,093 - INFO - Evaluation: +Curr mae: 6.9035; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7026; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0514; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:28:52,093 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 +2025-07-02 04:29:38,963 - INFO - Training: cls_zice: 8.047915463447572; reg_zipnll: -6.035940313339234; aux_mae_loss_1: 8.135182209014893; aux_mae_loss_2: 1.2209361004829407; cnt_loss: 1.3868906140327453; +2025-07-02 04:29:38,963 - INFO - Evaluation: +Curr mae: 6.7075; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7759; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:29:38,964 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 +2025-07-02 04:30:25,412 - INFO - Training: cls_zice: 7.959609224796295; reg_zipnll: -6.781343502998352; aux_mae_loss_1: 7.124300775527954; aux_mae_loss_2: 1.0708328795433044; cnt_loss: 1.3303043854236603; +2025-07-02 04:30:25,412 - INFO - Evaluation: +Curr mae: 6.7241; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5971; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0560; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:30:25,413 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 +2025-07-02 04:31:12,259 - INFO - Training: cls_zice: 7.7143158340454105; reg_zipnll: -7.190186843872071; aux_mae_loss_1: 7.726827540397644; aux_mae_loss_2: 1.1492258942127227; cnt_loss: 1.354448915719986; +2025-07-02 04:31:12,260 - INFO - Evaluation: +Curr mae: 6.3638; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3718; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0514; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:31:12,260 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 +2025-07-02 04:31:58,900 - INFO - Training: cls_zice: 8.609433524608612; reg_zipnll: -10.906680665016175; aux_mae_loss_1: 8.152475728988648; aux_mae_loss_2: 1.2148878741264344; cnt_loss: 1.4990077674388886; +2025-07-02 04:31:58,901 - INFO - Evaluation: +Curr mae: 6.7621; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5014; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0545; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:31:58,901 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 +2025-07-02 04:32:45,262 - INFO - Training: cls_zice: 7.743618376255036; reg_zipnll: -3.4463116359710693; aux_mae_loss_1: 7.256986770629883; aux_mae_loss_2: 1.0897639232873917; cnt_loss: 1.228755283355713; +2025-07-02 04:32:45,263 - INFO - Evaluation: +Curr mae: 6.2330; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3676; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0500; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:32:45,263 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 +2025-07-02 04:33:31,872 - INFO - Training: cls_zice: 8.14605239391327; reg_zipnll: -12.658647470474243; aux_mae_loss_1: 8.556494007110595; aux_mae_loss_2: 1.2570217847824097; cnt_loss: 1.4606718730926513; +2025-07-02 04:33:31,873 - INFO - Evaluation: +Curr mae: 6.3270; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.4312; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0502; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:33:31,873 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 +2025-07-02 04:34:18,722 - INFO - Training: cls_zice: 8.31414716720581; reg_zipnll: -9.257352447509765; aux_mae_loss_1: 8.488195009231568; aux_mae_loss_2: 1.2689488816261292; cnt_loss: 1.3648397183418275; +2025-07-02 04:34:18,722 - INFO - Evaluation: +Curr mae: 6.5387; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7537; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0511; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:34:18,723 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 +2025-07-02 04:35:05,312 - INFO - Training: cls_zice: 7.976684424877167; reg_zipnll: -7.034981632232666; aux_mae_loss_1: 7.641664662361145; aux_mae_loss_2: 1.1283067733049392; cnt_loss: 1.4951977497339248; +2025-07-02 04:35:05,312 - INFO - Evaluation: +Curr mae: 6.8481; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3409; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:35:05,313 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 +2025-07-02 04:35:51,961 - INFO - Training: cls_zice: 8.497483024597168; reg_zipnll: -5.491209421157837; aux_mae_loss_1: 7.997323694229126; aux_mae_loss_2: 1.1903650546073914; cnt_loss: 1.4926032030582428; +2025-07-02 04:35:51,962 - INFO - Evaluation: +Curr mae: 6.9670; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3748; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0547; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:35:51,962 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 +2025-07-02 04:36:38,816 - INFO - Training: cls_zice: 8.054469957351685; reg_zipnll: -11.64876121520996; aux_mae_loss_1: 8.110776386260987; aux_mae_loss_2: 1.222287654876709; cnt_loss: 1.2990128266811372; +2025-07-02 04:36:38,817 - INFO - Evaluation: +Curr mae: 6.7658; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1508; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0515; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:36:38,817 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 +2025-07-02 04:37:25,190 - INFO - Training: cls_zice: 7.92575920701027; reg_zipnll: -9.243629746437072; aux_mae_loss_1: 7.79530177116394; aux_mae_loss_2: 1.1483144134283065; cnt_loss: 1.502694959640503; +2025-07-02 04:37:25,191 - INFO - Evaluation: +Curr mae: 6.7170; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9288; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0526; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:37:25,191 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 +2025-07-02 04:38:12,069 - INFO - Training: cls_zice: 7.846272349357605; reg_zipnll: -10.264895687103271; aux_mae_loss_1: 8.022356381416321; aux_mae_loss_2: 1.210486342906952; cnt_loss: 1.3576256084442138; +2025-07-02 04:38:12,070 - INFO - Evaluation: +Curr mae: 6.7216; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0803; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0518; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:38:12,070 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 +2025-07-02 04:38:58,637 - INFO - Training: cls_zice: 7.755217261314392; reg_zipnll: -2.4699918365478517; aux_mae_loss_1: 7.203669147491455; aux_mae_loss_2: 1.1034711664915084; cnt_loss: 1.6282178384065629; +2025-07-02 04:38:58,638 - INFO - Evaluation: +Curr mae: 6.3868; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5155; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0498; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:38:58,638 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 +2025-07-02 04:39:45,235 - INFO - Training: cls_zice: 8.520578560829163; reg_zipnll: -7.241895895004273; aux_mae_loss_1: 7.88428304195404; aux_mae_loss_2: 1.1393300592899323; cnt_loss: 1.305224176645279; +2025-07-02 04:39:45,236 - INFO - Evaluation: +Curr mae: 7.2346; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7013; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0575; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:39:45,236 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 +2025-07-02 04:40:31,797 - INFO - Training: cls_zice: 7.708688712120056; reg_zipnll: -11.519223852157593; aux_mae_loss_1: 7.938769788742065; aux_mae_loss_2: 1.192276741862297; cnt_loss: 1.4623665034770965; +2025-07-02 04:40:31,798 - INFO - Evaluation: +Curr mae: 6.4267; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.7411; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0499; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:40:31,798 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 +2025-07-02 04:41:18,474 - INFO - Training: cls_zice: 6.944789357185364; reg_zipnll: -4.958386349678039; aux_mae_loss_1: 7.227546682357788; aux_mae_loss_2: 1.0386514902114867; cnt_loss: 1.3169416213035583; +2025-07-02 04:41:18,475 - INFO - Evaluation: +Curr mae: 6.5846; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2097; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:41:18,475 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 +2025-07-02 04:42:05,051 - INFO - Training: cls_zice: 8.14181857585907; reg_zipnll: -5.581081595420837; aux_mae_loss_1: 7.977854571342468; aux_mae_loss_2: 1.1545702475309372; cnt_loss: 1.289577168226242; +2025-07-02 04:42:05,051 - INFO - Evaluation: +Curr mae: 7.4199; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1544; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0568; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:42:05,052 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 +2025-07-02 04:42:51,927 - INFO - Training: cls_zice: 7.651275768280029; reg_zipnll: -7.5717260456085205; aux_mae_loss_1: 7.182043099403382; aux_mae_loss_2: 1.0543165403604506; cnt_loss: 1.4400135010480881; +2025-07-02 04:42:51,927 - INFO - Evaluation: +Curr mae: 6.8055; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6632; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0517; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:42:51,927 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 +2025-07-02 04:43:38,552 - INFO - Training: cls_zice: 7.583402886390686; reg_zipnll: -11.402134599685668; aux_mae_loss_1: 7.857569432258606; aux_mae_loss_2: 1.1467344135046005; cnt_loss: 1.366201226711273; +2025-07-02 04:43:38,553 - INFO - Evaluation: +Curr mae: 7.1873; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1458; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0551; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:43:38,553 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 +2025-07-02 04:44:25,170 - INFO - Training: cls_zice: 7.790980415344238; reg_zipnll: -9.55270354270935; aux_mae_loss_1: 7.82419303894043; aux_mae_loss_2: 1.1348849046230316; cnt_loss: 1.234572103023529; +2025-07-02 04:44:25,171 - INFO - Evaluation: +Curr mae: 6.4254; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3319; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0520; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:44:25,171 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 +2025-07-02 04:45:11,635 - INFO - Training: cls_zice: 7.897558877468109; reg_zipnll: -7.45199179649353; aux_mae_loss_1: 8.05679256916046; aux_mae_loss_2: 1.2043499904870987; cnt_loss: 1.485036477446556; +2025-07-02 04:45:11,636 - INFO - Evaluation: +Curr mae: 6.3406; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5963; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:45:11,636 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 +2025-07-02 04:45:58,056 - INFO - Training: cls_zice: 8.141499171257019; reg_zipnll: -10.485462207794189; aux_mae_loss_1: 7.856993799209595; aux_mae_loss_2: 1.193176000714302; cnt_loss: 1.4703069949150085; +2025-07-02 04:45:58,057 - INFO - Evaluation: +Curr mae: 7.1809; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3574; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0558; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:45:58,057 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 +2025-07-02 04:46:44,668 - INFO - Training: cls_zice: 7.981024372577667; reg_zipnll: -8.069954347610473; aux_mae_loss_1: 7.761699380874634; aux_mae_loss_2: 1.1631761056184768; cnt_loss: 1.5029722380638122; +2025-07-02 04:46:44,669 - INFO - Evaluation: +Curr mae: 7.2550; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7597; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0570; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:46:44,669 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 +2025-07-02 04:47:31,357 - INFO - Training: cls_zice: 8.162272996902466; reg_zipnll: -10.218863434791565; aux_mae_loss_1: 7.895855274200439; aux_mae_loss_2: 1.149765396118164; cnt_loss: 1.387969161272049; +2025-07-02 04:47:31,358 - INFO - Evaluation: +Curr mae: 6.9387; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7690; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0522; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:47:31,358 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 +2025-07-02 04:48:18,030 - INFO - Training: cls_zice: 7.706830449104309; reg_zipnll: -8.559192690849304; aux_mae_loss_1: 7.4992515754699705; aux_mae_loss_2: 1.1138740432262422; cnt_loss: 1.3101504576206207; +2025-07-02 04:48:18,031 - INFO - Evaluation: +Curr mae: 7.0877; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0133; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0567; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:48:18,031 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 +2025-07-02 04:49:04,519 - INFO - Training: cls_zice: 7.9866225004196165; reg_zipnll: -10.057955729961396; aux_mae_loss_1: 8.01577109336853; aux_mae_loss_2: 1.2246876180171966; cnt_loss: 1.5877774512767793; +2025-07-02 04:49:04,520 - INFO - Evaluation: +Curr mae: 7.0502; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0028; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0552; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:49:04,520 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 +2025-07-02 04:49:51,366 - INFO - Training: cls_zice: 7.974786086082458; reg_zipnll: -8.845915279388429; aux_mae_loss_1: 7.793865833282471; aux_mae_loss_2: 1.1513111859560012; cnt_loss: 1.2868437016010283; +2025-07-02 04:49:51,367 - INFO - Evaluation: +Curr mae: 6.6377; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5648; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0501; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:49:51,367 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 +2025-07-02 04:50:37,995 - INFO - Training: cls_zice: 7.66683075428009; reg_zipnll: -5.750422167778015; aux_mae_loss_1: 7.350824694633484; aux_mae_loss_2: 1.1043177127838135; cnt_loss: 1.2724492633342743; +2025-07-02 04:50:37,996 - INFO - Evaluation: +Curr mae: 6.7927; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5930; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:50:37,996 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 +2025-07-02 04:51:24,440 - INFO - Training: cls_zice: 7.463824100494385; reg_zipnll: -7.103680593967438; aux_mae_loss_1: 7.225901556015015; aux_mae_loss_2: 1.0949085283279418; cnt_loss: 1.3109613525867463; +2025-07-02 04:51:24,441 - INFO - Evaluation: +Curr mae: 6.6115; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0901; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0527; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:51:25,820 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 +2025-07-02 04:52:12,940 - INFO - Training: cls_zice: 7.675770494937897; reg_zipnll: -4.988934469223023; aux_mae_loss_1: 7.069842147827148; aux_mae_loss_2: 1.0206732738018036; cnt_loss: 1.2904322665929795; +2025-07-02 04:52:12,941 - INFO - Evaluation: +Curr mae: 6.4541; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.6710; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0504; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:52:12,942 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 +2025-07-02 04:52:59,406 - INFO - Training: cls_zice: 8.224086909294128; reg_zipnll: -11.759185004234315; aux_mae_loss_1: 8.170466032028198; aux_mae_loss_2: 1.1912867707014083; cnt_loss: 1.3093322724103929; +2025-07-02 04:52:59,407 - INFO - Evaluation: +Curr mae: 6.7586; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1699; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:52:59,407 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 +2025-07-02 04:53:46,090 - INFO - Training: cls_zice: 8.272890901565551; reg_zipnll: -10.031721358299256; aux_mae_loss_1: 7.703272442817688; aux_mae_loss_2: 1.1388724100589753; cnt_loss: 1.254121642112732; +2025-07-02 04:53:46,091 - INFO - Evaluation: +Curr mae: 6.7172; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.7690; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0526; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:53:46,091 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 +2025-07-02 04:54:32,864 - INFO - Training: cls_zice: 7.661132452487945; reg_zipnll: -3.8812943935394286; aux_mae_loss_1: 7.5260906457901005; aux_mae_loss_2: 1.0869148755073548; cnt_loss: 1.240337642431259; +2025-07-02 04:54:32,865 - INFO - Evaluation: +Curr mae: 7.1717; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.1286; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0568; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:54:32,865 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 +2025-07-02 04:55:19,476 - INFO - Training: cls_zice: 8.005232675075531; reg_zipnll: -7.8985608959197995; aux_mae_loss_1: 7.8186189603805545; aux_mae_loss_2: 1.126438673734665; cnt_loss: 1.1176587909460067; +2025-07-02 04:55:19,477 - INFO - Evaluation: +Curr mae: 6.9056; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 12.0645; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:55:19,477 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 +2025-07-02 04:56:06,122 - INFO - Training: cls_zice: 8.234032418727875; reg_zipnll: -13.040909333229065; aux_mae_loss_1: 8.43605971813202; aux_mae_loss_2: 1.2832616877555847; cnt_loss: 1.566986962556839; +2025-07-02 04:56:06,123 - INFO - Evaluation: +Curr mae: 7.0773; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.4222; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:56:06,123 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 +2025-07-02 04:56:52,883 - INFO - Training: cls_zice: 7.607231266498566; reg_zipnll: -6.419910464286804; aux_mae_loss_1: 7.1048617267608645; aux_mae_loss_2: 1.0319743609428407; cnt_loss: 1.2679886823892594; +2025-07-02 04:56:52,884 - INFO - Evaluation: +Curr mae: 6.7455; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.8307; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0508; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:56:52,884 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 +2025-07-02 04:57:39,200 - INFO - Training: cls_zice: 7.752891275882721; reg_zipnll: -6.846633727550507; aux_mae_loss_1: 7.431615691184998; aux_mae_loss_2: 1.0852442872524262; cnt_loss: 1.3543280208110808; +2025-07-02 04:57:39,201 - INFO - Evaluation: +Curr mae: 6.7298; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2879; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0509; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:57:39,201 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 +2025-07-02 04:58:25,836 - INFO - Training: cls_zice: 7.165311994552613; reg_zipnll: -14.676276502609253; aux_mae_loss_1: 7.225423579216003; aux_mae_loss_2: 1.109228326678276; cnt_loss: 1.169480950832367; +2025-07-02 04:58:25,836 - INFO - Evaluation: +Curr mae: 6.2248; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.1503; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0487; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:58:25,836 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 +2025-07-02 04:59:11,884 - INFO - Training: cls_zice: 7.625037784576416; reg_zipnll: -11.15029104590416; aux_mae_loss_1: 7.901830139160157; aux_mae_loss_2: 1.2066859221458435; cnt_loss: 1.517124856710434; +2025-07-02 04:59:11,885 - INFO - Evaluation: +Curr mae: 6.6310; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.9335; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0503; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:59:11,885 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 +2025-07-02 04:59:58,376 - INFO - Training: cls_zice: 7.731952111721039; reg_zipnll: -9.09678544998169; aux_mae_loss_1: 7.771725845336914; aux_mae_loss_2: 1.111786320209503; cnt_loss: 1.3160519033670426; +2025-07-02 04:59:58,376 - INFO - Evaluation: +Curr mae: 6.8104; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.3483; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0533; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 04:59:58,377 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 +2025-07-02 05:00:44,484 - INFO - Training: cls_zice: 7.604265320301056; reg_zipnll: -9.119469321370126; aux_mae_loss_1: 7.533660712242127; aux_mae_loss_2: 1.106388338804245; cnt_loss: 1.139133326113224; +2025-07-02 05:00:44,484 - INFO - Evaluation: +Curr mae: 6.8687; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.5297; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:00:44,484 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 +2025-07-02 05:01:31,162 - INFO - Training: cls_zice: 7.890677423477173; reg_zipnll: -10.786070251464844; aux_mae_loss_1: 7.727827949523926; aux_mae_loss_2: 1.1257528603076934; cnt_loss: 1.2858960616588593; +2025-07-02 05:01:31,162 - INFO - Evaluation: +Curr mae: 6.5193; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1687; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0507; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:01:31,163 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 +2025-07-02 05:02:17,593 - INFO - Training: cls_zice: 7.101961126327515; reg_zipnll: -10.433503952026367; aux_mae_loss_1: 7.649090600013733; aux_mae_loss_2: 1.1312929356098176; cnt_loss: 1.3049831479787826; +2025-07-02 05:02:17,593 - INFO - Evaluation: +Curr mae: 6.3768; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.5449; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0495; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:02:17,593 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 +2025-07-02 05:03:04,149 - INFO - Training: cls_zice: 7.324851241111755; reg_zipnll: -7.875678424835205; aux_mae_loss_1: 7.372179336547852; aux_mae_loss_2: 1.127268874645233; cnt_loss: 1.2913779616355896; +2025-07-02 05:03:04,150 - INFO - Evaluation: +Curr mae: 6.4373; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3721; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0512; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:03:04,150 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 +2025-07-02 05:03:50,212 - INFO - Training: cls_zice: 7.348433594703675; reg_zipnll: -6.897070708274842; aux_mae_loss_1: 7.281876654624939; aux_mae_loss_2: 1.0855220425128937; cnt_loss: 1.1833764040470123; +2025-07-02 05:03:50,212 - INFO - Evaluation: +Curr mae: 6.6645; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1283; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:03:50,212 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 +2025-07-02 05:04:36,402 - INFO - Training: cls_zice: 7.1388137245178225; reg_zipnll: -9.296299405097962; aux_mae_loss_1: 7.025715045928955; aux_mae_loss_2: 1.066972713470459; cnt_loss: 1.2668179887533189; +2025-07-02 05:04:36,403 - INFO - Evaluation: +Curr mae: 6.6589; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2669; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0520; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:04:36,403 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 +2025-07-02 05:05:23,079 - INFO - Training: cls_zice: 7.85599927186966; reg_zipnll: -13.305670647621154; aux_mae_loss_1: 8.18826626777649; aux_mae_loss_2: 1.2515747690200805; cnt_loss: 1.3438418626785278; +2025-07-02 05:05:23,079 - INFO - Evaluation: +Curr mae: 6.8783; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0969; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:05:23,079 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 +2025-07-02 05:06:09,738 - INFO - Training: cls_zice: 7.240472495555878; reg_zipnll: -2.204116599559784; aux_mae_loss_1: 6.714821982383728; aux_mae_loss_2: 0.974347734451294; cnt_loss: 1.232975338101387; +2025-07-02 05:06:09,738 - INFO - Evaluation: +Curr mae: 6.8069; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.1882; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:06:09,738 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 +2025-07-02 05:06:56,253 - INFO - Training: cls_zice: 7.761397268772125; reg_zipnll: -9.995481123924256; aux_mae_loss_1: 7.242701563835144; aux_mae_loss_2: 1.076771278977394; cnt_loss: 1.2706623601913452; +2025-07-02 05:06:56,253 - INFO - Evaluation: +Curr mae: 6.9719; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2748; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0556; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:06:56,253 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 +2025-07-02 05:07:42,766 - INFO - Training: cls_zice: 7.240075867176056; reg_zipnll: -8.796833295822143; aux_mae_loss_1: 7.798908801078796; aux_mae_loss_2: 1.1800129419565202; cnt_loss: 1.3182178485393523; +2025-07-02 05:07:42,767 - INFO - Evaluation: +Curr mae: 7.1553; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.9642; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0544; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:07:42,767 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 +2025-07-02 05:08:29,543 - INFO - Training: cls_zice: 7.698341813087463; reg_zipnll: -9.124093933105469; aux_mae_loss_1: 7.854300889968872; aux_mae_loss_2: 1.1805352282524109; cnt_loss: 1.3848704814910888; +2025-07-02 05:08:29,543 - INFO - Evaluation: +Curr mae: 6.9388; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.6267; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0521; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:08:29,544 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 +2025-07-02 05:09:15,788 - INFO - Training: cls_zice: 7.610464549064636; reg_zipnll: -6.656865243911743; aux_mae_loss_1: 7.094510793685913; aux_mae_loss_2: 1.0413586527109147; cnt_loss: 1.1944998073577882; +2025-07-02 05:09:15,789 - INFO - Evaluation: +Curr mae: 6.8025; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.0971; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0551; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:09:15,789 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 +2025-07-02 05:10:02,155 - INFO - Training: cls_zice: 7.763528742790222; reg_zipnll: -8.180251941680908; aux_mae_loss_1: 7.861045756340027; aux_mae_loss_2: 1.1471796530485152; cnt_loss: 1.358332287669182; +2025-07-02 05:10:02,155 - INFO - Evaluation: +Curr mae: 6.9533; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 11.2393; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0541; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:10:02,155 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 +2025-07-02 05:10:48,646 - INFO - Training: cls_zice: 7.107482535839081; reg_zipnll: -10.149599974155427; aux_mae_loss_1: 7.079790112972259; aux_mae_loss_2: 1.0171830862760545; cnt_loss: 1.1277248603105545; +2025-07-02 05:10:48,646 - INFO - Evaluation: +Curr mae: 6.8770; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.8882; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0547; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:10:48,647 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 +2025-07-02 05:11:35,281 - INFO - Training: cls_zice: 7.688656485080719; reg_zipnll: -7.9589251518249515; aux_mae_loss_1: 7.115493922233582; aux_mae_loss_2: 1.045041880607605; cnt_loss: 1.082050371170044; +2025-07-02 05:11:35,282 - INFO - Evaluation: +Curr mae: 6.2392; Best mae: 5.9399; 5.9474; 5.9707; 6.1327; 6.1498; +Curr rmse: 10.3313; Best rmse: 9.9346; 9.9772; 9.9976; 10.1252; 10.1261; +Curr nae: 0.0498; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:11:35,282 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 +2025-07-02 05:12:21,885 - INFO - Training: cls_zice: 7.414467012882232; reg_zipnll: -5.793951196670532; aux_mae_loss_1: 7.546901245117187; aux_mae_loss_2: 1.1077278810739517; cnt_loss: 1.2734531497955321; +2025-07-02 05:12:22,231 - INFO - Evaluation: +Curr mae: 6.0648; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.0611; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0477; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:12:22,231 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 +2025-07-02 05:13:08,538 - INFO - Training: cls_zice: 7.6078572177886965; reg_zipnll: -7.728993148803711; aux_mae_loss_1: 7.1030127763748165; aux_mae_loss_2: 1.0440077340602876; cnt_loss: 1.1455847775936128; +2025-07-02 05:13:08,538 - INFO - Evaluation: +Curr mae: 6.6231; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.6055; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0537; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:13:08,539 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 +2025-07-02 05:13:54,841 - INFO - Training: cls_zice: 7.314174408912659; reg_zipnll: -5.891375887393951; aux_mae_loss_1: 6.960201950073242; aux_mae_loss_2: 1.011456880569458; cnt_loss: 1.189905939102173; +2025-07-02 05:13:54,842 - INFO - Evaluation: +Curr mae: 6.6520; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.3939; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0558; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:13:54,842 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 +2025-07-02 05:14:40,958 - INFO - Training: cls_zice: 7.332612278461457; reg_zipnll: -6.920952782630921; aux_mae_loss_1: 7.073022875785828; aux_mae_loss_2: 1.0391864025592803; cnt_loss: 1.275681767463684; +2025-07-02 05:14:40,959 - INFO - Evaluation: +Curr mae: 6.3733; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.6657; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0517; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:14:40,959 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 +2025-07-02 05:15:27,267 - INFO - Training: cls_zice: 7.220655536651611; reg_zipnll: -3.377796745300293; aux_mae_loss_1: 7.078656058311463; aux_mae_loss_2: 1.055422854423523; cnt_loss: 1.3110537213087081; +2025-07-02 05:15:27,268 - INFO - Evaluation: +Curr mae: 6.2598; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.3197; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0496; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:15:27,268 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 +2025-07-02 05:16:13,558 - INFO - Training: cls_zice: 7.476543276309967; reg_zipnll: -8.212771711349488; aux_mae_loss_1: 7.062918639183044; aux_mae_loss_2: 1.046383929848671; cnt_loss: 1.2995295757055283; +2025-07-02 05:16:13,559 - INFO - Evaluation: +Curr mae: 6.8992; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2063; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0526; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:16:13,559 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 +2025-07-02 05:16:59,846 - INFO - Training: cls_zice: 7.666141619682312; reg_zipnll: -9.068891582489014; aux_mae_loss_1: 7.676974349021911; aux_mae_loss_2: 1.109487589597702; cnt_loss: 1.1950218266248702; +2025-07-02 05:16:59,846 - INFO - Evaluation: +Curr mae: 6.4720; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.8507; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0507; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:16:59,846 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 +2025-07-02 05:17:46,334 - INFO - Training: cls_zice: 7.235475916862487; reg_zipnll: -1.735419316291809; aux_mae_loss_1: 6.749089026451111; aux_mae_loss_2: 1.0230157965421676; cnt_loss: 1.1696151518821716; +2025-07-02 05:17:46,335 - INFO - Evaluation: +Curr mae: 6.5807; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.7304; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0509; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:17:46,335 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 +2025-07-02 05:18:32,646 - INFO - Training: cls_zice: 7.41387972831726; reg_zipnll: -5.300499062538147; aux_mae_loss_1: 7.12173171043396; aux_mae_loss_2: 1.0411953526735305; cnt_loss: 1.1090287762880324; +2025-07-02 05:18:32,647 - INFO - Evaluation: +Curr mae: 6.8457; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.9765; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0554; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:18:32,647 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 +2025-07-02 05:19:18,974 - INFO - Training: cls_zice: 7.4910625553131105; reg_zipnll: -11.34404450416565; aux_mae_loss_1: 7.489349737167358; aux_mae_loss_2: 1.0890820175409317; cnt_loss: 1.397168083190918; +2025-07-02 05:19:18,974 - INFO - Evaluation: +Curr mae: 7.5696; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6217; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0583; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:19:18,975 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 +2025-07-02 05:20:05,500 - INFO - Training: cls_zice: 7.380985198020935; reg_zipnll: -6.818969116210938; aux_mae_loss_1: 7.1619453573226926; aux_mae_loss_2: 1.082775544524193; cnt_loss: 1.1941749906539918; +2025-07-02 05:20:05,500 - INFO - Evaluation: +Curr mae: 6.4931; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.5345; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:20:05,501 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 +2025-07-02 05:20:51,934 - INFO - Training: cls_zice: 7.382984812259674; reg_zipnll: -5.644529123306274; aux_mae_loss_1: 6.865172140598297; aux_mae_loss_2: 1.026074969768524; cnt_loss: 1.22672298848629; +2025-07-02 05:20:51,934 - INFO - Evaluation: +Curr mae: 6.7554; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.4119; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0552; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:20:51,934 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 +2025-07-02 05:21:38,290 - INFO - Training: cls_zice: 7.173385152816772; reg_zipnll: -6.5892136812210085; aux_mae_loss_1: 7.256440310478211; aux_mae_loss_2: 1.0771245688199997; cnt_loss: 1.2804505383968354; +2025-07-02 05:21:38,291 - INFO - Evaluation: +Curr mae: 6.5613; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.7670; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0522; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:21:38,291 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 +2025-07-02 05:22:24,687 - INFO - Training: cls_zice: 6.926734182834625; reg_zipnll: -6.27403297662735; aux_mae_loss_1: 6.792691979408264; aux_mae_loss_2: 0.9778673559427261; cnt_loss: 1.2397238475084305; +2025-07-02 05:22:24,688 - INFO - Evaluation: +Curr mae: 6.7447; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4569; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0526; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:22:24,688 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 +2025-07-02 05:23:11,021 - INFO - Training: cls_zice: 7.113219310045242; reg_zipnll: -5.889619336128235; aux_mae_loss_1: 6.480927858352661; aux_mae_loss_2: 0.9459331095218658; cnt_loss: 1.1810730493068695; +2025-07-02 05:23:11,022 - INFO - Evaluation: +Curr mae: 6.8977; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5753; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:23:11,022 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 +2025-07-02 05:23:57,393 - INFO - Training: cls_zice: 7.405367095470428; reg_zipnll: -6.399360237121582; aux_mae_loss_1: 6.847576045989991; aux_mae_loss_2: 0.9740125334262848; cnt_loss: 1.3846395075321198; +2025-07-02 05:23:57,394 - INFO - Evaluation: +Curr mae: 7.0516; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6865; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0541; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:23:57,394 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 +2025-07-02 05:24:43,468 - INFO - Training: cls_zice: 6.882952134609223; reg_zipnll: -5.308943471908569; aux_mae_loss_1: 6.723327922821045; aux_mae_loss_2: 1.0011538529396058; cnt_loss: 1.1761271744966506; +2025-07-02 05:24:43,469 - INFO - Evaluation: +Curr mae: 6.8033; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4167; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0533; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:24:43,469 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 +2025-07-02 05:25:30,131 - INFO - Training: cls_zice: 7.662763161659241; reg_zipnll: -11.542282341718673; aux_mae_loss_1: 7.984982600212097; aux_mae_loss_2: 1.2276041114330292; cnt_loss: 1.2947646474838257; +2025-07-02 05:25:30,132 - INFO - Evaluation: +Curr mae: 7.1013; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5792; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0559; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:25:30,132 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 +2025-07-02 05:26:16,639 - INFO - Training: cls_zice: 7.451821026802063; reg_zipnll: -8.946382813453674; aux_mae_loss_1: 7.046261954307556; aux_mae_loss_2: 1.041068236231804; cnt_loss: 1.2376215636730195; +2025-07-02 05:26:16,639 - INFO - Evaluation: +Curr mae: 6.8291; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.1829; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:26:16,639 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 +2025-07-02 05:27:02,757 - INFO - Training: cls_zice: 7.787195739746093; reg_zipnll: -9.52241816520691; aux_mae_loss_1: 7.165667147636413; aux_mae_loss_2: 1.0493625247478484; cnt_loss: 1.2140973103046417; +2025-07-02 05:27:02,758 - INFO - Evaluation: +Curr mae: 6.8880; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3910; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0546; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:27:02,758 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 +2025-07-02 05:27:49,408 - INFO - Training: cls_zice: 6.802654674053192; reg_zipnll: -11.143136773109436; aux_mae_loss_1: 6.695261087417602; aux_mae_loss_2: 0.9882577323913574; cnt_loss: 1.2393579971790314; +2025-07-02 05:27:49,409 - INFO - Evaluation: +Curr mae: 7.4468; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9417; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0573; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:27:49,409 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 +2025-07-02 05:28:35,683 - INFO - Training: cls_zice: 7.1203200626373295; reg_zipnll: -7.8454462432861325; aux_mae_loss_1: 7.07903235912323; aux_mae_loss_2: 1.0496294289827346; cnt_loss: 1.171568170785904; +2025-07-02 05:28:35,684 - INFO - Evaluation: +Curr mae: 7.7436; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0733; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0629; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:28:35,684 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 +2025-07-02 05:29:21,649 - INFO - Training: cls_zice: 7.321139001846314; reg_zipnll: -7.533141596019268; aux_mae_loss_1: 7.477189993858337; aux_mae_loss_2: 1.1450041627883911; cnt_loss: 1.289582784175873; +2025-07-02 05:29:21,649 - INFO - Evaluation: +Curr mae: 6.9328; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4811; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0552; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:29:21,650 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 +2025-07-02 05:30:07,779 - INFO - Training: cls_zice: 7.192384929060936; reg_zipnll: -13.620887231826782; aux_mae_loss_1: 7.7618540048599245; aux_mae_loss_2: 1.134754702448845; cnt_loss: 1.194618854522705; +2025-07-02 05:30:07,779 - INFO - Evaluation: +Curr mae: 7.1948; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4477; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0555; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:30:09,114 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 +2025-07-02 05:30:55,701 - INFO - Training: cls_zice: 7.371647229790687; reg_zipnll: -7.7081441307067875; aux_mae_loss_1: 7.063510551452636; aux_mae_loss_2: 1.0296615451574325; cnt_loss: 1.2408442038297653; +2025-07-02 05:30:55,701 - INFO - Evaluation: +Curr mae: 7.8026; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.7917; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0625; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:30:55,702 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 +2025-07-02 05:31:41,897 - INFO - Training: cls_zice: 7.162195258140564; reg_zipnll: -5.464814214706421; aux_mae_loss_1: 6.811098041534424; aux_mae_loss_2: 1.019859535098076; cnt_loss: 1.0963498517870902; +2025-07-02 05:31:41,898 - INFO - Evaluation: +Curr mae: 7.2417; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3715; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0582; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:31:41,898 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 +2025-07-02 05:32:28,495 - INFO - Training: cls_zice: 7.264985082149505; reg_zipnll: -11.007991213798523; aux_mae_loss_1: 6.96261666059494; aux_mae_loss_2: 1.0348552364110946; cnt_loss: 1.086664690375328; +2025-07-02 05:32:28,495 - INFO - Evaluation: +Curr mae: 6.9852; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.0753; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0540; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:32:28,495 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 +2025-07-02 05:33:14,635 - INFO - Training: cls_zice: 6.729622247219086; reg_zipnll: -10.688998246192932; aux_mae_loss_1: 7.1314299249649045; aux_mae_loss_2: 1.067840490937233; cnt_loss: 1.2653771436214447; +2025-07-02 05:33:14,636 - INFO - Evaluation: +Curr mae: 7.4597; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.7024; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:33:14,636 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 +2025-07-02 05:34:00,874 - INFO - Training: cls_zice: 6.894490029811859; reg_zipnll: -6.376466140747071; aux_mae_loss_1: 6.585351157188415; aux_mae_loss_2: 0.9748394346237182; cnt_loss: 1.1060756289958953; +2025-07-02 05:34:00,875 - INFO - Evaluation: +Curr mae: 7.3741; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0270; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0563; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:34:00,875 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 +2025-07-02 05:34:47,148 - INFO - Training: cls_zice: 7.1870493316650395; reg_zipnll: -12.959747042655945; aux_mae_loss_1: 7.328081769943237; aux_mae_loss_2: 1.054867718219757; cnt_loss: 0.9969061940908432; +2025-07-02 05:34:47,148 - INFO - Evaluation: +Curr mae: 7.9691; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 13.5380; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0599; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:34:47,149 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 +2025-07-02 05:35:33,715 - INFO - Training: cls_zice: 7.045714075565338; reg_zipnll: -11.981318798065185; aux_mae_loss_1: 7.53944176197052; aux_mae_loss_2: 1.1439442843198777; cnt_loss: 1.0887778133153916; +2025-07-02 05:35:33,716 - INFO - Evaluation: +Curr mae: 7.5607; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1257; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0595; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:35:33,716 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 +2025-07-02 05:36:19,971 - INFO - Training: cls_zice: 7.76431670665741; reg_zipnll: -9.238485860824586; aux_mae_loss_1: 7.5453259372711186; aux_mae_loss_2: 1.1092016196250916; cnt_loss: 1.2253508883714677; +2025-07-02 05:36:19,971 - INFO - Evaluation: +Curr mae: 6.7461; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.0612; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0520; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:36:19,971 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 +2025-07-02 05:37:06,686 - INFO - Training: cls_zice: 7.1741977977752684; reg_zipnll: -11.898747010231018; aux_mae_loss_1: 7.712169814109802; aux_mae_loss_2: 1.175601180791855; cnt_loss: 1.1651730608940125; +2025-07-02 05:37:06,687 - INFO - Evaluation: +Curr mae: 6.6713; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.7915; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:37:06,687 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 +2025-07-02 05:37:52,907 - INFO - Training: cls_zice: 7.342726621627808; reg_zipnll: -8.517456965446472; aux_mae_loss_1: 7.677685623168945; aux_mae_loss_2: 1.1290366327762604; cnt_loss: 1.2766500318050384; +2025-07-02 05:37:52,908 - INFO - Evaluation: +Curr mae: 6.8903; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5227; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0527; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:37:52,908 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 +2025-07-02 05:38:39,453 - INFO - Training: cls_zice: 6.911006253957749; reg_zipnll: -6.749341205358506; aux_mae_loss_1: 7.019342188835144; aux_mae_loss_2: 1.0355250597000123; cnt_loss: 1.1654871886968612; +2025-07-02 05:38:39,453 - INFO - Evaluation: +Curr mae: 7.3489; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7916; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0572; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:38:39,454 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 +2025-07-02 05:39:25,890 - INFO - Training: cls_zice: 7.248651375770569; reg_zipnll: -9.2821666431427; aux_mae_loss_1: 7.005673823356628; aux_mae_loss_2: 1.0133038479089738; cnt_loss: 1.146380370259285; +2025-07-02 05:39:25,891 - INFO - Evaluation: +Curr mae: 7.6403; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.8111; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:39:25,891 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 +2025-07-02 05:40:12,260 - INFO - Training: cls_zice: 7.365695921182632; reg_zipnll: -9.16764452934265; aux_mae_loss_1: 7.172253441810608; aux_mae_loss_2: 1.0347712218761445; cnt_loss: 1.0913735860586167; +2025-07-02 05:40:12,261 - INFO - Evaluation: +Curr mae: 8.0146; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 13.2312; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0615; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:40:12,261 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 +2025-07-02 05:40:58,546 - INFO - Training: cls_zice: 6.850196058750153; reg_zipnll: -6.86042290687561; aux_mae_loss_1: 7.019620370864868; aux_mae_loss_2: 1.0196923589706421; cnt_loss: 1.153335393667221; +2025-07-02 05:40:58,546 - INFO - Evaluation: +Curr mae: 7.2635; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8752; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0560; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:40:58,546 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 +2025-07-02 05:41:44,985 - INFO - Training: cls_zice: 7.504763145446777; reg_zipnll: -7.690074381828308; aux_mae_loss_1: 7.272335698604584; aux_mae_loss_2: 1.0662391105294227; cnt_loss: 1.2378684037923813; +2025-07-02 05:41:44,986 - INFO - Evaluation: +Curr mae: 7.2902; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9821; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0560; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:41:44,986 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 +2025-07-02 05:42:31,366 - INFO - Training: cls_zice: 6.481573113203049; reg_zipnll: -5.469522275924683; aux_mae_loss_1: 6.533355157375336; aux_mae_loss_2: 0.9383155196905136; cnt_loss: 1.1518589040637017; +2025-07-02 05:42:31,367 - INFO - Evaluation: +Curr mae: 7.4659; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6453; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0572; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:42:31,367 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 +2025-07-02 05:43:17,781 - INFO - Training: cls_zice: 7.6175871753692626; reg_zipnll: -12.740601773262023; aux_mae_loss_1: 7.482130055427551; aux_mae_loss_2: 1.1076791232824326; cnt_loss: 1.1484842562675477; +2025-07-02 05:43:17,781 - INFO - Evaluation: +Curr mae: 7.9921; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3629; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0623; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:43:17,781 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 +2025-07-02 05:44:04,595 - INFO - Training: cls_zice: 6.58495020866394; reg_zipnll: -10.824535989761353; aux_mae_loss_1: 7.288238129615784; aux_mae_loss_2: 1.1029103869199752; cnt_loss: 1.093010007739067; +2025-07-02 05:44:04,596 - INFO - Evaluation: +Curr mae: 6.8311; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.0879; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0535; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:44:04,596 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 +2025-07-02 05:44:50,645 - INFO - Training: cls_zice: 7.365068316459656; reg_zipnll: -7.128501009941101; aux_mae_loss_1: 7.317479310035705; aux_mae_loss_2: 1.0524539417028427; cnt_loss: 1.227628510594368; +2025-07-02 05:44:50,645 - INFO - Evaluation: +Curr mae: 6.6802; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.0652; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0521; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:44:50,645 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 +2025-07-02 05:45:37,085 - INFO - Training: cls_zice: 7.476841444969177; reg_zipnll: -11.006650319099426; aux_mae_loss_1: 7.029381279945373; aux_mae_loss_2: 1.033409005999565; cnt_loss: 1.3023517858982085; +2025-07-02 05:45:37,086 - INFO - Evaluation: +Curr mae: 6.9925; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4643; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0530; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:45:37,086 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 +2025-07-02 05:46:23,572 - INFO - Training: cls_zice: 7.095236825942993; reg_zipnll: -10.449411103725433; aux_mae_loss_1: 7.130198774337768; aux_mae_loss_2: 1.0694096130132675; cnt_loss: 1.175642716884613; +2025-07-02 05:46:23,573 - INFO - Evaluation: +Curr mae: 7.6763; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7565; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0609; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:46:23,573 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 +2025-07-02 05:47:09,887 - INFO - Training: cls_zice: 7.094964370727539; reg_zipnll: -8.36754597902298; aux_mae_loss_1: 7.010572948455811; aux_mae_loss_2: 1.0492274677753448; cnt_loss: 1.2532566767930984; +2025-07-02 05:47:09,887 - INFO - Evaluation: +Curr mae: 7.2947; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7670; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0583; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:47:09,887 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 +2025-07-02 05:47:56,403 - INFO - Training: cls_zice: 7.0684823369979854; reg_zipnll: -13.053669543862343; aux_mae_loss_1: 7.0331428480148315; aux_mae_loss_2: 1.0628692889213562; cnt_loss: 1.1879927974939346; +2025-07-02 05:47:56,403 - INFO - Evaluation: +Curr mae: 7.9904; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.5860; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0632; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:47:56,404 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 +2025-07-02 05:48:42,589 - INFO - Training: cls_zice: 7.395838460922241; reg_zipnll: -9.462417211532593; aux_mae_loss_1: 7.343631777763367; aux_mae_loss_2: 1.0829960632324218; cnt_loss: 1.234354863166809; +2025-07-02 05:48:42,589 - INFO - Evaluation: +Curr mae: 7.9227; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 13.0498; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0593; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:48:42,589 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 +2025-07-02 05:49:29,163 - INFO - Training: cls_zice: 6.528427516222; reg_zipnll: -2.1376131057739256; aux_mae_loss_1: 6.108544943332672; aux_mae_loss_2: 0.8926516205072403; cnt_loss: 1.0376005363464356; +2025-07-02 05:49:29,164 - INFO - Evaluation: +Curr mae: 6.8551; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4992; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0529; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:49:29,164 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 +2025-07-02 05:50:15,470 - INFO - Training: cls_zice: 7.484655213356018; reg_zipnll: -8.116369099617005; aux_mae_loss_1: 7.378033761978149; aux_mae_loss_2: 1.1312858206033707; cnt_loss: 1.1910308343172074; +2025-07-02 05:50:15,471 - INFO - Evaluation: +Curr mae: 6.8270; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3735; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0543; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:50:15,471 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 +2025-07-02 05:51:02,385 - INFO - Training: cls_zice: 7.267391486167908; reg_zipnll: -6.784029450416565; aux_mae_loss_1: 6.493979978561401; aux_mae_loss_2: 0.9342115539312362; cnt_loss: 1.0657635912299157; +2025-07-02 05:51:02,386 - INFO - Evaluation: +Curr mae: 7.0359; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2714; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0556; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:51:02,386 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 +2025-07-02 05:51:48,873 - INFO - Training: cls_zice: 7.077801966667176; reg_zipnll: -5.953122110366821; aux_mae_loss_1: 6.886582226753235; aux_mae_loss_2: 0.9915387541055679; cnt_loss: 1.0439191603660583; +2025-07-02 05:51:48,873 - INFO - Evaluation: +Curr mae: 6.9533; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7223; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0548; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:51:48,873 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 +2025-07-02 05:52:35,041 - INFO - Training: cls_zice: 7.488622498512268; reg_zipnll: -6.571773090362549; aux_mae_loss_1: 7.054591591358185; aux_mae_loss_2: 1.029022256731987; cnt_loss: 1.2160896801948546; +2025-07-02 05:52:35,042 - INFO - Evaluation: +Curr mae: 6.6524; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3880; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:52:35,043 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 +2025-07-02 05:53:21,469 - INFO - Training: cls_zice: 6.94413590669632; reg_zipnll: -9.780493421554565; aux_mae_loss_1: 7.240978813171386; aux_mae_loss_2: 1.0934028589725495; cnt_loss: 1.172430619597435; +2025-07-02 05:53:21,470 - INFO - Evaluation: +Curr mae: 6.8875; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2415; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0546; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:53:21,470 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 +2025-07-02 05:54:08,001 - INFO - Training: cls_zice: 6.469947092533111; reg_zipnll: -7.759239981174469; aux_mae_loss_1: 6.410192472934723; aux_mae_loss_2: 0.9820717608928681; cnt_loss: 1.081886949837208; +2025-07-02 05:54:08,002 - INFO - Evaluation: +Curr mae: 6.9717; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.1986; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0554; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:54:08,002 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 +2025-07-02 05:54:54,416 - INFO - Training: cls_zice: 6.782464148998261; reg_zipnll: -5.184232430458069; aux_mae_loss_1: 6.591570415496826; aux_mae_loss_2: 0.9638447606563568; cnt_loss: 1.1892851263284683; +2025-07-02 05:54:54,417 - INFO - Evaluation: +Curr mae: 7.1786; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0142; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0541; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:54:54,417 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 +2025-07-02 05:55:41,211 - INFO - Training: cls_zice: 6.843192038536071; reg_zipnll: -9.194504318237305; aux_mae_loss_1: 6.859062571525573; aux_mae_loss_2: 1.0289359611272813; cnt_loss: 1.025966418981552; +2025-07-02 05:55:41,212 - INFO - Evaluation: +Curr mae: 6.8973; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5254; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0516; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:55:41,212 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 +2025-07-02 05:56:27,827 - INFO - Training: cls_zice: 7.026829919815063; reg_zipnll: -10.133025608062745; aux_mae_loss_1: 7.203227186203003; aux_mae_loss_2: 1.0822264075279235; cnt_loss: 1.2206527626514434; +2025-07-02 05:56:27,827 - INFO - Evaluation: +Curr mae: 6.7437; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4080; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:56:27,827 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 +2025-07-02 05:57:14,880 - INFO - Training: cls_zice: 7.317076144218444; reg_zipnll: -8.869305911064147; aux_mae_loss_1: 6.870590968132019; aux_mae_loss_2: 1.0111846429109574; cnt_loss: 1.1487386882305146; +2025-07-02 05:57:14,881 - INFO - Evaluation: +Curr mae: 6.9864; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.1742; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0544; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:57:14,881 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 +2025-07-02 05:58:01,620 - INFO - Training: cls_zice: 6.939965422153473; reg_zipnll: -11.083307380676269; aux_mae_loss_1: 7.29201226234436; aux_mae_loss_2: 1.0819669342041016; cnt_loss: 1.1999764323234559; +2025-07-02 05:58:01,620 - INFO - Evaluation: +Curr mae: 6.7901; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.8740; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0553; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:58:01,620 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 +2025-07-02 05:58:48,421 - INFO - Training: cls_zice: 7.1083629977703096; reg_zipnll: -11.620548224449157; aux_mae_loss_1: 7.028998341560364; aux_mae_loss_2: 1.032603931427002; cnt_loss: 1.2192063623666762; +2025-07-02 05:58:48,421 - INFO - Evaluation: +Curr mae: 6.9734; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3631; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0548; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:58:48,422 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 +2025-07-02 05:59:34,721 - INFO - Training: cls_zice: 6.6217691254615785; reg_zipnll: -4.5032357454299925; aux_mae_loss_1: 6.170488572120666; aux_mae_loss_2: 0.882149663567543; cnt_loss: 0.9604104697704315; +2025-07-02 05:59:34,722 - INFO - Evaluation: +Curr mae: 6.8806; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2706; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0543; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 05:59:34,722 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 +2025-07-02 06:00:21,321 - INFO - Training: cls_zice: 6.628982372283936; reg_zipnll: -5.6985897445678715; aux_mae_loss_1: 6.492319660186768; aux_mae_loss_2: 0.952220026254654; cnt_loss: 1.0355861705541611; +2025-07-02 06:00:21,322 - INFO - Evaluation: +Curr mae: 6.7618; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.0184; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0534; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:00:21,322 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 +2025-07-02 06:01:07,478 - INFO - Training: cls_zice: 6.5836819911003115; reg_zipnll: -5.309170718193054; aux_mae_loss_1: 6.654431281089782; aux_mae_loss_2: 0.9967326110601425; cnt_loss: 1.0286907237768173; +2025-07-02 06:01:07,479 - INFO - Evaluation: +Curr mae: 7.3715; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4947; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0589; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:01:07,479 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 +2025-07-02 06:01:54,038 - INFO - Training: cls_zice: 7.550578513145447; reg_zipnll: -12.989985394477845; aux_mae_loss_1: 7.642033710479736; aux_mae_loss_2: 1.1012118643522262; cnt_loss: 1.1297746479511261; +2025-07-02 06:01:54,043 - INFO - Evaluation: +Curr mae: 6.8939; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.8571; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0572; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:01:54,043 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 +2025-07-02 06:02:40,542 - INFO - Training: cls_zice: 6.67514496088028; reg_zipnll: -7.22024001121521; aux_mae_loss_1: 6.511362557411194; aux_mae_loss_2: 0.970165251493454; cnt_loss: 0.9820930397510529; +2025-07-02 06:02:40,543 - INFO - Evaluation: +Curr mae: 7.1466; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8255; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0555; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:02:40,543 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 +2025-07-02 06:03:26,871 - INFO - Training: cls_zice: 6.687069098949433; reg_zipnll: -7.593896818161011; aux_mae_loss_1: 7.128682389259338; aux_mae_loss_2: 1.0353695785999297; cnt_loss: 1.0366821268200874; +2025-07-02 06:03:26,872 - INFO - Evaluation: +Curr mae: 7.3917; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9270; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0582; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:03:26,873 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 +2025-07-02 06:04:13,565 - INFO - Training: cls_zice: 7.015004587173462; reg_zipnll: -9.25471796989441; aux_mae_loss_1: 6.561822772026062; aux_mae_loss_2: 0.9785834765434265; cnt_loss: 1.1617296731472015; +2025-07-02 06:04:13,566 - INFO - Evaluation: +Curr mae: 7.6733; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3962; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0607; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:04:13,566 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 +2025-07-02 06:05:00,527 - INFO - Training: cls_zice: 6.9817302751541135; reg_zipnll: -10.149910697937012; aux_mae_loss_1: 6.89919186592102; aux_mae_loss_2: 1.029862914085388; cnt_loss: 1.1042792630195617; +2025-07-02 06:05:00,528 - INFO - Evaluation: +Curr mae: 6.9452; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.1590; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0545; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:05:00,528 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 +2025-07-02 06:05:47,394 - INFO - Training: cls_zice: 7.691973383426666; reg_zipnll: -5.460414743423462; aux_mae_loss_1: 7.091495475769043; aux_mae_loss_2: 1.0409511530399322; cnt_loss: 1.1856400668621063; +2025-07-02 06:05:47,394 - INFO - Evaluation: +Curr mae: 6.9443; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2157; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0532; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:05:47,394 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 +2025-07-02 06:06:34,194 - INFO - Training: cls_zice: 7.1221566796302795; reg_zipnll: -6.857950685024261; aux_mae_loss_1: 6.846575379371643; aux_mae_loss_2: 1.0001208513975144; cnt_loss: 1.1323842465877534; +2025-07-02 06:06:34,195 - INFO - Evaluation: +Curr mae: 6.5464; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.9364; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0524; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:06:34,195 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 +2025-07-02 06:07:21,016 - INFO - Training: cls_zice: 6.702885680198669; reg_zipnll: -8.96672845363617; aux_mae_loss_1: 6.527894735336304; aux_mae_loss_2: 0.95287149310112; cnt_loss: 1.0836273038387298; +2025-07-02 06:07:21,017 - INFO - Evaluation: +Curr mae: 6.7873; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2528; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0538; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:07:21,017 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 +2025-07-02 06:08:07,451 - INFO - Training: cls_zice: 6.50621334195137; reg_zipnll: -7.759627466201782; aux_mae_loss_1: 6.642325096130371; aux_mae_loss_2: 0.9437745189666749; cnt_loss: 1.062015460729599; +2025-07-02 06:08:07,451 - INFO - Evaluation: +Curr mae: 6.8721; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4317; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0538; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:08:07,451 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 +2025-07-02 06:08:54,108 - INFO - Training: cls_zice: 6.381463514566422; reg_zipnll: -9.754727969169616; aux_mae_loss_1: 6.88879958152771; aux_mae_loss_2: 1.0183679020404817; cnt_loss: 0.9913262915611267; +2025-07-02 06:08:54,109 - INFO - Evaluation: +Curr mae: 7.3804; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0549; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0559; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:08:55,468 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 +2025-07-02 06:09:41,661 - INFO - Training: cls_zice: 6.511554760932922; reg_zipnll: -9.754621123075486; aux_mae_loss_1: 6.6858952569961545; aux_mae_loss_2: 0.9550523728132247; cnt_loss: 0.9800469449162483; +2025-07-02 06:09:41,662 - INFO - Evaluation: +Curr mae: 7.0301; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4934; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0548; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:09:41,662 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 +2025-07-02 06:10:27,984 - INFO - Training: cls_zice: 6.334344022274017; reg_zipnll: -8.527843351364135; aux_mae_loss_1: 6.497240500450134; aux_mae_loss_2: 0.9857081353664399; cnt_loss: 1.117281170487404; +2025-07-02 06:10:27,984 - INFO - Evaluation: +Curr mae: 7.3372; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2963; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0546; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:10:27,985 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 +2025-07-02 06:11:14,630 - INFO - Training: cls_zice: 7.0048168861866; reg_zipnll: -8.99594268321991; aux_mae_loss_1: 6.970478005409241; aux_mae_loss_2: 1.0385480368137359; cnt_loss: 1.1602411997318267; +2025-07-02 06:11:14,630 - INFO - Evaluation: +Curr mae: 6.9383; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3039; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0544; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:11:14,630 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 +2025-07-02 06:12:01,038 - INFO - Training: cls_zice: 6.297344071269035; reg_zipnll: -1.5933277273178101; aux_mae_loss_1: 5.868102498054505; aux_mae_loss_2: 0.8621092766523362; cnt_loss: 1.013286972641945; +2025-07-02 06:12:01,039 - INFO - Evaluation: +Curr mae: 7.0944; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4656; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:12:01,039 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 +2025-07-02 06:12:47,765 - INFO - Training: cls_zice: 7.337627284526825; reg_zipnll: -8.803567938804626; aux_mae_loss_1: 6.9437475633621215; aux_mae_loss_2: 1.0086514115333558; cnt_loss: 1.1053378456830978; +2025-07-02 06:12:47,766 - INFO - Evaluation: +Curr mae: 7.0158; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2738; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:12:47,766 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 +2025-07-02 06:13:34,267 - INFO - Training: cls_zice: 6.939780015945434; reg_zipnll: -10.069779992103577; aux_mae_loss_1: 7.045494203567505; aux_mae_loss_2: 1.0380130481719971; cnt_loss: 1.1442090743780136; +2025-07-02 06:13:34,268 - INFO - Evaluation: +Curr mae: 7.0816; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7000; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0555; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:13:34,268 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 +2025-07-02 06:14:21,461 - INFO - Training: cls_zice: 6.082978932857514; reg_zipnll: -12.24460638999939; aux_mae_loss_1: 6.477952539920807; aux_mae_loss_2: 0.969000876545906; cnt_loss: 1.0233700573444366; +2025-07-02 06:14:21,461 - INFO - Evaluation: +Curr mae: 6.9354; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6054; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0535; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:14:21,462 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 +2025-07-02 06:15:08,236 - INFO - Training: cls_zice: 6.425841398239136; reg_zipnll: -10.612065882682801; aux_mae_loss_1: 6.801485505104065; aux_mae_loss_2: 1.0044956481456757; cnt_loss: 1.0255394238233566; +2025-07-02 06:15:08,236 - INFO - Evaluation: +Curr mae: 7.3874; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8822; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0581; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:15:08,237 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 +2025-07-02 06:15:54,560 - INFO - Training: cls_zice: 6.7157587361335755; reg_zipnll: -10.421937885284423; aux_mae_loss_1: 6.80487024307251; aux_mae_loss_2: 0.9759364652633667; cnt_loss: 1.145024054646492; +2025-07-02 06:15:54,561 - INFO - Evaluation: +Curr mae: 7.3955; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7773; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0585; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:15:54,561 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 +2025-07-02 06:16:41,287 - INFO - Training: cls_zice: 7.022249872684479; reg_zipnll: -11.783658056259155; aux_mae_loss_1: 7.345939893722534; aux_mae_loss_2: 1.1041294842958451; cnt_loss: 0.9264394664764404; +2025-07-02 06:16:41,288 - INFO - Evaluation: +Curr mae: 7.2720; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9623; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0547; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:16:41,288 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 +2025-07-02 06:17:27,805 - INFO - Training: cls_zice: 7.114585242271423; reg_zipnll: -9.49764283657074; aux_mae_loss_1: 7.091069960594178; aux_mae_loss_2: 1.0544744950532914; cnt_loss: 1.1601523733139039; +2025-07-02 06:17:27,806 - INFO - Evaluation: +Curr mae: 7.3257; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7781; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0585; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:17:27,806 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 +2025-07-02 06:18:14,341 - INFO - Training: cls_zice: 6.457641959190369; reg_zipnll: -6.400706005096436; aux_mae_loss_1: 6.126040005683899; aux_mae_loss_2: 0.8748921293020249; cnt_loss: 1.011636825799942; +2025-07-02 06:18:14,341 - INFO - Evaluation: +Curr mae: 7.7091; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.4457; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0607; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:18:14,341 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 +2025-07-02 06:19:00,851 - INFO - Training: cls_zice: 6.294266381263733; reg_zipnll: -6.815775032043457; aux_mae_loss_1: 6.260793099403381; aux_mae_loss_2: 0.9091817992925644; cnt_loss: 1.1139676666259766; +2025-07-02 06:19:00,852 - INFO - Evaluation: +Curr mae: 7.9191; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.6223; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0613; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:19:00,852 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 +2025-07-02 06:19:47,954 - INFO - Training: cls_zice: 7.075546588897705; reg_zipnll: -10.365587108135223; aux_mae_loss_1: 6.685749607086182; aux_mae_loss_2: 0.9613187450170517; cnt_loss: 1.0790504562854766; +2025-07-02 06:19:47,955 - INFO - Evaluation: +Curr mae: 6.7069; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.1156; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0516; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:19:47,955 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 +2025-07-02 06:20:34,563 - INFO - Training: cls_zice: 6.526713701486588; reg_zipnll: -8.356127195358276; aux_mae_loss_1: 6.3071928977966305; aux_mae_loss_2: 0.9580322343111038; cnt_loss: 1.0564151471853256; +2025-07-02 06:20:34,564 - INFO - Evaluation: +Curr mae: 6.8939; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3113; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0533; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:20:34,564 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 +2025-07-02 06:21:21,099 - INFO - Training: cls_zice: 7.029369430541992; reg_zipnll: -12.410826148986816; aux_mae_loss_1: 7.124013500213623; aux_mae_loss_2: 1.0612286216020583; cnt_loss: 1.128209582567215; +2025-07-02 06:21:21,100 - INFO - Evaluation: +Curr mae: 8.2924; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 13.0056; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0631; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:21:21,100 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 +2025-07-02 06:22:07,593 - INFO - Training: cls_zice: 7.018532500267029; reg_zipnll: -12.486464971126988; aux_mae_loss_1: 7.7275447654724125; aux_mae_loss_2: 1.1538033950328828; cnt_loss: 1.0761447775363921; +2025-07-02 06:22:07,594 - INFO - Evaluation: +Curr mae: 7.5226; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0381; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0577; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:22:07,594 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 +2025-07-02 06:22:54,210 - INFO - Training: cls_zice: 6.865581090450287; reg_zipnll: -14.074737844467164; aux_mae_loss_1: 6.812764739990234; aux_mae_loss_2: 1.0213032853603363; cnt_loss: 0.9429209339618683; +2025-07-02 06:22:54,211 - INFO - Evaluation: +Curr mae: 6.9290; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2860; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0535; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:22:54,211 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 +2025-07-02 06:23:40,747 - INFO - Training: cls_zice: 6.197084209918976; reg_zipnll: -12.64381386756897; aux_mae_loss_1: 6.581544046401977; aux_mae_loss_2: 0.9999394577741623; cnt_loss: 0.9288498377799987; +2025-07-02 06:23:40,748 - INFO - Evaluation: +Curr mae: 7.5866; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9142; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0602; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:23:40,748 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 +2025-07-02 06:24:27,415 - INFO - Training: cls_zice: 6.457911639213562; reg_zipnll: -5.894681220054626; aux_mae_loss_1: 6.187849721908569; aux_mae_loss_2: 0.9003903675079346; cnt_loss: 1.0066785144805908; +2025-07-02 06:24:27,416 - INFO - Evaluation: +Curr mae: 6.9757; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4673; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0544; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:24:27,416 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 +2025-07-02 06:25:13,775 - INFO - Training: cls_zice: 6.147720685005188; reg_zipnll: -8.561171035766602; aux_mae_loss_1: 6.501521692276001; aux_mae_loss_2: 0.9755180472135544; cnt_loss: 0.9766041374206543; +2025-07-02 06:25:13,776 - INFO - Evaluation: +Curr mae: 7.4144; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9376; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0571; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:25:13,776 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 +2025-07-02 06:26:00,070 - INFO - Training: cls_zice: 6.568477931022644; reg_zipnll: -11.46430902004242; aux_mae_loss_1: 6.465346260070801; aux_mae_loss_2: 0.9290077525377274; cnt_loss: 1.1335065439343452; +2025-07-02 06:26:00,070 - INFO - Evaluation: +Curr mae: 7.3743; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7955; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0578; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:26:00,071 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 +2025-07-02 06:26:46,686 - INFO - Training: cls_zice: 6.294717738628387; reg_zipnll: -8.115055689811706; aux_mae_loss_1: 6.756507971286774; aux_mae_loss_2: 1.0524090844392777; cnt_loss: 1.0246075040102005; +2025-07-02 06:26:46,687 - INFO - Evaluation: +Curr mae: 7.1812; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5810; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0559; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:26:46,687 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 +2025-07-02 06:27:33,547 - INFO - Training: cls_zice: 6.318561367690563; reg_zipnll: -11.141786794662476; aux_mae_loss_1: 7.219933168888092; aux_mae_loss_2: 1.083559764623642; cnt_loss: 1.0097876465320588; +2025-07-02 06:27:33,552 - INFO - Evaluation: +Curr mae: 6.6933; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 10.8606; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0525; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:27:33,552 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 +2025-07-02 06:28:20,227 - INFO - Training: cls_zice: 6.4888983154296875; reg_zipnll: -6.1008822536468506; aux_mae_loss_1: 6.143822286128998; aux_mae_loss_2: 0.8828439712524414; cnt_loss: 1.0385560297966003; +2025-07-02 06:28:20,228 - INFO - Evaluation: +Curr mae: 7.0574; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2815; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0565; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:28:20,228 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 +2025-07-02 06:29:06,577 - INFO - Training: cls_zice: 6.669001410007477; reg_zipnll: -8.38937686920166; aux_mae_loss_1: 6.537220044136047; aux_mae_loss_2: 0.9799440222978592; cnt_loss: 1.0545645225048066; +2025-07-02 06:29:06,578 - INFO - Evaluation: +Curr mae: 6.8855; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3676; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0531; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:29:06,578 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 +2025-07-02 06:29:53,357 - INFO - Training: cls_zice: 6.810176833868026; reg_zipnll: -15.068576316833497; aux_mae_loss_1: 6.702718732357025; aux_mae_loss_2: 1.0100949329137803; cnt_loss: 0.9737089121341705; +2025-07-02 06:29:53,358 - INFO - Evaluation: +Curr mae: 7.4963; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0031; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:29:53,358 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 +2025-07-02 06:30:40,168 - INFO - Training: cls_zice: 7.118767733573914; reg_zipnll: -13.118134107589722; aux_mae_loss_1: 6.887787528038025; aux_mae_loss_2: 1.0192565822601318; cnt_loss: 0.9750498777627945; +2025-07-02 06:30:40,169 - INFO - Evaluation: +Curr mae: 7.3665; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7558; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0581; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:30:40,169 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 +2025-07-02 06:31:26,854 - INFO - Training: cls_zice: 6.907624619007111; reg_zipnll: -12.262723827362061; aux_mae_loss_1: 7.070096778869629; aux_mae_loss_2: 1.046914838552475; cnt_loss: 1.0131787633895875; +2025-07-02 06:31:26,855 - INFO - Evaluation: +Curr mae: 7.6455; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0286; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0613; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:31:26,855 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 +2025-07-02 06:32:13,711 - INFO - Training: cls_zice: 6.505442218780518; reg_zipnll: -3.2286323928833007; aux_mae_loss_1: 5.912237348556519; aux_mae_loss_2: 0.8342821371555328; cnt_loss: 0.9472301560640335; +2025-07-02 06:32:13,712 - INFO - Evaluation: +Curr mae: 7.2319; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7667; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0590; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:32:13,712 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 +2025-07-02 06:33:00,092 - INFO - Training: cls_zice: 6.240143895149231; reg_zipnll: -8.017184090614318; aux_mae_loss_1: 6.104632441997528; aux_mae_loss_2: 0.8862332707643509; cnt_loss: 0.8719015425443649; +2025-07-02 06:33:00,092 - INFO - Evaluation: +Curr mae: 7.1220; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6583; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0572; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:33:00,093 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 +2025-07-02 06:33:46,730 - INFO - Training: cls_zice: 6.280471420288086; reg_zipnll: -8.242541465759277; aux_mae_loss_1: 6.163954572677612; aux_mae_loss_2: 0.9003603917360306; cnt_loss: 0.9542751610279083; +2025-07-02 06:33:46,732 - INFO - Evaluation: +Curr mae: 7.4172; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9960; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:33:46,732 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 +2025-07-02 06:34:33,510 - INFO - Training: cls_zice: 6.597653403282165; reg_zipnll: -12.178341155052186; aux_mae_loss_1: 6.466731958389282; aux_mae_loss_2: 0.9718252497911454; cnt_loss: 1.08111148416996; +2025-07-02 06:34:33,510 - INFO - Evaluation: +Curr mae: 7.4563; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9883; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0584; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:34:33,510 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 +2025-07-02 06:35:20,058 - INFO - Training: cls_zice: 6.321892032623291; reg_zipnll: -7.258864583969117; aux_mae_loss_1: 6.509521279335022; aux_mae_loss_2: 0.9315733253955841; cnt_loss: 1.0287272888422012; +2025-07-02 06:35:20,059 - INFO - Evaluation: +Curr mae: 6.9494; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5376; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0548; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:35:20,059 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 +2025-07-02 06:36:06,603 - INFO - Training: cls_zice: 6.221974260807038; reg_zipnll: -6.062685503959655; aux_mae_loss_1: 6.568030314445496; aux_mae_loss_2: 0.9580733639001846; cnt_loss: 1.0052986109256745; +2025-07-02 06:36:06,604 - INFO - Evaluation: +Curr mae: 7.2673; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8240; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0564; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:36:06,604 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 +2025-07-02 06:36:53,138 - INFO - Training: cls_zice: 6.448241939544678; reg_zipnll: -15.95998942375183; aux_mae_loss_1: 7.047815833091736; aux_mae_loss_2: 1.075375450849533; cnt_loss: 0.982569252550602; +2025-07-02 06:36:53,139 - INFO - Evaluation: +Curr mae: 7.0023; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4385; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0555; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:36:53,139 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 +2025-07-02 06:37:39,392 - INFO - Training: cls_zice: 6.317926032543182; reg_zipnll: -8.402828483581542; aux_mae_loss_1: 6.509650692939759; aux_mae_loss_2: 0.9369512218236923; cnt_loss: 0.9549772214889526; +2025-07-02 06:37:39,393 - INFO - Evaluation: +Curr mae: 7.4834; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9580; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0570; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:37:39,393 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 +2025-07-02 06:38:26,384 - INFO - Training: cls_zice: 6.11038342833519; reg_zipnll: -6.79221878528595; aux_mae_loss_1: 6.223965721130371; aux_mae_loss_2: 0.910821073949337; cnt_loss: 0.9261585527658462; +2025-07-02 06:38:26,384 - INFO - Evaluation: +Curr mae: 7.0613; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5945; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0541; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:38:26,384 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 +2025-07-02 06:39:12,681 - INFO - Training: cls_zice: 6.747234895229339; reg_zipnll: -7.5747221660614015; aux_mae_loss_1: 6.415173382759094; aux_mae_loss_2: 0.9420982617139816; cnt_loss: 1.0686170077323913; +2025-07-02 06:39:12,682 - INFO - Evaluation: +Curr mae: 6.9407; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4522; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0543; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:39:12,682 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 +2025-07-02 06:39:59,304 - INFO - Training: cls_zice: 6.342538937330246; reg_zipnll: -11.969824829101562; aux_mae_loss_1: 6.253696718215942; aux_mae_loss_2: 0.9144798189401626; cnt_loss: 1.0041063886880874; +2025-07-02 06:39:59,305 - INFO - Evaluation: +Curr mae: 6.8936; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5333; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0547; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:39:59,305 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 +2025-07-02 06:40:46,122 - INFO - Training: cls_zice: 6.273227566480637; reg_zipnll: -12.510665502548218; aux_mae_loss_1: 6.521996846199036; aux_mae_loss_2: 0.9662549364566803; cnt_loss: 0.9554131162166596; +2025-07-02 06:40:46,122 - INFO - Evaluation: +Curr mae: 7.2370; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7019; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0565; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:40:46,123 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 +2025-07-02 06:41:32,694 - INFO - Training: cls_zice: 6.311624791622162; reg_zipnll: -9.04756419658661; aux_mae_loss_1: 6.725834703445434; aux_mae_loss_2: 1.0037564152479173; cnt_loss: 0.9578108644485473; +2025-07-02 06:41:32,695 - INFO - Evaluation: +Curr mae: 7.1893; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4412; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0549; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:41:32,695 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 +2025-07-02 06:42:19,043 - INFO - Training: cls_zice: 6.403539123535157; reg_zipnll: -8.853166646957398; aux_mae_loss_1: 6.410474648475647; aux_mae_loss_2: 0.9362091186642647; cnt_loss: 0.9237477904558182; +2025-07-02 06:42:19,044 - INFO - Evaluation: +Curr mae: 6.9276; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2880; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0542; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:42:19,044 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 +2025-07-02 06:43:05,727 - INFO - Training: cls_zice: 6.40104159116745; reg_zipnll: -12.636804437637329; aux_mae_loss_1: 6.8244118475914; aux_mae_loss_2: 1.000089972615242; cnt_loss: 1.0722450858354569; +2025-07-02 06:43:05,728 - INFO - Evaluation: +Curr mae: 6.7734; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5834; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0526; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:43:05,728 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 +2025-07-02 06:43:52,318 - INFO - Training: cls_zice: 6.775868134498596; reg_zipnll: -10.649888067245483; aux_mae_loss_1: 6.904351482391357; aux_mae_loss_2: 1.0251084160804749; cnt_loss: 0.985258719921112; +2025-07-02 06:43:52,318 - INFO - Evaluation: +Curr mae: 6.9139; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3115; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0535; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:43:52,319 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 +2025-07-02 06:44:39,301 - INFO - Training: cls_zice: 6.475795686244965; reg_zipnll: -7.014244318008423; aux_mae_loss_1: 6.241059341430664; aux_mae_loss_2: 0.8819615477323532; cnt_loss: 0.9022267264127731; +2025-07-02 06:44:39,302 - INFO - Evaluation: +Curr mae: 7.2256; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3799; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0584; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:44:39,302 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 +2025-07-02 06:45:25,724 - INFO - Training: cls_zice: 6.2240070271492005; reg_zipnll: -8.550603265762328; aux_mae_loss_1: 5.702311849594116; aux_mae_loss_2: 0.802576624751091; cnt_loss: 0.8032746720314026; +2025-07-02 06:45:25,725 - INFO - Evaluation: +Curr mae: 7.0221; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.1814; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0573; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:45:25,725 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 +2025-07-02 06:46:12,194 - INFO - Training: cls_zice: 6.486817593574524; reg_zipnll: -14.263183965682984; aux_mae_loss_1: 6.692150831222534; aux_mae_loss_2: 0.9634383964538574; cnt_loss: 0.8858542484045029; +2025-07-02 06:46:12,195 - INFO - Evaluation: +Curr mae: 7.3751; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5840; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0599; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:46:12,195 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 +2025-07-02 06:46:58,548 - INFO - Training: cls_zice: 6.8123356008529665; reg_zipnll: -12.83832251548767; aux_mae_loss_1: 7.200009999275207; aux_mae_loss_2: 1.0703837817907333; cnt_loss: 0.8833162099123001; +2025-07-02 06:46:58,548 - INFO - Evaluation: +Curr mae: 7.8438; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3831; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0620; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:46:58,548 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 +2025-07-02 06:47:45,099 - INFO - Training: cls_zice: 6.435260846614837; reg_zipnll: -9.896904964447021; aux_mae_loss_1: 6.3923251247406006; aux_mae_loss_2: 0.9578789883852005; cnt_loss: 0.902700224518776; +2025-07-02 06:47:45,099 - INFO - Evaluation: +Curr mae: 7.5293; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9121; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0606; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:47:46,475 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 +2025-07-02 06:48:33,270 - INFO - Training: cls_zice: 6.246458568572998; reg_zipnll: -12.717828235626222; aux_mae_loss_1: 6.533237845897674; aux_mae_loss_2: 0.9961339235305786; cnt_loss: 0.9169123846292496; +2025-07-02 06:48:33,271 - INFO - Evaluation: +Curr mae: 7.2801; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6297; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0581; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:48:33,271 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 +2025-07-02 06:49:20,099 - INFO - Training: cls_zice: 6.415618314743042; reg_zipnll: -9.297100734710693; aux_mae_loss_1: 6.246356489658356; aux_mae_loss_2: 0.9025304132699966; cnt_loss: 1.0260884469747544; +2025-07-02 06:49:20,100 - INFO - Evaluation: +Curr mae: 7.3403; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6286; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0598; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:49:20,100 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 +2025-07-02 06:50:07,021 - INFO - Training: cls_zice: 6.386775245666504; reg_zipnll: -4.187669777870179; aux_mae_loss_1: 5.9958388710021975; aux_mae_loss_2: 0.8764932182431221; cnt_loss: 0.9704243493080139; +2025-07-02 06:50:07,021 - INFO - Evaluation: +Curr mae: 7.4931; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7255; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0601; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:50:07,021 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 +2025-07-02 06:50:53,453 - INFO - Training: cls_zice: 6.836562650203705; reg_zipnll: -15.11164381980896; aux_mae_loss_1: 6.616377644538879; aux_mae_loss_2: 0.9621468514204026; cnt_loss: 1.172312182188034; +2025-07-02 06:50:53,454 - INFO - Evaluation: +Curr mae: 7.1236; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6746; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0570; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:50:53,454 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 +2025-07-02 06:51:40,308 - INFO - Training: cls_zice: 5.859414889812469; reg_zipnll: -13.344804983139039; aux_mae_loss_1: 6.663194451332092; aux_mae_loss_2: 1.0224191039800643; cnt_loss: 1.0600780129432679; +2025-07-02 06:51:40,309 - INFO - Evaluation: +Curr mae: 7.0572; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5326; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0551; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:51:40,309 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 +2025-07-02 06:52:26,639 - INFO - Training: cls_zice: 6.588488923311234; reg_zipnll: -7.503418207168579; aux_mae_loss_1: 6.469740009307861; aux_mae_loss_2: 0.925974863767624; cnt_loss: 0.965144801735878; +2025-07-02 06:52:26,640 - INFO - Evaluation: +Curr mae: 6.7389; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.0952; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0531; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:52:26,640 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 +2025-07-02 06:53:13,123 - INFO - Training: cls_zice: 6.553601624965668; reg_zipnll: -11.483795680999755; aux_mae_loss_1: 6.008541266918183; aux_mae_loss_2: 0.9162047153711319; cnt_loss: 1.0619658845663071; +2025-07-02 06:53:13,124 - INFO - Evaluation: +Curr mae: 7.1741; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8787; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0545; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:53:13,124 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 +2025-07-02 06:53:59,813 - INFO - Training: cls_zice: 7.073226046562195; reg_zipnll: -10.81115683555603; aux_mae_loss_1: 7.195129594802856; aux_mae_loss_2: 1.0867631801962852; cnt_loss: 1.0004941380023957; +2025-07-02 06:53:59,813 - INFO - Evaluation: +Curr mae: 7.0921; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5941; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0559; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:53:59,813 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 +2025-07-02 06:54:46,237 - INFO - Training: cls_zice: 6.4068532538414; reg_zipnll: -10.816520414352418; aux_mae_loss_1: 6.475292000770569; aux_mae_loss_2: 0.961394546031952; cnt_loss: 0.9856546014547348; +2025-07-02 06:54:46,237 - INFO - Evaluation: +Curr mae: 7.0494; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6928; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0545; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:54:46,238 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 +2025-07-02 06:55:32,734 - INFO - Training: cls_zice: 6.255459427833557; reg_zipnll: -1.6812586212158203; aux_mae_loss_1: 5.822320728302002; aux_mae_loss_2: 0.834961348772049; cnt_loss: 0.97149185359478; +2025-07-02 06:55:32,735 - INFO - Evaluation: +Curr mae: 7.1736; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6917; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0551; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:55:32,735 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 +2025-07-02 06:56:19,294 - INFO - Training: cls_zice: 6.23039985537529; reg_zipnll: -5.430990290641785; aux_mae_loss_1: 5.6420640587806705; aux_mae_loss_2: 0.8153882282972336; cnt_loss: 0.9082093399763107; +2025-07-02 06:56:19,294 - INFO - Evaluation: +Curr mae: 6.9928; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4063; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0542; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:56:19,294 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 +2025-07-02 06:57:06,012 - INFO - Training: cls_zice: 6.409496972560882; reg_zipnll: -7.821844825744629; aux_mae_loss_1: 6.661287832260132; aux_mae_loss_2: 0.9919488710165024; cnt_loss: 0.9862186592817307; +2025-07-02 06:57:06,012 - INFO - Evaluation: +Curr mae: 6.9321; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5172; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0523; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:57:06,012 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 +2025-07-02 06:57:52,480 - INFO - Training: cls_zice: 6.577843279838562; reg_zipnll: -9.745822315216065; aux_mae_loss_1: 6.526326575279236; aux_mae_loss_2: 0.947990785241127; cnt_loss: 0.9006104075908661; +2025-07-02 06:57:52,481 - INFO - Evaluation: +Curr mae: 7.1839; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6185; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0563; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:57:52,481 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 +2025-07-02 06:58:39,326 - INFO - Training: cls_zice: 7.219464666843415; reg_zipnll: -4.891618499755859; aux_mae_loss_1: 6.779561471939087; aux_mae_loss_2: 0.9469411933422088; cnt_loss: 1.0045888298749923; +2025-07-02 06:58:39,327 - INFO - Evaluation: +Curr mae: 6.8093; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2791; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0516; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:58:39,327 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 +2025-07-02 06:59:25,518 - INFO - Training: cls_zice: 6.290514001846313; reg_zipnll: -8.733873324394226; aux_mae_loss_1: 6.480882654190063; aux_mae_loss_2: 0.9816134375333786; cnt_loss: 0.9925530481338501; +2025-07-02 06:59:25,519 - INFO - Evaluation: +Curr mae: 7.6758; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.5936; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0579; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 06:59:25,519 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 +2025-07-02 07:00:11,977 - INFO - Training: cls_zice: 6.263084230422973; reg_zipnll: -14.643839454650879; aux_mae_loss_1: 6.27930091381073; aux_mae_loss_2: 0.9254208320379257; cnt_loss: 0.8738141828775405; +2025-07-02 07:00:11,978 - INFO - Evaluation: +Curr mae: 7.3300; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9600; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0562; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:00:11,978 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 +2025-07-02 07:00:58,566 - INFO - Training: cls_zice: 7.338798184394836; reg_zipnll: -15.546287013292313; aux_mae_loss_1: 7.443619542121887; aux_mae_loss_2: 1.1451437383890153; cnt_loss: 1.2095356661081313; +2025-07-02 07:00:58,567 - INFO - Evaluation: +Curr mae: 7.9980; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 13.0682; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0595; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:00:58,567 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 +2025-07-02 07:01:45,008 - INFO - Training: cls_zice: 6.622255866527557; reg_zipnll: -8.892113466262817; aux_mae_loss_1: 6.675825567245483; aux_mae_loss_2: 0.9659396106004715; cnt_loss: 0.9740002834796906; +2025-07-02 07:01:45,009 - INFO - Evaluation: +Curr mae: 7.1494; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8362; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0536; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:01:45,009 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 +2025-07-02 07:02:31,507 - INFO - Training: cls_zice: 5.939806299209595; reg_zipnll: -13.825354862213135; aux_mae_loss_1: 6.629293732643127; aux_mae_loss_2: 0.9930765491724014; cnt_loss: 0.9212701749801636; +2025-07-02 07:02:31,508 - INFO - Evaluation: +Curr mae: 7.3981; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8625; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0562; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:02:31,508 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 +2025-07-02 07:03:18,080 - INFO - Training: cls_zice: 6.430377365350723; reg_zipnll: -11.769551277160645; aux_mae_loss_1: 6.632249655723572; aux_mae_loss_2: 0.9932555764913559; cnt_loss: 0.9281943690776825; +2025-07-02 07:03:18,080 - INFO - Evaluation: +Curr mae: 7.6671; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1788; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0593; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:03:18,081 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 +2025-07-02 07:04:04,649 - INFO - Training: cls_zice: 5.869049112796784; reg_zipnll: -7.641956263780594; aux_mae_loss_1: 6.242932057380676; aux_mae_loss_2: 0.9390028703212738; cnt_loss: 0.7936693203449249; +2025-07-02 07:04:04,650 - INFO - Evaluation: +Curr mae: 7.3973; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8263; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0576; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:04:04,650 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 +2025-07-02 07:04:51,169 - INFO - Training: cls_zice: 6.098750436306; reg_zipnll: -13.448823013305663; aux_mae_loss_1: 6.717102732658386; aux_mae_loss_2: 0.9746588909626007; cnt_loss: 0.9958075153827667; +2025-07-02 07:04:51,170 - INFO - Evaluation: +Curr mae: 7.4040; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9715; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0569; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:04:51,170 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 +2025-07-02 07:05:37,718 - INFO - Training: cls_zice: 6.152664217948914; reg_zipnll: -15.593148212432862; aux_mae_loss_1: 7.105513968467712; aux_mae_loss_2: 1.0497924041748048; cnt_loss: 0.8953039813041687; +2025-07-02 07:05:37,719 - INFO - Evaluation: +Curr mae: 7.2203; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7123; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0553; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:05:37,719 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 +2025-07-02 07:06:24,415 - INFO - Training: cls_zice: 6.433768012523651; reg_zipnll: -6.58077032327652; aux_mae_loss_1: 6.1805322265625; aux_mae_loss_2: 0.9166828596591949; cnt_loss: 0.9027516013383865; +2025-07-02 07:06:24,416 - INFO - Evaluation: +Curr mae: 7.3111; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7311; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0570; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:06:24,416 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 +2025-07-02 07:07:10,667 - INFO - Training: cls_zice: 6.271095334291458; reg_zipnll: -8.222422308921814; aux_mae_loss_1: 6.618899931907654; aux_mae_loss_2: 0.9743757945299149; cnt_loss: 0.9541178554296493; +2025-07-02 07:07:10,667 - INFO - Evaluation: +Curr mae: 7.6261; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1286; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0589; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:07:10,667 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 +2025-07-02 07:07:57,078 - INFO - Training: cls_zice: 6.2882487893104555; reg_zipnll: -9.368952646255494; aux_mae_loss_1: 6.156849913597107; aux_mae_loss_2: 0.8988167136907578; cnt_loss: 0.902084356546402; +2025-07-02 07:07:57,079 - INFO - Evaluation: +Curr mae: 7.5318; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8361; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0601; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:07:57,079 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 +2025-07-02 07:08:43,431 - INFO - Training: cls_zice: 5.987095022201538; reg_zipnll: -8.992530374526977; aux_mae_loss_1: 5.89026225566864; aux_mae_loss_2: 0.8831824034452438; cnt_loss: 0.9102914530038834; +2025-07-02 07:08:43,431 - INFO - Evaluation: +Curr mae: 7.3172; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7967; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0571; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:08:43,431 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 +2025-07-02 07:09:29,955 - INFO - Training: cls_zice: 5.729287459850311; reg_zipnll: -5.043263072967529; aux_mae_loss_1: 5.61956678390503; aux_mae_loss_2: 0.8157297664880753; cnt_loss: 0.927033880352974; +2025-07-02 07:09:29,956 - INFO - Evaluation: +Curr mae: 7.0529; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.3735; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:09:29,956 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 +2025-07-02 07:10:16,531 - INFO - Training: cls_zice: 6.288989541530609; reg_zipnll: -5.990375413894653; aux_mae_loss_1: 6.254480149745941; aux_mae_loss_2: 0.9122636121511459; cnt_loss: 0.9662922024726868; +2025-07-02 07:10:16,531 - INFO - Evaluation: +Curr mae: 6.8796; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.2235; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0538; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:10:16,532 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 +2025-07-02 07:11:02,647 - INFO - Training: cls_zice: 6.413122174739837; reg_zipnll: -8.673418831825256; aux_mae_loss_1: 6.241334023475647; aux_mae_loss_2: 0.924997768998146; cnt_loss: 0.9332313334941864; +2025-07-02 07:11:02,648 - INFO - Evaluation: +Curr mae: 7.5311; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9298; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:11:02,648 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 +2025-07-02 07:11:49,358 - INFO - Training: cls_zice: 5.891884829699993; reg_zipnll: -4.597953810691833; aux_mae_loss_1: 6.01872896194458; aux_mae_loss_2: 0.9013375040888786; cnt_loss: 0.9064050436019897; +2025-07-02 07:11:49,358 - INFO - Evaluation: +Curr mae: 7.6348; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1081; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0588; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:11:49,358 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 +2025-07-02 07:12:35,857 - INFO - Training: cls_zice: 5.623855786323547; reg_zipnll: -3.366794476509094; aux_mae_loss_1: 5.59398788690567; aux_mae_loss_2: 0.8042152044177056; cnt_loss: 0.8183863264322281; +2025-07-02 07:12:35,858 - INFO - Evaluation: +Curr mae: 7.9082; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3348; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0621; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:12:35,858 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 +2025-07-02 07:13:22,492 - INFO - Training: cls_zice: 6.143085227012635; reg_zipnll: -9.397335467338563; aux_mae_loss_1: 6.475258293151856; aux_mae_loss_2: 0.9706801569461823; cnt_loss: 0.9116930961608887; +2025-07-02 07:13:22,493 - INFO - Evaluation: +Curr mae: 7.3783; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8366; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0572; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:13:22,493 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 +2025-07-02 07:14:09,316 - INFO - Training: cls_zice: 6.39961448431015; reg_zipnll: -10.358520526885986; aux_mae_loss_1: 5.934875955581665; aux_mae_loss_2: 0.8632131838798522; cnt_loss: 0.9249657487869263; +2025-07-02 07:14:09,316 - INFO - Evaluation: +Curr mae: 7.8188; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2052; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0615; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:14:09,317 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 +2025-07-02 07:14:55,615 - INFO - Training: cls_zice: 5.889568936824799; reg_zipnll: -5.09844361782074; aux_mae_loss_1: 5.227032239437103; aux_mae_loss_2: 0.7508370500802993; cnt_loss: 0.8360746383666993; +2025-07-02 07:14:55,615 - INFO - Evaluation: +Curr mae: 7.7555; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3070; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0599; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:14:55,616 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 +2025-07-02 07:15:42,241 - INFO - Training: cls_zice: 6.244301881790161; reg_zipnll: -10.751833019256592; aux_mae_loss_1: 6.521862094402313; aux_mae_loss_2: 0.9394825893640518; cnt_loss: 0.8201358658075333; +2025-07-02 07:15:42,242 - INFO - Evaluation: +Curr mae: 8.1783; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.6629; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0647; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:15:42,242 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 +2025-07-02 07:16:29,153 - INFO - Training: cls_zice: 6.646697723865509; reg_zipnll: -6.041160020828247; aux_mae_loss_1: 6.678050241470337; aux_mae_loss_2: 0.9628511714935303; cnt_loss: 0.9260664999485015; +2025-07-02 07:16:29,154 - INFO - Evaluation: +Curr mae: 7.5476; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0242; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0586; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:16:29,154 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 +2025-07-02 07:17:15,567 - INFO - Training: cls_zice: 6.3643629312515255; reg_zipnll: -9.897325835227967; aux_mae_loss_1: 6.3900292158126835; aux_mae_loss_2: 0.8813001990318299; cnt_loss: 0.8649467355012894; +2025-07-02 07:17:15,568 - INFO - Evaluation: +Curr mae: 7.4748; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9123; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:17:15,568 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 +2025-07-02 07:18:01,823 - INFO - Training: cls_zice: 6.026230893135071; reg_zipnll: -8.42845127105713; aux_mae_loss_1: 6.431899828910828; aux_mae_loss_2: 0.9700110697746277; cnt_loss: 0.9540818864107132; +2025-07-02 07:18:01,824 - INFO - Evaluation: +Curr mae: 7.5895; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1628; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:18:01,824 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 +2025-07-02 07:18:48,803 - INFO - Training: cls_zice: 6.658874835968017; reg_zipnll: -10.537002325057983; aux_mae_loss_1: 5.980402021408081; aux_mae_loss_2: 0.8490624386072159; cnt_loss: 0.9306974956393241; +2025-07-02 07:18:48,804 - INFO - Evaluation: +Curr mae: 7.6545; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1447; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0593; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:18:48,804 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 +2025-07-02 07:19:35,917 - INFO - Training: cls_zice: 6.528682096004486; reg_zipnll: -8.76719728589058; aux_mae_loss_1: 6.376972770690918; aux_mae_loss_2: 0.8889116609096527; cnt_loss: 0.9858258849382401; +2025-07-02 07:19:35,918 - INFO - Evaluation: +Curr mae: 7.9235; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.4024; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0614; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:19:35,918 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 +2025-07-02 07:20:22,346 - INFO - Training: cls_zice: 6.073716478347778; reg_zipnll: -10.12370370388031; aux_mae_loss_1: 6.120755462646485; aux_mae_loss_2: 0.9102345699071884; cnt_loss: 0.8901645702123642; +2025-07-02 07:20:22,347 - INFO - Evaluation: +Curr mae: 7.3088; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6587; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0571; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:20:22,347 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 +2025-07-02 07:21:09,451 - INFO - Training: cls_zice: 6.13201982498169; reg_zipnll: -12.734456381797791; aux_mae_loss_1: 6.545743546485901; aux_mae_loss_2: 0.9754733502864837; cnt_loss: 0.874908657670021; +2025-07-02 07:21:09,452 - INFO - Evaluation: +Curr mae: 7.6470; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1479; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0598; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:21:09,452 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 +2025-07-02 07:21:55,879 - INFO - Training: cls_zice: 6.603136684894562; reg_zipnll: -11.619703245162963; aux_mae_loss_1: 6.368093912601471; aux_mae_loss_2: 0.947465186715126; cnt_loss: 0.9051464778184891; +2025-07-02 07:21:55,880 - INFO - Evaluation: +Curr mae: 7.7134; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2744; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0593; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:21:55,880 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 +2025-07-02 07:22:42,181 - INFO - Training: cls_zice: 6.3411167621612545; reg_zipnll: -11.287153868675231; aux_mae_loss_1: 6.4188480472564695; aux_mae_loss_2: 0.9406228458881378; cnt_loss: 0.9887265521287918; +2025-07-02 07:22:42,181 - INFO - Evaluation: +Curr mae: 7.3118; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0254; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0551; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:22:42,182 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 +2025-07-02 07:23:29,256 - INFO - Training: cls_zice: 6.35555715084076; reg_zipnll: -7.772120227813721; aux_mae_loss_1: 6.109145636558533; aux_mae_loss_2: 0.8923125857114792; cnt_loss: 0.9094714957475662; +2025-07-02 07:23:29,257 - INFO - Evaluation: +Curr mae: 7.3589; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9487; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0561; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:23:29,257 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 +2025-07-02 07:24:15,548 - INFO - Training: cls_zice: 6.474701864719391; reg_zipnll: -10.713069515228272; aux_mae_loss_1: 6.88002453327179; aux_mae_loss_2: 1.0442150062322617; cnt_loss: 0.9256224107742309; +2025-07-02 07:24:15,549 - INFO - Evaluation: +Curr mae: 6.9719; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5395; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0539; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:24:15,549 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 +2025-07-02 07:25:02,302 - INFO - Training: cls_zice: 6.552556431293487; reg_zipnll: -12.37536078453064; aux_mae_loss_1: 6.213386771678924; aux_mae_loss_2: 0.8860939651727676; cnt_loss: 0.9175835263729095; +2025-07-02 07:25:02,303 - INFO - Evaluation: +Curr mae: 7.4551; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8265; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0581; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:25:02,303 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 +2025-07-02 07:25:48,908 - INFO - Training: cls_zice: 6.204011960029602; reg_zipnll: -15.049028205871583; aux_mae_loss_1: 6.860606141090393; aux_mae_loss_2: 0.9964504438638687; cnt_loss: 0.9049934762716293; +2025-07-02 07:25:48,909 - INFO - Evaluation: +Curr mae: 7.6684; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0377; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0606; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:25:48,909 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 +2025-07-02 07:26:35,669 - INFO - Training: cls_zice: 5.941026456356049; reg_zipnll: -9.442892441749573; aux_mae_loss_1: 6.2449119281768795; aux_mae_loss_2: 0.9587016886472702; cnt_loss: 0.828701633810997; +2025-07-02 07:26:35,670 - INFO - Evaluation: +Curr mae: 7.7724; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2554; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0609; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:26:37,039 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 +2025-07-02 07:27:23,465 - INFO - Training: cls_zice: 5.616513047218323; reg_zipnll: -4.557074744701385; aux_mae_loss_1: 5.42563859462738; aux_mae_loss_2: 0.7956932920217514; cnt_loss: 0.8632512652873993; +2025-07-02 07:27:23,466 - INFO - Evaluation: +Curr mae: 7.6541; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9893; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0614; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:27:23,466 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 +2025-07-02 07:28:10,043 - INFO - Training: cls_zice: 5.818860695362091; reg_zipnll: -7.610008387565613; aux_mae_loss_1: 5.456039266586304; aux_mae_loss_2: 0.7843619418144226; cnt_loss: 0.847325319647789; +2025-07-02 07:28:10,043 - INFO - Evaluation: +Curr mae: 7.2845; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6641; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:28:10,043 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 +2025-07-02 07:28:56,231 - INFO - Training: cls_zice: 5.7112517988681795; reg_zipnll: -11.225044329166412; aux_mae_loss_1: 5.679429054260254; aux_mae_loss_2: 0.8239460057020187; cnt_loss: 0.7556107056140899; +2025-07-02 07:28:56,231 - INFO - Evaluation: +Curr mae: 7.5730; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0564; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0595; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:28:56,231 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 +2025-07-02 07:29:42,639 - INFO - Training: cls_zice: 6.110825324058533; reg_zipnll: -4.3376891231536865; aux_mae_loss_1: 6.058599364757538; aux_mae_loss_2: 0.8466865086555481; cnt_loss: 0.8003255867958069; +2025-07-02 07:29:42,640 - INFO - Evaluation: +Curr mae: 7.3698; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7872; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0581; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:29:42,640 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 +2025-07-02 07:30:28,946 - INFO - Training: cls_zice: 6.113544718921185; reg_zipnll: -7.790406098365784; aux_mae_loss_1: 5.8661843252182; aux_mae_loss_2: 0.8548333299160004; cnt_loss: 0.9312194445729256; +2025-07-02 07:30:28,947 - INFO - Evaluation: +Curr mae: 7.4793; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0507; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0576; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:30:28,947 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 +2025-07-02 07:31:15,492 - INFO - Training: cls_zice: 5.880576746463776; reg_zipnll: -7.102611608505249; aux_mae_loss_1: 6.485849173069; aux_mae_loss_2: 0.9871697998046876; cnt_loss: 0.9230921417474747; +2025-07-02 07:31:15,493 - INFO - Evaluation: +Curr mae: 7.5021; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0748; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0581; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:31:15,493 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 +2025-07-02 07:32:02,216 - INFO - Training: cls_zice: 6.097218160629272; reg_zipnll: -9.732338008880616; aux_mae_loss_1: 6.482073125839233; aux_mae_loss_2: 0.9773026010394097; cnt_loss: 0.841663047671318; +2025-07-02 07:32:02,216 - INFO - Evaluation: +Curr mae: 7.6942; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2633; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0594; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:32:02,217 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 +2025-07-02 07:32:48,823 - INFO - Training: cls_zice: 6.24962040245533; reg_zipnll: -9.503489546775818; aux_mae_loss_1: 6.36816454410553; aux_mae_loss_2: 0.9489693835377693; cnt_loss: 0.9410302168130875; +2025-07-02 07:32:48,824 - INFO - Evaluation: +Curr mae: 7.0216; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.5832; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0536; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:32:48,824 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 +2025-07-02 07:33:35,354 - INFO - Training: cls_zice: 6.0964187812805175; reg_zipnll: -9.878545665740967; aux_mae_loss_1: 6.2748242855072025; aux_mae_loss_2: 0.9091674602031707; cnt_loss: 0.8718942761421203; +2025-07-02 07:33:35,355 - INFO - Evaluation: +Curr mae: 6.9589; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4613; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0534; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:33:35,355 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 +2025-07-02 07:34:22,286 - INFO - Training: cls_zice: 6.62531530380249; reg_zipnll: -9.46772289276123; aux_mae_loss_1: 6.624851908683777; aux_mae_loss_2: 1.00269446849823; cnt_loss: 0.9310529738664627; +2025-07-02 07:34:22,286 - INFO - Evaluation: +Curr mae: 7.0507; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.4853; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0548; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:34:22,286 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 +2025-07-02 07:35:08,537 - INFO - Training: cls_zice: 6.507482438087464; reg_zipnll: -8.49077519416809; aux_mae_loss_1: 6.340513823032379; aux_mae_loss_2: 0.9240507346391678; cnt_loss: 0.9491039550304413; +2025-07-02 07:35:08,538 - INFO - Evaluation: +Curr mae: 6.7223; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.0428; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0526; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:35:08,538 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 +2025-07-02 07:35:55,280 - INFO - Training: cls_zice: 6.183435252904892; reg_zipnll: -8.991248254776002; aux_mae_loss_1: 6.264033644199372; aux_mae_loss_2: 0.9204799437522888; cnt_loss: 0.8482521247863769; +2025-07-02 07:35:55,281 - INFO - Evaluation: +Curr mae: 7.3189; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7979; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0575; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:35:55,281 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 +2025-07-02 07:36:41,994 - INFO - Training: cls_zice: 6.34840641617775; reg_zipnll: -7.287340354919434; aux_mae_loss_1: 6.4125407433509825; aux_mae_loss_2: 0.9503478878736495; cnt_loss: 0.8632098799943924; +2025-07-02 07:36:41,994 - INFO - Evaluation: +Curr mae: 7.4217; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9543; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0574; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:36:41,995 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 +2025-07-02 07:37:28,586 - INFO - Training: cls_zice: 6.577269225120545; reg_zipnll: -12.163257040977477; aux_mae_loss_1: 6.3568495082855225; aux_mae_loss_2: 0.915835726261139; cnt_loss: 0.9391504371166229; +2025-07-02 07:37:28,587 - INFO - Evaluation: +Curr mae: 7.2945; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8237; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0565; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:37:28,587 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 +2025-07-02 07:38:15,142 - INFO - Training: cls_zice: 5.974246951341629; reg_zipnll: -5.532588291168213; aux_mae_loss_1: 5.753053178787232; aux_mae_loss_2: 0.835719695687294; cnt_loss: 0.9068663895130158; +2025-07-02 07:38:15,142 - INFO - Evaluation: +Curr mae: 7.2806; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.6146; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0579; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:38:15,142 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 +2025-07-02 07:39:01,587 - INFO - Training: cls_zice: 6.01709567785263; reg_zipnll: -10.829239566326141; aux_mae_loss_1: 6.632686824798584; aux_mae_loss_2: 1.0194566661119462; cnt_loss: 0.8330740988254547; +2025-07-02 07:39:01,587 - INFO - Evaluation: +Curr mae: 7.8218; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1721; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0628; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:39:01,587 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 +2025-07-02 07:39:48,004 - INFO - Training: cls_zice: 6.532132617235184; reg_zipnll: -13.424874405860901; aux_mae_loss_1: 6.305573716163635; aux_mae_loss_2: 0.9180182904005051; cnt_loss: 0.9410952454805375; +2025-07-02 07:39:48,005 - INFO - Evaluation: +Curr mae: 7.4915; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8746; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0593; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:39:48,005 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 +2025-07-02 07:40:34,381 - INFO - Training: cls_zice: 6.445498323440551; reg_zipnll: -9.48500427722931; aux_mae_loss_1: 6.229345893859863; aux_mae_loss_2: 0.888987278342247; cnt_loss: 0.9593635326623917; +2025-07-02 07:40:34,382 - INFO - Evaluation: +Curr mae: 7.4518; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8604; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0586; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:40:34,382 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 +2025-07-02 07:41:20,976 - INFO - Training: cls_zice: 6.1781665277481075; reg_zipnll: -7.3855343389511106; aux_mae_loss_1: 5.981275615692138; aux_mae_loss_2: 0.870813964009285; cnt_loss: 0.8270692855119706; +2025-07-02 07:41:20,977 - INFO - Evaluation: +Curr mae: 7.8454; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3836; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0609; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:41:20,977 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 +2025-07-02 07:42:07,379 - INFO - Training: cls_zice: 6.964927458763123; reg_zipnll: -10.879428668022156; aux_mae_loss_1: 6.8513893699646; aux_mae_loss_2: 0.9785392743349075; cnt_loss: 0.9493125033378601; +2025-07-02 07:42:07,380 - INFO - Evaluation: +Curr mae: 7.9793; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.5059; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0621; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:42:07,380 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 +2025-07-02 07:42:53,972 - INFO - Training: cls_zice: 5.993460345268249; reg_zipnll: -8.722163972854615; aux_mae_loss_1: 6.016933872699737; aux_mae_loss_2: 0.8737951785326004; cnt_loss: 0.8589172738790513; +2025-07-02 07:42:53,973 - INFO - Evaluation: +Curr mae: 7.7299; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2562; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0598; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:42:53,973 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 +2025-07-02 07:43:40,766 - INFO - Training: cls_zice: 6.0774703478813175; reg_zipnll: -4.341615381240845; aux_mae_loss_1: 5.420530772209167; aux_mae_loss_2: 0.7632620859146119; cnt_loss: 0.8028439563512803; +2025-07-02 07:43:40,767 - INFO - Evaluation: +Curr mae: 7.8006; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2144; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0617; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:43:40,768 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 +2025-07-02 07:44:27,421 - INFO - Training: cls_zice: 6.2785511291027065; reg_zipnll: -7.4869780921936036; aux_mae_loss_1: 5.9026869201660155; aux_mae_loss_2: 0.8585108071565628; cnt_loss: 0.8808791795372963; +2025-07-02 07:44:27,421 - INFO - Evaluation: +Curr mae: 7.9563; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3616; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0635; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:44:27,422 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 +2025-07-02 07:45:13,878 - INFO - Training: cls_zice: 6.295831155776978; reg_zipnll: -6.524752402305603; aux_mae_loss_1: 6.341094512939453; aux_mae_loss_2: 0.8881020337343216; cnt_loss: 0.9434097975492477; +2025-07-02 07:45:13,879 - INFO - Evaluation: +Curr mae: 7.5646; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9888; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0604; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:45:13,879 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 +2025-07-02 07:46:00,583 - INFO - Training: cls_zice: 6.468473556041718; reg_zipnll: -7.979499816894531; aux_mae_loss_1: 6.851203649044037; aux_mae_loss_2: 1.0297928607463838; cnt_loss: 0.8853012531995773; +2025-07-02 07:46:00,584 - INFO - Evaluation: +Curr mae: 7.3001; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9075; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0589; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:46:00,584 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 +2025-07-02 07:46:47,041 - INFO - Training: cls_zice: 6.230627181529999; reg_zipnll: -12.407218880653382; aux_mae_loss_1: 6.9892974686622615; aux_mae_loss_2: 1.0395017591118814; cnt_loss: 0.9241365623474121; +2025-07-02 07:46:47,041 - INFO - Evaluation: +Curr mae: 7.4382; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9906; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:46:47,042 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 +2025-07-02 07:47:33,920 - INFO - Training: cls_zice: 6.2347959291934965; reg_zipnll: -9.207282009124755; aux_mae_loss_1: 6.045777368545532; aux_mae_loss_2: 0.8764367246627808; cnt_loss: 0.8389770054817199; +2025-07-02 07:47:33,921 - INFO - Evaluation: +Curr mae: 7.2834; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8864; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0573; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:47:33,921 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 +2025-07-02 07:48:20,560 - INFO - Training: cls_zice: 5.741690884828568; reg_zipnll: -4.354821977615356; aux_mae_loss_1: 5.462372536659241; aux_mae_loss_2: 0.795612102150917; cnt_loss: 0.8052454632520676; +2025-07-02 07:48:20,560 - INFO - Evaluation: +Curr mae: 7.3678; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9537; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0583; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:48:20,561 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 +2025-07-02 07:49:06,985 - INFO - Training: cls_zice: 6.2691416883468625; reg_zipnll: -10.034043121337891; aux_mae_loss_1: 6.135872430801392; aux_mae_loss_2: 0.9101208317279815; cnt_loss: 0.9105270218849182; +2025-07-02 07:49:06,986 - INFO - Evaluation: +Curr mae: 7.5238; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0214; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0601; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:49:06,986 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 +2025-07-02 07:49:53,469 - INFO - Training: cls_zice: 6.05054018497467; reg_zipnll: -13.574678213596345; aux_mae_loss_1: 6.262118506431579; aux_mae_loss_2: 0.9374752968549729; cnt_loss: 0.8290720862150193; +2025-07-02 07:49:53,470 - INFO - Evaluation: +Curr mae: 7.2184; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8563; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0563; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:49:53,470 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 +2025-07-02 07:50:40,066 - INFO - Training: cls_zice: 5.715309154987335; reg_zipnll: -9.000521421432495; aux_mae_loss_1: 5.6118875288963315; aux_mae_loss_2: 0.8634342685341835; cnt_loss: 0.759636287689209; +2025-07-02 07:50:40,066 - INFO - Evaluation: +Curr mae: 7.2398; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8037; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0564; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:50:40,066 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 +2025-07-02 07:51:26,806 - INFO - Training: cls_zice: 6.065183999538422; reg_zipnll: -10.983093438148499; aux_mae_loss_1: 6.281632142066956; aux_mae_loss_2: 0.9346590214967727; cnt_loss: 0.8342674958705902; +2025-07-02 07:51:26,806 - INFO - Evaluation: +Curr mae: 7.4055; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9540; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0583; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:51:26,807 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 +2025-07-02 07:52:13,427 - INFO - Training: cls_zice: 6.260809116363525; reg_zipnll: -10.236085758209228; aux_mae_loss_1: 6.122110953330994; aux_mae_loss_2: 0.8639495968818665; cnt_loss: 0.7100285375118256; +2025-07-02 07:52:13,428 - INFO - Evaluation: +Curr mae: 7.3745; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9728; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0584; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:52:13,429 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 +2025-07-02 07:53:00,120 - INFO - Training: cls_zice: 6.119616947174072; reg_zipnll: -9.803474140167236; aux_mae_loss_1: 6.736131148338318; aux_mae_loss_2: 0.9770688635110855; cnt_loss: 0.8684981679916381; +2025-07-02 07:53:00,120 - INFO - Evaluation: +Curr mae: 7.4425; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1159; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0575; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:53:00,121 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 +2025-07-02 07:53:47,144 - INFO - Training: cls_zice: 5.894627361297608; reg_zipnll: -8.746752824783325; aux_mae_loss_1: 6.090500402450561; aux_mae_loss_2: 0.8824400502443314; cnt_loss: 0.7427271825075149; +2025-07-02 07:53:47,145 - INFO - Evaluation: +Curr mae: 7.4934; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0018; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0591; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:53:47,145 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 +2025-07-02 07:54:38,172 - INFO - Training: cls_zice: 6.409720507860183; reg_zipnll: -8.471881656646728; aux_mae_loss_1: 5.889646019935608; aux_mae_loss_2: 0.8247209703922271; cnt_loss: 0.8984742999076843; +2025-07-02 07:54:38,172 - INFO - Evaluation: +Curr mae: 7.2540; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7613; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0574; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:54:38,173 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 +2025-07-02 07:55:28,768 - INFO - Training: cls_zice: 6.041754544973373; reg_zipnll: -8.864066982269287; aux_mae_loss_1: 6.211876308917999; aux_mae_loss_2: 0.8919574876129627; cnt_loss: 0.894095107614994; +2025-07-02 07:55:28,768 - INFO - Evaluation: +Curr mae: 7.3356; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8267; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0589; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:55:28,768 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 +2025-07-02 07:56:18,912 - INFO - Training: cls_zice: 5.886965700387955; reg_zipnll: -8.865708327293396; aux_mae_loss_1: 5.608250012397766; aux_mae_loss_2: 0.8117864373326301; cnt_loss: 0.7684413743019104; +2025-07-02 07:56:18,913 - INFO - Evaluation: +Curr mae: 7.6534; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1236; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0613; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:56:18,913 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 +2025-07-02 07:57:10,491 - INFO - Training: cls_zice: 6.003450675010681; reg_zipnll: -10.099980487823487; aux_mae_loss_1: 6.3767264723777775; aux_mae_loss_2: 0.964052426815033; cnt_loss: 0.8858258625864983; +2025-07-02 07:57:10,492 - INFO - Evaluation: +Curr mae: 7.5143; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0451; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0598; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:57:10,492 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 +2025-07-02 07:58:00,660 - INFO - Training: cls_zice: 5.488030157089233; reg_zipnll: -9.789655885696412; aux_mae_loss_1: 5.876171879768371; aux_mae_loss_2: 0.8831210511922837; cnt_loss: 0.800410033762455; +2025-07-02 07:58:00,661 - INFO - Evaluation: +Curr mae: 7.6039; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1058; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0605; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:58:00,661 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 +2025-07-02 07:58:51,468 - INFO - Training: cls_zice: 6.161903505325317; reg_zipnll: -13.672754063606263; aux_mae_loss_1: 6.450396857261658; aux_mae_loss_2: 0.9359197491407394; cnt_loss: 0.9201180589199066; +2025-07-02 07:58:51,469 - INFO - Evaluation: +Curr mae: 7.4887; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9824; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0601; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:58:51,469 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 +2025-07-02 07:59:42,206 - INFO - Training: cls_zice: 6.350266292095184; reg_zipnll: -9.76891408920288; aux_mae_loss_1: 6.882203617095947; aux_mae_loss_2: 1.0142134022712708; cnt_loss: 0.9207308173179627; +2025-07-02 07:59:42,207 - INFO - Evaluation: +Curr mae: 7.5958; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1092; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0614; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 07:59:42,207 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 +2025-07-02 08:00:32,764 - INFO - Training: cls_zice: 6.3133787703514095; reg_zipnll: -7.336423149108887; aux_mae_loss_1: 5.918443570137024; aux_mae_loss_2: 0.8798579794168472; cnt_loss: 0.8392950457334518; +2025-07-02 08:00:32,765 - INFO - Evaluation: +Curr mae: 7.4608; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8909; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0592; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:00:32,765 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 +2025-07-02 08:01:22,936 - INFO - Training: cls_zice: 5.933732248544693; reg_zipnll: -8.16635627746582; aux_mae_loss_1: 6.256088147163391; aux_mae_loss_2: 0.895697551369667; cnt_loss: 0.8336039611697197; +2025-07-02 08:01:22,937 - INFO - Evaluation: +Curr mae: 7.7581; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2119; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0611; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:01:22,937 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 +2025-07-02 08:02:13,665 - INFO - Training: cls_zice: 6.029966788291931; reg_zipnll: -11.695647530555725; aux_mae_loss_1: 6.514527006149292; aux_mae_loss_2: 0.9496524888277054; cnt_loss: 0.8511433517932891; +2025-07-02 08:02:13,666 - INFO - Evaluation: +Curr mae: 7.4844; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9968; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0585; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:02:13,667 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 +2025-07-02 08:03:03,419 - INFO - Training: cls_zice: 6.355580080747604; reg_zipnll: -4.8822476673126225; aux_mae_loss_1: 6.0038146924972535; aux_mae_loss_2: 0.8837252768874169; cnt_loss: 0.9217727965116501; +2025-07-02 08:03:03,419 - INFO - Evaluation: +Curr mae: 7.3613; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7698; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0578; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:03:03,420 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 +2025-07-02 08:03:54,034 - INFO - Training: cls_zice: 6.194427349567413; reg_zipnll: -8.26581530570984; aux_mae_loss_1: 6.123214802742004; aux_mae_loss_2: 0.8844900423288345; cnt_loss: 0.8712678986787796; +2025-07-02 08:03:54,035 - INFO - Evaluation: +Curr mae: 7.5007; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0241; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0587; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:03:54,035 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 +2025-07-02 08:04:42,777 - INFO - Training: cls_zice: 5.515996532440186; reg_zipnll: -9.475643572807313; aux_mae_loss_1: 5.417427172660828; aux_mae_loss_2: 0.7718446028232574; cnt_loss: 0.8074041140079499; +2025-07-02 08:04:42,777 - INFO - Evaluation: +Curr mae: 7.5869; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0791; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0598; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:04:42,778 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 +2025-07-02 08:05:31,827 - INFO - Training: cls_zice: 6.257074044942856; reg_zipnll: -8.509923543930054; aux_mae_loss_1: 6.190240726470948; aux_mae_loss_2: 0.8989262947440148; cnt_loss: 0.8982029747962952; +2025-07-02 08:05:31,828 - INFO - Evaluation: +Curr mae: 7.4123; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7541; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0595; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:05:31,828 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 +2025-07-02 08:06:20,100 - INFO - Training: cls_zice: 6.272937033176422; reg_zipnll: -8.377799096107482; aux_mae_loss_1: 6.4159103512763975; aux_mae_loss_2: 0.9245222860574722; cnt_loss: 0.8563108426332474; +2025-07-02 08:06:20,101 - INFO - Evaluation: +Curr mae: 7.6615; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1205; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0598; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:06:21,489 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 +2025-07-02 08:07:09,527 - INFO - Training: cls_zice: 6.368595190048218; reg_zipnll: -8.005427446365356; aux_mae_loss_1: 6.079266476631164; aux_mae_loss_2: 0.8810391706228257; cnt_loss: 0.7282095137238502; +2025-07-02 08:07:09,528 - INFO - Evaluation: +Curr mae: 7.5286; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0607; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0584; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:07:09,528 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 +2025-07-02 08:07:58,158 - INFO - Training: cls_zice: 6.228605978488922; reg_zipnll: -8.42268756389618; aux_mae_loss_1: 6.3148136854171755; aux_mae_loss_2: 0.9229411345720291; cnt_loss: 0.9395558786392212; +2025-07-02 08:07:58,158 - INFO - Evaluation: +Curr mae: 7.5922; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1502; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0587; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:07:58,158 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 +2025-07-02 08:08:47,784 - INFO - Training: cls_zice: 5.878262526988983; reg_zipnll: -9.179712114334107; aux_mae_loss_1: 5.971180758476257; aux_mae_loss_2: 0.8446560192108155; cnt_loss: 0.8568003711104393; +2025-07-02 08:08:47,785 - INFO - Evaluation: +Curr mae: 7.9075; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.5146; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0611; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:08:47,785 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 +2025-07-02 08:09:37,007 - INFO - Training: cls_zice: 6.060856485366822; reg_zipnll: -6.972540941238403; aux_mae_loss_1: 6.339649519920349; aux_mae_loss_2: 0.9269880908727646; cnt_loss: 0.8294830563664436; +2025-07-02 08:09:37,007 - INFO - Evaluation: +Curr mae: 7.4003; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9253; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0572; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:09:37,007 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 +2025-07-02 08:10:25,517 - INFO - Training: cls_zice: 5.872889378070831; reg_zipnll: -8.235022540092467; aux_mae_loss_1: 6.441569175720215; aux_mae_loss_2: 0.9602686488628387; cnt_loss: 0.90765400826931; +2025-07-02 08:10:25,518 - INFO - Evaluation: +Curr mae: 7.2845; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7895; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0569; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:10:25,518 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 +2025-07-02 08:11:13,938 - INFO - Training: cls_zice: 6.359721515178681; reg_zipnll: -6.793442058563232; aux_mae_loss_1: 6.423223004341126; aux_mae_loss_2: 0.9056809186935425; cnt_loss: 0.8418860286474228; +2025-07-02 08:11:13,939 - INFO - Evaluation: +Curr mae: 7.4933; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0161; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0584; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:11:13,939 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 +2025-07-02 08:12:03,231 - INFO - Training: cls_zice: 6.358494489192963; reg_zipnll: -6.9076008176803585; aux_mae_loss_1: 6.296779165267944; aux_mae_loss_2: 0.9137742215394974; cnt_loss: 0.8939600133895874; +2025-07-02 08:12:03,232 - INFO - Evaluation: +Curr mae: 7.3114; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8538; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0570; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:12:03,232 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 +2025-07-02 08:12:51,705 - INFO - Training: cls_zice: 5.6488243055343625; reg_zipnll: -8.211804914474488; aux_mae_loss_1: 5.919746890068054; aux_mae_loss_2: 0.878565511405468; cnt_loss: 0.9085349178314209; +2025-07-02 08:12:51,705 - INFO - Evaluation: +Curr mae: 7.3386; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8762; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0573; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:12:51,705 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 +2025-07-02 08:13:40,946 - INFO - Training: cls_zice: 6.001550657749176; reg_zipnll: -10.98251015663147; aux_mae_loss_1: 6.433763036727905; aux_mae_loss_2: 0.9009402823448182; cnt_loss: 0.8338130253553391; +2025-07-02 08:13:40,947 - INFO - Evaluation: +Curr mae: 7.2873; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.7859; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0572; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:13:40,947 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 +2025-07-02 08:14:29,951 - INFO - Training: cls_zice: 5.749027168750763; reg_zipnll: -8.354152171611785; aux_mae_loss_1: 5.903181991577148; aux_mae_loss_2: 0.8860005259513855; cnt_loss: 0.8996996432542801; +2025-07-02 08:14:29,952 - INFO - Evaluation: +Curr mae: 7.3314; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8370; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0571; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:14:29,952 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 +2025-07-02 08:15:18,522 - INFO - Training: cls_zice: 6.0718746554851535; reg_zipnll: -11.491317629814148; aux_mae_loss_1: 5.806893057823181; aux_mae_loss_2: 0.8450012516975403; cnt_loss: 0.7857872724533081; +2025-07-02 08:15:18,523 - INFO - Evaluation: +Curr mae: 7.6236; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0756; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0602; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:15:18,523 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 +2025-07-02 08:16:07,119 - INFO - Training: cls_zice: 5.959369215965271; reg_zipnll: -13.788816645145417; aux_mae_loss_1: 6.16565890789032; aux_mae_loss_2: 0.9229116642475128; cnt_loss: 0.7991804391145706; +2025-07-02 08:16:07,119 - INFO - Evaluation: +Curr mae: 7.4609; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9366; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0589; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:16:07,120 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 +2025-07-02 08:16:55,396 - INFO - Training: cls_zice: 6.0866240894794466; reg_zipnll: -9.358434858322143; aux_mae_loss_1: 6.138790354728699; aux_mae_loss_2: 0.8816129863262177; cnt_loss: 0.8288090428709984; +2025-07-02 08:16:55,396 - INFO - Evaluation: +Curr mae: 7.4412; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9267; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0586; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:16:55,397 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 +2025-07-02 08:17:45,244 - INFO - Training: cls_zice: 5.960008170604706; reg_zipnll: -12.756074924468994; aux_mae_loss_1: 5.987167129516601; aux_mae_loss_2: 0.8898579555749894; cnt_loss: 0.8776121664047242; +2025-07-02 08:17:45,245 - INFO - Evaluation: +Curr mae: 7.5483; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9826; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:17:45,245 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 +2025-07-02 08:18:34,291 - INFO - Training: cls_zice: 5.983578045368194; reg_zipnll: -8.692168898582459; aux_mae_loss_1: 5.946324701309204; aux_mae_loss_2: 0.8802550476789475; cnt_loss: 0.8552806013822556; +2025-07-02 08:18:34,292 - INFO - Evaluation: +Curr mae: 7.6354; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1246; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:18:34,292 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 +2025-07-02 08:19:23,146 - INFO - Training: cls_zice: 5.848568730354309; reg_zipnll: -11.214778623580933; aux_mae_loss_1: 6.058220539093018; aux_mae_loss_2: 0.8689006972312927; cnt_loss: 0.8305728980898857; +2025-07-02 08:19:23,147 - INFO - Evaluation: +Curr mae: 7.5284; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0691; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0585; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:19:23,147 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 +2025-07-02 08:20:11,612 - INFO - Training: cls_zice: 5.980277435779572; reg_zipnll: -4.656812763214111; aux_mae_loss_1: 5.761517610549927; aux_mae_loss_2: 0.8390886217355729; cnt_loss: 0.8058442300558091; +2025-07-02 08:20:11,613 - INFO - Evaluation: +Curr mae: 7.5246; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0397; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0584; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:20:11,613 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 +2025-07-02 08:21:00,435 - INFO - Training: cls_zice: 6.303267176151276; reg_zipnll: -9.383719396591186; aux_mae_loss_1: 6.340431084632874; aux_mae_loss_2: 0.9519741052389145; cnt_loss: 0.9168718433380127; +2025-07-02 08:21:00,436 - INFO - Evaluation: +Curr mae: 7.5057; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0921; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0577; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:21:00,436 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 +2025-07-02 08:21:48,332 - INFO - Training: cls_zice: 5.797068371772766; reg_zipnll: -9.113770141601563; aux_mae_loss_1: 5.741149373054505; aux_mae_loss_2: 0.8209612220525742; cnt_loss: 0.7761104899644852; +2025-07-02 08:21:48,333 - INFO - Evaluation: +Curr mae: 7.6900; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2970; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0596; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:21:48,333 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 +2025-07-02 08:22:36,631 - INFO - Training: cls_zice: 5.517531580924988; reg_zipnll: -12.192946453094482; aux_mae_loss_1: 6.4057513213157655; aux_mae_loss_2: 0.9858413970470429; cnt_loss: 0.8747725027799607; +2025-07-02 08:22:36,632 - INFO - Evaluation: +Curr mae: 7.5527; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0758; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0589; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:22:36,632 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 +2025-07-02 08:23:25,512 - INFO - Training: cls_zice: 5.965166778564453; reg_zipnll: -9.385930061340332; aux_mae_loss_1: 6.06858936548233; aux_mae_loss_2: 0.8885038697719574; cnt_loss: 0.783503292798996; +2025-07-02 08:23:25,513 - INFO - Evaluation: +Curr mae: 7.7806; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2862; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0612; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:23:25,513 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 +2025-07-02 08:24:13,607 - INFO - Training: cls_zice: 5.956264351606369; reg_zipnll: -7.169432978630066; aux_mae_loss_1: 6.003649604320526; aux_mae_loss_2: 0.8699125865101814; cnt_loss: 0.8944008445739746; +2025-07-02 08:24:13,607 - INFO - Evaluation: +Curr mae: 7.9044; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.4487; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0622; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:24:13,607 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 +2025-07-02 08:25:02,144 - INFO - Training: cls_zice: 6.030600814819336; reg_zipnll: -14.42730221271515; aux_mae_loss_1: 6.322153515815735; aux_mae_loss_2: 0.9346916800737382; cnt_loss: 0.8319407349824905; +2025-07-02 08:25:02,145 - INFO - Evaluation: +Curr mae: 7.8919; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.4042; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0619; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:25:02,145 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 +2025-07-02 08:25:50,129 - INFO - Training: cls_zice: 5.902558488845825; reg_zipnll: -5.3247053956985475; aux_mae_loss_1: 6.356628570556641; aux_mae_loss_2: 0.9711633694171905; cnt_loss: 0.8344815808534622; +2025-07-02 08:25:50,129 - INFO - Evaluation: +Curr mae: 7.7986; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2580; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0617; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:25:50,130 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 +2025-07-02 08:26:38,690 - INFO - Training: cls_zice: 5.79327775478363; reg_zipnll: -3.9789841175079346; aux_mae_loss_1: 5.228524580001831; aux_mae_loss_2: 0.7667440927028656; cnt_loss: 0.7475319772958755; +2025-07-02 08:26:38,691 - INFO - Evaluation: +Curr mae: 7.5600; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0858; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0588; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:26:38,691 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 +2025-07-02 08:27:27,052 - INFO - Training: cls_zice: 6.295692965984345; reg_zipnll: -6.999744329452515; aux_mae_loss_1: 6.102276246547699; aux_mae_loss_2: 0.8723249292373657; cnt_loss: 0.8057285475730896; +2025-07-02 08:27:27,052 - INFO - Evaluation: +Curr mae: 7.5156; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9570; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0586; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:27:27,053 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 +2025-07-02 08:28:15,536 - INFO - Training: cls_zice: 5.703198300600052; reg_zipnll: -5.3484859371185305; aux_mae_loss_1: 5.488122358322143; aux_mae_loss_2: 0.7982469177246094; cnt_loss: 0.7907048493623734; +2025-07-02 08:28:15,537 - INFO - Evaluation: +Curr mae: 7.3730; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8473; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0574; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:28:15,537 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 +2025-07-02 08:29:03,363 - INFO - Training: cls_zice: 5.721235191822052; reg_zipnll: -7.120207934379578; aux_mae_loss_1: 5.903101987838745; aux_mae_loss_2: 0.8802515530586242; cnt_loss: 0.8385611057281495; +2025-07-02 08:29:03,363 - INFO - Evaluation: +Curr mae: 7.4400; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8907; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:29:03,363 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 +2025-07-02 08:29:51,674 - INFO - Training: cls_zice: 6.1282988238334655; reg_zipnll: -9.242076053619385; aux_mae_loss_1: 5.8737953186035154; aux_mae_loss_2: 0.8898412388563156; cnt_loss: 0.8258072540163994; +2025-07-02 08:29:51,675 - INFO - Evaluation: +Curr mae: 7.4610; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9887; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0580; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:29:51,675 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 +2025-07-02 08:30:40,032 - INFO - Training: cls_zice: 6.054289231300354; reg_zipnll: -8.556107454299926; aux_mae_loss_1: 6.151246461868286; aux_mae_loss_2: 0.9030661875009537; cnt_loss: 0.7771621859073639; +2025-07-02 08:30:40,032 - INFO - Evaluation: +Curr mae: 7.3402; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.8143; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0573; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:30:40,032 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 +2025-07-02 08:31:28,442 - INFO - Training: cls_zice: 5.906802988052368; reg_zipnll: -5.853766994476318; aux_mae_loss_1: 6.07265570640564; aux_mae_loss_2: 0.894753035902977; cnt_loss: 0.7757643055915833; +2025-07-02 08:31:28,443 - INFO - Evaluation: +Curr mae: 7.5912; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0373; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:31:28,444 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 +2025-07-02 08:32:16,631 - INFO - Training: cls_zice: 6.149289729595185; reg_zipnll: -10.22322913169861; aux_mae_loss_1: 6.160189070701599; aux_mae_loss_2: 0.9126429653167725; cnt_loss: 0.8222503703832627; +2025-07-02 08:32:16,632 - INFO - Evaluation: +Curr mae: 7.7494; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2209; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0612; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:32:16,632 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 +2025-07-02 08:33:04,538 - INFO - Training: cls_zice: 6.262002446651459; reg_zipnll: -11.153488183021546; aux_mae_loss_1: 5.966246325969696; aux_mae_loss_2: 0.8631576150655746; cnt_loss: 0.9434818434715271; +2025-07-02 08:33:04,538 - INFO - Evaluation: +Curr mae: 7.7943; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3586; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0611; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:33:04,539 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 +2025-07-02 08:33:53,170 - INFO - Training: cls_zice: 5.879678192138672; reg_zipnll: -5.222013545036316; aux_mae_loss_1: 6.110873830318451; aux_mae_loss_2: 0.8894661453366279; cnt_loss: 0.7494653260707855; +2025-07-02 08:33:53,171 - INFO - Evaluation: +Curr mae: 7.6239; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0771; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0601; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:33:53,171 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 +2025-07-02 08:34:41,417 - INFO - Training: cls_zice: 5.986543953418732; reg_zipnll: -4.34865782737732; aux_mae_loss_1: 5.432486078739166; aux_mae_loss_2: 0.8004758274555206; cnt_loss: 0.8178147953748703; +2025-07-02 08:34:41,417 - INFO - Evaluation: +Curr mae: 7.6064; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0732; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0597; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:34:41,418 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 +2025-07-02 08:35:29,709 - INFO - Training: cls_zice: 5.867671744823456; reg_zipnll: -8.019232821464538; aux_mae_loss_1: 5.7950056004524235; aux_mae_loss_2: 0.8212050920724869; cnt_loss: 0.766531047821045; +2025-07-02 08:35:29,710 - INFO - Evaluation: +Curr mae: 7.6048; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0539; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:35:29,710 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 +2025-07-02 08:36:17,949 - INFO - Training: cls_zice: 6.34800187587738; reg_zipnll: -10.923897399902344; aux_mae_loss_1: 5.983061594963074; aux_mae_loss_2: 0.873078481554985; cnt_loss: 0.8372026836872101; +2025-07-02 08:36:17,949 - INFO - Evaluation: +Curr mae: 7.7141; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2154; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0608; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:36:17,949 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 +2025-07-02 08:37:06,398 - INFO - Training: cls_zice: 5.867533719539642; reg_zipnll: -9.342269058227538; aux_mae_loss_1: 6.4821889162063595; aux_mae_loss_2: 0.9479749917984008; cnt_loss: 0.8175111794471741; +2025-07-02 08:37:06,399 - INFO - Evaluation: +Curr mae: 7.6818; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1513; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0606; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:37:06,399 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 +2025-07-02 08:37:54,842 - INFO - Training: cls_zice: 5.993984349966049; reg_zipnll: -8.893107545375823; aux_mae_loss_1: 6.273757603168487; aux_mae_loss_2: 0.9395662477612495; cnt_loss: 0.802928327023983; +2025-07-02 08:37:54,842 - INFO - Evaluation: +Curr mae: 7.6954; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2148; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0601; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:37:54,842 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 +2025-07-02 08:38:43,949 - INFO - Training: cls_zice: 5.879560492038727; reg_zipnll: -11.875150752067565; aux_mae_loss_1: 5.8172407054901125; aux_mae_loss_2: 0.8366291123628616; cnt_loss: 0.8144540894031524; +2025-07-02 08:38:43,950 - INFO - Evaluation: +Curr mae: 7.4175; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9044; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0585; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:38:43,950 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 +2025-07-02 08:39:32,141 - INFO - Training: cls_zice: 5.610390329360962; reg_zipnll: -5.684123668670654; aux_mae_loss_1: 5.839356107711792; aux_mae_loss_2: 0.8450597661733628; cnt_loss: 0.7702712965011597; +2025-07-02 08:39:32,142 - INFO - Evaluation: +Curr mae: 7.4683; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9389; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0586; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:39:32,142 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 +2025-07-02 08:40:20,782 - INFO - Training: cls_zice: 5.864821090698242; reg_zipnll: -12.674962081909179; aux_mae_loss_1: 6.185155596733093; aux_mae_loss_2: 0.9015470626950264; cnt_loss: 0.8091806143522262; +2025-07-02 08:40:20,783 - INFO - Evaluation: +Curr mae: 7.6807; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.2702; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0599; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:40:20,783 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 +2025-07-02 08:41:09,547 - INFO - Training: cls_zice: 5.912463054656983; reg_zipnll: -12.213147654533387; aux_mae_loss_1: 6.244637794494629; aux_mae_loss_2: 0.9560674315690995; cnt_loss: 0.7490508854389191; +2025-07-02 08:41:09,548 - INFO - Evaluation: +Curr mae: 7.6516; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1482; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0600; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:41:09,548 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 +2025-07-02 08:41:58,239 - INFO - Training: cls_zice: 5.94318730711937; reg_zipnll: -7.338047866821289; aux_mae_loss_1: 6.208489518165589; aux_mae_loss_2: 0.8755399525165558; cnt_loss: 0.796358841061592; +2025-07-02 08:41:58,240 - INFO - Evaluation: +Curr mae: 7.6258; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.1426; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0596; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:41:58,240 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 +2025-07-02 08:42:46,407 - INFO - Training: cls_zice: 6.364753329753876; reg_zipnll: -8.795527606010436; aux_mae_loss_1: 5.620491724014283; aux_mae_loss_2: 0.8034880077838897; cnt_loss: 0.8609811019897461; +2025-07-02 08:42:46,408 - INFO - Evaluation: +Curr mae: 7.8037; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3186; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0613; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:42:46,408 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 +2025-07-02 08:43:34,740 - INFO - Training: cls_zice: 6.060296568870545; reg_zipnll: -6.165013365745544; aux_mae_loss_1: 5.427129759788513; aux_mae_loss_2: 0.7966074496507645; cnt_loss: 0.8309956127405167; +2025-07-02 08:43:34,741 - INFO - Evaluation: +Curr mae: 7.7753; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.3191; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0606; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:43:34,741 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 +2025-07-02 08:44:23,411 - INFO - Training: cls_zice: 6.315557236671448; reg_zipnll: -9.28857623577118; aux_mae_loss_1: 6.140415434837341; aux_mae_loss_2: 0.8950401371717454; cnt_loss: 0.9066500437259674; +2025-07-02 08:44:23,412 - INFO - Evaluation: +Curr mae: 7.4781; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9788; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0587; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:44:23,412 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 +2025-07-02 08:45:11,551 - INFO - Training: cls_zice: 6.135024311542511; reg_zipnll: -9.402354283332825; aux_mae_loss_1: 6.135574984550476; aux_mae_loss_2: 0.9157862442731858; cnt_loss: 0.8242687213420868; +2025-07-02 08:45:11,552 - INFO - Evaluation: +Curr mae: 7.4736; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9601; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0584; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:45:11,552 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 +2025-07-02 08:46:00,370 - INFO - Training: cls_zice: 6.1467764496803285; reg_zipnll: -9.650695281028748; aux_mae_loss_1: 6.2206514453887936; aux_mae_loss_2: 0.9454106146097183; cnt_loss: 0.8582204222679138; +2025-07-02 08:46:00,371 - INFO - Evaluation: +Curr mae: 7.5083; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 11.9930; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0589; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + + +2025-07-02 08:46:00,371 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 +2025-07-02 08:46:48,318 - INFO - Training: cls_zice: 5.3442284047603605; reg_zipnll: -7.747077076435089; aux_mae_loss_1: 5.367766625881195; aux_mae_loss_2: 0.7801928836107254; cnt_loss: 0.7998018848896027; +2025-07-02 08:46:48,319 - INFO - Evaluation: +Curr mae: 7.4901; Best mae: 5.9399; 5.9474; 5.9707; 6.0648; 6.1327; +Curr rmse: 12.0190; Best rmse: 9.9346; 9.9772; 9.9976; 10.0611; 10.1252; +Curr nae: 0.0585; Best nae: 0.0458; 0.0466; 0.0470; 0.0470; 0.0472; + + +