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 +1,11021 @@ +2025-05-12 15:17:24,774 - INFO - model_name : CLIP_RN50x4 +block_size : 16 +clip_weight_name: openai +num_vpt : None +vpt_drop : None +dataset : shb +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, 4] +min_scale_weight: 0.0 +max_scale_weight: 1.0 +alpha : 0.5 +optimizer : adam +lr : 0.0001 +vpt_lr : None +backbone_lr : 0.0001 +weight_decay : 0.0001 +vpt_weight_decay: None +backbone_weight_decay: 0.0001 +scheduler : cos_restarts +warmup_epochs : 25 +warmup_lr : 1e-05 +eta_min : 1e-06 +gamma : None +step_size : None +T_0 : 5 +T_mult : 2 +T_max : None +ckpt_dir_name : ebc_b_16_448x1_msmae_1 +total_epochs : 1300 +eval_start : 150 +eval_freq : 0.25 +save_freq : 50 +save_best_k : 5 +amp : True +num_workers : 8 +local_rank : -1 +seed : 42 +nprocs : 1 +ckpt_dir : /dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/shb/ebc_b_16_448x1_msmae_1 +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, inf)] +bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 10.183084577114428] +bin_counts : [294072360, 8559657, 922301, 225017, 75708, 29428, 12533, 6347, 3429, 4020] +2025-05-12 15:17:24,778 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 +2025-05-12 15:17:41,770 - INFO - Training: cls_zice: 90.6226708984375; reg_zipnll: 495.7038287353516; aux_mae_loss_1: 1310.3722302246094; aux_mae_loss_2: 324.54502960205076; aux_mae_loss_4: 80.73099517822266; cnt_loss: 1286.975637817383; + + +2025-05-12 15:17:41,770 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 +2025-05-12 15:17:53,098 - INFO - Training: cls_zice: 60.34302429199219; reg_zipnll: 172.10066329956055; aux_mae_loss_1: 130.84717803955078; aux_mae_loss_2: 25.066766872406006; aux_mae_loss_4: 5.018254985809326; cnt_loss: 60.81497486114502; + + +2025-05-12 15:17:53,099 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 +2025-05-12 15:18:04,756 - INFO - Training: cls_zice: 42.48997131347656; reg_zipnll: 141.41848236083985; aux_mae_loss_1: 89.61730377197266; aux_mae_loss_2: 15.002383880615234; aux_mae_loss_4: 2.603983612060547; cnt_loss: 25.039712734222412; + + +2025-05-12 15:18:04,757 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 +2025-05-12 15:18:16,300 - INFO - Training: cls_zice: 37.7407080078125; reg_zipnll: 134.10241012573243; aux_mae_loss_1: 87.49825469970703; aux_mae_loss_2: 13.505651988983153; aux_mae_loss_4: 2.365636384487152; cnt_loss: 24.493904018402098; + + +2025-05-12 15:18:16,301 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 +2025-05-12 15:18:28,440 - INFO - Training: cls_zice: 34.57905776977539; reg_zipnll: 124.9860154724121; aux_mae_loss_1: 82.52214706420898; aux_mae_loss_2: 12.145229711532593; aux_mae_loss_4: 2.080309817790985; cnt_loss: 19.20100492477417; + + +2025-05-12 15:18:28,440 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 +2025-05-12 15:18:39,996 - INFO - Training: cls_zice: 31.948006439208985; reg_zipnll: 116.49261688232421; aux_mae_loss_1: 79.42172157287598; aux_mae_loss_2: 11.990704317092895; aux_mae_loss_4: 2.2414462041854857; cnt_loss: 23.128408236503603; + + +2025-05-12 15:18:39,997 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 +2025-05-12 15:18:52,006 - INFO - Training: cls_zice: 31.24668167114258; reg_zipnll: 116.65324172973632; aux_mae_loss_1: 76.45121757507324; aux_mae_loss_2: 10.338735122680664; aux_mae_loss_4: 1.7727596545219422; cnt_loss: 16.237836256027222; + + +2025-05-12 15:18:52,006 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 +2025-05-12 15:19:03,807 - INFO - Training: cls_zice: 28.566923217773436; reg_zipnll: 108.97552490234375; aux_mae_loss_1: 71.55287033081055; aux_mae_loss_2: 9.895167417526245; aux_mae_loss_4: 1.7520056533813477; cnt_loss: 17.046811270713807; + + +2025-05-12 15:19:03,807 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 +2025-05-12 15:19:15,416 - INFO - Training: cls_zice: 28.987820434570313; reg_zipnll: 108.63893966674804; aux_mae_loss_1: 71.01732200622558; aux_mae_loss_2: 9.444469509124756; aux_mae_loss_4: 1.650442669391632; cnt_loss: 14.333179483413696; + + +2025-05-12 15:19:15,416 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 +2025-05-12 15:19:26,911 - INFO - Training: cls_zice: 29.518761138916016; reg_zipnll: 105.4833716583252; aux_mae_loss_1: 70.67532424926758; aux_mae_loss_2: 9.409831991195679; aux_mae_loss_4: 1.6414807534217835; cnt_loss: 14.19903262615204; + + +2025-05-12 15:19:26,912 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 +2025-05-12 15:19:38,700 - INFO - Training: cls_zice: 29.58533950805664; reg_zipnll: 106.1027197265625; aux_mae_loss_1: 71.29704467773438; aux_mae_loss_2: 9.463856821060181; aux_mae_loss_4: 1.6781329083442689; cnt_loss: 15.175020751953125; + + +2025-05-12 15:19:38,700 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 +2025-05-12 15:19:50,382 - INFO - Training: cls_zice: 27.213914642333986; reg_zipnll: 103.82832038879394; aux_mae_loss_1: 66.09134674072266; aux_mae_loss_2: 8.439809484481811; aux_mae_loss_4: 1.4635823667049408; cnt_loss: 13.304126305580139; + + +2025-05-12 15:19:50,382 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 +2025-05-12 15:20:01,987 - INFO - Training: cls_zice: 27.359699096679687; reg_zipnll: 100.54695739746094; aux_mae_loss_1: 64.96338527679444; aux_mae_loss_2: 8.542384004592895; aux_mae_loss_4: 1.5218424725532531; cnt_loss: 13.868169736862182; + + +2025-05-12 15:20:01,987 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 +2025-05-12 15:20:13,510 - INFO - Training: cls_zice: 25.009723358154297; reg_zipnll: 96.58172515869141; aux_mae_loss_1: 61.73071823120117; aux_mae_loss_2: 8.160825700759888; aux_mae_loss_4: 1.4227875590324401; cnt_loss: 12.182996211051941; + + +2025-05-12 15:20:13,510 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 +2025-05-12 15:20:25,126 - INFO - Training: cls_zice: 26.136290893554687; reg_zipnll: 94.32114921569824; aux_mae_loss_1: 61.27589698791504; aux_mae_loss_2: 7.91470534324646; aux_mae_loss_4: 1.3495009970664977; cnt_loss: 11.134132533073425; + + +2025-05-12 15:20:25,126 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 +2025-05-12 15:20:37,362 - INFO - Training: cls_zice: 27.633555603027343; reg_zipnll: 96.86993278503418; aux_mae_loss_1: 61.36316276550293; aux_mae_loss_2: 8.06692551612854; aux_mae_loss_4: 1.390494123697281; cnt_loss: 11.288679189682007; + + +2025-05-12 15:20:37,362 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 +2025-05-12 15:20:49,929 - INFO - Training: cls_zice: 27.19330001831055; reg_zipnll: 93.4760213470459; aux_mae_loss_1: 60.293896255493166; aux_mae_loss_2: 8.207430553436279; aux_mae_loss_4: 1.4652583622932434; cnt_loss: 11.991769390106201; + + +2025-05-12 15:20:49,930 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 +2025-05-12 15:21:01,395 - INFO - Training: cls_zice: 26.667816314697266; reg_zipnll: 91.64637130737304; aux_mae_loss_1: 58.587410354614256; aux_mae_loss_2: 8.101769323348998; aux_mae_loss_4: 1.4927788913249969; cnt_loss: 15.176368064880371; + + +2025-05-12 15:21:01,395 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 +2025-05-12 15:21:13,033 - INFO - Training: cls_zice: 28.301073455810545; reg_zipnll: 87.69479873657227; aux_mae_loss_1: 57.79658866882324; aux_mae_loss_2: 8.211601123809814; aux_mae_loss_4: 1.4829764425754548; cnt_loss: 14.303039412498475; + + +2025-05-12 15:21:13,033 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 +2025-05-12 15:21:24,619 - INFO - Training: cls_zice: 27.11790954589844; reg_zipnll: 90.00288848876953; aux_mae_loss_1: 56.37009262084961; aux_mae_loss_2: 7.836116456985474; aux_mae_loss_4: 1.3573501741886138; cnt_loss: 12.781914253234863; + + +2025-05-12 15:21:24,619 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 +2025-05-12 15:21:37,080 - INFO - Training: cls_zice: 26.782009735107422; reg_zipnll: 86.94334060668945; aux_mae_loss_1: 54.36549427032471; aux_mae_loss_2: 7.787234439849853; aux_mae_loss_4: 1.4117700922489167; cnt_loss: 13.329515023231506; + + +2025-05-12 15:21:37,080 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 +2025-05-12 15:21:48,823 - INFO - Training: cls_zice: 28.675235137939453; reg_zipnll: 91.05405197143554; aux_mae_loss_1: 56.99412929534912; aux_mae_loss_2: 8.249828929901122; aux_mae_loss_4: 1.4915817332267762; cnt_loss: 14.134048309326172; + + +2025-05-12 15:21:48,823 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 +2025-05-12 15:22:00,546 - INFO - Training: cls_zice: 26.260582046508787; reg_zipnll: 83.73875228881836; aux_mae_loss_1: 52.294339637756345; aux_mae_loss_2: 7.890964984893799; aux_mae_loss_4: 1.5100311398506165; cnt_loss: 16.536362075805663; + + +2025-05-12 15:22:00,546 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 +2025-05-12 15:22:12,023 - INFO - Training: cls_zice: 29.318139724731445; reg_zipnll: 84.22329696655274; aux_mae_loss_1: 54.6082160949707; aux_mae_loss_2: 8.032733869552612; aux_mae_loss_4: 1.4664324855804443; cnt_loss: 13.600842776298522; + + +2025-05-12 15:22:12,023 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 +2025-05-12 15:22:23,511 - INFO - Training: cls_zice: 25.428875885009766; reg_zipnll: 82.6486660003662; aux_mae_loss_1: 50.811436614990235; aux_mae_loss_2: 7.493873705863953; aux_mae_loss_4: 1.3779988980293274; cnt_loss: 13.766145448684693; + + +2025-05-12 15:22:23,511 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 +2025-05-12 15:22:35,050 - INFO - Training: cls_zice: 26.336660919189452; reg_zipnll: 81.85490982055664; aux_mae_loss_1: 50.62239158630371; aux_mae_loss_2: 7.47683536529541; aux_mae_loss_4: 1.3484281229972839; cnt_loss: 12.710929718017578; + + +2025-05-12 15:22:35,051 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 +2025-05-12 15:22:47,515 - INFO - Training: cls_zice: 28.624518508911134; reg_zipnll: 78.77899959564209; aux_mae_loss_1: 50.96199684143066; aux_mae_loss_2: 7.573174295425415; aux_mae_loss_4: 1.3636541664600372; cnt_loss: 12.24418752670288; + + +2025-05-12 15:22:47,515 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 +2025-05-12 15:22:59,154 - INFO - Training: cls_zice: 26.52401641845703; reg_zipnll: 80.49645320892334; aux_mae_loss_1: 47.59379615783691; aux_mae_loss_2: 6.8346682024002074; aux_mae_loss_4: 1.1473033440113067; cnt_loss: 8.874090976715088; + + +2025-05-12 15:22:59,154 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 +2025-05-12 15:23:10,662 - INFO - Training: cls_zice: 26.685066986083985; reg_zipnll: 77.63612640380859; aux_mae_loss_1: 47.406049728393555; aux_mae_loss_2: 6.701064577102661; aux_mae_loss_4: 1.1182449269294739; cnt_loss: 8.54609254360199; + + +2025-05-12 15:23:10,663 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 +2025-05-12 15:23:22,122 - INFO - Training: cls_zice: 25.136231231689454; reg_zipnll: 76.96514320373535; aux_mae_loss_1: 44.32131973266601; aux_mae_loss_2: 6.131780662536621; aux_mae_loss_4: 1.0067823326587677; cnt_loss: 7.221871778964997; + + +2025-05-12 15:23:22,123 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 +2025-05-12 15:23:33,729 - INFO - Training: cls_zice: 28.205125122070314; reg_zipnll: 76.75339107513427; aux_mae_loss_1: 49.31285488128662; aux_mae_loss_2: 7.177349090576172; aux_mae_loss_4: 1.2417185175418854; cnt_loss: 10.188760251998902; + + +2025-05-12 15:23:33,729 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 +2025-05-12 15:23:45,194 - INFO - Training: cls_zice: 29.374720306396483; reg_zipnll: 82.01836174011231; aux_mae_loss_1: 51.27462203979492; aux_mae_loss_2: 7.889541382789612; aux_mae_loss_4: 1.4464239501953124; cnt_loss: 14.145583782196045; + + +2025-05-12 15:23:45,194 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 +2025-05-12 15:23:56,946 - INFO - Training: cls_zice: 26.333782424926756; reg_zipnll: 76.40230644226074; aux_mae_loss_1: 46.278992614746095; aux_mae_loss_2: 6.905090417861938; aux_mae_loss_4: 1.2375537729263306; cnt_loss: 11.687123713493348; + + +2025-05-12 15:23:56,947 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 +2025-05-12 15:24:08,578 - INFO - Training: cls_zice: 26.244519729614257; reg_zipnll: 77.84691749572754; aux_mae_loss_1: 46.005932350158695; aux_mae_loss_2: 6.640582070350647; aux_mae_loss_4: 1.1361858427524567; cnt_loss: 8.512978401184082; + + +2025-05-12 15:24:08,579 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 +2025-05-12 15:24:20,107 - INFO - Training: cls_zice: 24.892967834472657; reg_zipnll: 72.5834630203247; aux_mae_loss_1: 43.917961235046384; aux_mae_loss_2: 6.387285132408142; aux_mae_loss_4: 1.055805311203003; cnt_loss: 8.29942438840866; + + +2025-05-12 15:24:20,108 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 +2025-05-12 15:24:31,659 - INFO - Training: cls_zice: 25.209780349731446; reg_zipnll: 72.36808864593506; aux_mae_loss_1: 43.1201220703125; aux_mae_loss_2: 6.097506103515625; aux_mae_loss_4: 0.9969823199510575; cnt_loss: 6.441619534492492; + + +2025-05-12 15:24:31,659 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 +2025-05-12 15:24:43,172 - INFO - Training: cls_zice: 25.840116271972658; reg_zipnll: 69.5100138092041; aux_mae_loss_1: 42.31308387756348; aux_mae_loss_2: 6.0623939418792725; aux_mae_loss_4: 1.0005198752880096; cnt_loss: 7.094604303836823; + + +2025-05-12 15:24:43,173 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 +2025-05-12 15:24:54,571 - INFO - Training: cls_zice: 24.559877395629883; reg_zipnll: 69.87451553344727; aux_mae_loss_1: 40.78648052215576; aux_mae_loss_2: 5.794753880500793; aux_mae_loss_4: 0.95654032766819; cnt_loss: 7.411801795959473; + + +2025-05-12 15:24:54,572 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 +2025-05-12 15:25:06,111 - INFO - Training: cls_zice: 26.78897087097168; reg_zipnll: 70.85977306365967; aux_mae_loss_1: 43.27376247406006; aux_mae_loss_2: 6.153167204856873; aux_mae_loss_4: 1.0136862194538117; cnt_loss: 6.939615511894226; + + +2025-05-12 15:25:06,111 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 +2025-05-12 15:25:17,841 - INFO - Training: cls_zice: 22.82259460449219; reg_zipnll: 68.47183834075928; aux_mae_loss_1: 37.92460762023926; aux_mae_loss_2: 5.288714194297791; aux_mae_loss_4: 0.8416504538059235; cnt_loss: 5.568398761749267; + + +2025-05-12 15:25:17,842 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 +2025-05-12 15:25:29,405 - INFO - Training: cls_zice: 25.4658438873291; reg_zipnll: 74.09445262908936; aux_mae_loss_1: 43.13603786468506; aux_mae_loss_2: 6.5604931306838985; aux_mae_loss_4: 1.1526755344867707; cnt_loss: 9.784884428977966; + + +2025-05-12 15:25:29,406 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 +2025-05-12 15:25:40,919 - INFO - Training: cls_zice: 24.530716094970703; reg_zipnll: 75.0684804534912; aux_mae_loss_1: 43.03468193054199; aux_mae_loss_2: 6.468934020996094; aux_mae_loss_4: 1.1116190433502198; cnt_loss: 9.467861232757569; + + +2025-05-12 15:25:40,919 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 +2025-05-12 15:25:52,767 - INFO - Training: cls_zice: 26.63580764770508; reg_zipnll: 74.60403511047363; aux_mae_loss_1: 44.249383430480954; aux_mae_loss_2: 6.6289589405059814; aux_mae_loss_4: 1.1533968019485474; cnt_loss: 9.194826278686524; + + +2025-05-12 15:25:52,767 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 +2025-05-12 15:26:04,075 - INFO - Training: cls_zice: 25.694282760620116; reg_zipnll: 72.18193634033203; aux_mae_loss_1: 44.188826141357424; aux_mae_loss_2: 6.927357535362244; aux_mae_loss_4: 1.2653842413425445; cnt_loss: 10.863635387420654; + + +2025-05-12 15:26:04,076 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 +2025-05-12 15:26:15,606 - INFO - Training: cls_zice: 27.00547592163086; reg_zipnll: 75.33091560363769; aux_mae_loss_1: 44.48370876312256; aux_mae_loss_2: 6.812926139831543; aux_mae_loss_4: 1.235858255624771; cnt_loss: 12.139310054779052; + + +2025-05-12 15:26:15,607 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 +2025-05-12 15:26:27,297 - INFO - Training: cls_zice: 26.52123275756836; reg_zipnll: 74.06600173950196; aux_mae_loss_1: 43.36721221923828; aux_mae_loss_2: 6.50866219997406; aux_mae_loss_4: 1.1224967801570893; cnt_loss: 8.696918630599976; + + +2025-05-12 15:26:27,298 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 +2025-05-12 15:26:38,754 - INFO - Training: cls_zice: 23.825423278808593; reg_zipnll: 70.11361831665039; aux_mae_loss_1: 39.329401626586915; aux_mae_loss_2: 6.124375677108764; aux_mae_loss_4: 1.1000770157575608; cnt_loss: 9.467289338111877; + + +2025-05-12 15:26:38,755 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 +2025-05-12 15:26:50,500 - INFO - Training: cls_zice: 26.61370216369629; reg_zipnll: 69.91602478027343; aux_mae_loss_1: 42.94054622650147; aux_mae_loss_2: 6.8454342412948606; aux_mae_loss_4: 1.265839582681656; cnt_loss: 13.56820529460907; + + +2025-05-12 15:26:50,501 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 +2025-05-12 15:27:02,043 - INFO - Training: cls_zice: 25.82013542175293; reg_zipnll: 69.86203659057617; aux_mae_loss_1: 41.46350933074951; aux_mae_loss_2: 6.093239789009094; aux_mae_loss_4: 0.9988869035243988; cnt_loss: 7.021268291473389; + + +2025-05-12 15:27:02,044 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 +2025-05-12 15:27:13,519 - INFO - Training: cls_zice: 24.894501037597657; reg_zipnll: 70.02744121551514; aux_mae_loss_1: 40.07431884765625; aux_mae_loss_2: 5.946679692268372; aux_mae_loss_4: 1.0217077672481536; cnt_loss: 8.359881958961488; + + +2025-05-12 15:27:33,124 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 +2025-05-12 15:27:44,502 - INFO - Training: cls_zice: 25.476630325317384; reg_zipnll: 66.7052666091919; aux_mae_loss_1: 39.653834915161134; aux_mae_loss_2: 5.803681654930115; aux_mae_loss_4: 0.9305410772562027; cnt_loss: 5.758379516601562; + + +2025-05-12 15:27:44,503 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 +2025-05-12 15:27:55,990 - INFO - Training: cls_zice: 23.700771560668944; reg_zipnll: 64.91309085845947; aux_mae_loss_1: 38.56024929046631; aux_mae_loss_2: 5.81641607761383; aux_mae_loss_4: 0.9897653830051422; cnt_loss: 7.941834862232208; + + +2025-05-12 15:27:55,990 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 +2025-05-12 15:28:08,064 - INFO - Training: cls_zice: 23.41120002746582; reg_zipnll: 65.82313186645507; aux_mae_loss_1: 36.19456405639649; aux_mae_loss_2: 5.155050206184387; aux_mae_loss_4: 0.8273606181144715; cnt_loss: 5.493242506980896; + + +2025-05-12 15:28:08,065 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 +2025-05-12 15:28:19,454 - INFO - Training: cls_zice: 24.390530319213866; reg_zipnll: 64.11735069274903; aux_mae_loss_1: 37.76198886871338; aux_mae_loss_2: 5.487891840934753; aux_mae_loss_4: 0.8807426375150681; cnt_loss: 5.704340810775757; + + +2025-05-12 15:28:19,455 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 +2025-05-12 15:28:30,933 - INFO - Training: cls_zice: 24.49207290649414; reg_zipnll: 66.31948623657226; aux_mae_loss_1: 37.22585083007812; aux_mae_loss_2: 5.371171517372131; aux_mae_loss_4: 0.8543206256628036; cnt_loss: 4.928069941997528; + + +2025-05-12 15:28:30,934 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 +2025-05-12 15:28:42,500 - INFO - Training: cls_zice: 24.71732208251953; reg_zipnll: 62.668275680541996; aux_mae_loss_1: 37.68682451248169; aux_mae_loss_2: 5.412591791152954; aux_mae_loss_4: 0.8763731420040131; cnt_loss: 6.12737729549408; + + +2025-05-12 15:28:42,500 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 +2025-05-12 15:28:54,470 - INFO - Training: cls_zice: 22.815744400024414; reg_zipnll: 64.0220943069458; aux_mae_loss_1: 35.25750015258789; aux_mae_loss_2: 5.032449975013733; aux_mae_loss_4: 0.7852208411693573; cnt_loss: 4.430513923168182; + + +2025-05-12 15:28:54,471 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 +2025-05-12 15:29:06,218 - INFO - Training: cls_zice: 23.22565414428711; reg_zipnll: 65.83729772567749; aux_mae_loss_1: 36.29250877380371; aux_mae_loss_2: 5.100463576316834; aux_mae_loss_4: 0.7888342839479446; cnt_loss: 4.253759019374847; + + +2025-05-12 15:29:06,219 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 +2025-05-12 15:29:18,000 - INFO - Training: cls_zice: 24.647999038696287; reg_zipnll: 66.26369720458985; aux_mae_loss_1: 36.85840909957886; aux_mae_loss_2: 5.216436285972595; aux_mae_loss_4: 0.8080299377441407; cnt_loss: 4.854253766536712; + + +2025-05-12 15:29:18,000 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 +2025-05-12 15:29:29,644 - INFO - Training: cls_zice: 23.196900405883788; reg_zipnll: 63.873806114196775; aux_mae_loss_1: 35.691372871398926; aux_mae_loss_2: 5.1170621013641355; aux_mae_loss_4: 0.7919613194465637; cnt_loss: 4.236447234153747; + + +2025-05-12 15:29:29,645 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 +2025-05-12 15:29:41,242 - INFO - Training: cls_zice: 23.82960647583008; reg_zipnll: 67.21074340820313; aux_mae_loss_1: 38.37983280181885; aux_mae_loss_2: 5.899945349693298; aux_mae_loss_4: 1.0234365361928939; cnt_loss: 8.396128182411195; + + +2025-05-12 15:29:41,243 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 +2025-05-12 15:29:52,848 - INFO - Training: cls_zice: 25.580258712768554; reg_zipnll: 70.35842483520508; aux_mae_loss_1: 42.99568622589111; aux_mae_loss_2: 6.918366093635559; aux_mae_loss_4: 1.2742160564661027; cnt_loss: 11.743817510604858; + + +2025-05-12 15:29:52,848 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 +2025-05-12 15:30:04,723 - INFO - Training: cls_zice: 24.015145111083985; reg_zipnll: 67.8018756866455; aux_mae_loss_1: 39.79907722473145; aux_mae_loss_2: 6.257103524208069; aux_mae_loss_4: 1.117496452331543; cnt_loss: 9.65130525112152; + + +2025-05-12 15:30:04,723 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 +2025-05-12 15:30:16,262 - INFO - Training: cls_zice: 23.71393211364746; reg_zipnll: 73.34954803466798; aux_mae_loss_1: 39.87281974792481; aux_mae_loss_2: 6.029738168716431; aux_mae_loss_4: 1.0348294413089751; cnt_loss: 8.11433298587799; + + +2025-05-12 15:30:16,263 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 +2025-05-12 15:30:27,889 - INFO - Training: cls_zice: 23.991454544067384; reg_zipnll: 68.24619926452637; aux_mae_loss_1: 39.48263452529907; aux_mae_loss_2: 6.149000816345215; aux_mae_loss_4: 1.1019191706180573; cnt_loss: 9.897338571548461; + + +2025-05-12 15:30:27,889 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 +2025-05-12 15:30:39,355 - INFO - Training: cls_zice: 23.39231346130371; reg_zipnll: 67.16456756591796; aux_mae_loss_1: 37.31705738067627; aux_mae_loss_2: 5.659000029563904; aux_mae_loss_4: 0.9609621083736419; cnt_loss: 7.335481901168823; + + +2025-05-12 15:30:39,356 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 +2025-05-12 15:30:51,218 - INFO - Training: cls_zice: 23.469847640991212; reg_zipnll: 66.00108131408692; aux_mae_loss_1: 37.70794776916504; aux_mae_loss_2: 5.755720295906067; aux_mae_loss_4: 0.9894178378582; cnt_loss: 7.760907764434815; + + +2025-05-12 15:30:51,218 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 +2025-05-12 15:31:02,688 - INFO - Training: cls_zice: 23.95195602416992; reg_zipnll: 69.49372398376465; aux_mae_loss_1: 39.332861518859865; aux_mae_loss_2: 5.992044944763183; aux_mae_loss_4: 1.0268664538860321; cnt_loss: 8.262051920890809; + + +2025-05-12 15:31:02,688 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 +2025-05-12 15:31:14,168 - INFO - Training: cls_zice: 23.338466110229493; reg_zipnll: 64.5435665512085; aux_mae_loss_1: 38.130756340026856; aux_mae_loss_2: 5.787843384742737; aux_mae_loss_4: 0.957614426612854; cnt_loss: 7.146108903884888; + + +2025-05-12 15:31:14,168 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 +2025-05-12 15:31:25,702 - INFO - Training: cls_zice: 24.97566650390625; reg_zipnll: 68.9501560974121; aux_mae_loss_1: 38.82152816772461; aux_mae_loss_2: 5.989166879653931; aux_mae_loss_4: 1.0412958812713624; cnt_loss: 9.38142818927765; + + +2025-05-12 15:31:25,703 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 +2025-05-12 15:31:37,333 - INFO - Training: cls_zice: 22.6289111328125; reg_zipnll: 63.63157793045044; aux_mae_loss_1: 36.21830749511719; aux_mae_loss_2: 5.496023402214051; aux_mae_loss_4: 0.9423219859600067; cnt_loss: 7.292326154708863; + + +2025-05-12 15:31:37,334 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 +2025-05-12 15:31:48,778 - INFO - Training: cls_zice: 23.088497619628907; reg_zipnll: 65.10198753356934; aux_mae_loss_1: 36.484628410339354; aux_mae_loss_2: 5.473663291931152; aux_mae_loss_4: 0.8988473796844483; cnt_loss: 6.559877183437347; + + +2025-05-12 15:31:48,778 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 +2025-05-12 15:32:00,512 - INFO - Training: cls_zice: 23.700146675109863; reg_zipnll: 62.80048896789551; aux_mae_loss_1: 37.4036967086792; aux_mae_loss_2: 5.727244682312012; aux_mae_loss_4: 0.9811756497621537; cnt_loss: 7.464345304965973; + + +2025-05-12 15:32:00,513 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 +2025-05-12 15:32:11,980 - INFO - Training: cls_zice: 24.95201118469238; reg_zipnll: 63.608315238952635; aux_mae_loss_1: 37.485186138153075; aux_mae_loss_2: 5.6688595342636106; aux_mae_loss_4: 0.9607589340209961; cnt_loss: 7.0635866522789; + + +2025-05-12 15:32:11,981 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 +2025-05-12 15:32:23,789 - INFO - Training: cls_zice: 21.43368938446045; reg_zipnll: 63.9162476348877; aux_mae_loss_1: 34.064031200408934; aux_mae_loss_2: 5.185013952255249; aux_mae_loss_4: 0.8747829639911652; cnt_loss: 6.5922911787033085; + + +2025-05-12 15:32:23,789 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 +2025-05-12 15:32:35,589 - INFO - Training: cls_zice: 22.63493995666504; reg_zipnll: 64.82275550842286; aux_mae_loss_1: 34.967034873962405; aux_mae_loss_2: 5.274712753295899; aux_mae_loss_4: 0.8737935066223145; cnt_loss: 6.479661219120025; + + +2025-05-12 15:32:35,589 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 +2025-05-12 15:32:47,148 - INFO - Training: cls_zice: 22.41350830078125; reg_zipnll: 61.64144863128662; aux_mae_loss_1: 34.69761318206787; aux_mae_loss_2: 5.252399134635925; aux_mae_loss_4: 0.8934490776062012; cnt_loss: 7.225802068710327; + + +2025-05-12 15:32:47,148 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 +2025-05-12 15:32:58,897 - INFO - Training: cls_zice: 23.039630317687987; reg_zipnll: 63.03411609649658; aux_mae_loss_1: 35.211527519226074; aux_mae_loss_2: 5.241964416503906; aux_mae_loss_4: 0.8712803965806961; cnt_loss: 6.564414491653443; + + +2025-05-12 15:32:58,897 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 +2025-05-12 15:33:10,482 - INFO - Training: cls_zice: 23.321903953552248; reg_zipnll: 62.539059715270994; aux_mae_loss_1: 35.892217273712156; aux_mae_loss_2: 5.399040222167969; aux_mae_loss_4: 0.924238748550415; cnt_loss: 7.825924038887024; + + +2025-05-12 15:33:10,482 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 +2025-05-12 15:33:22,144 - INFO - Training: cls_zice: 21.685603256225587; reg_zipnll: 63.00753112792969; aux_mae_loss_1: 33.62254991531372; aux_mae_loss_2: 5.069911861419678; aux_mae_loss_4: 0.8378533208370209; cnt_loss: 6.377548565864563; + + +2025-05-12 15:33:22,144 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 +2025-05-12 15:33:33,823 - INFO - Training: cls_zice: 22.81700222015381; reg_zipnll: 63.245918083190915; aux_mae_loss_1: 33.91463726043701; aux_mae_loss_2: 4.992265982627869; aux_mae_loss_4: 0.8140307414531708; cnt_loss: 5.422733600139618; + + +2025-05-12 15:33:33,823 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 +2025-05-12 15:33:45,520 - INFO - Training: cls_zice: 23.000959548950195; reg_zipnll: 60.73754776000977; aux_mae_loss_1: 33.77591968536377; aux_mae_loss_2: 4.990501546859742; aux_mae_loss_4: 0.8098299086093903; cnt_loss: 5.840389394760132; + + +2025-05-12 15:33:45,520 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 +2025-05-12 15:33:57,193 - INFO - Training: cls_zice: 22.939674263000487; reg_zipnll: 63.71405784606934; aux_mae_loss_1: 33.94368486404419; aux_mae_loss_2: 4.956694087982178; aux_mae_loss_4: 0.7999569630622864; cnt_loss: 5.357360080480576; + + +2025-05-12 15:33:57,194 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 +2025-05-12 15:34:09,052 - INFO - Training: cls_zice: 20.511852951049804; reg_zipnll: 58.973821830749515; aux_mae_loss_1: 31.524431495666505; aux_mae_loss_2: 4.613807089328766; aux_mae_loss_4: 0.7413881659507752; cnt_loss: 5.135694851875305; + + +2025-05-12 15:34:09,053 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 +2025-05-12 15:34:20,733 - INFO - Training: cls_zice: 20.583214950561523; reg_zipnll: 60.687451133728025; aux_mae_loss_1: 31.51198606491089; aux_mae_loss_2: 4.722430033683777; aux_mae_loss_4: 0.7667509949207306; cnt_loss: 5.471581335067749; + + +2025-05-12 15:34:20,734 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 +2025-05-12 15:34:32,198 - INFO - Training: cls_zice: 21.50308135986328; reg_zipnll: 56.46804195404053; aux_mae_loss_1: 31.770679092407228; aux_mae_loss_2: 4.722919430732727; aux_mae_loss_4: 0.7818841111660003; cnt_loss: 5.343463687896729; + + +2025-05-12 15:34:32,199 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 +2025-05-12 15:34:43,868 - INFO - Training: cls_zice: 20.923696784973146; reg_zipnll: 57.46596857070923; aux_mae_loss_1: 32.48660110473633; aux_mae_loss_2: 4.7120491933822635; aux_mae_loss_4: 0.7563751566410065; cnt_loss: 4.613276989459991; + + +2025-05-12 15:34:43,868 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 +2025-05-12 15:34:55,541 - INFO - Training: cls_zice: 20.16717872619629; reg_zipnll: 59.10549354553223; aux_mae_loss_1: 30.01284450531006; aux_mae_loss_2: 4.305590724945068; aux_mae_loss_4: 0.6816773539781571; cnt_loss: 3.9712967824935914; + + +2025-05-12 15:34:55,542 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 +2025-05-12 15:35:07,347 - INFO - Training: cls_zice: 19.96120418548584; reg_zipnll: 59.71789505004883; aux_mae_loss_1: 30.32907106399536; aux_mae_loss_2: 4.480315442085266; aux_mae_loss_4: 0.7165021389722824; cnt_loss: 4.553394265174866; + + +2025-05-12 15:35:07,348 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 +2025-05-12 15:35:18,953 - INFO - Training: cls_zice: 21.35726364135742; reg_zipnll: 58.246426849365236; aux_mae_loss_1: 31.09714656829834; aux_mae_loss_2: 4.426071553230286; aux_mae_loss_4: 0.687639850974083; cnt_loss: 4.005458345413208; + + +2025-05-12 15:35:18,954 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 +2025-05-12 15:35:30,448 - INFO - Training: cls_zice: 20.890727310180665; reg_zipnll: 58.082151832580564; aux_mae_loss_1: 30.440150756835937; aux_mae_loss_2: 4.427779145240784; aux_mae_loss_4: 0.7090429615974426; cnt_loss: 4.073558096885681; + + +2025-05-12 15:35:30,448 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 +2025-05-12 15:35:41,905 - INFO - Training: cls_zice: 19.404226036071776; reg_zipnll: 57.20306835174561; aux_mae_loss_1: 29.03685375213623; aux_mae_loss_2: 4.259367690086365; aux_mae_loss_4: 0.666069130897522; cnt_loss: 3.9278146719932554; + + +2025-05-12 15:35:41,906 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 +2025-05-12 15:35:54,258 - INFO - Training: cls_zice: 23.055523719787598; reg_zipnll: 57.65256462097168; aux_mae_loss_1: 32.19581653594971; aux_mae_loss_2: 4.596394591331482; aux_mae_loss_4: 0.7085691702365875; cnt_loss: 3.5529782915115358; + + +2025-05-12 15:35:54,258 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 +2025-05-12 15:36:05,864 - INFO - Training: cls_zice: 19.936687202453612; reg_zipnll: 52.98685718536377; aux_mae_loss_1: 28.97751501083374; aux_mae_loss_2: 4.245785164833069; aux_mae_loss_4: 0.66946648478508; cnt_loss: 3.4124223160743714; + + +2025-05-12 15:36:05,865 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 +2025-05-12 15:36:17,459 - INFO - Training: cls_zice: 20.598709678649904; reg_zipnll: 56.41422519683838; aux_mae_loss_1: 30.562275371551515; aux_mae_loss_2: 4.414764032363892; aux_mae_loss_4: 0.6712895792722702; cnt_loss: 3.0984781408309936; + + +2025-05-12 15:36:17,459 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 +2025-05-12 15:36:28,955 - INFO - Training: cls_zice: 20.92512950897217; reg_zipnll: 58.10970932006836; aux_mae_loss_1: 30.457666683197022; aux_mae_loss_2: 4.407222719192505; aux_mae_loss_4: 0.6744778269529342; cnt_loss: 3.2399335169792174; + + +2025-05-12 15:36:28,956 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 +2025-05-12 15:36:40,468 - INFO - Training: cls_zice: 19.875660285949706; reg_zipnll: 54.16708377838135; aux_mae_loss_1: 29.337739715576173; aux_mae_loss_2: 4.229791889190674; aux_mae_loss_4: 0.653944661617279; cnt_loss: 3.494070727825165; + + +2025-05-12 15:36:40,469 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 +2025-05-12 15:36:52,099 - INFO - Training: cls_zice: 20.792955894470214; reg_zipnll: 54.12138240814209; aux_mae_loss_1: 30.597876949310304; aux_mae_loss_2: 4.378930764198303; aux_mae_loss_4: 0.6759896904230118; cnt_loss: 3.228336203098297; + + +2025-05-12 15:36:52,100 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 +2025-05-12 15:37:03,669 - INFO - Training: cls_zice: 18.960564346313475; reg_zipnll: 56.39297634124756; aux_mae_loss_1: 29.11428150177002; aux_mae_loss_2: 4.171986079216003; aux_mae_loss_4: 0.6464083737134934; cnt_loss: 3.3419756507873535; + + +2025-05-12 15:37:03,670 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 +2025-05-12 15:37:15,207 - INFO - Training: cls_zice: 21.838240699768065; reg_zipnll: 54.419929122924806; aux_mae_loss_1: 30.707339477539062; aux_mae_loss_2: 4.337767095565796; aux_mae_loss_4: 0.6528518694639206; cnt_loss: 3.1891872668266297; + + +2025-05-12 15:37:30,715 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 +2025-05-12 15:37:42,207 - INFO - Training: cls_zice: 23.42769760131836; reg_zipnll: 61.1910387802124; aux_mae_loss_1: 34.99042404174805; aux_mae_loss_2: 5.6367766118049625; aux_mae_loss_4: 1.0284305667877198; cnt_loss: 9.651529207229615; + + +2025-05-12 15:37:42,208 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 +2025-05-12 15:37:53,647 - INFO - Training: cls_zice: 22.773750190734862; reg_zipnll: 65.4518525314331; aux_mae_loss_1: 37.047985229492184; aux_mae_loss_2: 5.878305792808533; aux_mae_loss_4: 1.024173493385315; cnt_loss: 8.316557023525238; + + +2025-05-12 15:37:53,647 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 +2025-05-12 15:38:05,383 - INFO - Training: cls_zice: 22.373253059387206; reg_zipnll: 66.9891828918457; aux_mae_loss_1: 35.58003093719483; aux_mae_loss_2: 5.5266034793853756; aux_mae_loss_4: 0.9415046393871307; cnt_loss: 7.190085978507995; + + +2025-05-12 15:38:05,383 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 +2025-05-12 15:38:17,036 - INFO - Training: cls_zice: 23.440861167907716; reg_zipnll: 65.19664615631103; aux_mae_loss_1: 36.64290740966797; aux_mae_loss_2: 5.866174640655518; aux_mae_loss_4: 1.058515442609787; cnt_loss: 9.638512802124023; + + +2025-05-12 15:38:17,037 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 +2025-05-12 15:38:28,626 - INFO - Training: cls_zice: 21.8085160446167; reg_zipnll: 60.890404052734375; aux_mae_loss_1: 34.22486736297608; aux_mae_loss_2: 5.238295412063598; aux_mae_loss_4: 0.88782106757164; cnt_loss: 6.977002124786377; + + +2025-05-12 15:38:28,627 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 +2025-05-12 15:38:40,869 - INFO - Training: cls_zice: 22.508505058288574; reg_zipnll: 59.77273829460144; aux_mae_loss_1: 35.457646408081054; aux_mae_loss_2: 5.467260017395019; aux_mae_loss_4: 0.9396396702528; cnt_loss: 7.4583228087425235; + + +2025-05-12 15:38:40,869 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 +2025-05-12 15:38:52,690 - INFO - Training: cls_zice: 22.903256454467773; reg_zipnll: 64.15485069274902; aux_mae_loss_1: 36.06180086135864; aux_mae_loss_2: 5.658331327438354; aux_mae_loss_4: 0.983091179728508; cnt_loss: 8.033749885559082; + + +2025-05-12 15:38:52,691 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 +2025-05-12 15:39:04,464 - INFO - Training: cls_zice: 24.128142890930175; reg_zipnll: 61.42837244033814; aux_mae_loss_1: 36.54322727203369; aux_mae_loss_2: 5.67237696647644; aux_mae_loss_4: 0.9612106037139893; cnt_loss: 7.195571458339691; + + +2025-05-12 15:39:04,464 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 +2025-05-12 15:39:16,056 - INFO - Training: cls_zice: 23.088531074523925; reg_zipnll: 63.20039882659912; aux_mae_loss_1: 35.59791404724121; aux_mae_loss_2: 5.6140708208084105; aux_mae_loss_4: 0.9689386194944382; cnt_loss: 8.412007389068604; + + +2025-05-12 15:39:16,056 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 +2025-05-12 15:39:27,638 - INFO - Training: cls_zice: 22.87685623168945; reg_zipnll: 63.91621017456055; aux_mae_loss_1: 35.627004585266114; aux_mae_loss_2: 5.6528509950637815; aux_mae_loss_4: 0.991640841960907; cnt_loss: 8.005929484367371; + + +2025-05-12 15:39:27,639 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 +2025-05-12 15:39:40,317 - INFO - Training: cls_zice: 20.878558540344237; reg_zipnll: 62.1948917388916; aux_mae_loss_1: 33.07737283706665; aux_mae_loss_2: 5.176445808410644; aux_mae_loss_4: 0.887235199213028; cnt_loss: 7.240266304016114; + + +2025-05-12 15:39:40,318 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 +2025-05-12 15:39:51,587 - INFO - Training: cls_zice: 20.577457847595216; reg_zipnll: 60.3022762298584; aux_mae_loss_1: 32.94885639190674; aux_mae_loss_2: 5.085561838150024; aux_mae_loss_4: 0.8411799418926239; cnt_loss: 6.000038659572601; + + +2025-05-12 15:39:51,588 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 +2025-05-12 15:40:03,167 - INFO - Training: cls_zice: 23.264542961120604; reg_zipnll: 59.763551750183105; aux_mae_loss_1: 35.39068550109863; aux_mae_loss_2: 5.563707928657532; aux_mae_loss_4: 0.9734809094667435; cnt_loss: 8.722203469276428; + + +2025-05-12 15:40:03,168 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 +2025-05-12 15:40:14,550 - INFO - Training: cls_zice: 20.81589958190918; reg_zipnll: 61.601194190979; aux_mae_loss_1: 32.88984050750732; aux_mae_loss_2: 5.027343063354492; aux_mae_loss_4: 0.8581903487443924; cnt_loss: 6.294672646522522; + + +2025-05-12 15:40:14,551 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 +2025-05-12 15:40:25,973 - INFO - Training: cls_zice: 21.640943298339845; reg_zipnll: 60.127249794006346; aux_mae_loss_1: 33.472310333251954; aux_mae_loss_2: 5.16376181602478; aux_mae_loss_4: 0.8795636069774627; cnt_loss: 7.382220146656036; + + +2025-05-12 15:40:25,974 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 +2025-05-12 15:40:37,983 - INFO - Training: cls_zice: 22.30383960723877; reg_zipnll: 62.34200092315674; aux_mae_loss_1: 34.335689849853516; aux_mae_loss_2: 5.2252823877334595; aux_mae_loss_4: 0.877531156539917; cnt_loss: 5.9298115777969365; + + +2025-05-12 15:40:37,984 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 +2025-05-12 15:40:49,923 - INFO - Training: cls_zice: 20.827811508178712; reg_zipnll: 61.01228900909424; aux_mae_loss_1: 32.90502796173096; aux_mae_loss_2: 5.049005932807923; aux_mae_loss_4: 0.8630165159702301; cnt_loss: 7.2767945528030396; + + +2025-05-12 15:40:49,924 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 +2025-05-12 15:41:01,525 - INFO - Training: cls_zice: 21.765435333251954; reg_zipnll: 61.12340385437012; aux_mae_loss_1: 32.74402395248413; aux_mae_loss_2: 5.039806795120239; aux_mae_loss_4: 0.861443555355072; cnt_loss: 7.088033266067505; + + +2025-05-12 15:41:01,526 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 +2025-05-12 15:41:12,795 - INFO - Training: cls_zice: 20.530997505187987; reg_zipnll: 57.74328971862793; aux_mae_loss_1: 31.87385046005249; aux_mae_loss_2: 4.900316610336303; aux_mae_loss_4: 0.8484404188394546; cnt_loss: 7.123024730682373; + + +2025-05-12 15:41:12,796 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 +2025-05-12 15:41:24,431 - INFO - Training: cls_zice: 22.44700107574463; reg_zipnll: 59.509627933502195; aux_mae_loss_1: 34.162691802978514; aux_mae_loss_2: 5.318507671356201; aux_mae_loss_4: 0.8977611142396927; cnt_loss: 6.821145415306091; + + +2025-05-12 15:41:24,432 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 +2025-05-12 15:41:36,085 - INFO - Training: cls_zice: 19.13483528137207; reg_zipnll: 56.726962089538574; aux_mae_loss_1: 29.470216903686524; aux_mae_loss_2: 4.519871520996094; aux_mae_loss_4: 0.7552122116088867; cnt_loss: 6.000503656864166; + + +2025-05-12 15:41:36,086 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 +2025-05-12 15:41:47,618 - INFO - Training: cls_zice: 22.187942543029784; reg_zipnll: 60.67629446029663; aux_mae_loss_1: 33.4909016418457; aux_mae_loss_2: 5.13020622253418; aux_mae_loss_4: 0.8775836879014969; cnt_loss: 7.7815355205535885; + + +2025-05-12 15:41:47,618 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 +2025-05-12 15:41:59,350 - INFO - Training: cls_zice: 20.10002429962158; reg_zipnll: 59.64923248291016; aux_mae_loss_1: 31.37189022064209; aux_mae_loss_2: 4.851780486106873; aux_mae_loss_4: 0.8050585341453552; cnt_loss: 6.3927619791030885; + + +2025-05-12 15:41:59,351 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 +2025-05-12 15:42:10,956 - INFO - Training: cls_zice: 22.350096130371092; reg_zipnll: 58.921633872985836; aux_mae_loss_1: 33.105624198913574; aux_mae_loss_2: 5.086937789916992; aux_mae_loss_4: 0.8437592697143554; cnt_loss: 6.372101345062256; + + +2025-05-12 15:42:10,957 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 +2025-05-12 15:42:22,629 - INFO - Training: cls_zice: 19.587697906494142; reg_zipnll: 58.005621185302736; aux_mae_loss_1: 29.689112815856934; aux_mae_loss_2: 4.633740746974945; aux_mae_loss_4: 0.7691161423921585; cnt_loss: 6.003765947818756; + + +2025-05-12 15:42:22,629 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 +2025-05-12 15:42:34,123 - INFO - Training: cls_zice: 21.96862651824951; reg_zipnll: 55.641426429748535; aux_mae_loss_1: 31.76222719192505; aux_mae_loss_2: 4.902710456848144; aux_mae_loss_4: 0.8343713045120239; cnt_loss: 6.9888943839073185; + + +2025-05-12 15:42:34,124 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 +2025-05-12 15:42:45,982 - INFO - Training: cls_zice: 20.121200790405272; reg_zipnll: 57.55908367156982; aux_mae_loss_1: 30.53077871322632; aux_mae_loss_2: 4.752251858711243; aux_mae_loss_4: 0.8217955958843232; cnt_loss: 7.46153546333313; + + +2025-05-12 15:42:45,983 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 +2025-05-12 15:42:57,619 - INFO - Training: cls_zice: 21.320305366516113; reg_zipnll: 57.06568954467773; aux_mae_loss_1: 31.404866409301757; aux_mae_loss_2: 4.84819386959076; aux_mae_loss_4: 0.8372413921356201; cnt_loss: 6.454731750488281; + + +2025-05-12 15:42:57,620 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 +2025-05-12 15:43:09,382 - INFO - Training: cls_zice: 20.905984840393067; reg_zipnll: 57.39705341339111; aux_mae_loss_1: 30.852371978759766; aux_mae_loss_2: 4.637799043655395; aux_mae_loss_4: 0.7619453471899033; cnt_loss: 5.645971755981446; + + +2025-05-12 15:43:09,383 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 +2025-05-12 15:43:21,614 - INFO - Training: cls_zice: 21.409833068847657; reg_zipnll: 56.90720645904541; aux_mae_loss_1: 30.92259407043457; aux_mae_loss_2: 4.643965196609497; aux_mae_loss_4: 0.7643794441223144; cnt_loss: 5.491741645336151; + + +2025-05-12 15:43:21,615 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 +2025-05-12 15:43:33,077 - INFO - Training: cls_zice: 20.556801795959473; reg_zipnll: 58.979298248291016; aux_mae_loss_1: 31.6205855178833; aux_mae_loss_2: 4.749723448753357; aux_mae_loss_4: 0.7921198493242264; cnt_loss: 6.264448976516723; + + +2025-05-12 15:43:33,077 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 +2025-05-12 15:43:44,634 - INFO - Training: cls_zice: 21.56220634460449; reg_zipnll: 57.63601585388184; aux_mae_loss_1: 31.09809383392334; aux_mae_loss_2: 4.760139331817627; aux_mae_loss_4: 0.7895800077915192; cnt_loss: 6.018295900821686; + + +2025-05-12 15:43:44,634 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 +2025-05-12 15:43:56,178 - INFO - Training: cls_zice: 19.538780670166016; reg_zipnll: 53.470444679260254; aux_mae_loss_1: 29.493684692382814; aux_mae_loss_2: 4.385663380622864; aux_mae_loss_4: 0.7156645649671555; cnt_loss: 4.3435637617111205; + + +2025-05-12 15:43:56,179 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 +2025-05-12 15:44:07,873 - INFO - Training: cls_zice: 19.85305377960205; reg_zipnll: 53.84673900604248; aux_mae_loss_1: 28.664525318145753; aux_mae_loss_2: 4.2823874950408936; aux_mae_loss_4: 0.6892689949274063; cnt_loss: 4.145036914348602; + + +2025-05-12 15:44:07,874 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 +2025-05-12 15:44:20,535 - INFO - Training: cls_zice: 18.39750789642334; reg_zipnll: 57.50314472198486; aux_mae_loss_1: 27.853747749328612; aux_mae_loss_2: 4.153275842666626; aux_mae_loss_4: 0.6626258254051208; cnt_loss: 4.130767054557801; + + +2025-05-12 15:44:20,535 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 +2025-05-12 15:44:32,693 - INFO - Training: cls_zice: 18.36304943084717; reg_zipnll: 53.405265197753906; aux_mae_loss_1: 27.55493034362793; aux_mae_loss_2: 4.093963499069214; aux_mae_loss_4: 0.6660572069883347; cnt_loss: 4.240939462184906; + + +2025-05-12 15:44:32,694 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 +2025-05-12 15:44:44,354 - INFO - Training: cls_zice: 20.088874168395996; reg_zipnll: 54.05125099182129; aux_mae_loss_1: 28.591905651092528; aux_mae_loss_2: 4.325352830886841; aux_mae_loss_4: 0.6953324598073959; cnt_loss: 4.804586226940155; + + +2025-05-12 15:44:44,355 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 +2025-05-12 15:44:56,181 - INFO - Training: cls_zice: 19.441382217407227; reg_zipnll: 57.452762565612794; aux_mae_loss_1: 28.190850677490236; aux_mae_loss_2: 4.241254863739013; aux_mae_loss_4: 0.707287425994873; cnt_loss: 5.131578423976898; + + +2025-05-12 15:44:56,182 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 +2025-05-12 15:45:07,780 - INFO - Training: cls_zice: 19.464048156738283; reg_zipnll: 55.392905654907224; aux_mae_loss_1: 28.537665729522704; aux_mae_loss_2: 4.232606000900269; aux_mae_loss_4: 0.6864368796348572; cnt_loss: 4.69012047290802; + + +2025-05-12 15:45:07,780 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 +2025-05-12 15:45:19,799 - INFO - Training: cls_zice: 18.510128746032716; reg_zipnll: 57.65811412811279; aux_mae_loss_1: 28.401282997131347; aux_mae_loss_2: 4.215536541938782; aux_mae_loss_4: 0.66911541223526; cnt_loss: 4.273948948383332; + + +2025-05-12 15:45:19,799 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 +2025-05-12 15:45:32,219 - INFO - Training: cls_zice: 18.98442398071289; reg_zipnll: 54.91369514465332; aux_mae_loss_1: 28.46600522994995; aux_mae_loss_2: 4.239615683555603; aux_mae_loss_4: 0.6796272736787796; cnt_loss: 4.323837985992432; + + +2025-05-12 15:45:32,219 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 +2025-05-12 15:45:45,535 - INFO - Training: cls_zice: 18.195948829650877; reg_zipnll: 53.831204147338866; aux_mae_loss_1: 27.362323780059814; aux_mae_loss_2: 4.090187702178955; aux_mae_loss_4: 0.6656734699010849; cnt_loss: 4.347994260787964; + + +2025-05-12 15:45:45,535 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 +2025-05-12 15:45:56,870 - INFO - Training: cls_zice: 18.231277198791503; reg_zipnll: 55.73910526275635; aux_mae_loss_1: 26.67289722442627; aux_mae_loss_2: 3.9489511322975157; aux_mae_loss_4: 0.6141951781511307; cnt_loss: 3.8561211860179903; + + +2025-05-12 15:45:56,871 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 +2025-05-12 15:46:08,479 - INFO - Training: cls_zice: 19.68133358001709; reg_zipnll: 54.763473167419434; aux_mae_loss_1: 28.23803379058838; aux_mae_loss_2: 4.218719716072083; aux_mae_loss_4: 0.6823003894090652; cnt_loss: 4.849789652824402; + + +2025-05-12 15:46:08,479 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 +2025-05-12 15:46:20,464 - INFO - Training: cls_zice: 18.13976547241211; reg_zipnll: 53.801437568664554; aux_mae_loss_1: 26.642266464233398; aux_mae_loss_2: 3.9583457565307616; aux_mae_loss_4: 0.6354250091314316; cnt_loss: 4.018301918506622; + + +2025-05-12 15:46:20,464 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 +2025-05-12 15:46:32,107 - INFO - Training: cls_zice: 18.77733642578125; reg_zipnll: 52.76075317382813; aux_mae_loss_1: 26.786559600830078; aux_mae_loss_2: 3.933764476776123; aux_mae_loss_4: 0.6235773521661758; cnt_loss: 3.8574976897239686; + + +2025-05-12 15:46:32,107 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 +2025-05-12 15:46:44,007 - INFO - Training: cls_zice: 17.36942958831787; reg_zipnll: 52.029264793395996; aux_mae_loss_1: 25.773036251068117; aux_mae_loss_2: 3.8536801147460937; aux_mae_loss_4: 0.6214806240797043; cnt_loss: 4.062516059875488; + + +2025-05-12 15:46:44,007 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 +2025-05-12 15:46:57,026 - INFO - Training: cls_zice: 18.473847694396973; reg_zipnll: 53.995530891418454; aux_mae_loss_1: 26.23642448425293; aux_mae_loss_2: 3.866441593170166; aux_mae_loss_4: 0.6227149927616119; cnt_loss: 3.88379620552063; + + +2025-05-12 15:46:57,027 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 +2025-05-12 15:47:08,758 - INFO - Training: cls_zice: 18.218964996337892; reg_zipnll: 53.14659677505493; aux_mae_loss_1: 26.310164546966554; aux_mae_loss_2: 3.9091429257392885; aux_mae_loss_4: 0.6317468881607056; cnt_loss: 3.840543096065521; + + +2025-05-12 15:47:08,758 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 +2025-05-12 15:48:14,742 - INFO - Training: cls_zice: 17.66873863220215; reg_zipnll: 54.01549980163574; aux_mae_loss_1: 25.396095123291015; aux_mae_loss_2: 3.707504301071167; aux_mae_loss_4: 0.5872399353981018; cnt_loss: 3.723048753738403; +2025-05-12 15:48:34,955 - INFO - Evaluation: +Curr mae: 6.2198; Best mae: 6.2198; inf; inf; inf; inf; +Curr rmse: 10.4215; Best rmse: 10.4215; inf; inf; inf; inf; +Curr nae: 0.0509; Best nae: 0.0509; inf; inf; inf; inf; + + + +2025-05-12 15:48:55,115 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 +2025-05-12 15:49:59,660 - INFO - Training: cls_zice: 17.46027774810791; reg_zipnll: 47.727485160827634; aux_mae_loss_1: 25.059246101379394; aux_mae_loss_2: 3.6394487380981446; aux_mae_loss_4: 0.5782313400506973; cnt_loss: 3.7093783378601075; +2025-05-12 15:50:23,610 - INFO - Evaluation: +Curr mae: 6.8956; Best mae: 6.2198; 6.8956; inf; inf; inf; +Curr rmse: 11.9173; Best rmse: 10.4215; 11.9173; inf; inf; inf; +Curr nae: 0.0546; Best nae: 0.0509; 0.0546; inf; inf; inf; + + + +2025-05-12 15:50:23,611 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 +2025-05-12 15:51:28,588 - INFO - Training: cls_zice: 19.04113037109375; reg_zipnll: 51.16358558654785; aux_mae_loss_1: 26.82966567993164; aux_mae_loss_2: 3.9273731327056884; aux_mae_loss_4: 0.6247040057182311; cnt_loss: 3.4888126611709596; +2025-05-12 15:51:49,075 - INFO - Evaluation: +Curr mae: 6.8093; Best mae: 6.2198; 6.8093; 6.8956; inf; inf; +Curr rmse: 10.8545; Best rmse: 10.4215; 10.8545; 11.9173; inf; inf; +Curr nae: 0.0555; Best nae: 0.0509; 0.0546; 0.0555; inf; inf; + + + +2025-05-12 15:51:49,076 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 +2025-05-12 15:52:53,798 - INFO - Training: cls_zice: 17.57670072555542; reg_zipnll: 54.77067922592163; aux_mae_loss_1: 25.68938798904419; aux_mae_loss_2: 3.7274339318275453; aux_mae_loss_4: 0.5814603281021118; cnt_loss: 3.231582669019699; +2025-05-12 15:53:16,247 - INFO - Evaluation: +Curr mae: 6.4771; Best mae: 6.2198; 6.4771; 6.8093; 6.8956; inf; +Curr rmse: 10.8173; Best rmse: 10.4215; 10.8173; 10.8545; 11.9173; inf; +Curr nae: 0.0546; Best nae: 0.0509; 0.0546; 0.0546; 0.0555; inf; + + + +2025-05-12 15:53:16,248 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 +2025-05-12 15:54:21,133 - INFO - Training: cls_zice: 18.365244064331055; reg_zipnll: 50.289209079742434; aux_mae_loss_1: 26.10344373703003; aux_mae_loss_2: 3.8638378381729126; aux_mae_loss_4: 0.6145310413837433; cnt_loss: 3.6153908562660217; +2025-05-12 15:54:43,412 - INFO - Evaluation: +Curr mae: 6.3781; Best mae: 6.2198; 6.3781; 6.4771; 6.8093; 6.8956; +Curr rmse: 11.2009; Best rmse: 10.4215; 10.8173; 10.8545; 11.2009; 11.9173; +Curr nae: 0.0549; Best nae: 0.0509; 0.0546; 0.0546; 0.0549; 0.0555; + + + +2025-05-12 15:54:43,412 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 +2025-05-12 15:55:48,003 - INFO - Training: cls_zice: 17.469601860046385; reg_zipnll: 51.20816818237304; aux_mae_loss_1: 25.11037380218506; aux_mae_loss_2: 3.654607856273651; aux_mae_loss_4: 0.5761941784620285; cnt_loss: 3.4191851925849917; +2025-05-12 15:56:07,084 - INFO - Evaluation: +Curr mae: 6.2641; Best mae: 6.2198; 6.2641; 6.3781; 6.4771; 6.8093; +Curr rmse: 10.2985; Best rmse: 10.2985; 10.4215; 10.8173; 10.8545; 11.2009; +Curr nae: 0.0523; Best nae: 0.0509; 0.0523; 0.0546; 0.0546; 0.0549; + + + +2025-05-12 15:56:07,084 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 +2025-05-12 15:57:12,743 - INFO - Training: cls_zice: 19.04393545150757; reg_zipnll: 52.378496417999266; aux_mae_loss_1: 26.286664180755615; aux_mae_loss_2: 3.8241660356521607; aux_mae_loss_4: 0.5954235327243805; cnt_loss: 3.8427710485458375; +2025-05-12 15:57:24,639 - INFO - Evaluation: +Curr mae: 6.6355; Best mae: 6.2198; 6.2641; 6.3781; 6.4771; 6.6355; +Curr rmse: 11.0640; Best rmse: 10.2985; 10.4215; 10.8173; 10.8545; 11.0640; +Curr nae: 0.0614; Best nae: 0.0509; 0.0523; 0.0546; 0.0546; 0.0549; + + + +2025-05-12 15:57:24,639 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 +2025-05-12 15:58:29,837 - INFO - Training: cls_zice: 18.206743030548097; reg_zipnll: 49.55568138122558; aux_mae_loss_1: 25.31794713973999; aux_mae_loss_2: 3.6898488903045656; aux_mae_loss_4: 0.5791649341583252; cnt_loss: 3.0294941449165345; +2025-05-12 15:58:51,333 - INFO - Evaluation: +Curr mae: 6.1899; Best mae: 6.1899; 6.2198; 6.2641; 6.3781; 6.4771; +Curr rmse: 10.6819; Best rmse: 10.2985; 10.4215; 10.6819; 10.8173; 10.8545; +Curr nae: 0.0531; Best nae: 0.0509; 0.0523; 0.0531; 0.0546; 0.0546; + + + +2025-05-12 15:58:51,333 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 +2025-05-12 15:59:56,799 - INFO - Training: cls_zice: 15.510688953399658; reg_zipnll: 51.381504459381105; aux_mae_loss_1: 23.08853656768799; aux_mae_loss_2: 3.3961382699012757; aux_mae_loss_4: 0.5293377244472504; cnt_loss: 3.042785987854004; +2025-05-12 16:00:16,366 - INFO - Evaluation: +Curr mae: 6.2757; Best mae: 6.1899; 6.2198; 6.2641; 6.2757; 6.3781; +Curr rmse: 10.7092; Best rmse: 10.2985; 10.4215; 10.6819; 10.7092; 10.8173; +Curr nae: 0.0530; Best nae: 0.0509; 0.0523; 0.0530; 0.0531; 0.0546; + + + +2025-05-12 16:00:16,366 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 +2025-05-12 16:01:21,545 - INFO - Training: cls_zice: 17.142983283996582; reg_zipnll: 49.78125514984131; aux_mae_loss_1: 23.939093112945557; aux_mae_loss_2: 3.474593276977539; aux_mae_loss_4: 0.5455327680706978; cnt_loss: 3.0318047285079954; +2025-05-12 16:01:33,878 - INFO - Evaluation: +Curr mae: 6.4422; Best mae: 6.1899; 6.2198; 6.2641; 6.2757; 6.3781; +Curr rmse: 10.6157; Best rmse: 10.2985; 10.4215; 10.6157; 10.6819; 10.7092; +Curr nae: 0.0543; Best nae: 0.0509; 0.0523; 0.0530; 0.0531; 0.0543; + + + +2025-05-12 16:01:33,879 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 +2025-05-12 16:02:39,220 - INFO - Training: cls_zice: 16.21884286880493; reg_zipnll: 50.20788368225098; aux_mae_loss_1: 24.025056705474853; aux_mae_loss_2: 3.526343731880188; aux_mae_loss_4: 0.5534707048535347; cnt_loss: 3.0977181005477905; +2025-05-12 16:02:54,578 - INFO - Evaluation: +Curr mae: 5.9436; Best mae: 5.9436; 6.1899; 6.2198; 6.2641; 6.2757; +Curr rmse: 9.8908; Best rmse: 9.8908; 10.2985; 10.4215; 10.6157; 10.6819; +Curr nae: 0.0504; Best nae: 0.0504; 0.0509; 0.0523; 0.0530; 0.0531; + + + +2025-05-12 16:02:54,578 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 +2025-05-12 16:03:59,743 - INFO - Training: cls_zice: 16.835927982330322; reg_zipnll: 48.1390157699585; aux_mae_loss_1: 24.25320760726929; aux_mae_loss_2: 3.475966079235077; aux_mae_loss_4: 0.5462081694602966; cnt_loss: 3.003362956047058; +2025-05-12 16:04:18,752 - INFO - Evaluation: +Curr mae: 6.1817; Best mae: 5.9436; 6.1817; 6.1899; 6.2198; 6.2641; +Curr rmse: 10.3670; Best rmse: 9.8908; 10.2985; 10.3670; 10.4215; 10.6157; +Curr nae: 0.0512; Best nae: 0.0504; 0.0509; 0.0512; 0.0523; 0.0530; + + + +2025-05-12 16:04:18,753 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 +2025-05-12 16:05:23,532 - INFO - Training: cls_zice: 16.685362281799318; reg_zipnll: 51.444694900512694; aux_mae_loss_1: 24.099719886779784; aux_mae_loss_2: 3.4897867941856386; aux_mae_loss_4: 0.5409650230407714; cnt_loss: 2.7808179545402525; +2025-05-12 16:05:38,969 - INFO - Evaluation: +Curr mae: 6.0031; Best mae: 5.9436; 6.0031; 6.1817; 6.1899; 6.2198; +Curr rmse: 10.1754; Best rmse: 9.8908; 10.1754; 10.2985; 10.3670; 10.4215; +Curr nae: 0.0510; Best nae: 0.0504; 0.0509; 0.0510; 0.0512; 0.0523; + + + +2025-05-12 16:05:38,970 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 +2025-05-12 16:06:44,213 - INFO - Training: cls_zice: 18.463368854522706; reg_zipnll: 51.33440902709961; aux_mae_loss_1: 25.676377639770507; aux_mae_loss_2: 3.7674219608306885; aux_mae_loss_4: 0.565371623635292; cnt_loss: 3.226192543506622; +2025-05-12 16:07:00,968 - INFO - Evaluation: +Curr mae: 6.1225; Best mae: 5.9436; 6.0031; 6.1225; 6.1817; 6.1899; +Curr rmse: 10.3040; Best rmse: 9.8908; 10.1754; 10.2985; 10.3040; 10.3670; +Curr nae: 0.0518; Best nae: 0.0504; 0.0509; 0.0510; 0.0512; 0.0518; + + + +2025-05-12 16:07:00,968 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 +2025-05-12 16:08:06,348 - INFO - Training: cls_zice: 18.022215251922606; reg_zipnll: 52.82448337554931; aux_mae_loss_1: 25.65942626953125; aux_mae_loss_2: 3.700127429962158; aux_mae_loss_4: 0.5634040462970734; cnt_loss: 2.9149100160598755; +2025-05-12 16:08:11,748 - INFO - Evaluation: +Curr mae: 6.1162; Best mae: 5.9436; 6.0031; 6.1162; 6.1225; 6.1817; +Curr rmse: 10.4207; Best rmse: 9.8908; 10.1754; 10.2985; 10.3040; 10.3670; +Curr nae: 0.0525; Best nae: 0.0504; 0.0509; 0.0510; 0.0512; 0.0518; + + + +2025-05-12 16:08:11,748 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 +2025-05-12 16:09:17,836 - INFO - Training: cls_zice: 16.559456119537355; reg_zipnll: 48.751517391204835; aux_mae_loss_1: 23.778967018127442; aux_mae_loss_2: 3.4926446437835694; aux_mae_loss_4: 0.5401653242111206; cnt_loss: 2.634968467950821; +2025-05-12 16:09:17,837 - INFO - Evaluation: +Curr mae: 6.2585; Best mae: 5.9436; 6.0031; 6.1162; 6.1225; 6.1817; +Curr rmse: 10.3989; Best rmse: 9.8908; 10.1754; 10.2985; 10.3040; 10.3670; +Curr nae: 0.0538; Best nae: 0.0504; 0.0509; 0.0510; 0.0512; 0.0518; + + + +2025-05-12 16:09:17,837 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 +2025-05-12 16:10:24,180 - INFO - Training: cls_zice: 17.092438850402832; reg_zipnll: 48.340866279602054; aux_mae_loss_1: 24.287941913604737; aux_mae_loss_2: 3.523602378368378; aux_mae_loss_4: 0.5375447034835815; cnt_loss: 2.653449318408966; +2025-05-12 16:10:41,000 - INFO - Evaluation: +Curr mae: 6.0925; Best mae: 5.9436; 6.0031; 6.0925; 6.1162; 6.1225; +Curr rmse: 10.1605; Best rmse: 9.8908; 10.1605; 10.1754; 10.2985; 10.3040; +Curr nae: 0.0517; Best nae: 0.0504; 0.0509; 0.0510; 0.0512; 0.0517; + + + +2025-05-12 16:10:41,001 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 +2025-05-12 16:11:46,459 - INFO - Training: cls_zice: 16.618402404785158; reg_zipnll: 51.42680423736572; aux_mae_loss_1: 23.78436595916748; aux_mae_loss_2: 3.434807634353638; aux_mae_loss_4: 0.5291495501995087; cnt_loss: 2.6858121514320374; +2025-05-12 16:11:46,460 - INFO - Evaluation: +Curr mae: 6.2621; Best mae: 5.9436; 6.0031; 6.0925; 6.1162; 6.1225; +Curr rmse: 10.3952; Best rmse: 9.8908; 10.1605; 10.1754; 10.2985; 10.3040; +Curr nae: 0.0541; Best nae: 0.0504; 0.0509; 0.0510; 0.0512; 0.0517; + + + +2025-05-12 16:11:46,461 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 +2025-05-12 16:12:53,388 - INFO - Training: cls_zice: 16.021966247558595; reg_zipnll: 50.7100089263916; aux_mae_loss_1: 23.370326404571532; aux_mae_loss_2: 3.390625898838043; aux_mae_loss_4: 0.5200783085823059; cnt_loss: 2.5703690361976625; +2025-05-12 16:13:11,643 - INFO - Evaluation: +Curr mae: 5.9536; Best mae: 5.9436; 5.9536; 6.0031; 6.0925; 6.1162; +Curr rmse: 9.9380; Best rmse: 9.8908; 9.9380; 10.1605; 10.1754; 10.2985; +Curr nae: 0.0499; Best nae: 0.0499; 0.0504; 0.0509; 0.0510; 0.0512; + + + +2025-05-12 16:13:11,643 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 +2025-05-12 16:14:16,646 - INFO - Training: cls_zice: 15.878634166717529; reg_zipnll: 49.42808300018311; aux_mae_loss_1: 22.86972002029419; aux_mae_loss_2: 3.3401749086380006; aux_mae_loss_4: 0.5230036014318467; cnt_loss: 2.625313639640808; +2025-05-12 16:14:34,603 - INFO - Evaluation: +Curr mae: 5.8931; Best mae: 5.8931; 5.9436; 5.9536; 6.0031; 6.0925; +Curr rmse: 9.7794; Best rmse: 9.7794; 9.8908; 9.9380; 10.1605; 10.1754; +Curr nae: 0.0504; Best nae: 0.0499; 0.0504; 0.0504; 0.0509; 0.0510; + + + +2025-05-12 16:14:34,604 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 +2025-05-12 16:15:39,943 - INFO - Training: cls_zice: 17.526980533599854; reg_zipnll: 49.717299156188965; aux_mae_loss_1: 24.860452880859373; aux_mae_loss_2: 3.5136992502212525; aux_mae_loss_4: 0.532727004289627; cnt_loss: 2.5430442333221435; +2025-05-12 16:16:01,789 - INFO - Evaluation: +Curr mae: 5.8390; Best mae: 5.8390; 5.8931; 5.9436; 5.9536; 6.0031; +Curr rmse: 9.7644; Best rmse: 9.7644; 9.7794; 9.8908; 9.9380; 10.1605; +Curr nae: 0.0490; Best nae: 0.0490; 0.0499; 0.0504; 0.0504; 0.0509; + + + +2025-05-12 16:16:01,790 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 +2025-05-12 16:17:06,287 - INFO - Training: cls_zice: 16.828353881835938; reg_zipnll: 53.13695007324219; aux_mae_loss_1: 24.01005952835083; aux_mae_loss_2: 3.50267249584198; aux_mae_loss_4: 0.5258094865083695; cnt_loss: 2.7248304414749147; +2025-05-12 16:17:27,549 - INFO - Evaluation: +Curr mae: 5.9849; Best mae: 5.8390; 5.8931; 5.9436; 5.9536; 5.9849; +Curr rmse: 10.0798; Best rmse: 9.7644; 9.7794; 9.8908; 9.9380; 10.0798; +Curr nae: 0.0508; Best nae: 0.0490; 0.0499; 0.0504; 0.0504; 0.0508; + + + +2025-05-12 16:17:27,550 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 +2025-05-12 16:18:32,383 - INFO - Training: cls_zice: 15.378248329162597; reg_zipnll: 50.22791049957275; aux_mae_loss_1: 22.815401449203492; aux_mae_loss_2: 3.309057159423828; aux_mae_loss_4: 0.5085035419464111; cnt_loss: 2.5766617226600648; +2025-05-12 16:18:44,583 - INFO - Evaluation: +Curr mae: 5.9662; Best mae: 5.8390; 5.8931; 5.9436; 5.9536; 5.9662; +Curr rmse: 9.9362; Best rmse: 9.7644; 9.7794; 9.8908; 9.9362; 9.9380; +Curr nae: 0.0514; Best nae: 0.0490; 0.0499; 0.0504; 0.0504; 0.0508; + + + +2025-05-12 16:18:44,583 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 +2025-05-12 16:19:50,177 - INFO - Training: cls_zice: 17.826993980407714; reg_zipnll: 47.954485778808596; aux_mae_loss_1: 24.662557315826415; aux_mae_loss_2: 3.5456763553619384; aux_mae_loss_4: 0.5365057039260864; cnt_loss: 2.5773677396774293; +2025-05-12 16:20:01,798 - INFO - Evaluation: +Curr mae: 5.9198; Best mae: 5.8390; 5.8931; 5.9198; 5.9436; 5.9536; +Curr rmse: 9.9681; Best rmse: 9.7644; 9.7794; 9.8908; 9.9362; 9.9380; +Curr nae: 0.0499; Best nae: 0.0490; 0.0499; 0.0499; 0.0504; 0.0504; + + + +2025-05-12 16:20:01,798 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 +2025-05-12 16:21:07,466 - INFO - Training: cls_zice: 16.004673595428468; reg_zipnll: 50.37437606811523; aux_mae_loss_1: 22.81037488937378; aux_mae_loss_2: 3.2771605253219604; aux_mae_loss_4: 0.5042541646957397; cnt_loss: 2.21604362487793; +2025-05-12 16:21:23,535 - INFO - Evaluation: +Curr mae: 5.9351; Best mae: 5.8390; 5.8931; 5.9198; 5.9351; 5.9436; +Curr rmse: 9.8697; Best rmse: 9.7644; 9.7794; 9.8697; 9.8908; 9.9362; +Curr nae: 0.0497; Best nae: 0.0490; 0.0497; 0.0499; 0.0499; 0.0504; + + + +2025-05-12 16:21:23,536 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 +2025-05-12 16:22:28,526 - INFO - Training: cls_zice: 16.186101779937744; reg_zipnll: 50.76124673843384; aux_mae_loss_1: 23.71796817779541; aux_mae_loss_2: 3.45891462802887; aux_mae_loss_4: 0.5197908219695091; cnt_loss: 2.605607565641403; +2025-05-12 16:22:47,513 - INFO - Evaluation: +Curr mae: 5.8296; Best mae: 5.8296; 5.8390; 5.8931; 5.9198; 5.9351; +Curr rmse: 9.6658; Best rmse: 9.6658; 9.7644; 9.7794; 9.8697; 9.8908; +Curr nae: 0.0490; Best nae: 0.0490; 0.0490; 0.0497; 0.0499; 0.0499; + + + +2025-05-12 16:22:47,514 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 +2025-05-12 16:23:52,981 - INFO - Training: cls_zice: 16.299059448242186; reg_zipnll: 48.672524013519286; aux_mae_loss_1: 23.018451538085937; aux_mae_loss_2: 3.319070568084717; aux_mae_loss_4: 0.5084338897466659; cnt_loss: 2.6222859716415403; +2025-05-12 16:24:12,235 - INFO - Evaluation: +Curr mae: 5.7191; Best mae: 5.7191; 5.8296; 5.8390; 5.8931; 5.9198; +Curr rmse: 9.5370; Best rmse: 9.5370; 9.6658; 9.7644; 9.7794; 9.8697; +Curr nae: 0.0486; Best nae: 0.0486; 0.0490; 0.0490; 0.0497; 0.0499; + + + +2025-05-12 16:24:12,235 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 +2025-05-12 16:25:17,198 - INFO - Training: cls_zice: 16.160832176208498; reg_zipnll: 49.98064739227295; aux_mae_loss_1: 23.35844270706177; aux_mae_loss_2: 3.3739246034622195; aux_mae_loss_4: 0.5122661173343659; cnt_loss: 2.384662172794342; +2025-05-12 16:25:37,004 - INFO - Evaluation: +Curr mae: 5.7348; Best mae: 5.7191; 5.7348; 5.8296; 5.8390; 5.8931; +Curr rmse: 9.5944; Best rmse: 9.5370; 9.5944; 9.6658; 9.7644; 9.7794; +Curr nae: 0.0488; Best nae: 0.0486; 0.0488; 0.0490; 0.0490; 0.0497; + + + +2025-05-12 16:25:37,005 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 +2025-05-12 16:26:42,017 - INFO - Training: cls_zice: 16.569365005493164; reg_zipnll: 48.80689739227295; aux_mae_loss_1: 23.890096740722655; aux_mae_loss_2: 3.43705114364624; aux_mae_loss_4: 0.5282885468006134; cnt_loss: 2.4753435039520264; +2025-05-12 16:26:42,018 - INFO - Evaluation: +Curr mae: 5.9219; Best mae: 5.7191; 5.7348; 5.8296; 5.8390; 5.8931; +Curr rmse: 9.8000; Best rmse: 9.5370; 9.5944; 9.6658; 9.7644; 9.7794; +Curr nae: 0.0499; Best nae: 0.0486; 0.0488; 0.0490; 0.0490; 0.0497; + + + +2025-05-12 16:26:42,018 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 +2025-05-12 16:27:48,747 - INFO - Training: cls_zice: 17.075746269226073; reg_zipnll: 50.2234065246582; aux_mae_loss_1: 23.955749416351317; aux_mae_loss_2: 3.4510675573349; aux_mae_loss_4: 0.5266892087459564; cnt_loss: 2.222564309835434; +2025-05-12 16:28:05,982 - INFO - Evaluation: +Curr mae: 5.7314; Best mae: 5.7191; 5.7314; 5.7348; 5.8296; 5.8390; +Curr rmse: 9.5769; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7644; +Curr nae: 0.0484; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:28:05,982 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 +2025-05-12 16:29:11,178 - INFO - Training: cls_zice: 16.58862995147705; reg_zipnll: 48.5836071395874; aux_mae_loss_1: 23.33864074707031; aux_mae_loss_2: 3.3627340459823607; aux_mae_loss_4: 0.5086194753646851; cnt_loss: 2.3472114968299866; +2025-05-12 16:29:28,172 - INFO - Evaluation: +Curr mae: 5.8202; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 9.7621; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0490; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:29:28,173 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 +2025-05-12 16:30:33,341 - INFO - Training: cls_zice: 19.349537754058836; reg_zipnll: 54.09081871032715; aux_mae_loss_1: 28.919335765838625; aux_mae_loss_2: 4.611175730228424; aux_mae_loss_4: 0.8292283481359481; cnt_loss: 7.65396000623703; +2025-05-12 16:30:33,343 - INFO - Evaluation: +Curr mae: 13.3031; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 22.0684; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0818; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:30:33,343 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 +2025-05-12 16:31:40,114 - INFO - Training: cls_zice: 19.69385986328125; reg_zipnll: 60.70510368347168; aux_mae_loss_1: 29.89073392868042; aux_mae_loss_2: 4.774704561233521; aux_mae_loss_4: 0.8100743281841278; cnt_loss: 6.671323778629303; +2025-05-12 16:31:40,115 - INFO - Evaluation: +Curr mae: 10.1876; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 19.6976; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0792; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:31:40,115 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 +2025-05-12 16:32:46,987 - INFO - Training: cls_zice: 21.264543895721435; reg_zipnll: 57.81335140228271; aux_mae_loss_1: 31.353752880096437; aux_mae_loss_2: 4.8789663934707646; aux_mae_loss_4: 0.8383673256635666; cnt_loss: 6.187328615188599; +2025-05-12 16:32:46,989 - INFO - Evaluation: +Curr mae: 9.7117; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 16.4251; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0682; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:32:46,989 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 +2025-05-12 16:33:52,998 - INFO - Training: cls_zice: 20.314622821807863; reg_zipnll: 57.11855205535889; aux_mae_loss_1: 30.439608459472655; aux_mae_loss_2: 4.759806704521179; aux_mae_loss_4: 0.810521976351738; cnt_loss: 6.298324639797211; +2025-05-12 16:33:52,999 - INFO - Evaluation: +Curr mae: 11.2082; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 16.7451; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0881; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:33:52,999 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 +2025-05-12 16:34:58,883 - INFO - Training: cls_zice: 19.406855125427246; reg_zipnll: 58.868712158203124; aux_mae_loss_1: 29.685187759399415; aux_mae_loss_2: 4.554781975746155; aux_mae_loss_4: 0.7695384478569031; cnt_loss: 5.950066707134247; +2025-05-12 16:34:58,884 - INFO - Evaluation: +Curr mae: 15.9751; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 25.9519; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.1145; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:34:58,884 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 +2025-05-12 16:36:04,606 - INFO - Training: cls_zice: 19.35466609954834; reg_zipnll: 55.43875732421875; aux_mae_loss_1: 28.9725968170166; aux_mae_loss_2: 4.475605826377869; aux_mae_loss_4: 0.7605053740739822; cnt_loss: 6.086408913135529; +2025-05-12 16:36:04,607 - INFO - Evaluation: +Curr mae: 10.5650; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 21.1426; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0737; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:36:04,607 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 +2025-05-12 16:37:10,110 - INFO - Training: cls_zice: 21.075996417999267; reg_zipnll: 55.90157127380371; aux_mae_loss_1: 30.019379920959473; aux_mae_loss_2: 4.7710630989074705; aux_mae_loss_4: 0.836743945479393; cnt_loss: 7.331869773864746; +2025-05-12 16:37:10,112 - INFO - Evaluation: +Curr mae: 9.3087; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.1512; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0764; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:37:10,112 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 +2025-05-12 16:38:15,613 - INFO - Training: cls_zice: 18.95341796875; reg_zipnll: 57.14279560089111; aux_mae_loss_1: 29.458493118286132; aux_mae_loss_2: 4.572715806961059; aux_mae_loss_4: 0.781414161324501; cnt_loss: 5.955447638034821; +2025-05-12 16:38:15,614 - INFO - Evaluation: +Curr mae: 8.8597; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.6805; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0751; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:38:15,614 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 +2025-05-12 16:39:20,946 - INFO - Training: cls_zice: 20.51758047103882; reg_zipnll: 55.95281539916992; aux_mae_loss_1: 29.933260650634764; aux_mae_loss_2: 4.5936796402931215; aux_mae_loss_4: 0.7579862833023071; cnt_loss: 5.573650872707367; +2025-05-12 16:39:20,948 - INFO - Evaluation: +Curr mae: 10.2899; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.2376; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0861; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:39:20,948 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 +2025-05-12 16:40:26,223 - INFO - Training: cls_zice: 21.60260425567627; reg_zipnll: 56.05587642669678; aux_mae_loss_1: 31.4049934387207; aux_mae_loss_2: 4.975953159332275; aux_mae_loss_4: 0.8910257941484452; cnt_loss: 8.441670730113984; +2025-05-12 16:40:26,224 - INFO - Evaluation: +Curr mae: 11.8310; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 18.6947; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0915; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:40:26,224 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 +2025-05-12 16:41:31,672 - INFO - Training: cls_zice: 19.44295051574707; reg_zipnll: 57.70831144332886; aux_mae_loss_1: 29.567286987304687; aux_mae_loss_2: 4.670306017398834; aux_mae_loss_4: 0.8023155391216278; cnt_loss: 6.425001219511032; +2025-05-12 16:41:31,673 - INFO - Evaluation: +Curr mae: 8.4153; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.8156; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0585; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:41:31,673 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 +2025-05-12 16:42:36,765 - INFO - Training: cls_zice: 20.18352949142456; reg_zipnll: 56.242297134399415; aux_mae_loss_1: 29.492336330413817; aux_mae_loss_2: 4.606313834190368; aux_mae_loss_4: 0.7818853712081909; cnt_loss: 6.779209794998169; +2025-05-12 16:42:36,766 - INFO - Evaluation: +Curr mae: 8.9723; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.5534; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0773; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:42:36,766 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 +2025-05-12 16:43:42,129 - INFO - Training: cls_zice: 19.128089675903322; reg_zipnll: 57.367922134399414; aux_mae_loss_1: 29.00006820678711; aux_mae_loss_2: 4.461541485786438; aux_mae_loss_4: 0.7565420240163803; cnt_loss: 5.9392383098602295; +2025-05-12 16:43:42,130 - INFO - Evaluation: +Curr mae: 8.1846; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7303; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0659; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:43:42,130 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 +2025-05-12 16:44:47,948 - INFO - Training: cls_zice: 18.230709133148192; reg_zipnll: 56.189397315979; aux_mae_loss_1: 28.030430965423584; aux_mae_loss_2: 4.367844891548157; aux_mae_loss_4: 0.7576123410463333; cnt_loss: 5.922075951099396; +2025-05-12 16:44:47,950 - INFO - Evaluation: +Curr mae: 10.4610; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 16.1657; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0839; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:44:47,950 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 +2025-05-12 16:45:53,398 - INFO - Training: cls_zice: 19.78556423187256; reg_zipnll: 55.58069587707519; aux_mae_loss_1: 28.938131675720214; aux_mae_loss_2: 4.498355793952942; aux_mae_loss_4: 0.7585648268461227; cnt_loss: 5.576892917156219; +2025-05-12 16:45:53,399 - INFO - Evaluation: +Curr mae: 7.7079; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7458; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0617; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:45:53,399 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 +2025-05-12 16:46:58,765 - INFO - Training: cls_zice: 18.992710285186767; reg_zipnll: 53.92714073181153; aux_mae_loss_1: 29.067443504333497; aux_mae_loss_2: 4.461154375076294; aux_mae_loss_4: 0.7602436834573746; cnt_loss: 6.501101756095887; +2025-05-12 16:46:58,766 - INFO - Evaluation: +Curr mae: 8.2103; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7627; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0723; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:46:58,766 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 +2025-05-12 16:48:04,423 - INFO - Training: cls_zice: 20.537479991912843; reg_zipnll: 55.09980773925781; aux_mae_loss_1: 29.86173999786377; aux_mae_loss_2: 4.715272512435913; aux_mae_loss_4: 0.8259722757339477; cnt_loss: 7.0038226175308225; +2025-05-12 16:48:04,424 - INFO - Evaluation: +Curr mae: 11.4046; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 18.2537; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0837; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:48:04,424 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 +2025-05-12 16:49:09,515 - INFO - Training: cls_zice: 20.26695520401001; reg_zipnll: 58.20052391052246; aux_mae_loss_1: 30.36856061935425; aux_mae_loss_2: 4.833894929885864; aux_mae_loss_4: 0.849382911324501; cnt_loss: 7.442292387485504; +2025-05-12 16:49:09,516 - INFO - Evaluation: +Curr mae: 9.7403; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.2644; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0733; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:49:09,516 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 +2025-05-12 16:50:14,921 - INFO - Training: cls_zice: 20.33314636230469; reg_zipnll: 55.46412759780884; aux_mae_loss_1: 30.722753257751464; aux_mae_loss_2: 4.908873748779297; aux_mae_loss_4: 0.8615464013814926; cnt_loss: 7.62653032541275; +2025-05-12 16:50:14,923 - INFO - Evaluation: +Curr mae: 8.4054; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.3126; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0689; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:50:14,923 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 +2025-05-12 16:51:20,234 - INFO - Training: cls_zice: 18.530840091705322; reg_zipnll: 52.792906265258786; aux_mae_loss_1: 27.921441135406493; aux_mae_loss_2: 4.354422116279602; aux_mae_loss_4: 0.7358868682384491; cnt_loss: 5.512184753417968; +2025-05-12 16:51:20,235 - INFO - Evaluation: +Curr mae: 8.6790; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.9191; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0630; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:51:37,426 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 +2025-05-12 16:52:42,381 - INFO - Training: cls_zice: 20.289123592376708; reg_zipnll: 54.338332901000975; aux_mae_loss_1: 29.52923614501953; aux_mae_loss_2: 4.475158791542054; aux_mae_loss_4: 0.7423415046930313; cnt_loss: 5.686920742988587; +2025-05-12 16:52:42,383 - INFO - Evaluation: +Curr mae: 7.4715; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2556; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0626; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:52:42,383 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 +2025-05-12 16:53:48,706 - INFO - Training: cls_zice: 20.095296840667725; reg_zipnll: 55.27573936462402; aux_mae_loss_1: 28.8447131729126; aux_mae_loss_2: 4.4738787150383; aux_mae_loss_4: 0.7868795710802078; cnt_loss: 6.948881022930145; +2025-05-12 16:53:48,707 - INFO - Evaluation: +Curr mae: 7.4241; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.3073; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0604; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:53:48,707 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 +2025-05-12 16:54:55,134 - INFO - Training: cls_zice: 19.665275173187254; reg_zipnll: 52.19425132751465; aux_mae_loss_1: 28.82641845703125; aux_mae_loss_2: 4.5409664011001585; aux_mae_loss_4: 0.7732512015104294; cnt_loss: 6.566950142383575; +2025-05-12 16:54:55,135 - INFO - Evaluation: +Curr mae: 8.8027; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.8553; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0656; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:54:55,135 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 +2025-05-12 16:56:01,985 - INFO - Training: cls_zice: 21.629067020416258; reg_zipnll: 54.599522743225094; aux_mae_loss_1: 30.197838592529298; aux_mae_loss_2: 4.7587635350227355; aux_mae_loss_4: 0.8253324103355407; cnt_loss: 7.204722280502319; +2025-05-12 16:56:01,986 - INFO - Evaluation: +Curr mae: 8.9504; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.7330; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0680; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:56:01,987 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 +2025-05-12 16:57:08,009 - INFO - Training: cls_zice: 18.0666886138916; reg_zipnll: 54.28632671356201; aux_mae_loss_1: 27.07018991470337; aux_mae_loss_2: 4.187050137519837; aux_mae_loss_4: 0.722997664809227; cnt_loss: 5.86729245185852; +2025-05-12 16:57:08,011 - INFO - Evaluation: +Curr mae: 8.7071; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.8276; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0731; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:57:08,011 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 +2025-05-12 16:58:13,877 - INFO - Training: cls_zice: 19.701297645568847; reg_zipnll: 57.71291023254395; aux_mae_loss_1: 28.062406730651855; aux_mae_loss_2: 4.292568984031678; aux_mae_loss_4: 0.7194461649656296; cnt_loss: 5.6641000413894655; +2025-05-12 16:58:13,879 - INFO - Evaluation: +Curr mae: 8.3397; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.6151; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0652; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:58:13,879 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 +2025-05-12 16:59:19,322 - INFO - Training: cls_zice: 19.440694332122803; reg_zipnll: 53.01865230560303; aux_mae_loss_1: 27.672819137573242; aux_mae_loss_2: 4.184820365905762; aux_mae_loss_4: 0.6846971333026886; cnt_loss: 5.001003217697144; +2025-05-12 16:59:19,324 - INFO - Evaluation: +Curr mae: 8.6881; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.8521; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0654; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 16:59:19,324 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 +2025-05-12 17:00:24,887 - INFO - Training: cls_zice: 17.98496723175049; reg_zipnll: 51.67255605697632; aux_mae_loss_1: 27.27492027282715; aux_mae_loss_2: 4.199389567375183; aux_mae_loss_4: 0.6911341696977615; cnt_loss: 4.749632127285004; +2025-05-12 17:00:24,888 - INFO - Evaluation: +Curr mae: 11.7656; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 16.5834; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0995; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:00:24,888 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 +2025-05-12 17:01:30,509 - INFO - Training: cls_zice: 19.752511157989503; reg_zipnll: 54.4255216217041; aux_mae_loss_1: 27.945223960876465; aux_mae_loss_2: 4.1395164442062375; aux_mae_loss_4: 0.6750850927829742; cnt_loss: 4.6847894525527956; +2025-05-12 17:01:30,510 - INFO - Evaluation: +Curr mae: 10.0008; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.6792; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0876; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:01:30,510 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 +2025-05-12 17:02:35,956 - INFO - Training: cls_zice: 18.180247802734375; reg_zipnll: 51.62507396697998; aux_mae_loss_1: 26.60817928314209; aux_mae_loss_2: 4.074998619556427; aux_mae_loss_4: 0.6946610391139985; cnt_loss: 5.239062035083771; +2025-05-12 17:02:35,958 - INFO - Evaluation: +Curr mae: 8.4747; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.2285; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0659; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:02:35,958 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 +2025-05-12 17:03:41,409 - INFO - Training: cls_zice: 18.590994358062744; reg_zipnll: 53.53216060638428; aux_mae_loss_1: 26.736439456939696; aux_mae_loss_2: 4.043035910129547; aux_mae_loss_4: 0.6577347105741501; cnt_loss: 4.2638709616661075; +2025-05-12 17:03:41,411 - INFO - Evaluation: +Curr mae: 7.8248; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.1565; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0605; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:03:41,411 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 +2025-05-12 17:04:46,550 - INFO - Training: cls_zice: 18.085037899017333; reg_zipnll: 53.92856472015381; aux_mae_loss_1: 26.792817821502684; aux_mae_loss_2: 4.111462821960449; aux_mae_loss_4: 0.6942095100879669; cnt_loss: 5.214731366634369; +2025-05-12 17:04:46,551 - INFO - Evaluation: +Curr mae: 10.7794; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 18.1893; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0768; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:04:46,551 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 +2025-05-12 17:05:51,744 - INFO - Training: cls_zice: 18.103645668029785; reg_zipnll: 53.805217323303225; aux_mae_loss_1: 27.004972648620605; aux_mae_loss_2: 4.059262375831604; aux_mae_loss_4: 0.6549116361141205; cnt_loss: 4.709644740819931; +2025-05-12 17:05:51,745 - INFO - Evaluation: +Curr mae: 8.9543; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.3989; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0646; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:05:51,745 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 +2025-05-12 17:06:57,254 - INFO - Training: cls_zice: 19.482178230285644; reg_zipnll: 54.00175374984741; aux_mae_loss_1: 27.474425468444824; aux_mae_loss_2: 4.271760513782501; aux_mae_loss_4: 0.7258046108484268; cnt_loss: 5.371466859579086; +2025-05-12 17:06:57,256 - INFO - Evaluation: +Curr mae: 11.1141; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 18.2195; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0835; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:06:57,256 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 +2025-05-12 17:08:02,868 - INFO - Training: cls_zice: 18.183054943084716; reg_zipnll: 53.58044662475586; aux_mae_loss_1: 26.70488887786865; aux_mae_loss_2: 4.146059558391571; aux_mae_loss_4: 0.6954539668560028; cnt_loss: 5.233715143203735; +2025-05-12 17:08:02,869 - INFO - Evaluation: +Curr mae: 8.5790; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9302; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0663; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:08:02,869 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 +2025-05-12 17:09:08,187 - INFO - Training: cls_zice: 17.30292179107666; reg_zipnll: 53.07554141998291; aux_mae_loss_1: 26.463359336853028; aux_mae_loss_2: 4.060490040779114; aux_mae_loss_4: 0.6811738729476928; cnt_loss: 4.9670909929275515; +2025-05-12 17:09:08,188 - INFO - Evaluation: +Curr mae: 8.9087; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.6230; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0671; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:09:08,188 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 +2025-05-12 17:10:14,269 - INFO - Training: cls_zice: 18.965584506988524; reg_zipnll: 51.31594440460205; aux_mae_loss_1: 26.71334907531738; aux_mae_loss_2: 4.089127802848816; aux_mae_loss_4: 0.6841751390695572; cnt_loss: 5.048372950553894; +2025-05-12 17:10:14,270 - INFO - Evaluation: +Curr mae: 8.9991; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.0593; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0673; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:10:14,270 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 +2025-05-12 17:11:19,481 - INFO - Training: cls_zice: 19.053221683502198; reg_zipnll: 51.21051685333252; aux_mae_loss_1: 27.038199005126952; aux_mae_loss_2: 4.001052584648132; aux_mae_loss_4: 0.6524996542930603; cnt_loss: 4.2024888730049135; +2025-05-12 17:11:19,482 - INFO - Evaluation: +Curr mae: 7.7497; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7333; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0625; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:11:19,482 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 +2025-05-12 17:12:24,421 - INFO - Training: cls_zice: 17.443799991607666; reg_zipnll: 57.16521976470947; aux_mae_loss_1: 25.98451473236084; aux_mae_loss_2: 3.9103299808502197; aux_mae_loss_4: 0.6354810374975205; cnt_loss: 4.695823065042496; +2025-05-12 17:12:24,422 - INFO - Evaluation: +Curr mae: 7.1748; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.4148; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0568; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:12:24,422 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 +2025-05-12 17:13:29,809 - INFO - Training: cls_zice: 16.60449848175049; reg_zipnll: 54.305720024108886; aux_mae_loss_1: 25.81565574645996; aux_mae_loss_2: 3.981797306537628; aux_mae_loss_4: 0.6677524793148041; cnt_loss: 5.44642285823822; +2025-05-12 17:13:29,810 - INFO - Evaluation: +Curr mae: 9.3112; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.8743; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0720; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:13:29,811 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 +2025-05-12 17:14:35,498 - INFO - Training: cls_zice: 16.078598823547363; reg_zipnll: 52.5717850112915; aux_mae_loss_1: 24.914415969848633; aux_mae_loss_2: 3.7721579933166502; aux_mae_loss_4: 0.6235081309080124; cnt_loss: 4.447152183055878; +2025-05-12 17:14:35,499 - INFO - Evaluation: +Curr mae: 9.3558; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.2711; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0717; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:14:35,499 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 +2025-05-12 17:15:40,902 - INFO - Training: cls_zice: 16.04613540649414; reg_zipnll: 55.92219856262207; aux_mae_loss_1: 24.8246390914917; aux_mae_loss_2: 3.819444797039032; aux_mae_loss_4: 0.6359853419661522; cnt_loss: 5.094253165721893; +2025-05-12 17:15:40,903 - INFO - Evaluation: +Curr mae: 8.1723; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.7618; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0682; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:15:40,903 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 +2025-05-12 17:16:46,209 - INFO - Training: cls_zice: 17.498494300842285; reg_zipnll: 52.56085578918457; aux_mae_loss_1: 25.707435092926026; aux_mae_loss_2: 3.8159943222999573; aux_mae_loss_4: 0.6333562105894088; cnt_loss: 4.535060939788818; +2025-05-12 17:16:46,210 - INFO - Evaluation: +Curr mae: 7.5570; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.4008; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0598; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:16:46,210 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 +2025-05-12 17:17:51,639 - INFO - Training: cls_zice: 16.055113201141356; reg_zipnll: 52.615029182434085; aux_mae_loss_1: 24.792828693389893; aux_mae_loss_2: 3.766792631149292; aux_mae_loss_4: 0.6051660501956939; cnt_loss: 4.362270886898041; +2025-05-12 17:17:51,640 - INFO - Evaluation: +Curr mae: 12.7559; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 17.5850; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0978; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:17:51,640 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 +2025-05-12 17:18:56,848 - INFO - Training: cls_zice: 16.86739797592163; reg_zipnll: 51.539185276031496; aux_mae_loss_1: 25.325250911712647; aux_mae_loss_2: 3.75889445066452; aux_mae_loss_4: 0.6189464235305786; cnt_loss: 4.203451964855194; +2025-05-12 17:18:56,849 - INFO - Evaluation: +Curr mae: 6.6688; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8970; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0584; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:18:56,849 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 +2025-05-12 17:20:02,172 - INFO - Training: cls_zice: 16.6510378074646; reg_zipnll: 53.25352272033692; aux_mae_loss_1: 25.47857967376709; aux_mae_loss_2: 3.841986813545227; aux_mae_loss_4: 0.6407512772083283; cnt_loss: 4.719058756828308; +2025-05-12 17:20:02,173 - INFO - Evaluation: +Curr mae: 9.1483; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.6374; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0682; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:20:02,173 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 +2025-05-12 17:21:07,989 - INFO - Training: cls_zice: 16.995547523498534; reg_zipnll: 50.370857048034665; aux_mae_loss_1: 24.69394853591919; aux_mae_loss_2: 3.7223716044425963; aux_mae_loss_4: 0.5968264186382294; cnt_loss: 3.9064288425445555; +2025-05-12 17:21:07,991 - INFO - Evaluation: +Curr mae: 7.1916; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.0204; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0557; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:21:07,991 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 +2025-05-12 17:22:13,211 - INFO - Training: cls_zice: 17.230693302154542; reg_zipnll: 48.13352741241455; aux_mae_loss_1: 25.065350456237795; aux_mae_loss_2: 3.745504467487335; aux_mae_loss_4: 0.6169088327884674; cnt_loss: 4.333725187778473; +2025-05-12 17:22:13,212 - INFO - Evaluation: +Curr mae: 8.3297; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.2807; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0730; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:22:13,212 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 +2025-05-12 17:23:18,686 - INFO - Training: cls_zice: 15.805187530517578; reg_zipnll: 49.705591926574705; aux_mae_loss_1: 24.21727201461792; aux_mae_loss_2: 3.6770517230033875; aux_mae_loss_4: 0.5949531954526901; cnt_loss: 4.000244500637055; +2025-05-12 17:23:18,688 - INFO - Evaluation: +Curr mae: 8.8544; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.6592; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0708; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:23:18,688 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 +2025-05-12 17:24:23,927 - INFO - Training: cls_zice: 15.501321544647217; reg_zipnll: 52.165898170471195; aux_mae_loss_1: 23.81043123245239; aux_mae_loss_2: 3.6326190304756163; aux_mae_loss_4: 0.5823728734254837; cnt_loss: 3.7020005130767824; +2025-05-12 17:24:23,929 - INFO - Evaluation: +Curr mae: 7.5775; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.4845; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0603; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:24:23,929 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 +2025-05-12 17:25:29,292 - INFO - Training: cls_zice: 17.938949632644654; reg_zipnll: 53.61324752807617; aux_mae_loss_1: 25.3540993309021; aux_mae_loss_2: 3.891200132369995; aux_mae_loss_4: 0.6468226712942123; cnt_loss: 4.848630747795105; +2025-05-12 17:25:29,293 - INFO - Evaluation: +Curr mae: 8.2429; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.6398; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0598; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:25:29,294 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 +2025-05-12 17:26:34,670 - INFO - Training: cls_zice: 17.13139326095581; reg_zipnll: 51.624790306091306; aux_mae_loss_1: 24.808219108581543; aux_mae_loss_2: 3.809100155830383; aux_mae_loss_4: 0.6213578772544861; cnt_loss: 4.1469153773784635; +2025-05-12 17:26:34,671 - INFO - Evaluation: +Curr mae: 7.4480; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.9512; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0580; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:26:34,671 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 +2025-05-12 17:27:39,447 - INFO - Training: cls_zice: 16.09393035888672; reg_zipnll: 52.062020492553714; aux_mae_loss_1: 24.80759479522705; aux_mae_loss_2: 3.635381238460541; aux_mae_loss_4: 0.5796375852823258; cnt_loss: 3.5981274950504303; +2025-05-12 17:27:39,449 - INFO - Evaluation: +Curr mae: 7.2540; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.0591; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0538; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:27:39,449 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 +2025-05-12 17:28:44,765 - INFO - Training: cls_zice: 16.8631418800354; reg_zipnll: 50.01573875427246; aux_mae_loss_1: 23.987703056335448; aux_mae_loss_2: 3.600354323387146; aux_mae_loss_4: 0.5679033833742142; cnt_loss: 3.7720799446105957; +2025-05-12 17:28:44,766 - INFO - Evaluation: +Curr mae: 7.9320; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9797; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0586; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:28:44,766 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 +2025-05-12 17:29:50,255 - INFO - Training: cls_zice: 17.318418741226196; reg_zipnll: 49.91600690841675; aux_mae_loss_1: 25.404575481414795; aux_mae_loss_2: 3.8206583499908446; aux_mae_loss_4: 0.6349289101362229; cnt_loss: 4.463094627857208; +2025-05-12 17:29:50,256 - INFO - Evaluation: +Curr mae: 7.0960; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.1172; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0551; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:29:50,258 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 +2025-05-12 17:30:55,860 - INFO - Training: cls_zice: 17.064118881225586; reg_zipnll: 51.128455600738526; aux_mae_loss_1: 24.523331508636474; aux_mae_loss_2: 3.74596862077713; aux_mae_loss_4: 0.6233139765262604; cnt_loss: 4.8562828731536865; +2025-05-12 17:30:55,861 - INFO - Evaluation: +Curr mae: 10.8570; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 18.7208; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0830; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:30:55,861 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 +2025-05-12 17:32:01,131 - INFO - Training: cls_zice: 15.962083559036255; reg_zipnll: 53.03710395812988; aux_mae_loss_1: 24.04579313278198; aux_mae_loss_2: 3.5681401896476745; aux_mae_loss_4: 0.5779030567407608; cnt_loss: 3.5819350910186767; +2025-05-12 17:32:01,132 - INFO - Evaluation: +Curr mae: 9.3132; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.2895; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0675; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:32:01,132 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 +2025-05-12 17:33:06,459 - INFO - Training: cls_zice: 17.427921686172485; reg_zipnll: 49.76662204742431; aux_mae_loss_1: 25.031077136993407; aux_mae_loss_2: 3.848865683078766; aux_mae_loss_4: 0.6660264974832535; cnt_loss: 5.234118628501892; +2025-05-12 17:33:06,460 - INFO - Evaluation: +Curr mae: 11.5133; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.9618; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.1081; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:33:06,460 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 +2025-05-12 17:34:11,343 - INFO - Training: cls_zice: 17.05296125411987; reg_zipnll: 50.59437610626221; aux_mae_loss_1: 24.59513216018677; aux_mae_loss_2: 3.687226400375366; aux_mae_loss_4: 0.5922015964984894; cnt_loss: 3.9521959614753723; +2025-05-12 17:34:11,344 - INFO - Evaluation: +Curr mae: 7.1145; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.6146; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0567; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:34:11,344 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 +2025-05-12 17:35:16,314 - INFO - Training: cls_zice: 15.594076375961304; reg_zipnll: 48.75027870178223; aux_mae_loss_1: 22.842849712371827; aux_mae_loss_2: 3.478849985599518; aux_mae_loss_4: 0.5519592845439911; cnt_loss: 3.2847633385658264; +2025-05-12 17:35:16,316 - INFO - Evaluation: +Curr mae: 6.7092; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5774; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0513; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:35:16,316 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 +2025-05-12 17:36:21,454 - INFO - Training: cls_zice: 16.673428468704223; reg_zipnll: 51.01624294281006; aux_mae_loss_1: 24.062929134368897; aux_mae_loss_2: 3.5456057238578795; aux_mae_loss_4: 0.5710111886262894; cnt_loss: 3.571843957901001; +2025-05-12 17:36:21,455 - INFO - Evaluation: +Curr mae: 8.1661; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7417; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0581; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:36:21,456 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 +2025-05-12 17:37:26,895 - INFO - Training: cls_zice: 15.467784461975098; reg_zipnll: 48.90557210922241; aux_mae_loss_1: 23.103256359100342; aux_mae_loss_2: 3.4410046696662904; aux_mae_loss_4: 0.5512802177667617; cnt_loss: 3.314947044849396; +2025-05-12 17:37:26,896 - INFO - Evaluation: +Curr mae: 6.7559; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.2915; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0535; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:37:26,896 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 +2025-05-12 17:38:32,451 - INFO - Training: cls_zice: 17.78993091583252; reg_zipnll: 52.43433269500733; aux_mae_loss_1: 24.518454189300538; aux_mae_loss_2: 3.6888361501693727; aux_mae_loss_4: 0.6009131574630737; cnt_loss: 3.9529809188842773; +2025-05-12 17:38:32,452 - INFO - Evaluation: +Curr mae: 8.6141; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.3247; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0791; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:38:32,452 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 +2025-05-12 17:39:37,756 - INFO - Training: cls_zice: 16.102601528167725; reg_zipnll: 49.94732572555542; aux_mae_loss_1: 24.35174430847168; aux_mae_loss_2: 3.679552149772644; aux_mae_loss_4: 0.6054271858930588; cnt_loss: 4.48034131526947; +2025-05-12 17:39:37,757 - INFO - Evaluation: +Curr mae: 7.0181; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3316; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0574; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:39:37,757 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 +2025-05-12 17:40:42,483 - INFO - Training: cls_zice: 17.830057678222655; reg_zipnll: 48.79854892730713; aux_mae_loss_1: 24.655049018859863; aux_mae_loss_2: 3.711095278263092; aux_mae_loss_4: 0.6077340573072434; cnt_loss: 4.088209528923034; +2025-05-12 17:40:42,484 - INFO - Evaluation: +Curr mae: 6.8170; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4533; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0566; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:40:42,484 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 +2025-05-12 17:41:47,573 - INFO - Training: cls_zice: 17.08239730834961; reg_zipnll: 47.88289833068848; aux_mae_loss_1: 24.133736457824707; aux_mae_loss_2: 3.5187431168556214; aux_mae_loss_4: 0.5629748988151551; cnt_loss: 3.3344156062602996; +2025-05-12 17:41:47,574 - INFO - Evaluation: +Curr mae: 6.3040; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8542; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0513; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:41:47,574 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 +2025-05-12 17:42:52,852 - INFO - Training: cls_zice: 14.730192813873291; reg_zipnll: 49.71040338516235; aux_mae_loss_1: 22.590728969573973; aux_mae_loss_2: 3.32462646484375; aux_mae_loss_4: 0.5379553198814392; cnt_loss: 3.426868015527725; +2025-05-12 17:42:52,853 - INFO - Evaluation: +Curr mae: 7.3423; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.6555; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0537; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:42:52,853 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 +2025-05-12 17:43:58,175 - INFO - Training: cls_zice: 16.400101127624513; reg_zipnll: 46.78343490600586; aux_mae_loss_1: 23.78092848777771; aux_mae_loss_2: 3.595886721611023; aux_mae_loss_4: 0.5759672740101814; cnt_loss: 3.6992073535919188; +2025-05-12 17:43:58,176 - INFO - Evaluation: +Curr mae: 6.8944; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3103; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0549; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:43:58,176 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 +2025-05-12 17:45:03,626 - INFO - Training: cls_zice: 15.858749876022339; reg_zipnll: 52.19409706115723; aux_mae_loss_1: 23.052174110412597; aux_mae_loss_2: 3.404941215515137; aux_mae_loss_4: 0.5422523123025894; cnt_loss: 3.6530037319660185; +2025-05-12 17:45:03,627 - INFO - Evaluation: +Curr mae: 7.4251; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.8565; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0556; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:45:03,627 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 +2025-05-12 17:46:08,885 - INFO - Training: cls_zice: 14.449887752532959; reg_zipnll: 51.57850463867187; aux_mae_loss_1: 21.581504535675048; aux_mae_loss_2: 3.2307959532737733; aux_mae_loss_4: 0.5280138736963272; cnt_loss: 3.254354107379913; +2025-05-12 17:46:08,886 - INFO - Evaluation: +Curr mae: 6.8322; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5950; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0529; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:46:31,730 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 +2025-05-12 17:47:36,633 - INFO - Training: cls_zice: 16.181946029663084; reg_zipnll: 47.06241428375244; aux_mae_loss_1: 23.253619480133057; aux_mae_loss_2: 3.5009806609153746; aux_mae_loss_4: 0.5734004491567611; cnt_loss: 3.7932878333330153; +2025-05-12 17:47:36,634 - INFO - Evaluation: +Curr mae: 6.3969; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.0492; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0545; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:47:36,634 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 +2025-05-12 17:48:43,240 - INFO - Training: cls_zice: 16.811339931488035; reg_zipnll: 48.52981914520264; aux_mae_loss_1: 23.184324550628663; aux_mae_loss_2: 3.4547450304031373; aux_mae_loss_4: 0.560111726820469; cnt_loss: 3.8389085364341735; +2025-05-12 17:48:43,241 - INFO - Evaluation: +Curr mae: 6.7675; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4982; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0544; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:48:43,242 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 +2025-05-12 17:49:49,617 - INFO - Training: cls_zice: 14.759588966369629; reg_zipnll: 48.16163257598877; aux_mae_loss_1: 21.903423137664795; aux_mae_loss_2: 3.221170301437378; aux_mae_loss_4: 0.5248658174276352; cnt_loss: 3.5071122634410856; +2025-05-12 17:49:49,618 - INFO - Evaluation: +Curr mae: 6.7897; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4703; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0545; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:49:49,619 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 +2025-05-12 17:50:55,529 - INFO - Training: cls_zice: 16.66526996612549; reg_zipnll: 48.9600626373291; aux_mae_loss_1: 22.526143970489503; aux_mae_loss_2: 3.3432629537582397; aux_mae_loss_4: 0.5456979012489319; cnt_loss: 3.6165289425849916; +2025-05-12 17:50:55,531 - INFO - Evaluation: +Curr mae: 7.1572; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4842; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0615; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:50:55,532 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 +2025-05-12 17:52:01,422 - INFO - Training: cls_zice: 16.56638113975525; reg_zipnll: 49.31071563720703; aux_mae_loss_1: 23.597114391326905; aux_mae_loss_2: 3.503473279476166; aux_mae_loss_4: 0.5707784485816956; cnt_loss: 3.7451501333713533; +2025-05-12 17:52:01,423 - INFO - Evaluation: +Curr mae: 6.6420; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8571; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0527; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:52:01,423 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 +2025-05-12 17:53:07,327 - INFO - Training: cls_zice: 15.416771116256713; reg_zipnll: 51.05897727966308; aux_mae_loss_1: 22.329347133636475; aux_mae_loss_2: 3.3381165766716006; aux_mae_loss_4: 0.530782373547554; cnt_loss: 3.2306506991386414; +2025-05-12 17:53:07,328 - INFO - Evaluation: +Curr mae: 6.5332; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.1071; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0526; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:53:07,328 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 +2025-05-12 17:54:12,721 - INFO - Training: cls_zice: 15.95031099319458; reg_zipnll: 47.63475788116455; aux_mae_loss_1: 22.844558506011964; aux_mae_loss_2: 3.3886378812789917; aux_mae_loss_4: 0.5572917601466179; cnt_loss: 3.57023312330246; +2025-05-12 17:54:12,722 - INFO - Evaluation: +Curr mae: 6.7815; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8345; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0547; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:54:12,722 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 +2025-05-12 17:55:18,184 - INFO - Training: cls_zice: 16.098732824325563; reg_zipnll: 49.225232162475585; aux_mae_loss_1: 22.62405294418335; aux_mae_loss_2: 3.343061420917511; aux_mae_loss_4: 0.5285765758156776; cnt_loss: 3.432312068939209; +2025-05-12 17:55:18,185 - INFO - Evaluation: +Curr mae: 7.1707; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7865; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0556; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:55:18,186 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 +2025-05-12 17:56:23,540 - INFO - Training: cls_zice: 15.01746795654297; reg_zipnll: 49.81551593780517; aux_mae_loss_1: 22.235528745651244; aux_mae_loss_2: 3.2519577169418334; aux_mae_loss_4: 0.515339950621128; cnt_loss: 3.1550842475891114; +2025-05-12 17:56:23,541 - INFO - Evaluation: +Curr mae: 6.8818; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.0613; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0496; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:56:23,541 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 +2025-05-12 17:57:28,645 - INFO - Training: cls_zice: 15.269399213790894; reg_zipnll: 46.201673316955564; aux_mae_loss_1: 21.87886577606201; aux_mae_loss_2: 3.2919258308410644; aux_mae_loss_4: 0.5332676500082016; cnt_loss: 3.659207811355591; +2025-05-12 17:57:28,646 - INFO - Evaluation: +Curr mae: 8.4096; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2706; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0615; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:57:28,646 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 +2025-05-12 17:58:33,989 - INFO - Training: cls_zice: 15.212539300918579; reg_zipnll: 47.811877708435055; aux_mae_loss_1: 22.42301908493042; aux_mae_loss_2: 3.2623236918449403; aux_mae_loss_4: 0.5082495701313019; cnt_loss: 3.13167099237442; +2025-05-12 17:58:33,991 - INFO - Evaluation: +Curr mae: 6.5718; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9448; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0513; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:58:33,991 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 +2025-05-12 17:59:39,684 - INFO - Training: cls_zice: 16.524297733306884; reg_zipnll: 48.5711894607544; aux_mae_loss_1: 22.818606472015382; aux_mae_loss_2: 3.372504053115845; aux_mae_loss_4: 0.5372156673669815; cnt_loss: 3.2094539272785187; +2025-05-12 17:59:39,685 - INFO - Evaluation: +Curr mae: 7.0152; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5563; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0575; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 17:59:39,685 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 +2025-05-12 18:00:44,705 - INFO - Training: cls_zice: 14.072759113311768; reg_zipnll: 48.14704074859619; aux_mae_loss_1: 21.031815929412844; aux_mae_loss_2: 3.1423050022125243; aux_mae_loss_4: 0.500626260638237; cnt_loss: 3.134984077215195; +2025-05-12 18:00:44,706 - INFO - Evaluation: +Curr mae: 7.3131; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4830; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0564; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:00:44,706 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 +2025-05-12 18:01:49,938 - INFO - Training: cls_zice: 13.961038618087768; reg_zipnll: 49.76682796478271; aux_mae_loss_1: 20.681925859451294; aux_mae_loss_2: 3.0609293127059938; aux_mae_loss_4: 0.479435153901577; cnt_loss: 3.1475482869148252; +2025-05-12 18:01:49,939 - INFO - Evaluation: +Curr mae: 7.1450; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.2722; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0607; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:01:49,939 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 +2025-05-12 18:02:55,465 - INFO - Training: cls_zice: 15.719107332229614; reg_zipnll: 49.717282638549804; aux_mae_loss_1: 21.348169765472413; aux_mae_loss_2: 3.179543285369873; aux_mae_loss_4: 0.5109418541193008; cnt_loss: 3.1915110325813294; +2025-05-12 18:02:55,466 - INFO - Evaluation: +Curr mae: 7.7462; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.1921; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0606; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:02:55,466 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 +2025-05-12 18:04:00,523 - INFO - Training: cls_zice: 14.645188264846801; reg_zipnll: 47.962237701416015; aux_mae_loss_1: 20.683106994628908; aux_mae_loss_2: 3.0412888717651367; aux_mae_loss_4: 0.48690014719963076; cnt_loss: 3.0444847774505615; +2025-05-12 18:04:00,525 - INFO - Evaluation: +Curr mae: 6.6735; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3236; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0528; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:04:00,525 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 +2025-05-12 18:05:05,855 - INFO - Training: cls_zice: 14.894184856414794; reg_zipnll: 46.06570735931396; aux_mae_loss_1: 21.405664882659913; aux_mae_loss_2: 3.1866165661811827; aux_mae_loss_4: 0.5094679453969002; cnt_loss: 3.3663957858085634; +2025-05-12 18:05:05,856 - INFO - Evaluation: +Curr mae: 6.6759; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.1226; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0550; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:05:05,856 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 +2025-05-12 18:06:11,241 - INFO - Training: cls_zice: 14.915425415039062; reg_zipnll: 47.84842514038086; aux_mae_loss_1: 20.99724718093872; aux_mae_loss_2: 3.161698319911957; aux_mae_loss_4: 0.4983441346883774; cnt_loss: 2.927862207889557; +2025-05-12 18:06:11,242 - INFO - Evaluation: +Curr mae: 6.9965; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4041; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0546; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:06:11,242 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 +2025-05-12 18:07:16,454 - INFO - Training: cls_zice: 14.94958065032959; reg_zipnll: 47.70976732254028; aux_mae_loss_1: 21.35117427825928; aux_mae_loss_2: 3.1491056513786315; aux_mae_loss_4: 0.4954866728186607; cnt_loss: 3.2756405448913575; +2025-05-12 18:07:16,456 - INFO - Evaluation: +Curr mae: 6.6051; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0342; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0528; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:07:16,456 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 +2025-05-12 18:08:21,833 - INFO - Training: cls_zice: 15.34032413482666; reg_zipnll: 47.48288080215454; aux_mae_loss_1: 21.06842222213745; aux_mae_loss_2: 3.093405270576477; aux_mae_loss_4: 0.4950472927093506; cnt_loss: 2.955770663022995; +2025-05-12 18:08:21,835 - INFO - Evaluation: +Curr mae: 7.9123; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2629; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0608; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:08:21,835 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 +2025-05-12 18:09:27,278 - INFO - Training: cls_zice: 14.977153396606445; reg_zipnll: 47.55894237518311; aux_mae_loss_1: 21.251759243011474; aux_mae_loss_2: 3.1250996947288514; aux_mae_loss_4: 0.502121611237526; cnt_loss: 2.902186267375946; +2025-05-12 18:09:27,279 - INFO - Evaluation: +Curr mae: 6.4413; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.3388; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0517; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:09:27,280 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 +2025-05-12 18:10:32,384 - INFO - Training: cls_zice: 14.344925775527955; reg_zipnll: 47.09328617095947; aux_mae_loss_1: 21.26985736846924; aux_mae_loss_2: 3.1006792187690735; aux_mae_loss_4: 0.49532889664173124; cnt_loss: 2.8284096229076385; +2025-05-12 18:10:32,385 - INFO - Evaluation: +Curr mae: 7.2539; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9958; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0581; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:10:32,385 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 +2025-05-12 18:11:37,695 - INFO - Training: cls_zice: 15.031211776733398; reg_zipnll: 46.415711097717285; aux_mae_loss_1: 21.338060808181762; aux_mae_loss_2: 3.1788235664367677; aux_mae_loss_4: 0.5117973929643631; cnt_loss: 3.46268168926239; +2025-05-12 18:11:37,696 - INFO - Evaluation: +Curr mae: 6.9577; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3667; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0575; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:11:37,696 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 +2025-05-12 18:12:43,078 - INFO - Training: cls_zice: 13.523285417556762; reg_zipnll: 46.769036560058595; aux_mae_loss_1: 20.50561025619507; aux_mae_loss_2: 2.9765436124801634; aux_mae_loss_4: 0.4634475219249725; cnt_loss: 2.754181525707245; +2025-05-12 18:12:43,079 - INFO - Evaluation: +Curr mae: 7.2996; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2933; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0568; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:12:43,079 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 +2025-05-12 18:13:48,196 - INFO - Training: cls_zice: 14.824815311431884; reg_zipnll: 47.5224528503418; aux_mae_loss_1: 21.701062355041504; aux_mae_loss_2: 3.2249212145805357; aux_mae_loss_4: 0.5102296978235245; cnt_loss: 3.07700554728508; +2025-05-12 18:13:48,197 - INFO - Evaluation: +Curr mae: 7.3747; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2774; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0565; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:13:48,197 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 +2025-05-12 18:14:53,301 - INFO - Training: cls_zice: 14.679698295593262; reg_zipnll: 46.79704811096192; aux_mae_loss_1: 20.73762403488159; aux_mae_loss_2: 3.0354109454154967; aux_mae_loss_4: 0.46859473407268526; cnt_loss: 2.6298708695173265; +2025-05-12 18:14:53,302 - INFO - Evaluation: +Curr mae: 6.6536; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.6486; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0525; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:14:53,303 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 +2025-05-12 18:15:58,538 - INFO - Training: cls_zice: 14.866392545700073; reg_zipnll: 46.18599147796631; aux_mae_loss_1: 20.716849327087402; aux_mae_loss_2: 3.0605710339546204; aux_mae_loss_4: 0.48658221423625947; cnt_loss: 3.1267566323280334; +2025-05-12 18:15:58,539 - INFO - Evaluation: +Curr mae: 7.0334; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.6905; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0545; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:15:58,539 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 +2025-05-12 18:17:03,904 - INFO - Training: cls_zice: 14.065524892807007; reg_zipnll: 44.29330688476563; aux_mae_loss_1: 20.12435947418213; aux_mae_loss_2: 2.936648452281952; aux_mae_loss_4: 0.460585156083107; cnt_loss: 2.9056957149505616; +2025-05-12 18:17:03,905 - INFO - Evaluation: +Curr mae: 6.8255; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3484; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0552; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:17:03,905 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 +2025-05-12 18:18:09,146 - INFO - Training: cls_zice: 13.958656768798829; reg_zipnll: 45.111937885284426; aux_mae_loss_1: 20.11293785095215; aux_mae_loss_2: 2.962153517007828; aux_mae_loss_4: 0.4685208919644356; cnt_loss: 2.5922320210933685; +2025-05-12 18:18:09,147 - INFO - Evaluation: +Curr mae: 6.5706; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9728; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0503; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:18:09,147 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 +2025-05-12 18:19:14,288 - INFO - Training: cls_zice: 14.616943445205688; reg_zipnll: 47.07888595581055; aux_mae_loss_1: 20.127265453338623; aux_mae_loss_2: 2.992023665904999; aux_mae_loss_4: 0.4725845229625702; cnt_loss: 2.638117346763611; +2025-05-12 18:19:14,289 - INFO - Evaluation: +Curr mae: 6.7820; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5829; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0522; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:19:14,289 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 +2025-05-12 18:20:19,513 - INFO - Training: cls_zice: 13.058948783874511; reg_zipnll: 44.45890705108643; aux_mae_loss_1: 19.092876853942872; aux_mae_loss_2: 2.833587436676025; aux_mae_loss_4: 0.4485254171490669; cnt_loss: 2.5318304765224457; +2025-05-12 18:20:19,514 - INFO - Evaluation: +Curr mae: 6.8188; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3437; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0536; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:20:19,514 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 +2025-05-12 18:21:25,235 - INFO - Training: cls_zice: 14.764973258972168; reg_zipnll: 45.24982032775879; aux_mae_loss_1: 20.299918899536134; aux_mae_loss_2: 2.948795955181122; aux_mae_loss_4: 0.4645739275217056; cnt_loss: 2.8140500700473785; +2025-05-12 18:21:25,237 - INFO - Evaluation: +Curr mae: 6.9157; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.0042; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0518; Best nae: 0.0484; 0.0486; 0.0488; 0.0490; 0.0490; + + + +2025-05-12 18:21:25,237 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 +2025-05-12 18:22:30,653 - INFO - Training: cls_zice: 14.61280055999756; reg_zipnll: 45.93971382141113; aux_mae_loss_1: 20.56382577896118; aux_mae_loss_2: 2.9690372276306154; aux_mae_loss_4: 0.45637980073690415; cnt_loss: 2.6446529412269593; +2025-05-12 18:22:38,433 - INFO - Evaluation: +Curr mae: 6.3885; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8607; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0483; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:22:38,434 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 +2025-05-12 18:23:44,650 - INFO - Training: cls_zice: 14.546263790130615; reg_zipnll: 46.882556686401365; aux_mae_loss_1: 20.44003462791443; aux_mae_loss_2: 2.914967393875122; aux_mae_loss_4: 0.44168984472751616; cnt_loss: 2.531925232410431; +2025-05-12 18:23:44,651 - INFO - Evaluation: +Curr mae: 6.9146; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3098; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0541; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:23:44,651 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 +2025-05-12 18:24:50,124 - INFO - Training: cls_zice: 13.501357545852661; reg_zipnll: 44.932224349975584; aux_mae_loss_1: 19.170890731811525; aux_mae_loss_2: 2.8163673520088195; aux_mae_loss_4: 0.44785788595676423; cnt_loss: 2.8514290225505827; +2025-05-12 18:24:50,125 - INFO - Evaluation: +Curr mae: 7.7256; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.8826; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0537; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:24:50,125 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 +2025-05-12 18:25:55,741 - INFO - Training: cls_zice: 12.644565420150757; reg_zipnll: 45.95717895507813; aux_mae_loss_1: 18.356423864364626; aux_mae_loss_2: 2.7032155919075014; aux_mae_loss_4: 0.4312117800116539; cnt_loss: 2.4722335994243623; +2025-05-12 18:25:55,742 - INFO - Evaluation: +Curr mae: 6.5173; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8726; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0505; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:25:55,742 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 +2025-05-12 18:27:01,962 - INFO - Training: cls_zice: 13.729224185943604; reg_zipnll: 47.28638843536377; aux_mae_loss_1: 19.459919242858888; aux_mae_loss_2: 2.8341775941848755; aux_mae_loss_4: 0.4387516075372696; cnt_loss: 2.398521114587784; +2025-05-12 18:27:01,963 - INFO - Evaluation: +Curr mae: 6.6824; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.5679; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0557; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:27:01,963 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 +2025-05-12 18:28:07,705 - INFO - Training: cls_zice: 12.90345115661621; reg_zipnll: 47.90354274749756; aux_mae_loss_1: 18.968882846832276; aux_mae_loss_2: 2.773821108341217; aux_mae_loss_4: 0.43789197951555253; cnt_loss: 2.761938953399658; +2025-05-12 18:28:07,706 - INFO - Evaluation: +Curr mae: 6.8981; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9154; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0519; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:28:07,706 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 +2025-05-12 18:29:13,477 - INFO - Training: cls_zice: 14.097534666061401; reg_zipnll: 48.622079124450686; aux_mae_loss_1: 20.11902763366699; aux_mae_loss_2: 2.9724417519569397; aux_mae_loss_4: 0.4692164209485054; cnt_loss: 2.724045761823654; +2025-05-12 18:29:13,478 - INFO - Evaluation: +Curr mae: 6.7933; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9394; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0525; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:29:13,478 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 +2025-05-12 18:30:19,092 - INFO - Training: cls_zice: 14.828689308166505; reg_zipnll: 44.61160999298096; aux_mae_loss_1: 19.923922233581543; aux_mae_loss_2: 2.8685537612438203; aux_mae_loss_4: 0.44939165204763415; cnt_loss: 2.4520096468925474; +2025-05-12 18:30:19,093 - INFO - Evaluation: +Curr mae: 6.6275; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.1547; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0533; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:30:19,094 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 +2025-05-12 18:31:24,737 - INFO - Training: cls_zice: 13.548128213882446; reg_zipnll: 46.88633255004883; aux_mae_loss_1: 19.450882663726805; aux_mae_loss_2: 2.8858071541786194; aux_mae_loss_4: 0.44357016891241074; cnt_loss: 2.3116679906845095; +2025-05-12 18:31:24,739 - INFO - Evaluation: +Curr mae: 6.5818; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9099; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0532; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:31:24,739 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 +2025-05-12 18:32:30,507 - INFO - Training: cls_zice: 13.024153566360473; reg_zipnll: 45.60343128204346; aux_mae_loss_1: 18.20242470741272; aux_mae_loss_2: 2.6492036747932435; aux_mae_loss_4: 0.42125826567411423; cnt_loss: 2.512295184135437; +2025-05-12 18:32:30,508 - INFO - Evaluation: +Curr mae: 6.3598; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7722; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0517; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:32:30,508 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 +2025-05-12 18:33:35,986 - INFO - Training: cls_zice: 12.565726842880249; reg_zipnll: 46.69702903747559; aux_mae_loss_1: 18.36775505065918; aux_mae_loss_2: 2.6952525758743286; aux_mae_loss_4: 0.42444034814834597; cnt_loss: 2.3849148571491243; +2025-05-12 18:33:35,987 - INFO - Evaluation: +Curr mae: 6.4451; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5172; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0497; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:33:35,987 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 +2025-05-12 18:34:41,525 - INFO - Training: cls_zice: 13.94626287460327; reg_zipnll: 45.947928504943846; aux_mae_loss_1: 19.074060764312744; aux_mae_loss_2: 2.758013985157013; aux_mae_loss_4: 0.4333526277542114; cnt_loss: 2.469421262741089; +2025-05-12 18:34:41,526 - INFO - Evaluation: +Curr mae: 6.6765; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0017; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0521; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:34:41,527 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 +2025-05-12 18:35:47,740 - INFO - Training: cls_zice: 14.050578918457031; reg_zipnll: 46.136393013000486; aux_mae_loss_1: 19.419078941345216; aux_mae_loss_2: 2.780235402584076; aux_mae_loss_4: 0.42929462701082227; cnt_loss: 2.282356402873993; +2025-05-12 18:35:47,741 - INFO - Evaluation: +Curr mae: 6.1204; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.0398; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0499; Best nae: 0.0483; 0.0484; 0.0486; 0.0488; 0.0490; + + + +2025-05-12 18:35:47,741 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 +2025-05-12 18:36:52,996 - INFO - Training: cls_zice: 14.021635828018189; reg_zipnll: 45.12039094924927; aux_mae_loss_1: 19.52057056427002; aux_mae_loss_2: 2.8236207222938536; aux_mae_loss_4: 0.4451890414953232; cnt_loss: 2.441298385858536; +2025-05-12 18:36:59,027 - INFO - Evaluation: +Curr mae: 6.3306; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8202; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0487; Best nae: 0.0483; 0.0484; 0.0486; 0.0487; 0.0488; + + + +2025-05-12 18:36:59,027 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 +2025-05-12 18:38:04,293 - INFO - Training: cls_zice: 15.09425464630127; reg_zipnll: 46.937720413208005; aux_mae_loss_1: 20.04633710861206; aux_mae_loss_2: 2.8802366614341737; aux_mae_loss_4: 0.44560965478420256; cnt_loss: 2.4173087596893312; +2025-05-12 18:38:04,294 - INFO - Evaluation: +Curr mae: 6.2051; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.4124; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0501; Best nae: 0.0483; 0.0484; 0.0486; 0.0487; 0.0488; + + + +2025-05-12 18:38:04,294 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 +2025-05-12 18:39:10,258 - INFO - Training: cls_zice: 13.096448574066162; reg_zipnll: 45.91152717590332; aux_mae_loss_1: 19.064504776000977; aux_mae_loss_2: 2.7997328102588654; aux_mae_loss_4: 0.43930395871400835; cnt_loss: 2.512996914386749; +2025-05-12 18:39:10,259 - INFO - Evaluation: +Curr mae: 7.0809; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3621; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0522; Best nae: 0.0483; 0.0484; 0.0486; 0.0487; 0.0488; + + + +2025-05-12 18:39:10,259 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 +2025-05-12 18:40:15,529 - INFO - Training: cls_zice: 13.928836946487428; reg_zipnll: 44.75454261779785; aux_mae_loss_1: 19.366102962493898; aux_mae_loss_2: 2.79318838596344; aux_mae_loss_4: 0.4256869602203369; cnt_loss: 2.3129940390586854; +2025-05-12 18:40:15,530 - INFO - Evaluation: +Curr mae: 6.4274; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0533; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0489; Best nae: 0.0483; 0.0484; 0.0486; 0.0487; 0.0488; + + + +2025-05-12 18:40:15,530 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 +2025-05-12 18:41:20,929 - INFO - Training: cls_zice: 12.79203447341919; reg_zipnll: 47.35346076965332; aux_mae_loss_1: 18.060793533325196; aux_mae_loss_2: 2.6441456294059753; aux_mae_loss_4: 0.39709618747234343; cnt_loss: 2.243801954984665; +2025-05-12 18:41:20,930 - INFO - Evaluation: +Curr mae: 6.9097; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.7898; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0523; Best nae: 0.0483; 0.0484; 0.0486; 0.0487; 0.0488; + + + +2025-05-12 18:41:37,371 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 +2025-05-12 18:42:42,423 - INFO - Training: cls_zice: 12.882172470092774; reg_zipnll: 45.451137142181395; aux_mae_loss_1: 17.88827675819397; aux_mae_loss_2: 2.6063301277160646; aux_mae_loss_4: 0.3941381898522377; cnt_loss: 2.064880203604698; +2025-05-12 18:42:42,425 - INFO - Evaluation: +Curr mae: 6.4934; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3147; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0504; Best nae: 0.0483; 0.0484; 0.0486; 0.0487; 0.0488; + + + +2025-05-12 18:42:42,426 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 +2025-05-12 18:43:49,494 - INFO - Training: cls_zice: 12.349131898880005; reg_zipnll: 46.40303539276123; aux_mae_loss_1: 17.769748401641845; aux_mae_loss_2: 2.6024994039535523; aux_mae_loss_4: 0.396081471145153; cnt_loss: 2.2774119925498963; +2025-05-12 18:43:49,495 - INFO - Evaluation: +Curr mae: 6.2498; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0151; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0492; Best nae: 0.0483; 0.0484; 0.0486; 0.0487; 0.0488; + + + +2025-05-12 18:43:49,495 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 +2025-05-12 18:44:56,185 - INFO - Training: cls_zice: 13.716332569122315; reg_zipnll: 44.466655035018924; aux_mae_loss_1: 18.7300021648407; aux_mae_loss_2: 2.7315689015388487; aux_mae_loss_4: 0.42625800758600235; cnt_loss: 2.160623251199722; +2025-05-12 18:44:56,186 - INFO - Evaluation: +Curr mae: 6.3948; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8854; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0511; Best nae: 0.0483; 0.0484; 0.0486; 0.0487; 0.0488; + + + +2025-05-12 18:44:56,186 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 +2025-05-12 18:46:02,665 - INFO - Training: cls_zice: 12.418898868560792; reg_zipnll: 45.58913780212402; aux_mae_loss_1: 18.481537418365477; aux_mae_loss_2: 2.682524554729462; aux_mae_loss_4: 0.41506130874156955; cnt_loss: 2.106608484983444; +2025-05-12 18:46:08,472 - INFO - Evaluation: +Curr mae: 6.1636; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.6097; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0487; Best nae: 0.0483; 0.0484; 0.0486; 0.0487; 0.0487; + + + +2025-05-12 18:46:08,472 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 +2025-05-12 18:47:14,108 - INFO - Training: cls_zice: 11.388367376327516; reg_zipnll: 44.46487684249878; aux_mae_loss_1: 16.91518207550049; aux_mae_loss_2: 2.4541641664505005; aux_mae_loss_4: 0.378193097114563; cnt_loss: 1.9935607039928436; +2025-05-12 18:47:20,813 - INFO - Evaluation: +Curr mae: 6.2248; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7230; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0486; Best nae: 0.0483; 0.0484; 0.0486; 0.0486; 0.0487; + + + +2025-05-12 18:47:20,813 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 +2025-05-12 18:48:26,988 - INFO - Training: cls_zice: 14.463366899490357; reg_zipnll: 44.35089509010315; aux_mae_loss_1: 19.35724799156189; aux_mae_loss_2: 2.7865071964263914; aux_mae_loss_4: 0.4376188632845879; cnt_loss: 2.1596802067756653; +2025-05-12 18:48:26,989 - INFO - Evaluation: +Curr mae: 6.6276; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.2153; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0512; Best nae: 0.0483; 0.0484; 0.0486; 0.0486; 0.0487; + + + +2025-05-12 18:48:26,989 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 +2025-05-12 18:49:33,073 - INFO - Training: cls_zice: 13.545113649368286; reg_zipnll: 45.542301712036135; aux_mae_loss_1: 17.932926597595216; aux_mae_loss_2: 2.5909485626220703; aux_mae_loss_4: 0.3911892768740654; cnt_loss: 2.0671501040458677; +2025-05-12 18:49:33,075 - INFO - Evaluation: +Curr mae: 6.3925; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0350; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0496; Best nae: 0.0483; 0.0484; 0.0486; 0.0486; 0.0487; + + + +2025-05-12 18:49:33,075 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 +2025-05-12 18:50:39,084 - INFO - Training: cls_zice: 12.48157790184021; reg_zipnll: 44.14408592224121; aux_mae_loss_1: 18.11278112411499; aux_mae_loss_2: 2.603675184249878; aux_mae_loss_4: 0.40081174820661547; cnt_loss: 2.049210225343704; +2025-05-12 18:50:39,085 - INFO - Evaluation: +Curr mae: 6.4106; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.2556; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0498; Best nae: 0.0483; 0.0484; 0.0486; 0.0486; 0.0487; + + + +2025-05-12 18:50:39,085 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 +2025-05-12 18:51:44,643 - INFO - Training: cls_zice: 12.362468843460084; reg_zipnll: 44.50941375732422; aux_mae_loss_1: 18.014056034088135; aux_mae_loss_2: 2.648491061925888; aux_mae_loss_4: 0.40261510491371155; cnt_loss: 2.043892605304718; +2025-05-12 18:51:44,644 - INFO - Evaluation: +Curr mae: 6.3121; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9397; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0490; Best nae: 0.0483; 0.0484; 0.0486; 0.0486; 0.0487; + + + +2025-05-12 18:51:44,644 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 +2025-05-12 18:52:50,434 - INFO - Training: cls_zice: 12.799175395965577; reg_zipnll: 45.0288007736206; aux_mae_loss_1: 18.249812145233154; aux_mae_loss_2: 2.6010850977897646; aux_mae_loss_4: 0.40652597159147263; cnt_loss: 2.1471389758586885; +2025-05-12 18:52:56,962 - INFO - Evaluation: +Curr mae: 6.3082; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.2046; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0478; Best nae: 0.0478; 0.0483; 0.0484; 0.0486; 0.0486; + + + +2025-05-12 18:52:56,963 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 +2025-05-12 18:54:02,543 - INFO - Training: cls_zice: 12.796828947067262; reg_zipnll: 43.282369194030764; aux_mae_loss_1: 17.701435728073122; aux_mae_loss_2: 2.5664442205429077; aux_mae_loss_4: 0.3840815794467926; cnt_loss: 2.038137226104736; +2025-05-12 18:54:09,015 - INFO - Evaluation: +Curr mae: 6.2293; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8576; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0475; Best nae: 0.0475; 0.0478; 0.0483; 0.0484; 0.0486; + + + +2025-05-12 18:54:09,015 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 +2025-05-12 18:55:14,317 - INFO - Training: cls_zice: 13.192788467407226; reg_zipnll: 44.630188636779785; aux_mae_loss_1: 18.64869758605957; aux_mae_loss_2: 2.6435705113410948; aux_mae_loss_4: 0.40606258422136304; cnt_loss: 2.165151396989822; +2025-05-12 18:55:14,318 - INFO - Evaluation: +Curr mae: 6.3169; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.1950; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0495; Best nae: 0.0475; 0.0478; 0.0483; 0.0484; 0.0486; + + + +2025-05-12 18:55:14,318 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 +2025-05-12 18:56:20,298 - INFO - Training: cls_zice: 13.093733491897583; reg_zipnll: 44.60204405784607; aux_mae_loss_1: 18.503360481262206; aux_mae_loss_2: 2.6318390774726867; aux_mae_loss_4: 0.40150511234998704; cnt_loss: 1.9614111304283142; +2025-05-12 18:56:20,300 - INFO - Evaluation: +Curr mae: 6.4783; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9940; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0503; Best nae: 0.0475; 0.0478; 0.0483; 0.0484; 0.0486; + + + +2025-05-12 18:56:20,301 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 +2025-05-12 18:57:25,736 - INFO - Training: cls_zice: 12.92574601173401; reg_zipnll: 44.24190040588379; aux_mae_loss_1: 18.355673027038574; aux_mae_loss_2: 2.6496296977996825; aux_mae_loss_4: 0.40511233955621717; cnt_loss: 2.032164533138275; +2025-05-12 18:57:25,739 - INFO - Evaluation: +Curr mae: 6.3402; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.1225; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0497; Best nae: 0.0475; 0.0478; 0.0483; 0.0484; 0.0486; + + + +2025-05-12 18:57:25,739 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 +2025-05-12 18:58:31,844 - INFO - Training: cls_zice: 13.838049421310425; reg_zipnll: 43.94351579666138; aux_mae_loss_1: 18.58063056945801; aux_mae_loss_2: 2.68201464176178; aux_mae_loss_4: 0.4123733115196228; cnt_loss: 2.0421745216846467; +2025-05-12 18:58:39,348 - INFO - Evaluation: +Curr mae: 6.0779; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7231; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0478; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 18:58:39,348 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 +2025-05-12 18:59:44,915 - INFO - Training: cls_zice: 14.112301025390625; reg_zipnll: 44.71779916763305; aux_mae_loss_1: 19.168693313598634; aux_mae_loss_2: 2.7531010818481447; aux_mae_loss_4: 0.423863425552845; cnt_loss: 2.272145289182663; +2025-05-12 18:59:44,916 - INFO - Evaluation: +Curr mae: 6.3654; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3640; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0498; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 18:59:44,917 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 +2025-05-12 19:00:51,413 - INFO - Training: cls_zice: 12.307898159027099; reg_zipnll: 43.48395584106445; aux_mae_loss_1: 17.248572845458984; aux_mae_loss_2: 2.5196188378334043; aux_mae_loss_4: 0.3824638965725899; cnt_loss: 1.9858222007751465; +2025-05-12 19:00:51,415 - INFO - Evaluation: +Curr mae: 6.2278; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8704; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0494; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:00:51,415 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 +2025-05-12 19:01:57,242 - INFO - Training: cls_zice: 12.38639129638672; reg_zipnll: 43.698996772766115; aux_mae_loss_1: 17.568470630645752; aux_mae_loss_2: 2.5443692636489867; aux_mae_loss_4: 0.3918272176384926; cnt_loss: 1.9629238855838775; +2025-05-12 19:01:57,244 - INFO - Evaluation: +Curr mae: 6.2823; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0051; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0493; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:01:57,245 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 +2025-05-12 19:03:03,456 - INFO - Training: cls_zice: 11.915359773635863; reg_zipnll: 43.24270879745483; aux_mae_loss_1: 17.1413427734375; aux_mae_loss_2: 2.4521859645843507; aux_mae_loss_4: 0.3689792349934578; cnt_loss: 1.6225698041915892; +2025-05-12 19:03:03,457 - INFO - Evaluation: +Curr mae: 6.2370; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.6424; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0499; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:03:03,457 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 +2025-05-12 19:04:09,821 - INFO - Training: cls_zice: 11.762428474426269; reg_zipnll: 44.92272434234619; aux_mae_loss_1: 17.082955112457274; aux_mae_loss_2: 2.5017747902870178; aux_mae_loss_4: 0.3831327664852142; cnt_loss: 1.9599609911441802; +2025-05-12 19:04:09,822 - INFO - Evaluation: +Curr mae: 6.2733; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7172; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0501; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:04:09,822 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 +2025-05-12 19:05:15,188 - INFO - Training: cls_zice: 12.066641216278077; reg_zipnll: 45.288472442626954; aux_mae_loss_1: 16.782544956207275; aux_mae_loss_2: 2.436176235675812; aux_mae_loss_4: 0.367629853785038; cnt_loss: 1.806299843788147; +2025-05-12 19:05:15,189 - INFO - Evaluation: +Curr mae: 6.2108; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8010; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0490; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:05:15,189 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 +2025-05-12 19:06:20,568 - INFO - Training: cls_zice: 13.207243518829346; reg_zipnll: 42.88387004852295; aux_mae_loss_1: 17.54971820831299; aux_mae_loss_2: 2.534835283756256; aux_mae_loss_4: 0.39438012570142744; cnt_loss: 1.7492689156532288; +2025-05-12 19:06:20,569 - INFO - Evaluation: +Curr mae: 6.3566; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7184; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0501; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:06:20,569 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 +2025-05-12 19:07:26,041 - INFO - Training: cls_zice: 13.385321159362793; reg_zipnll: 43.769692783355715; aux_mae_loss_1: 17.54659460067749; aux_mae_loss_2: 2.5421791434288026; aux_mae_loss_4: 0.39200968891382215; cnt_loss: 1.9543130433559417; +2025-05-12 19:07:26,042 - INFO - Evaluation: +Curr mae: 6.3517; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7964; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0499; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:07:26,043 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 +2025-05-12 19:08:31,402 - INFO - Training: cls_zice: 12.887204694747926; reg_zipnll: 45.60133354187012; aux_mae_loss_1: 18.10405902862549; aux_mae_loss_2: 2.589127712249756; aux_mae_loss_4: 0.4026560339331627; cnt_loss: 1.8493678498268127; +2025-05-12 19:08:31,403 - INFO - Evaluation: +Curr mae: 6.4262; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9723; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0500; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:08:31,403 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 +2025-05-12 19:09:36,739 - INFO - Training: cls_zice: 14.011572942733764; reg_zipnll: 43.90267221450806; aux_mae_loss_1: 18.431352462768555; aux_mae_loss_2: 2.6147526597976682; aux_mae_loss_4: 0.3969619286060333; cnt_loss: 1.9665906429290771; +2025-05-12 19:09:36,740 - INFO - Evaluation: +Curr mae: 6.2828; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7994; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0488; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:09:36,740 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 +2025-05-12 19:10:41,953 - INFO - Training: cls_zice: 11.803900032043456; reg_zipnll: 42.44979461669922; aux_mae_loss_1: 17.316773767471314; aux_mae_loss_2: 2.5592520809173585; aux_mae_loss_4: 0.39030187249183657; cnt_loss: 1.8315691781044006; +2025-05-12 19:10:41,955 - INFO - Evaluation: +Curr mae: 6.3277; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8216; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0489; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:10:41,955 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 +2025-05-12 19:11:47,224 - INFO - Training: cls_zice: 12.8226038646698; reg_zipnll: 43.952483291625974; aux_mae_loss_1: 17.474424533843994; aux_mae_loss_2: 2.502512059211731; aux_mae_loss_4: 0.3845053306221962; cnt_loss: 1.906383408308029; +2025-05-12 19:11:47,225 - INFO - Evaluation: +Curr mae: 6.2871; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8685; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0490; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:11:47,225 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 +2025-05-12 19:12:52,812 - INFO - Training: cls_zice: 11.801251544952393; reg_zipnll: 42.98657627105713; aux_mae_loss_1: 16.88266944885254; aux_mae_loss_2: 2.4031911635398866; aux_mae_loss_4: 0.35339915126562116; cnt_loss: 1.6650048768520356; +2025-05-12 19:12:52,813 - INFO - Evaluation: +Curr mae: 6.3000; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7768; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0498; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:12:52,813 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 +2025-05-12 19:13:58,730 - INFO - Training: cls_zice: 13.402557525634766; reg_zipnll: 42.5825138092041; aux_mae_loss_1: 18.090068016052246; aux_mae_loss_2: 2.592358958721161; aux_mae_loss_4: 0.38810573488473893; cnt_loss: 1.5817112016677857; +2025-05-12 19:13:58,731 - INFO - Evaluation: +Curr mae: 6.3816; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8521; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0496; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:13:58,731 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 +2025-05-12 19:15:04,325 - INFO - Training: cls_zice: 12.343492946624757; reg_zipnll: 42.47196281433106; aux_mae_loss_1: 17.20775818824768; aux_mae_loss_2: 2.430024709701538; aux_mae_loss_4: 0.36929546475410463; cnt_loss: 1.7460568749904632; +2025-05-12 19:15:04,326 - INFO - Evaluation: +Curr mae: 6.3099; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8904; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0494; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:15:04,327 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 +2025-05-12 19:16:09,953 - INFO - Training: cls_zice: 12.730604829788208; reg_zipnll: 44.71331480026245; aux_mae_loss_1: 17.556373920440674; aux_mae_loss_2: 2.512805316448212; aux_mae_loss_4: 0.38055051952600477; cnt_loss: 1.8381078946590423; +2025-05-12 19:16:09,954 - INFO - Evaluation: +Curr mae: 6.3711; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.1041; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0495; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:16:09,954 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 +2025-05-12 19:17:15,766 - INFO - Training: cls_zice: 13.222685432434082; reg_zipnll: 44.61600897789001; aux_mae_loss_1: 17.929050197601317; aux_mae_loss_2: 2.5170619964599608; aux_mae_loss_4: 0.3756799158453941; cnt_loss: 1.610531873703003; +2025-05-12 19:17:15,768 - INFO - Evaluation: +Curr mae: 6.2608; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.6709; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0493; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:17:15,768 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 +2025-05-12 19:18:20,742 - INFO - Training: cls_zice: 11.728121061325073; reg_zipnll: 42.75932861328125; aux_mae_loss_1: 17.025239181518554; aux_mae_loss_2: 2.4466720390319825; aux_mae_loss_4: 0.3790360987186432; cnt_loss: 1.768335508108139; +2025-05-12 19:18:20,743 - INFO - Evaluation: +Curr mae: 6.2875; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8713; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0492; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:18:20,743 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 +2025-05-12 19:19:25,985 - INFO - Training: cls_zice: 11.677443132400512; reg_zipnll: 44.56631587982178; aux_mae_loss_1: 17.525535774230956; aux_mae_loss_2: 2.5128899347782134; aux_mae_loss_4: 0.3969178295135498; cnt_loss: 1.9566467082500458; +2025-05-12 19:19:25,987 - INFO - Evaluation: +Curr mae: 6.3064; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8973; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0490; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:19:25,987 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 +2025-05-12 19:20:31,407 - INFO - Training: cls_zice: 12.067295551300049; reg_zipnll: 43.85539958953857; aux_mae_loss_1: 17.253627967834472; aux_mae_loss_2: 2.5413483786582947; aux_mae_loss_4: 0.38889098674058914; cnt_loss: 1.6723961007595063; +2025-05-12 19:20:31,408 - INFO - Evaluation: +Curr mae: 6.2821; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8202; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0492; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:20:31,408 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 +2025-05-12 19:21:36,767 - INFO - Training: cls_zice: 11.136379270553588; reg_zipnll: 46.33633644104004; aux_mae_loss_1: 16.74887300491333; aux_mae_loss_2: 2.4318981194496154; aux_mae_loss_4: 0.3641716441512108; cnt_loss: 1.5321017813682556; +2025-05-12 19:21:36,769 - INFO - Evaluation: +Curr mae: 6.1848; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.5963; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0485; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:21:36,769 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 +2025-05-12 19:22:41,907 - INFO - Training: cls_zice: 13.41769697189331; reg_zipnll: 44.494591331481935; aux_mae_loss_1: 18.14406192779541; aux_mae_loss_2: 2.6160517048835756; aux_mae_loss_4: 0.3985504770278931; cnt_loss: 1.8566438579559326; +2025-05-12 19:22:41,909 - INFO - Evaluation: +Curr mae: 6.2388; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7614; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0488; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:22:41,909 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 +2025-05-12 19:23:47,355 - INFO - Training: cls_zice: 13.571571826934814; reg_zipnll: 44.76636745452881; aux_mae_loss_1: 18.20086548805237; aux_mae_loss_2: 2.637279601097107; aux_mae_loss_4: 0.39590154618024825; cnt_loss: 1.871351706981659; +2025-05-12 19:23:47,356 - INFO - Evaluation: +Curr mae: 6.2802; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7926; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0490; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:23:47,356 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 +2025-05-12 19:24:52,425 - INFO - Training: cls_zice: 12.627467441558839; reg_zipnll: 45.56817150115967; aux_mae_loss_1: 17.40706480026245; aux_mae_loss_2: 2.4653165626525877; aux_mae_loss_4: 0.3789715927839279; cnt_loss: 1.7207054591178894; +2025-05-12 19:24:52,426 - INFO - Evaluation: +Curr mae: 6.2139; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.5951; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0491; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:24:52,426 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 +2025-05-12 19:25:57,817 - INFO - Training: cls_zice: 12.129110527038574; reg_zipnll: 45.757208557128905; aux_mae_loss_1: 17.07961841583252; aux_mae_loss_2: 2.475154733657837; aux_mae_loss_4: 0.37042980164289474; cnt_loss: 1.7707660377025605; +2025-05-12 19:25:57,819 - INFO - Evaluation: +Curr mae: 6.2708; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.6933; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0490; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:25:57,819 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 +2025-05-12 19:27:03,358 - INFO - Training: cls_zice: 15.883022041320801; reg_zipnll: 45.75058017730713; aux_mae_loss_1: 21.18298173904419; aux_mae_loss_2: 3.1764643216133117; aux_mae_loss_4: 0.5126546141505242; cnt_loss: 3.2730780720710753; +2025-05-12 19:27:03,360 - INFO - Evaluation: +Curr mae: 9.8176; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.3106; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0887; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:27:03,360 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 +2025-05-12 19:28:08,784 - INFO - Training: cls_zice: 15.736974058151246; reg_zipnll: 47.222197265625; aux_mae_loss_1: 22.35261848449707; aux_mae_loss_2: 3.51518000125885; aux_mae_loss_4: 0.596513785123825; cnt_loss: 5.033765754699707; +2025-05-12 19:28:08,786 - INFO - Evaluation: +Curr mae: 7.9149; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.1742; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0602; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:28:08,786 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 +2025-05-12 19:29:14,076 - INFO - Training: cls_zice: 16.73392093658447; reg_zipnll: 52.081824951171875; aux_mae_loss_1: 23.3927672958374; aux_mae_loss_2: 3.587066342830658; aux_mae_loss_4: 0.6273598659038544; cnt_loss: 5.1612900805473325; +2025-05-12 19:29:14,077 - INFO - Evaluation: +Curr mae: 9.1661; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.2074; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0663; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:29:14,077 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 +2025-05-12 19:30:19,638 - INFO - Training: cls_zice: 15.982732906341553; reg_zipnll: 51.30474876403809; aux_mae_loss_1: 22.477925729751586; aux_mae_loss_2: 3.4700390577316282; aux_mae_loss_4: 0.5827544263005257; cnt_loss: 4.435059864521026; +2025-05-12 19:30:19,639 - INFO - Evaluation: +Curr mae: 8.5858; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.7114; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0655; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:30:19,639 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 +2025-05-12 19:31:25,070 - INFO - Training: cls_zice: 15.816241426467895; reg_zipnll: 49.90116020202637; aux_mae_loss_1: 22.89647129058838; aux_mae_loss_2: 3.5442563986778257; aux_mae_loss_4: 0.5967884069681167; cnt_loss: 4.425395557880401; +2025-05-12 19:31:25,071 - INFO - Evaluation: +Curr mae: 7.0037; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5627; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0566; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:31:25,071 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 +2025-05-12 19:32:30,635 - INFO - Training: cls_zice: 18.498575735092164; reg_zipnll: 51.45885444641113; aux_mae_loss_1: 25.414783096313478; aux_mae_loss_2: 4.114229402542114; aux_mae_loss_4: 0.7270332533121109; cnt_loss: 6.631188106536865; +2025-05-12 19:32:30,637 - INFO - Evaluation: +Curr mae: 9.1748; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 16.7413; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0681; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:32:30,637 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 +2025-05-12 19:33:36,801 - INFO - Training: cls_zice: 18.368732976913453; reg_zipnll: 54.42143352508545; aux_mae_loss_1: 26.39847734451294; aux_mae_loss_2: 4.255886511802673; aux_mae_loss_4: 0.7646370309591294; cnt_loss: 6.936673638820648; +2025-05-12 19:33:36,803 - INFO - Evaluation: +Curr mae: 8.4366; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.4129; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0637; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:33:36,803 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 +2025-05-12 19:34:42,090 - INFO - Training: cls_zice: 17.75706519126892; reg_zipnll: 50.81161581039429; aux_mae_loss_1: 24.857257461547853; aux_mae_loss_2: 3.903734793663025; aux_mae_loss_4: 0.686298057436943; cnt_loss: 5.967282824516296; +2025-05-12 19:34:42,091 - INFO - Evaluation: +Curr mae: 8.5127; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.3706; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0686; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:34:42,091 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 +2025-05-12 19:35:47,620 - INFO - Training: cls_zice: 15.579585742950439; reg_zipnll: 48.99367872238159; aux_mae_loss_1: 23.137446174621584; aux_mae_loss_2: 3.583879334926605; aux_mae_loss_4: 0.6114462125301361; cnt_loss: 4.793608424663543; +2025-05-12 19:35:47,621 - INFO - Evaluation: +Curr mae: 8.1162; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.6249; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0640; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:35:47,621 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 +2025-05-12 19:36:53,222 - INFO - Training: cls_zice: 18.041422567367555; reg_zipnll: 48.73008731842041; aux_mae_loss_1: 25.1199782371521; aux_mae_loss_2: 3.7738358044624327; aux_mae_loss_4: 0.625600299835205; cnt_loss: 4.207237546443939; +2025-05-12 19:36:53,223 - INFO - Evaluation: +Curr mae: 6.6801; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9215; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0523; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:37:14,345 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 +2025-05-12 19:38:19,406 - INFO - Training: cls_zice: 17.296158475875856; reg_zipnll: 50.904124641418456; aux_mae_loss_1: 24.921612949371337; aux_mae_loss_2: 3.839865391254425; aux_mae_loss_4: 0.6380197930335999; cnt_loss: 4.799235727787018; +2025-05-12 19:38:19,407 - INFO - Evaluation: +Curr mae: 10.0913; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.5816; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0875; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:38:19,407 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 +2025-05-12 19:39:26,120 - INFO - Training: cls_zice: 15.505466327667236; reg_zipnll: 49.989410915374755; aux_mae_loss_1: 23.63569766998291; aux_mae_loss_2: 3.639588403701782; aux_mae_loss_4: 0.613914703130722; cnt_loss: 4.729196286201477; +2025-05-12 19:39:26,121 - INFO - Evaluation: +Curr mae: 8.0046; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.5711; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0652; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:39:26,121 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 +2025-05-12 19:40:32,467 - INFO - Training: cls_zice: 15.886024503707885; reg_zipnll: 49.5869221496582; aux_mae_loss_1: 23.469721450805665; aux_mae_loss_2: 3.5890461111068728; aux_mae_loss_4: 0.5974754786491394; cnt_loss: 4.126487557888031; +2025-05-12 19:40:32,468 - INFO - Evaluation: +Curr mae: 8.6066; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.5466; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0625; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:40:32,468 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 +2025-05-12 19:41:38,401 - INFO - Training: cls_zice: 16.274829587936402; reg_zipnll: 50.29168487548828; aux_mae_loss_1: 23.29467405319214; aux_mae_loss_2: 3.537357089519501; aux_mae_loss_4: 0.5896114295721054; cnt_loss: 4.449385387897491; +2025-05-12 19:41:38,403 - INFO - Evaluation: +Curr mae: 8.0074; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.4017; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0638; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:41:38,403 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 +2025-05-12 19:42:44,775 - INFO - Training: cls_zice: 16.541909050941467; reg_zipnll: 45.984438514709474; aux_mae_loss_1: 23.51661064147949; aux_mae_loss_2: 3.6099717473983763; aux_mae_loss_4: 0.607171882390976; cnt_loss: 4.12402366399765; +2025-05-12 19:42:44,777 - INFO - Evaluation: +Curr mae: 6.8024; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.2551; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0546; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:42:44,777 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 +2025-05-12 19:43:50,595 - INFO - Training: cls_zice: 16.689165205955504; reg_zipnll: 48.55663284301758; aux_mae_loss_1: 23.920141220092773; aux_mae_loss_2: 3.650879919528961; aux_mae_loss_4: 0.6075798958539963; cnt_loss: 4.174391334056854; +2025-05-12 19:43:50,597 - INFO - Evaluation: +Curr mae: 6.6966; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0388; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0532; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:43:50,597 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 +2025-05-12 19:44:56,261 - INFO - Training: cls_zice: 17.201404008865357; reg_zipnll: 49.12154476165772; aux_mae_loss_1: 23.77583532333374; aux_mae_loss_2: 3.6392244052886964; aux_mae_loss_4: 0.6213247418403626; cnt_loss: 4.773833560943603; +2025-05-12 19:44:56,262 - INFO - Evaluation: +Curr mae: 9.1949; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.0927; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0675; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:44:56,263 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 +2025-05-12 19:46:01,735 - INFO - Training: cls_zice: 15.55163109779358; reg_zipnll: 50.32888015747071; aux_mae_loss_1: 22.86551248550415; aux_mae_loss_2: 3.446797070503235; aux_mae_loss_4: 0.5764319759607315; cnt_loss: 4.73306329369545; +2025-05-12 19:46:01,736 - INFO - Evaluation: +Curr mae: 7.6746; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.0373; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0571; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:46:01,736 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 +2025-05-12 19:47:07,306 - INFO - Training: cls_zice: 15.454229416847229; reg_zipnll: 47.16345468521118; aux_mae_loss_1: 22.572687873840334; aux_mae_loss_2: 3.4671155166625978; aux_mae_loss_4: 0.5923190149664879; cnt_loss: 4.625131185054779; +2025-05-12 19:47:07,307 - INFO - Evaluation: +Curr mae: 6.6178; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.2366; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0519; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:47:07,307 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 +2025-05-12 19:48:12,525 - INFO - Training: cls_zice: 15.98769257068634; reg_zipnll: 50.261826171875; aux_mae_loss_1: 23.329004344940184; aux_mae_loss_2: 3.5496245646476745; aux_mae_loss_4: 0.5821010598540306; cnt_loss: 4.061457407474518; +2025-05-12 19:48:12,527 - INFO - Evaluation: +Curr mae: 7.6041; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7094; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0573; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:48:12,527 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 +2025-05-12 19:49:17,905 - INFO - Training: cls_zice: 15.79421067237854; reg_zipnll: 50.8059139251709; aux_mae_loss_1: 23.834690418243408; aux_mae_loss_2: 3.564217884540558; aux_mae_loss_4: 0.5981023108959198; cnt_loss: 4.0327402687072755; +2025-05-12 19:49:17,906 - INFO - Evaluation: +Curr mae: 8.3094; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.9026; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0707; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:49:17,906 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 +2025-05-12 19:50:23,122 - INFO - Training: cls_zice: 14.81339464187622; reg_zipnll: 48.273438205718996; aux_mae_loss_1: 21.593688240051268; aux_mae_loss_2: 3.219311044216156; aux_mae_loss_4: 0.5207131585478783; cnt_loss: 3.279582589864731; +2025-05-12 19:50:23,123 - INFO - Evaluation: +Curr mae: 6.4469; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 9.9287; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0546; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:50:23,123 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 +2025-05-12 19:51:29,092 - INFO - Training: cls_zice: 16.311852474212646; reg_zipnll: 50.96410482406616; aux_mae_loss_1: 23.030504150390627; aux_mae_loss_2: 3.4537150144577025; aux_mae_loss_4: 0.5739734423160553; cnt_loss: 4.087115960121155; +2025-05-12 19:51:29,093 - INFO - Evaluation: +Curr mae: 7.2077; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3895; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0601; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:51:29,093 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 +2025-05-12 19:52:34,566 - INFO - Training: cls_zice: 16.25178603172302; reg_zipnll: 47.90470996856689; aux_mae_loss_1: 23.315864181518556; aux_mae_loss_2: 3.505456850528717; aux_mae_loss_4: 0.5778210407495499; cnt_loss: 4.667406297922135; +2025-05-12 19:52:34,567 - INFO - Evaluation: +Curr mae: 7.4540; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.6682; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0545; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:52:34,567 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 +2025-05-12 19:53:39,861 - INFO - Training: cls_zice: 14.558596243858338; reg_zipnll: 48.97456192016602; aux_mae_loss_1: 20.88224889755249; aux_mae_loss_2: 3.1805500841140746; aux_mae_loss_4: 0.5244151452183723; cnt_loss: 3.4710004150867464; +2025-05-12 19:53:39,862 - INFO - Evaluation: +Curr mae: 7.0121; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.7536; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0558; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:53:39,862 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 +2025-05-12 19:54:45,221 - INFO - Training: cls_zice: 15.98333456993103; reg_zipnll: 47.67936344146729; aux_mae_loss_1: 22.65300724029541; aux_mae_loss_2: 3.364993402957916; aux_mae_loss_4: 0.5361936575174332; cnt_loss: 3.7057637906074525; +2025-05-12 19:54:45,222 - INFO - Evaluation: +Curr mae: 6.8935; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.6370; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0554; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:54:45,222 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 +2025-05-12 19:55:50,941 - INFO - Training: cls_zice: 15.385030193328857; reg_zipnll: 47.670190048217776; aux_mae_loss_1: 21.683431463241575; aux_mae_loss_2: 3.2915533661842344; aux_mae_loss_4: 0.5351748991012574; cnt_loss: 3.658528673648834; +2025-05-12 19:55:50,942 - INFO - Evaluation: +Curr mae: 7.5181; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4845; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0602; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:55:50,943 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 +2025-05-12 19:56:56,082 - INFO - Training: cls_zice: 16.024539976119996; reg_zipnll: 47.53214454650879; aux_mae_loss_1: 22.46440330505371; aux_mae_loss_2: 3.437645573616028; aux_mae_loss_4: 0.5718888771533966; cnt_loss: 4.0464525365829465; +2025-05-12 19:56:56,083 - INFO - Evaluation: +Curr mae: 6.7367; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.7854; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0516; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:56:56,083 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 +2025-05-12 19:58:01,382 - INFO - Training: cls_zice: 16.11097146034241; reg_zipnll: 48.88836727142334; aux_mae_loss_1: 22.5119069480896; aux_mae_loss_2: 3.4418817257881162; aux_mae_loss_4: 0.5709769016504288; cnt_loss: 4.250972793102265; +2025-05-12 19:58:01,383 - INFO - Evaluation: +Curr mae: 6.8859; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2733; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0545; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:58:01,383 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 +2025-05-12 19:59:06,742 - INFO - Training: cls_zice: 16.303431396484374; reg_zipnll: 47.53177497863769; aux_mae_loss_1: 23.13127872467041; aux_mae_loss_2: 3.4937494158744813; aux_mae_loss_4: 0.5641525822877884; cnt_loss: 3.6003835129737856; +2025-05-12 19:59:06,744 - INFO - Evaluation: +Curr mae: 7.0426; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3626; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0588; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 19:59:06,744 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 +2025-05-12 20:00:12,199 - INFO - Training: cls_zice: 15.207141733169555; reg_zipnll: 48.361786422729494; aux_mae_loss_1: 21.662501945495606; aux_mae_loss_2: 3.300597710609436; aux_mae_loss_4: 0.5483283913135528; cnt_loss: 4.021544861793518; +2025-05-12 20:00:12,201 - INFO - Evaluation: +Curr mae: 8.5189; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.0801; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0639; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:00:12,201 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 +2025-05-12 20:01:17,493 - INFO - Training: cls_zice: 16.495920014381408; reg_zipnll: 50.04966930389404; aux_mae_loss_1: 23.167433700561524; aux_mae_loss_2: 3.469553039073944; aux_mae_loss_4: 0.5656082063913346; cnt_loss: 3.9830831599235537; +2025-05-12 20:01:17,494 - INFO - Evaluation: +Curr mae: 7.5864; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.5872; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0572; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:01:17,494 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 +2025-05-12 20:02:23,078 - INFO - Training: cls_zice: 15.621502075195313; reg_zipnll: 49.87837131500244; aux_mae_loss_1: 23.028378562927244; aux_mae_loss_2: 3.614483962059021; aux_mae_loss_4: 0.6200099921226502; cnt_loss: 5.0980665135383605; +2025-05-12 20:02:23,079 - INFO - Evaluation: +Curr mae: 7.4065; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.1690; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0578; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:02:23,079 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 +2025-05-12 20:03:28,229 - INFO - Training: cls_zice: 15.272097330093384; reg_zipnll: 49.301840934753415; aux_mae_loss_1: 22.505743389129638; aux_mae_loss_2: 3.4525045347213745; aux_mae_loss_4: 0.5762376207113266; cnt_loss: 4.448106645345688; +2025-05-12 20:03:28,230 - INFO - Evaluation: +Curr mae: 6.9696; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4224; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0630; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:03:28,230 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 +2025-05-12 20:04:33,714 - INFO - Training: cls_zice: 15.130693249702453; reg_zipnll: 49.40631383895874; aux_mae_loss_1: 21.803396549224853; aux_mae_loss_2: 3.2865696215629576; aux_mae_loss_4: 0.5274632474780083; cnt_loss: 3.6893128180503845; +2025-05-12 20:04:33,715 - INFO - Evaluation: +Curr mae: 8.3165; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.0452; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0658; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:04:33,715 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 +2025-05-12 20:05:39,143 - INFO - Training: cls_zice: 16.03049337863922; reg_zipnll: 47.8159383392334; aux_mae_loss_1: 22.160717182159424; aux_mae_loss_2: 3.435056846141815; aux_mae_loss_4: 0.5745755285024643; cnt_loss: 4.388429279327393; +2025-05-12 20:05:39,144 - INFO - Evaluation: +Curr mae: 7.5153; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.9816; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0558; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:05:39,144 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 +2025-05-12 20:06:44,519 - INFO - Training: cls_zice: 14.528102712631226; reg_zipnll: 47.58781934738159; aux_mae_loss_1: 21.79061906814575; aux_mae_loss_2: 3.29176025390625; aux_mae_loss_4: 0.5356293046474456; cnt_loss: 3.7995116472244264; +2025-05-12 20:06:44,521 - INFO - Evaluation: +Curr mae: 8.2085; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.3787; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0596; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:06:44,521 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 +2025-05-12 20:07:49,956 - INFO - Training: cls_zice: 15.697708239555359; reg_zipnll: 48.810372009277344; aux_mae_loss_1: 22.87934136390686; aux_mae_loss_2: 3.464085528850555; aux_mae_loss_4: 0.5663324892520905; cnt_loss: 4.091644177436828; +2025-05-12 20:07:49,957 - INFO - Evaluation: +Curr mae: 6.8934; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5774; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0565; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:07:49,958 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 +2025-05-12 20:08:55,223 - INFO - Training: cls_zice: 15.045431628227234; reg_zipnll: 47.25292282104492; aux_mae_loss_1: 21.570808696746827; aux_mae_loss_2: 3.3276530265808106; aux_mae_loss_4: 0.5476666501164437; cnt_loss: 3.669549661874771; +2025-05-12 20:08:55,224 - INFO - Evaluation: +Curr mae: 8.7486; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.4515; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0771; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:08:55,224 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 +2025-05-12 20:10:00,692 - INFO - Training: cls_zice: 14.961944999694824; reg_zipnll: 48.00647579193115; aux_mae_loss_1: 21.78088207244873; aux_mae_loss_2: 3.305737807750702; aux_mae_loss_4: 0.5471347516775131; cnt_loss: 4.132129824161529; +2025-05-12 20:10:00,693 - INFO - Evaluation: +Curr mae: 9.1166; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.1126; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0818; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:10:00,693 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 +2025-05-12 20:11:05,826 - INFO - Training: cls_zice: 15.765975141525269; reg_zipnll: 46.97830249786377; aux_mae_loss_1: 22.67965898513794; aux_mae_loss_2: 3.439220244884491; aux_mae_loss_4: 0.5579200440645218; cnt_loss: 3.774713070392609; +2025-05-12 20:11:05,827 - INFO - Evaluation: +Curr mae: 7.5286; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9671; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0597; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:11:05,827 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 +2025-05-12 20:12:11,278 - INFO - Training: cls_zice: 16.733769550323487; reg_zipnll: 49.347588233947754; aux_mae_loss_1: 23.877877521514893; aux_mae_loss_2: 3.717190387248993; aux_mae_loss_4: 0.6229007166624069; cnt_loss: 4.553968487977982; +2025-05-12 20:12:11,279 - INFO - Evaluation: +Curr mae: 7.7862; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4720; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0587; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:12:11,279 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 +2025-05-12 20:13:16,843 - INFO - Training: cls_zice: 15.421273407936097; reg_zipnll: 49.30640060424805; aux_mae_loss_1: 22.245475883483888; aux_mae_loss_2: 3.429595184326172; aux_mae_loss_4: 0.5825092852115631; cnt_loss: 4.308354213237762; +2025-05-12 20:13:16,844 - INFO - Evaluation: +Curr mae: 10.2868; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.2113; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0834; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:13:16,844 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 +2025-05-12 20:14:22,496 - INFO - Training: cls_zice: 15.195388979911804; reg_zipnll: 45.57197546005249; aux_mae_loss_1: 21.527659206390382; aux_mae_loss_2: 3.3061539769172668; aux_mae_loss_4: 0.5321008747816086; cnt_loss: 3.4285093355178833; +2025-05-12 20:14:22,497 - INFO - Evaluation: +Curr mae: 7.1569; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.5245; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0578; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:14:22,497 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 +2025-05-12 20:15:28,187 - INFO - Training: cls_zice: 15.852791213989258; reg_zipnll: 48.884404010772705; aux_mae_loss_1: 22.37757055282593; aux_mae_loss_2: 3.410918128490448; aux_mae_loss_4: 0.5760614427924157; cnt_loss: 4.501945481300354; +2025-05-12 20:15:28,189 - INFO - Evaluation: +Curr mae: 8.8384; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.7149; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0706; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:15:28,189 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 +2025-05-12 20:16:33,710 - INFO - Training: cls_zice: 15.614483933448792; reg_zipnll: 50.16220291137695; aux_mae_loss_1: 22.545797843933105; aux_mae_loss_2: 3.4022391772270204; aux_mae_loss_4: 0.564210489988327; cnt_loss: 4.004056718349457; +2025-05-12 20:16:33,711 - INFO - Evaluation: +Curr mae: 7.0568; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4722; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0582; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:16:33,711 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 +2025-05-12 20:17:39,194 - INFO - Training: cls_zice: 15.303105802536011; reg_zipnll: 51.185190200805664; aux_mae_loss_1: 22.2159739112854; aux_mae_loss_2: 3.3240519976615905; aux_mae_loss_4: 0.5307228296995163; cnt_loss: 3.613564863204956; +2025-05-12 20:17:39,195 - INFO - Evaluation: +Curr mae: 11.5261; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.5619; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0933; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:17:39,195 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 +2025-05-12 20:18:45,250 - INFO - Training: cls_zice: 16.662417631149292; reg_zipnll: 49.423846645355226; aux_mae_loss_1: 22.47729383468628; aux_mae_loss_2: 3.4069847583770754; aux_mae_loss_4: 0.5571925365924835; cnt_loss: 3.9613431310653686; +2025-05-12 20:18:45,252 - INFO - Evaluation: +Curr mae: 7.0494; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.2353; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0543; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:18:45,252 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 +2025-05-12 20:19:50,485 - INFO - Training: cls_zice: 14.967126903533936; reg_zipnll: 49.0541679763794; aux_mae_loss_1: 21.959241828918458; aux_mae_loss_2: 3.355253689289093; aux_mae_loss_4: 0.5549971371889114; cnt_loss: 4.095151836872101; +2025-05-12 20:19:50,486 - INFO - Evaluation: +Curr mae: 7.4719; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.2601; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0594; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:19:50,487 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 +2025-05-12 20:20:55,889 - INFO - Training: cls_zice: 15.845804624557495; reg_zipnll: 48.569195861816404; aux_mae_loss_1: 22.3369047164917; aux_mae_loss_2: 3.391173989772797; aux_mae_loss_4: 0.5695986551046371; cnt_loss: 4.393138151168824; +2025-05-12 20:20:55,891 - INFO - Evaluation: +Curr mae: 7.5065; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.8887; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0573; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:20:55,891 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 +2025-05-12 20:22:01,380 - INFO - Training: cls_zice: 15.828673129081727; reg_zipnll: 47.08893154144287; aux_mae_loss_1: 21.938216400146484; aux_mae_loss_2: 3.2911019492149354; aux_mae_loss_4: 0.5306170576810837; cnt_loss: 3.4532104992866515; +2025-05-12 20:22:01,381 - INFO - Evaluation: +Curr mae: 7.4339; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2136; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0588; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:22:01,381 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 +2025-05-12 20:23:06,916 - INFO - Training: cls_zice: 16.79907519340515; reg_zipnll: 50.497142753601075; aux_mae_loss_1: 23.16114631652832; aux_mae_loss_2: 3.443499972820282; aux_mae_loss_4: 0.5604997962713242; cnt_loss: 3.857374355792999; +2025-05-12 20:23:06,917 - INFO - Evaluation: +Curr mae: 9.1385; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.4697; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0763; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:23:06,917 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 +2025-05-12 20:24:12,355 - INFO - Training: cls_zice: 14.422107286453247; reg_zipnll: 46.039518642425534; aux_mae_loss_1: 20.951677837371825; aux_mae_loss_2: 3.1383111548423765; aux_mae_loss_4: 0.5147885239124298; cnt_loss: 3.2284009575843813; +2025-05-12 20:24:12,356 - INFO - Evaluation: +Curr mae: 7.5386; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7583; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0609; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:24:12,356 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 +2025-05-12 20:25:18,103 - INFO - Training: cls_zice: 17.257669410705567; reg_zipnll: 52.892745361328124; aux_mae_loss_1: 23.004644165039064; aux_mae_loss_2: 3.5211946392059326; aux_mae_loss_4: 0.5621174013614655; cnt_loss: 4.1033028531074525; +2025-05-12 20:25:18,105 - INFO - Evaluation: +Curr mae: 6.3810; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.4105; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0547; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:25:18,105 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 +2025-05-12 20:26:23,538 - INFO - Training: cls_zice: 14.95132366657257; reg_zipnll: 49.01678211212158; aux_mae_loss_1: 21.488280544281007; aux_mae_loss_2: 3.2457288098335266; aux_mae_loss_4: 0.5274984723329544; cnt_loss: 3.754292914867401; +2025-05-12 20:26:23,539 - INFO - Evaluation: +Curr mae: 6.8458; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0492; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0530; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:26:23,539 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 +2025-05-12 20:27:28,950 - INFO - Training: cls_zice: 15.64930281162262; reg_zipnll: 45.68684057235718; aux_mae_loss_1: 21.361396312713623; aux_mae_loss_2: 3.232093276977539; aux_mae_loss_4: 0.5285006821155548; cnt_loss: 3.728628532886505; +2025-05-12 20:27:28,951 - INFO - Evaluation: +Curr mae: 7.5757; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.6711; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0587; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:27:28,951 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 +2025-05-12 20:28:34,397 - INFO - Training: cls_zice: 14.192991347312928; reg_zipnll: 44.78786281585693; aux_mae_loss_1: 20.186810340881348; aux_mae_loss_2: 3.1270862460136413; aux_mae_loss_4: 0.5201631700992584; cnt_loss: 3.8220098781585694; +2025-05-12 20:28:34,398 - INFO - Evaluation: +Curr mae: 7.5582; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.3774; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0574; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:28:34,398 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 +2025-05-12 20:29:40,267 - INFO - Training: cls_zice: 15.166334114074708; reg_zipnll: 48.8508962059021; aux_mae_loss_1: 21.566847972869873; aux_mae_loss_2: 3.178959722518921; aux_mae_loss_4: 0.5112520349025726; cnt_loss: 3.5339969849586486; +2025-05-12 20:29:40,268 - INFO - Evaluation: +Curr mae: 6.3338; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8764; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0494; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:29:40,269 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 +2025-05-12 20:30:45,823 - INFO - Training: cls_zice: 15.710308685302735; reg_zipnll: 44.703079662323; aux_mae_loss_1: 22.112209243774416; aux_mae_loss_2: 3.349564015865326; aux_mae_loss_4: 0.5621478807926178; cnt_loss: 4.085798635482788; +2025-05-12 20:30:45,824 - INFO - Evaluation: +Curr mae: 7.5833; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.8714; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0604; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:30:45,824 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 +2025-05-12 20:31:51,455 - INFO - Training: cls_zice: 14.197810387611389; reg_zipnll: 45.98115791320801; aux_mae_loss_1: 20.367120494842528; aux_mae_loss_2: 3.0897673535346986; aux_mae_loss_4: 0.5026912239193916; cnt_loss: 3.545620695352554; +2025-05-12 20:31:51,456 - INFO - Evaluation: +Curr mae: 7.5229; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2434; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0603; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:32:08,366 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 +2025-05-12 20:33:13,827 - INFO - Training: cls_zice: 15.125384912490844; reg_zipnll: 49.64714569091797; aux_mae_loss_1: 20.854025115966795; aux_mae_loss_2: 3.1768724370002746; aux_mae_loss_4: 0.5104918417334556; cnt_loss: 3.4136600065231324; +2025-05-12 20:33:13,828 - INFO - Evaluation: +Curr mae: 7.2222; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.6850; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0567; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:33:13,828 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 +2025-05-12 20:34:20,583 - INFO - Training: cls_zice: 15.34440269947052; reg_zipnll: 47.16589202880859; aux_mae_loss_1: 22.098262672424315; aux_mae_loss_2: 3.3077039527893066; aux_mae_loss_4: 0.5452637827396393; cnt_loss: 3.9376274299621583; +2025-05-12 20:34:20,585 - INFO - Evaluation: +Curr mae: 7.3406; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.8572; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0569; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:34:20,585 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 +2025-05-12 20:35:26,912 - INFO - Training: cls_zice: 15.82663351535797; reg_zipnll: 43.63995965957642; aux_mae_loss_1: 21.547298707962035; aux_mae_loss_2: 3.277491320371628; aux_mae_loss_4: 0.5452892005443573; cnt_loss: 4.0377397632598875; +2025-05-12 20:35:26,913 - INFO - Evaluation: +Curr mae: 8.1402; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.6846; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0688; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:35:26,913 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 +2025-05-12 20:36:32,969 - INFO - Training: cls_zice: 14.29837905406952; reg_zipnll: 46.556928901672364; aux_mae_loss_1: 20.351052665710448; aux_mae_loss_2: 3.023969740867615; aux_mae_loss_4: 0.4823028513789177; cnt_loss: 3.401094987988472; +2025-05-12 20:36:32,970 - INFO - Evaluation: +Curr mae: 6.5836; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3977; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0518; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:36:32,970 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 +2025-05-12 20:37:38,800 - INFO - Training: cls_zice: 13.517546062469483; reg_zipnll: 49.50666069030762; aux_mae_loss_1: 20.45992820739746; aux_mae_loss_2: 3.0633125710487366; aux_mae_loss_4: 0.5051131036877632; cnt_loss: 3.480800368785858; +2025-05-12 20:37:38,802 - INFO - Evaluation: +Curr mae: 7.2146; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9985; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0559; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:37:38,802 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 +2025-05-12 20:38:44,556 - INFO - Training: cls_zice: 14.268234114646912; reg_zipnll: 45.574838943481446; aux_mae_loss_1: 20.36887956619263; aux_mae_loss_2: 3.034662094116211; aux_mae_loss_4: 0.4796894496679306; cnt_loss: 3.062711714506149; +2025-05-12 20:38:44,557 - INFO - Evaluation: +Curr mae: 6.9032; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8432; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0549; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:38:44,557 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 +2025-05-12 20:39:50,292 - INFO - Training: cls_zice: 14.293058185577392; reg_zipnll: 47.23780181884766; aux_mae_loss_1: 20.693015613555907; aux_mae_loss_2: 3.096662213802338; aux_mae_loss_4: 0.5015340167284011; cnt_loss: 3.4298593044281005; +2025-05-12 20:39:50,293 - INFO - Evaluation: +Curr mae: 8.5896; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.5234; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0675; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:39:50,293 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 +2025-05-12 20:40:55,964 - INFO - Training: cls_zice: 14.267579278945924; reg_zipnll: 47.44036575317383; aux_mae_loss_1: 20.21927978515625; aux_mae_loss_2: 2.9779548168182375; aux_mae_loss_4: 0.4760980734229088; cnt_loss: 2.990105435848236; +2025-05-12 20:40:55,965 - INFO - Evaluation: +Curr mae: 7.0470; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.4380; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0637; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:40:55,965 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 +2025-05-12 20:42:01,113 - INFO - Training: cls_zice: 14.923880515098572; reg_zipnll: 48.302784271240235; aux_mae_loss_1: 21.152747859954832; aux_mae_loss_2: 3.1650126123428346; aux_mae_loss_4: 0.4931259295344353; cnt_loss: 3.125002369880676; +2025-05-12 20:42:01,114 - INFO - Evaluation: +Curr mae: 6.9119; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.6326; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0547; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:42:01,115 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 +2025-05-12 20:43:06,358 - INFO - Training: cls_zice: 13.842070217132568; reg_zipnll: 47.14341735839844; aux_mae_loss_1: 19.943660411834717; aux_mae_loss_2: 3.0056998920440674; aux_mae_loss_4: 0.49472896873950956; cnt_loss: 3.4546165907382966; +2025-05-12 20:43:06,360 - INFO - Evaluation: +Curr mae: 8.1044; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.1755; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0734; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:43:06,360 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 +2025-05-12 20:44:12,054 - INFO - Training: cls_zice: 14.169221816062928; reg_zipnll: 45.77464246749878; aux_mae_loss_1: 20.30427212715149; aux_mae_loss_2: 3.0334669053554535; aux_mae_loss_4: 0.485707560479641; cnt_loss: 2.9586459374427796; +2025-05-12 20:44:12,056 - INFO - Evaluation: +Curr mae: 7.1404; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2810; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0547; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:44:12,057 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 +2025-05-12 20:45:17,742 - INFO - Training: cls_zice: 13.735380725860596; reg_zipnll: 48.01314208984375; aux_mae_loss_1: 20.18005159378052; aux_mae_loss_2: 3.0432571601867675; aux_mae_loss_4: 0.48377601146697996; cnt_loss: 3.377513797283173; +2025-05-12 20:45:17,743 - INFO - Evaluation: +Curr mae: 7.7402; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.3713; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0612; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:45:17,744 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 +2025-05-12 20:46:23,126 - INFO - Training: cls_zice: 15.930104904174804; reg_zipnll: 47.33004627227783; aux_mae_loss_1: 21.701075468063355; aux_mae_loss_2: 3.2373206782341004; aux_mae_loss_4: 0.5204901933670044; cnt_loss: 3.3434943914413453; +2025-05-12 20:46:23,128 - INFO - Evaluation: +Curr mae: 7.1321; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.7294; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0581; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:46:23,128 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 +2025-05-12 20:47:28,527 - INFO - Training: cls_zice: 13.732411518096924; reg_zipnll: 48.14184593200684; aux_mae_loss_1: 20.455643272399904; aux_mae_loss_2: 3.0605865573883055; aux_mae_loss_4: 0.4936975133419037; cnt_loss: 3.452363063097; +2025-05-12 20:47:28,528 - INFO - Evaluation: +Curr mae: 8.7754; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 15.4960; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0696; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:47:28,528 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 +2025-05-12 20:48:33,795 - INFO - Training: cls_zice: 14.493175601959228; reg_zipnll: 48.68206104278565; aux_mae_loss_1: 20.91713975906372; aux_mae_loss_2: 3.1694933724403382; aux_mae_loss_4: 0.52367691218853; cnt_loss: 4.235472571849823; +2025-05-12 20:48:33,797 - INFO - Evaluation: +Curr mae: 7.1424; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.5460; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0581; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:48:33,797 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 +2025-05-12 20:49:39,555 - INFO - Training: cls_zice: 13.502102808952332; reg_zipnll: 45.98976879119873; aux_mae_loss_1: 19.577849884033203; aux_mae_loss_2: 2.9899702143669127; aux_mae_loss_4: 0.5028310245275498; cnt_loss: 3.7991140580177305; +2025-05-12 20:49:39,557 - INFO - Evaluation: +Curr mae: 8.3307; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2783; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0719; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:49:39,557 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 +2025-05-12 20:50:44,797 - INFO - Training: cls_zice: 14.572700271606445; reg_zipnll: 48.402303276062014; aux_mae_loss_1: 20.664061527252198; aux_mae_loss_2: 3.097990415096283; aux_mae_loss_4: 0.4970131918787956; cnt_loss: 3.1888544583320617; +2025-05-12 20:50:44,798 - INFO - Evaluation: +Curr mae: 6.4279; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.6317; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0519; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:50:44,798 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 +2025-05-12 20:51:50,815 - INFO - Training: cls_zice: 15.092368063926697; reg_zipnll: 47.74993782043457; aux_mae_loss_1: 21.063385162353516; aux_mae_loss_2: 3.2233316802978518; aux_mae_loss_4: 0.5369758188724518; cnt_loss: 3.9334302520751954; +2025-05-12 20:51:50,817 - INFO - Evaluation: +Curr mae: 7.0844; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7786; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0542; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:51:50,817 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 +2025-05-12 20:52:56,259 - INFO - Training: cls_zice: 14.605753951072693; reg_zipnll: 47.07322803497314; aux_mae_loss_1: 20.631298217773438; aux_mae_loss_2: 3.1058487582206724; aux_mae_loss_4: 0.5010178211331368; cnt_loss: 3.3626380455493927; +2025-05-12 20:52:56,261 - INFO - Evaluation: +Curr mae: 7.8120; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.6462; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0630; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:52:56,261 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 +2025-05-12 20:54:02,004 - INFO - Training: cls_zice: 12.506107397079468; reg_zipnll: 47.10691425323486; aux_mae_loss_1: 20.052811737060548; aux_mae_loss_2: 2.9793380951881407; aux_mae_loss_4: 0.49734463423490527; cnt_loss: 3.4086473250389098; +2025-05-12 20:54:02,005 - INFO - Evaluation: +Curr mae: 6.5278; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9517; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0550; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:54:02,005 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 +2025-05-12 20:55:07,218 - INFO - Training: cls_zice: 13.80833731174469; reg_zipnll: 47.2079462814331; aux_mae_loss_1: 19.624842357635497; aux_mae_loss_2: 2.9913141560554504; aux_mae_loss_4: 0.48740697264671323; cnt_loss: 3.1465958380699157; +2025-05-12 20:55:07,219 - INFO - Evaluation: +Curr mae: 8.7955; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.9197; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0631; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:55:07,219 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 +2025-05-12 20:56:12,644 - INFO - Training: cls_zice: 13.757214956283569; reg_zipnll: 45.78138542175293; aux_mae_loss_1: 20.11047653198242; aux_mae_loss_2: 3.0271702337265016; aux_mae_loss_4: 0.4895226591825485; cnt_loss: 3.2730913960933687; +2025-05-12 20:56:12,645 - INFO - Evaluation: +Curr mae: 6.5095; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.0923; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0529; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:56:12,645 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 +2025-05-12 20:57:17,965 - INFO - Training: cls_zice: 13.33673330307007; reg_zipnll: 45.95340976715088; aux_mae_loss_1: 19.740952730178833; aux_mae_loss_2: 2.990124409198761; aux_mae_loss_4: 0.4807718729972839; cnt_loss: 3.262863132953644; +2025-05-12 20:57:17,966 - INFO - Evaluation: +Curr mae: 7.6749; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5048; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0599; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:57:17,967 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 +2025-05-12 20:58:23,986 - INFO - Training: cls_zice: 14.904653704166412; reg_zipnll: 48.81629892349243; aux_mae_loss_1: 20.85329999923706; aux_mae_loss_2: 3.0826611804962156; aux_mae_loss_4: 0.49973348587751387; cnt_loss: 3.5714096355438234; +2025-05-12 20:58:23,988 - INFO - Evaluation: +Curr mae: 6.7488; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5151; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0537; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:58:23,988 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 +2025-05-12 20:59:29,329 - INFO - Training: cls_zice: 13.532181057929993; reg_zipnll: 49.27387729644775; aux_mae_loss_1: 19.849372367858887; aux_mae_loss_2: 2.9300116205215456; aux_mae_loss_4: 0.46085854202508925; cnt_loss: 2.7529174876213074; +2025-05-12 20:59:29,331 - INFO - Evaluation: +Curr mae: 6.8404; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0139; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0544; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 20:59:29,331 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 +2025-05-12 21:00:34,772 - INFO - Training: cls_zice: 14.516833615303039; reg_zipnll: 48.47958644866944; aux_mae_loss_1: 20.595057163238526; aux_mae_loss_2: 3.1377119874954222; aux_mae_loss_4: 0.5179082816839218; cnt_loss: 3.660141797065735; +2025-05-12 21:00:34,773 - INFO - Evaluation: +Curr mae: 6.0171; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.4092; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0493; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:00:34,773 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 +2025-05-12 21:01:39,940 - INFO - Training: cls_zice: 14.939154844284058; reg_zipnll: 47.86482357025147; aux_mae_loss_1: 21.14290696144104; aux_mae_loss_2: 3.1471502709388735; aux_mae_loss_4: 0.5001792910695076; cnt_loss: 2.8992324328422545; +2025-05-12 21:01:39,941 - INFO - Evaluation: +Curr mae: 6.7202; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.3948; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0533; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:01:39,941 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 +2025-05-12 21:02:45,622 - INFO - Training: cls_zice: 14.459121778011323; reg_zipnll: 48.68487216949463; aux_mae_loss_1: 20.24300181388855; aux_mae_loss_2: 3.0409875607490537; aux_mae_loss_4: 0.4973889204859734; cnt_loss: 3.7387734234333037; +2025-05-12 21:02:45,623 - INFO - Evaluation: +Curr mae: 6.7596; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3270; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0551; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:02:45,623 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 +2025-05-12 21:03:50,959 - INFO - Training: cls_zice: 13.697902076244354; reg_zipnll: 45.909742012023926; aux_mae_loss_1: 20.106841526031495; aux_mae_loss_2: 2.9947880578041075; aux_mae_loss_4: 0.4792288252711296; cnt_loss: 3.2694027745723724; +2025-05-12 21:03:50,960 - INFO - Evaluation: +Curr mae: 7.2462; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2063; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7621; +Curr nae: 0.0542; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:03:50,960 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 +2025-05-12 21:04:56,304 - INFO - Training: cls_zice: 13.410691559314728; reg_zipnll: 48.14315162658691; aux_mae_loss_1: 19.797025833129883; aux_mae_loss_2: 2.9043381428718567; aux_mae_loss_4: 0.4515009719133377; cnt_loss: 2.7311000776290895; +2025-05-12 21:05:03,941 - INFO - Evaluation: +Curr mae: 6.0720; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 9.7596; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0486; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:05:03,941 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 +2025-05-12 21:06:09,063 - INFO - Training: cls_zice: 13.266440167427064; reg_zipnll: 48.56620796203613; aux_mae_loss_1: 19.235090408325195; aux_mae_loss_2: 2.9021851801872254; aux_mae_loss_4: 0.4690076732635498; cnt_loss: 3.005991884469986; +2025-05-12 21:06:09,064 - INFO - Evaluation: +Curr mae: 6.8931; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8841; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0563; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:06:09,065 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 +2025-05-12 21:07:14,849 - INFO - Training: cls_zice: 14.339850716590881; reg_zipnll: 46.39392948150635; aux_mae_loss_1: 20.393063163757326; aux_mae_loss_2: 2.995394024848938; aux_mae_loss_4: 0.4760424655675888; cnt_loss: 3.1319326424598692; +2025-05-12 21:07:14,850 - INFO - Evaluation: +Curr mae: 6.6544; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.6134; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0552; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:07:14,850 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 +2025-05-12 21:08:20,499 - INFO - Training: cls_zice: 14.533628871440888; reg_zipnll: 45.212236137390136; aux_mae_loss_1: 19.51700047492981; aux_mae_loss_2: 2.948888304233551; aux_mae_loss_4: 0.47218610167503355; cnt_loss: 3.3941839653253556; +2025-05-12 21:08:20,501 - INFO - Evaluation: +Curr mae: 8.0163; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.4244; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0632; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:08:20,501 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 +2025-05-12 21:09:25,991 - INFO - Training: cls_zice: 14.27121497631073; reg_zipnll: 46.42324481964111; aux_mae_loss_1: 20.011707096099855; aux_mae_loss_2: 3.015389575958252; aux_mae_loss_4: 0.4937130472064018; cnt_loss: 3.195631343126297; +2025-05-12 21:09:25,993 - INFO - Evaluation: +Curr mae: 7.9057; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.6638; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0651; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:09:25,993 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 +2025-05-12 21:10:31,654 - INFO - Training: cls_zice: 13.706917035579682; reg_zipnll: 46.298798389434815; aux_mae_loss_1: 19.35052267074585; aux_mae_loss_2: 2.8999628734588625; aux_mae_loss_4: 0.4751896730065346; cnt_loss: 3.3452123522758486; +2025-05-12 21:10:31,656 - INFO - Evaluation: +Curr mae: 7.0508; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4002; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0574; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:10:31,656 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 +2025-05-12 21:11:37,329 - INFO - Training: cls_zice: 14.538145370483399; reg_zipnll: 44.70888851165771; aux_mae_loss_1: 19.780023164749146; aux_mae_loss_2: 3.013114309310913; aux_mae_loss_4: 0.5030089527368545; cnt_loss: 3.3715295433998107; +2025-05-12 21:11:37,331 - INFO - Evaluation: +Curr mae: 6.7854; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8743; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0527; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:11:37,331 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 +2025-05-12 21:12:42,662 - INFO - Training: cls_zice: 13.970385761260987; reg_zipnll: 47.442004699707034; aux_mae_loss_1: 19.312361946105955; aux_mae_loss_2: 2.8514057302474978; aux_mae_loss_4: 0.4497941279411316; cnt_loss: 3.058982310295105; +2025-05-12 21:12:42,663 - INFO - Evaluation: +Curr mae: 7.1709; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2235; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0562; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:12:42,663 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 +2025-05-12 21:13:48,295 - INFO - Training: cls_zice: 13.611300387382506; reg_zipnll: 47.60828269958496; aux_mae_loss_1: 19.61490732192993; aux_mae_loss_2: 2.965420515537262; aux_mae_loss_4: 0.4776758337020874; cnt_loss: 3.1712742161750795; +2025-05-12 21:13:48,297 - INFO - Evaluation: +Curr mae: 6.9165; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3983; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0550; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:13:48,297 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 +2025-05-12 21:14:53,678 - INFO - Training: cls_zice: 14.711987204551697; reg_zipnll: 46.20415966033936; aux_mae_loss_1: 19.458777046203615; aux_mae_loss_2: 2.8904846930503845; aux_mae_loss_4: 0.45677164137363435; cnt_loss: 2.7852843606472018; +2025-05-12 21:14:53,679 - INFO - Evaluation: +Curr mae: 7.9105; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.1895; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0598; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:14:53,680 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 +2025-05-12 21:15:59,200 - INFO - Training: cls_zice: 13.767899715900421; reg_zipnll: 47.09627017974854; aux_mae_loss_1: 19.309388122558595; aux_mae_loss_2: 2.8861066031455995; aux_mae_loss_4: 0.4537672609090805; cnt_loss: 2.8871391451358797; +2025-05-12 21:15:59,201 - INFO - Evaluation: +Curr mae: 7.6721; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.6623; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0591; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:15:59,201 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 +2025-05-12 21:17:04,346 - INFO - Training: cls_zice: 13.588132104873658; reg_zipnll: 45.17063106536865; aux_mae_loss_1: 19.495198345184328; aux_mae_loss_2: 2.916881458759308; aux_mae_loss_4: 0.458738759458065; cnt_loss: 3.0278283488750457; +2025-05-12 21:17:04,348 - INFO - Evaluation: +Curr mae: 6.8611; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0531; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0532; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:17:04,348 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 +2025-05-12 21:18:09,532 - INFO - Training: cls_zice: 12.282789793014526; reg_zipnll: 45.10135692596435; aux_mae_loss_1: 18.248319664001464; aux_mae_loss_2: 2.7626416373252867; aux_mae_loss_4: 0.45175534307956694; cnt_loss: 3.3574400365352632; +2025-05-12 21:18:09,533 - INFO - Evaluation: +Curr mae: 6.8077; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.4019; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0511; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:18:09,533 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 +2025-05-12 21:19:15,123 - INFO - Training: cls_zice: 14.367496304512024; reg_zipnll: 44.36195339202881; aux_mae_loss_1: 19.7238134765625; aux_mae_loss_2: 3.0266182613372803; aux_mae_loss_4: 0.5026151037216187; cnt_loss: 3.533082916736603; +2025-05-12 21:19:15,124 - INFO - Evaluation: +Curr mae: 7.4720; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.7347; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0560; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:19:15,124 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 +2025-05-12 21:20:20,309 - INFO - Training: cls_zice: 14.478764061927796; reg_zipnll: 44.55621910095215; aux_mae_loss_1: 20.14030041694641; aux_mae_loss_2: 2.9680816638469696; aux_mae_loss_4: 0.48349841982126235; cnt_loss: 3.1975409245491027; +2025-05-12 21:20:20,311 - INFO - Evaluation: +Curr mae: 7.3508; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.4824; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0588; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:20:20,311 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 +2025-05-12 21:21:25,498 - INFO - Training: cls_zice: 14.724526009559632; reg_zipnll: 48.705322341918944; aux_mae_loss_1: 20.484956512451173; aux_mae_loss_2: 3.033818607330322; aux_mae_loss_4: 0.4829773613810539; cnt_loss: 3.0122658121585846; +2025-05-12 21:21:25,499 - INFO - Evaluation: +Curr mae: 6.4161; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9720; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0510; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:21:25,499 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 +2025-05-12 21:22:31,142 - INFO - Training: cls_zice: 13.158471450805663; reg_zipnll: 44.23220401763916; aux_mae_loss_1: 18.443144721984865; aux_mae_loss_2: 2.74778813123703; aux_mae_loss_4: 0.4416906088590622; cnt_loss: 3.0782891857624053; +2025-05-12 21:22:31,144 - INFO - Evaluation: +Curr mae: 7.1514; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.0848; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0558; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:22:31,144 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 +2025-05-12 21:23:36,729 - INFO - Training: cls_zice: 13.856081879138946; reg_zipnll: 47.07114547729492; aux_mae_loss_1: 19.143360176086425; aux_mae_loss_2: 2.8384644865989683; aux_mae_loss_4: 0.4418332251906395; cnt_loss: 2.727031010389328; +2025-05-12 21:23:36,730 - INFO - Evaluation: +Curr mae: 6.9069; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5686; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0515; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:23:36,730 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 +2025-05-12 21:24:42,240 - INFO - Training: cls_zice: 13.623626804351806; reg_zipnll: 43.95806648254395; aux_mae_loss_1: 19.547331123352052; aux_mae_loss_2: 2.9002803230285643; aux_mae_loss_4: 0.47147708415985107; cnt_loss: 2.998348436355591; +2025-05-12 21:24:42,241 - INFO - Evaluation: +Curr mae: 7.4406; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.0412; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0603; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:24:42,241 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 +2025-05-12 21:25:47,251 - INFO - Training: cls_zice: 13.087697825431825; reg_zipnll: 45.20860614776611; aux_mae_loss_1: 18.820903568267823; aux_mae_loss_2: 2.7494579935073853; aux_mae_loss_4: 0.44028432339429857; cnt_loss: 2.805139870643616; +2025-05-12 21:25:47,252 - INFO - Evaluation: +Curr mae: 6.8142; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.0415; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0553; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:25:47,252 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 +2025-05-12 21:26:52,690 - INFO - Training: cls_zice: 14.004071764945984; reg_zipnll: 46.21384826660156; aux_mae_loss_1: 19.502990283966064; aux_mae_loss_2: 2.919902365207672; aux_mae_loss_4: 0.46328186959028245; cnt_loss: 2.723556720018387; +2025-05-12 21:26:52,692 - INFO - Evaluation: +Curr mae: 6.3050; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.5117; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0513; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:27:22,772 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 +2025-05-12 21:28:36,056 - INFO - Training: cls_zice: 13.223900570869446; reg_zipnll: 44.68693500518799; aux_mae_loss_1: 18.986139526367186; aux_mae_loss_2: 2.905804228782654; aux_mae_loss_4: 0.4808595266938209; cnt_loss: 3.455454035997391; +2025-05-12 21:28:36,058 - INFO - Evaluation: +Curr mae: 11.3685; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 18.0160; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0815; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:28:36,058 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 +2025-05-12 21:29:42,616 - INFO - Training: cls_zice: 14.695967893600464; reg_zipnll: 45.521192207336426; aux_mae_loss_1: 19.90824529647827; aux_mae_loss_2: 2.9345678377151487; aux_mae_loss_4: 0.4666878300905228; cnt_loss: 3.011905262470245; +2025-05-12 21:29:42,617 - INFO - Evaluation: +Curr mae: 6.7816; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.5858; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0597; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:29:42,617 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 +2025-05-12 21:30:49,773 - INFO - Training: cls_zice: 14.251874401569367; reg_zipnll: 44.5319063949585; aux_mae_loss_1: 20.15040153503418; aux_mae_loss_2: 3.0836220002174377; aux_mae_loss_4: 0.5213642433285713; cnt_loss: 3.69929882645607; +2025-05-12 21:30:49,774 - INFO - Evaluation: +Curr mae: 8.6948; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 14.7252; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0614; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:30:49,774 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 +2025-05-12 21:32:51,637 - INFO - Training: cls_zice: 13.502729110717773; reg_zipnll: 46.42256996154785; aux_mae_loss_1: 18.587527866363526; aux_mae_loss_2: 2.7130673861503602; aux_mae_loss_4: 0.43740122497081757; cnt_loss: 2.8026349687576295; +2025-05-12 21:32:51,638 - INFO - Evaluation: +Curr mae: 6.2796; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.4144; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0514; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:32:51,638 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 +2025-05-12 21:33:58,160 - INFO - Training: cls_zice: 13.03209591627121; reg_zipnll: 45.74028697967529; aux_mae_loss_1: 18.490253887176515; aux_mae_loss_2: 2.6888240337371827; aux_mae_loss_4: 0.4251485615968704; cnt_loss: 2.8287925267219545; +2025-05-12 21:33:58,161 - INFO - Evaluation: +Curr mae: 6.6615; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.1410; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0534; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:33:58,162 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 +2025-05-12 21:35:15,308 - INFO - Training: cls_zice: 13.558459231853485; reg_zipnll: 44.22540554046631; aux_mae_loss_1: 19.34852876663208; aux_mae_loss_2: 2.8578428173065187; aux_mae_loss_4: 0.45967789113521573; cnt_loss: 2.8343501818180084; +2025-05-12 21:35:15,309 - INFO - Evaluation: +Curr mae: 7.4985; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2068; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0604; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:35:15,309 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 +2025-05-12 21:36:23,437 - INFO - Training: cls_zice: 14.859937171936036; reg_zipnll: 45.5790514755249; aux_mae_loss_1: 19.615458126068116; aux_mae_loss_2: 2.887595136165619; aux_mae_loss_4: 0.47146255016326905; cnt_loss: 3.362457801103592; +2025-05-12 21:36:23,439 - INFO - Evaluation: +Curr mae: 7.7225; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.3974; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0580; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:36:23,439 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 +2025-05-12 21:37:43,522 - INFO - Training: cls_zice: 14.215991790294646; reg_zipnll: 46.54254695892334; aux_mae_loss_1: 19.03142865180969; aux_mae_loss_2: 2.77552481174469; aux_mae_loss_4: 0.4452321180701256; cnt_loss: 2.922648935317993; +2025-05-12 21:37:43,524 - INFO - Evaluation: +Curr mae: 6.9161; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2004; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0546; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:37:43,524 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 +2025-05-12 21:39:28,949 - INFO - Training: cls_zice: 12.954659044742584; reg_zipnll: 45.561733932495116; aux_mae_loss_1: 18.60445240020752; aux_mae_loss_2: 2.7538213205337523; aux_mae_loss_4: 0.44717426151037215; cnt_loss: 3.0071648395061494; +2025-05-12 21:39:28,951 - INFO - Evaluation: +Curr mae: 7.4503; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2127; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0597; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:39:28,952 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 +2025-05-12 21:40:34,282 - INFO - Training: cls_zice: 12.302017602920532; reg_zipnll: 45.605295944213864; aux_mae_loss_1: 17.57696590423584; aux_mae_loss_2: 2.6382195925712586; aux_mae_loss_4: 0.4324475547671318; cnt_loss: 2.835743610858917; +2025-05-12 21:40:34,283 - INFO - Evaluation: +Curr mae: 6.9174; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7071; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0559; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:40:34,283 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 +2025-05-12 21:41:40,693 - INFO - Training: cls_zice: 12.998772931098937; reg_zipnll: 45.20247329711914; aux_mae_loss_1: 18.71864309310913; aux_mae_loss_2: 2.84937176823616; aux_mae_loss_4: 0.471071742773056; cnt_loss: 3.505302214026451; +2025-05-12 21:41:40,694 - INFO - Evaluation: +Curr mae: 6.6108; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9445; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0563; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:41:40,695 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 +2025-05-12 21:42:47,136 - INFO - Training: cls_zice: 13.233478255271912; reg_zipnll: 44.89228000640869; aux_mae_loss_1: 18.972361736297607; aux_mae_loss_2: 2.839470751285553; aux_mae_loss_4: 0.4521801209449768; cnt_loss: 2.818280462026596; +2025-05-12 21:42:47,137 - INFO - Evaluation: +Curr mae: 6.5465; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.6447; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0516; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:42:47,137 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 +2025-05-12 21:43:53,295 - INFO - Training: cls_zice: 13.336563975811005; reg_zipnll: 45.17576610565185; aux_mae_loss_1: 18.702362842559815; aux_mae_loss_2: 2.7334014987945556; aux_mae_loss_4: 0.43344802021980283; cnt_loss: 2.8436509132385255; +2025-05-12 21:43:53,297 - INFO - Evaluation: +Curr mae: 6.4419; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8154; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0513; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:43:53,297 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 +2025-05-12 21:44:59,531 - INFO - Training: cls_zice: 13.486929121017456; reg_zipnll: 43.49320182800293; aux_mae_loss_1: 19.213826484680176; aux_mae_loss_2: 2.8597116017341615; aux_mae_loss_4: 0.45730223327875136; cnt_loss: 2.757362265586853; +2025-05-12 21:44:59,533 - INFO - Evaluation: +Curr mae: 6.9726; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.7288; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0567; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:44:59,534 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 +2025-05-12 21:46:04,960 - INFO - Training: cls_zice: 13.860039939880371; reg_zipnll: 43.97981397628784; aux_mae_loss_1: 19.208263912200927; aux_mae_loss_2: 2.9597859287261965; aux_mae_loss_4: 0.49303569555282595; cnt_loss: 3.6992301988601684; +2025-05-12 21:46:04,961 - INFO - Evaluation: +Curr mae: 6.9558; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9055; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0546; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:46:04,961 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 +2025-05-12 21:47:10,633 - INFO - Training: cls_zice: 12.564012196063995; reg_zipnll: 45.061160240173336; aux_mae_loss_1: 17.537875452041625; aux_mae_loss_2: 2.6270216262340544; aux_mae_loss_4: 0.41126271784305574; cnt_loss: 2.5887853288650513; +2025-05-12 21:47:10,634 - INFO - Evaluation: +Curr mae: 6.8182; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3389; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0548; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:47:10,634 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 +2025-05-12 21:48:16,229 - INFO - Training: cls_zice: 13.235390958786011; reg_zipnll: 46.27383228302002; aux_mae_loss_1: 18.749646682739257; aux_mae_loss_2: 2.8039196228981016; aux_mae_loss_4: 0.43799318075180055; cnt_loss: 2.7967314863204957; +2025-05-12 21:48:16,230 - INFO - Evaluation: +Curr mae: 6.7395; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0330; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0567; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:48:16,230 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 +2025-05-12 21:49:21,552 - INFO - Training: cls_zice: 12.29979172706604; reg_zipnll: 45.119630870819094; aux_mae_loss_1: 17.152212696075438; aux_mae_loss_2: 2.5751017236709597; aux_mae_loss_4: 0.40897614300251006; cnt_loss: 2.660003992319107; +2025-05-12 21:49:21,553 - INFO - Evaluation: +Curr mae: 6.0835; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.1202; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0499; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:49:21,553 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 +2025-05-12 21:50:27,029 - INFO - Training: cls_zice: 13.196612615585327; reg_zipnll: 45.724841613769534; aux_mae_loss_1: 18.25719964981079; aux_mae_loss_2: 2.6858623123168943; aux_mae_loss_4: 0.43083177238702774; cnt_loss: 2.6895506739616395; +2025-05-12 21:50:27,030 - INFO - Evaluation: +Curr mae: 6.8227; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.1189; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0536; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:50:27,030 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 +2025-05-12 21:51:32,439 - INFO - Training: cls_zice: 13.28794285774231; reg_zipnll: 44.39129077911377; aux_mae_loss_1: 18.264699935913086; aux_mae_loss_2: 2.639318389892578; aux_mae_loss_4: 0.4366939786076546; cnt_loss: 2.7617654001712797; +2025-05-12 21:51:32,440 - INFO - Evaluation: +Curr mae: 6.8031; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.5058; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0529; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:51:32,440 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 +2025-05-12 21:52:37,841 - INFO - Training: cls_zice: 12.431441502571106; reg_zipnll: 42.767282371521; aux_mae_loss_1: 17.746023874282837; aux_mae_loss_2: 2.659538245201111; aux_mae_loss_4: 0.4283869752287865; cnt_loss: 2.505055048465729; +2025-05-12 21:52:37,842 - INFO - Evaluation: +Curr mae: 6.7765; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4236; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0548; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:52:37,842 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 +2025-05-12 21:53:43,114 - INFO - Training: cls_zice: 13.74146357536316; reg_zipnll: 44.9004801940918; aux_mae_loss_1: 19.103479537963867; aux_mae_loss_2: 2.8462269258499147; aux_mae_loss_4: 0.4488896811008453; cnt_loss: 2.818723373413086; +2025-05-12 21:53:43,115 - INFO - Evaluation: +Curr mae: 6.3452; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.5465; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0520; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:53:43,115 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 +2025-05-12 21:54:48,661 - INFO - Training: cls_zice: 12.82706738948822; reg_zipnll: 44.043006343841554; aux_mae_loss_1: 17.746770000457765; aux_mae_loss_2: 2.625292158126831; aux_mae_loss_4: 0.4233537575602531; cnt_loss: 2.8225563764572144; +2025-05-12 21:54:48,663 - INFO - Evaluation: +Curr mae: 6.7604; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.1772; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0509; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:54:48,663 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 +2025-05-12 21:55:53,896 - INFO - Training: cls_zice: 12.670536696910858; reg_zipnll: 41.01121295928955; aux_mae_loss_1: 17.42045169830322; aux_mae_loss_2: 2.679554648399353; aux_mae_loss_4: 0.4295813453197479; cnt_loss: 2.8541091799736025; +2025-05-12 21:55:53,897 - INFO - Evaluation: +Curr mae: 7.8704; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.9185; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0589; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:55:53,897 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 +2025-05-12 21:56:59,195 - INFO - Training: cls_zice: 13.360020110607147; reg_zipnll: 44.8218755531311; aux_mae_loss_1: 18.330026750564574; aux_mae_loss_2: 2.7466638350486754; aux_mae_loss_4: 0.4392081367969513; cnt_loss: 3.0165124142169955; +2025-05-12 21:56:59,197 - INFO - Evaluation: +Curr mae: 6.5424; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.6772; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0494; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:56:59,197 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 +2025-05-12 21:58:04,700 - INFO - Training: cls_zice: 12.926416895389558; reg_zipnll: 44.53619594573975; aux_mae_loss_1: 18.194517288208008; aux_mae_loss_2: 2.717226641178131; aux_mae_loss_4: 0.4368209308385849; cnt_loss: 2.7459883058071135; +2025-05-12 21:58:04,702 - INFO - Evaluation: +Curr mae: 6.9792; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.3835; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0535; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:58:04,702 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 +2025-05-12 21:59:10,165 - INFO - Training: cls_zice: 11.74928420305252; reg_zipnll: 42.255237350463865; aux_mae_loss_1: 16.9667218208313; aux_mae_loss_2: 2.4969021463394165; aux_mae_loss_4: 0.3934640026092529; cnt_loss: 2.3993357932567596; +2025-05-12 21:59:10,166 - INFO - Evaluation: +Curr mae: 7.0936; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.0843; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0545; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 21:59:10,166 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 +2025-05-12 22:00:15,699 - INFO - Training: cls_zice: 13.339942705631255; reg_zipnll: 41.96509757995605; aux_mae_loss_1: 17.999310359954833; aux_mae_loss_2: 2.6470011639595032; aux_mae_loss_4: 0.41639894306659697; cnt_loss: 2.453557651042938; +2025-05-12 22:00:15,700 - INFO - Evaluation: +Curr mae: 6.4301; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.7038; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0491; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 22:00:15,700 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 +2025-05-12 22:01:20,934 - INFO - Training: cls_zice: 13.646354625225067; reg_zipnll: 46.758305854797364; aux_mae_loss_1: 18.873036737442018; aux_mae_loss_2: 2.8189634668827055; aux_mae_loss_4: 0.4527698773145676; cnt_loss: 2.8871955370903013; +2025-05-12 22:01:20,936 - INFO - Evaluation: +Curr mae: 7.0860; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9747; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0560; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 22:01:20,936 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 +2025-05-12 22:02:26,442 - INFO - Training: cls_zice: 13.536204633712769; reg_zipnll: 46.333661575317386; aux_mae_loss_1: 18.53021306991577; aux_mae_loss_2: 2.756566495895386; aux_mae_loss_4: 0.43394642174243925; cnt_loss: 2.68351398229599; +2025-05-12 22:02:26,444 - INFO - Evaluation: +Curr mae: 7.0493; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7027; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0534; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 22:02:26,444 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 +2025-05-12 22:03:31,647 - INFO - Training: cls_zice: 12.67014719247818; reg_zipnll: 42.92118000030518; aux_mae_loss_1: 18.18438879966736; aux_mae_loss_2: 2.6321180510520934; aux_mae_loss_4: 0.4152089342474937; cnt_loss: 2.344146809577942; +2025-05-12 22:03:31,649 - INFO - Evaluation: +Curr mae: 6.9138; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.5502; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0524; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 22:03:31,649 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 +2025-05-12 22:04:37,530 - INFO - Training: cls_zice: 12.324124970436095; reg_zipnll: 44.58008773803711; aux_mae_loss_1: 18.16120792388916; aux_mae_loss_2: 2.660417923927307; aux_mae_loss_4: 0.4148894131183624; cnt_loss: 2.5265146362781525; +2025-05-12 22:04:37,531 - INFO - Evaluation: +Curr mae: 7.3749; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7812; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0598; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 22:04:37,531 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 +2025-05-12 22:07:28,841 - INFO - Training: cls_zice: 12.160343856811524; reg_zipnll: 42.934083786010746; aux_mae_loss_1: 17.439255657196046; aux_mae_loss_2: 2.6098391699790953; aux_mae_loss_4: 0.4127625292539597; cnt_loss: 2.3051360130310057; +2025-05-12 22:07:28,842 - INFO - Evaluation: +Curr mae: 6.8953; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.3223; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0541; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 22:07:28,842 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 +2025-05-12 22:08:44,429 - INFO - Training: cls_zice: 11.976071095466613; reg_zipnll: 44.873848342895506; aux_mae_loss_1: 16.364747066497802; aux_mae_loss_2: 2.442522847652435; aux_mae_loss_4: 0.38164678663015367; cnt_loss: 2.313586618900299; +2025-05-12 22:08:44,431 - INFO - Evaluation: +Curr mae: 6.5948; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.9903; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0501; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 22:08:44,431 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 +2025-05-12 22:09:55,035 - INFO - Training: cls_zice: 13.080207705497742; reg_zipnll: 41.267699756622314; aux_mae_loss_1: 18.015560655593873; aux_mae_loss_2: 2.6745997214317323; aux_mae_loss_4: 0.4242652541399002; cnt_loss: 2.726196953058243; +2025-05-12 22:09:55,036 - INFO - Evaluation: +Curr mae: 6.5678; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.4741; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0514; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 22:09:55,037 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 +2025-05-12 22:11:04,088 - INFO - Training: cls_zice: 13.01588838815689; reg_zipnll: 45.181313552856444; aux_mae_loss_1: 17.663912029266356; aux_mae_loss_2: 2.6580392384529112; aux_mae_loss_4: 0.4305303195118904; cnt_loss: 3.165168743133545; +2025-05-12 22:11:04,089 - INFO - Evaluation: +Curr mae: 7.1339; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.5737; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0521; Best nae: 0.0475; 0.0478; 0.0478; 0.0483; 0.0484; + + + +2025-05-12 22:11:04,089 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 +2025-05-12 22:12:17,046 - INFO - Training: cls_zice: 11.523310120105743; reg_zipnll: 47.887492179870605; aux_mae_loss_1: 16.840164756774904; aux_mae_loss_2: 2.479757192134857; aux_mae_loss_4: 0.39145672768354417; cnt_loss: 2.5001095592975617; +2025-05-12 22:12:22,345 - INFO - Evaluation: +Curr mae: 6.0452; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.2721; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0478; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:12:22,346 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 +2025-05-12 22:14:31,991 - INFO - Training: cls_zice: 12.588912739753724; reg_zipnll: 46.52568580627442; aux_mae_loss_1: 17.344278936386107; aux_mae_loss_2: 2.558474187850952; aux_mae_loss_4: 0.39745053023099897; cnt_loss: 2.5514392578601837; +2025-05-12 22:14:31,993 - INFO - Evaluation: +Curr mae: 6.9817; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.3969; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0502; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:14:31,993 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 +2025-05-12 22:15:38,704 - INFO - Training: cls_zice: 11.65325896501541; reg_zipnll: 44.09904861450195; aux_mae_loss_1: 17.052354354858398; aux_mae_loss_2: 2.5254548048973082; aux_mae_loss_4: 0.4083167812228203; cnt_loss: 2.348881528377533; +2025-05-12 22:15:38,705 - INFO - Evaluation: +Curr mae: 6.3971; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7289; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0506; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:15:38,705 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 +2025-05-12 22:16:44,976 - INFO - Training: cls_zice: 12.897539246082307; reg_zipnll: 44.2452112197876; aux_mae_loss_1: 17.787820024490358; aux_mae_loss_2: 2.64476193189621; aux_mae_loss_4: 0.40968573093414307; cnt_loss: 2.4462512350082397; +2025-05-12 22:16:44,977 - INFO - Evaluation: +Curr mae: 7.4887; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.3392; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0618; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:16:44,977 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 +2025-05-12 22:17:51,437 - INFO - Training: cls_zice: 12.002263326644897; reg_zipnll: 44.553864059448244; aux_mae_loss_1: 17.11665458679199; aux_mae_loss_2: 2.5554449462890627; aux_mae_loss_4: 0.4163677090406418; cnt_loss: 2.886764168739319; +2025-05-12 22:17:51,438 - INFO - Evaluation: +Curr mae: 7.1874; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.4878; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0514; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:17:51,439 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 +2025-05-12 22:18:57,253 - INFO - Training: cls_zice: 12.364027271270752; reg_zipnll: 45.29750080108643; aux_mae_loss_1: 17.53656509399414; aux_mae_loss_2: 2.5860114002227785; aux_mae_loss_4: 0.4175767490267754; cnt_loss: 2.662091591358185; +2025-05-12 22:18:57,255 - INFO - Evaluation: +Curr mae: 6.7929; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.7449; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0535; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:18:57,255 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 +2025-05-12 22:20:02,854 - INFO - Training: cls_zice: 12.364297068119049; reg_zipnll: 46.69896045684814; aux_mae_loss_1: 16.859232482910155; aux_mae_loss_2: 2.4820213651657106; aux_mae_loss_4: 0.390723939538002; cnt_loss: 2.3788111877441405; +2025-05-12 22:20:02,855 - INFO - Evaluation: +Curr mae: 7.1099; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.2260; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0541; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:20:02,855 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 +2025-05-12 22:21:08,483 - INFO - Training: cls_zice: 13.337244391441345; reg_zipnll: 44.78642208099365; aux_mae_loss_1: 18.78778666496277; aux_mae_loss_2: 2.7507408618927003; aux_mae_loss_4: 0.4356190711259842; cnt_loss: 2.5802449834346772; +2025-05-12 22:21:08,484 - INFO - Evaluation: +Curr mae: 6.4860; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3031; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0496; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:21:08,484 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 +2025-05-12 22:22:14,021 - INFO - Training: cls_zice: 12.470155260562898; reg_zipnll: 44.26802960395813; aux_mae_loss_1: 17.491467313766478; aux_mae_loss_2: 2.6257160818576812; aux_mae_loss_4: 0.4183808302879333; cnt_loss: 2.8272220611572267; +2025-05-12 22:22:14,023 - INFO - Evaluation: +Curr mae: 7.2393; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 12.7526; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0547; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:22:14,023 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 +2025-05-12 22:23:19,582 - INFO - Training: cls_zice: 12.471279640197753; reg_zipnll: 45.841844940185545; aux_mae_loss_1: 16.86626262664795; aux_mae_loss_2: 2.4699906086921692; aux_mae_loss_4: 0.38519621551036837; cnt_loss: 2.4991401088237764; +2025-05-12 22:23:19,583 - INFO - Evaluation: +Curr mae: 7.0457; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.3892; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0517; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:23:19,583 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 +2025-05-12 22:24:25,043 - INFO - Training: cls_zice: 12.105041494369507; reg_zipnll: 45.63055850982666; aux_mae_loss_1: 16.92351390838623; aux_mae_loss_2: 2.5066001987457276; aux_mae_loss_4: 0.394253796339035; cnt_loss: 2.2328306007385255; +2025-05-12 22:24:25,045 - INFO - Evaluation: +Curr mae: 6.6340; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3519; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0514; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:24:25,045 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 +2025-05-12 22:25:30,494 - INFO - Training: cls_zice: 12.370919592380524; reg_zipnll: 42.163729133605955; aux_mae_loss_1: 17.24829768180847; aux_mae_loss_2: 2.545752308368683; aux_mae_loss_4: 0.40109105259180067; cnt_loss: 2.3648483991622924; +2025-05-12 22:25:30,495 - INFO - Evaluation: +Curr mae: 7.1634; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8648; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0590; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:25:30,495 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 +2025-05-12 22:26:35,986 - INFO - Training: cls_zice: 12.58468947172165; reg_zipnll: 42.82495536804199; aux_mae_loss_1: 17.350183219909667; aux_mae_loss_2: 2.569225161075592; aux_mae_loss_4: 0.413356816470623; cnt_loss: 2.6839243364334107; +2025-05-12 22:26:35,987 - INFO - Evaluation: +Curr mae: 8.5678; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 13.5854; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0655; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:26:35,987 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 +2025-05-12 22:27:41,297 - INFO - Training: cls_zice: 11.688331565856934; reg_zipnll: 45.27086477279663; aux_mae_loss_1: 16.448455476760863; aux_mae_loss_2: 2.3689129757881164; aux_mae_loss_4: 0.36211608469486234; cnt_loss: 2.0405520713329315; +2025-05-12 22:27:41,299 - INFO - Evaluation: +Curr mae: 6.3899; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7111; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0497; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:28:01,500 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 +2025-05-12 22:29:06,218 - INFO - Training: cls_zice: 12.765929369926452; reg_zipnll: 46.46385272979737; aux_mae_loss_1: 17.558947010040285; aux_mae_loss_2: 2.543791754245758; aux_mae_loss_4: 0.3804177659749985; cnt_loss: 2.238706673383713; +2025-05-12 22:29:06,220 - INFO - Evaluation: +Curr mae: 6.5392; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.4935; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0528; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:29:06,220 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 +2025-05-12 22:30:12,964 - INFO - Training: cls_zice: 11.232196109294891; reg_zipnll: 42.95224605560303; aux_mae_loss_1: 16.195967330932618; aux_mae_loss_2: 2.3845024347305297; aux_mae_loss_4: 0.376640722155571; cnt_loss: 2.390681121349335; +2025-05-12 22:30:12,965 - INFO - Evaluation: +Curr mae: 6.6983; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.3951; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0528; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:30:12,965 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 +2025-05-12 22:31:19,717 - INFO - Training: cls_zice: 12.770633473396302; reg_zipnll: 45.42508178710938; aux_mae_loss_1: 17.395137586593627; aux_mae_loss_2: 2.5760141146183013; aux_mae_loss_4: 0.3998260295391083; cnt_loss: 2.390602160692215; +2025-05-12 22:31:19,718 - INFO - Evaluation: +Curr mae: 6.3556; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.1469; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0484; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:31:19,718 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 +2025-05-12 22:32:25,608 - INFO - Training: cls_zice: 11.814257545471191; reg_zipnll: 41.869437074661256; aux_mae_loss_1: 16.84815891265869; aux_mae_loss_2: 2.4665539729595185; aux_mae_loss_4: 0.39496579378843305; cnt_loss: 2.5286263144016266; +2025-05-12 22:32:25,608 - INFO - Evaluation: +Curr mae: 6.4295; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.3837; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0500; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:32:25,609 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 +2025-05-12 22:33:31,480 - INFO - Training: cls_zice: 12.602012362480163; reg_zipnll: 43.35715002059936; aux_mae_loss_1: 17.93036548614502; aux_mae_loss_2: 2.632838044166565; aux_mae_loss_4: 0.4075033989548683; cnt_loss: 2.2547190499305727; +2025-05-12 22:33:31,482 - INFO - Evaluation: +Curr mae: 6.7067; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.0624; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0524; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:33:31,482 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 +2025-05-12 22:34:37,462 - INFO - Training: cls_zice: 11.624093742370606; reg_zipnll: 40.755462074279784; aux_mae_loss_1: 16.97164577484131; aux_mae_loss_2: 2.5095910143852236; aux_mae_loss_4: 0.4024982452392578; cnt_loss: 2.3586903941631316; +2025-05-12 22:34:37,463 - INFO - Evaluation: +Curr mae: 6.2676; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.8857; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0503; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:34:37,463 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 +2025-05-12 22:35:42,825 - INFO - Training: cls_zice: 12.84082498550415; reg_zipnll: 42.35135953903198; aux_mae_loss_1: 17.73920768737793; aux_mae_loss_2: 2.6161674070358276; aux_mae_loss_4: 0.4263210436701775; cnt_loss: 2.813425529003143; +2025-05-12 22:35:42,826 - INFO - Evaluation: +Curr mae: 6.8815; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 11.2577; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0537; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:35:42,826 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 +2025-05-12 22:36:48,395 - INFO - Training: cls_zice: 10.941464700698852; reg_zipnll: 40.44104217529297; aux_mae_loss_1: 16.317950820922853; aux_mae_loss_2: 2.4625013947486876; aux_mae_loss_4: 0.3871446967124939; cnt_loss: 2.3421072220802306; +2025-05-12 22:36:48,396 - INFO - Evaluation: +Curr mae: 6.4242; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.3398; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0519; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:36:48,396 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 +2025-05-12 22:37:54,111 - INFO - Training: cls_zice: 11.683816809654235; reg_zipnll: 44.732250366210934; aux_mae_loss_1: 16.406392574310303; aux_mae_loss_2: 2.4210795283317568; aux_mae_loss_4: 0.3870252111554146; cnt_loss: 2.313362227678299; +2025-05-12 22:37:54,112 - INFO - Evaluation: +Curr mae: 6.8216; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9765; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0529; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:37:54,112 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 +2025-05-12 22:38:59,965 - INFO - Training: cls_zice: 11.83895357131958; reg_zipnll: 45.32937267303467; aux_mae_loss_1: 17.052411861419678; aux_mae_loss_2: 2.4724034118652343; aux_mae_loss_4: 0.39738270342350007; cnt_loss: 2.5259887409210204; +2025-05-12 22:38:59,966 - INFO - Evaluation: +Curr mae: 6.4043; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.7895; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0490; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0483; + + + +2025-05-12 22:38:59,967 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 +2025-05-12 22:40:05,547 - INFO - Training: cls_zice: 11.93032371520996; reg_zipnll: 43.81083076477051; aux_mae_loss_1: 17.051300678253174; aux_mae_loss_2: 2.5364093589782715; aux_mae_loss_4: 0.3930665418505669; cnt_loss: 2.1562684297561647; +2025-05-12 22:40:14,663 - INFO - Evaluation: +Curr mae: 6.2124; Best mae: 5.7191; 5.7314; 5.7348; 5.8202; 5.8296; +Curr rmse: 10.9860; Best rmse: 9.5370; 9.5769; 9.5944; 9.6658; 9.7596; +Curr nae: 0.0481; Best nae: 0.0475; 0.0478; 0.0478; 0.0478; 0.0481; + + + +2025-05-12 22:40:14,663 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 +2025-05-12 22:41:20,040 - INFO - Training: cls_zice: 12.226710369586945; reg_zipnll: 42.964329414367675; aux_mae_loss_1: 16.924310359954834; aux_mae_loss_2: 2.5189157056808473; aux_mae_loss_4: 0.4030747193098068; cnt_loss: 2.558809518814087; +2025-05-12 22:41:37,342 - INFO - Evaluation: +Curr mae: 5.6891; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 9.6320; Best rmse: 9.5370; 9.5769; 9.5944; 9.6320; 9.6658; +Curr nae: 0.0472; Best nae: 0.0472; 0.0475; 0.0478; 0.0478; 0.0478; + + + +2025-05-12 22:41:37,342 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 +2025-05-12 22:42:42,693 - INFO - Training: cls_zice: 11.842680532932281; reg_zipnll: 42.558860549926756; aux_mae_loss_1: 16.80662452697754; aux_mae_loss_2: 2.491403455734253; aux_mae_loss_4: 0.4041600003838539; cnt_loss: 2.4331648206710814; +2025-05-12 22:42:42,695 - INFO - Evaluation: +Curr mae: 6.9446; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8990; Best rmse: 9.5370; 9.5769; 9.5944; 9.6320; 9.6658; +Curr nae: 0.0523; Best nae: 0.0472; 0.0475; 0.0478; 0.0478; 0.0478; + + + +2025-05-12 22:42:42,695 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 +2025-05-12 22:43:49,147 - INFO - Training: cls_zice: 12.560716609954834; reg_zipnll: 41.23131935119629; aux_mae_loss_1: 16.451767864227296; aux_mae_loss_2: 2.401544711589813; aux_mae_loss_4: 0.3887884244322777; cnt_loss: 2.4860303246974946; +2025-05-12 22:43:49,149 - INFO - Evaluation: +Curr mae: 7.4635; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.0901; Best rmse: 9.5370; 9.5769; 9.5944; 9.6320; 9.6658; +Curr nae: 0.0567; Best nae: 0.0472; 0.0475; 0.0478; 0.0478; 0.0478; + + + +2025-05-12 22:43:49,149 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 +2025-05-12 22:44:55,728 - INFO - Training: cls_zice: 10.403349339962006; reg_zipnll: 43.35958065032959; aux_mae_loss_1: 15.260700874328613; aux_mae_loss_2: 2.265493323802948; aux_mae_loss_4: 0.35717215210199355; cnt_loss: 2.412059198617935; +2025-05-12 22:44:55,729 - INFO - Evaluation: +Curr mae: 6.3060; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4088; Best rmse: 9.5370; 9.5769; 9.5944; 9.6320; 9.6658; +Curr nae: 0.0481; Best nae: 0.0472; 0.0475; 0.0478; 0.0478; 0.0478; + + + +2025-05-12 22:44:55,729 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 +2025-05-12 22:46:02,013 - INFO - Training: cls_zice: 10.930631818771362; reg_zipnll: 41.56888111114502; aux_mae_loss_1: 15.784263315200805; aux_mae_loss_2: 2.3718883454799653; aux_mae_loss_4: 0.37652346163988115; cnt_loss: 2.130944300889969; +2025-05-12 22:46:08,142 - INFO - Evaluation: +Curr mae: 6.0852; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.7807; Best rmse: 9.5370; 9.5769; 9.5944; 9.6320; 9.6658; +Curr nae: 0.0461; Best nae: 0.0461; 0.0472; 0.0475; 0.0478; 0.0478; + + + +2025-05-12 22:46:08,142 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 +2025-05-12 22:47:13,419 - INFO - Training: cls_zice: 11.318401856422424; reg_zipnll: 44.80372636795044; aux_mae_loss_1: 16.11193765640259; aux_mae_loss_2: 2.3466195106506347; aux_mae_loss_4: 0.3697600656747818; cnt_loss: 2.267866268157959; +2025-05-12 22:47:13,421 - INFO - Evaluation: +Curr mae: 6.4197; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.7822; Best rmse: 9.5370; 9.5769; 9.5944; 9.6320; 9.6658; +Curr nae: 0.0486; Best nae: 0.0461; 0.0472; 0.0475; 0.0478; 0.0478; + + + +2025-05-12 22:47:13,421 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 +2025-05-12 22:48:19,489 - INFO - Training: cls_zice: 11.094263517856598; reg_zipnll: 42.61085807800293; aux_mae_loss_1: 15.77910768508911; aux_mae_loss_2: 2.3094443011283876; aux_mae_loss_4: 0.36414745181798935; cnt_loss: 2.231510580778122; +2025-05-12 22:48:25,972 - INFO - Evaluation: +Curr mae: 6.2463; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.7530; Best rmse: 9.5370; 9.5769; 9.5944; 9.6320; 9.6658; +Curr nae: 0.0476; Best nae: 0.0461; 0.0472; 0.0475; 0.0476; 0.0478; + + + +2025-05-12 22:48:25,972 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 +2025-05-12 22:49:32,289 - INFO - Training: cls_zice: 12.49132430076599; reg_zipnll: 42.501273231506346; aux_mae_loss_1: 16.741540393829347; aux_mae_loss_2: 2.446731650829315; aux_mae_loss_4: 0.38881016910076144; cnt_loss: 2.2765410590171813; +2025-05-12 22:49:38,758 - INFO - Evaluation: +Curr mae: 6.1219; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.5512; Best rmse: 9.5370; 9.5769; 9.5944; 9.6320; 9.6658; +Curr nae: 0.0466; Best nae: 0.0461; 0.0466; 0.0472; 0.0475; 0.0476; + + + +2025-05-12 22:49:38,758 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 +2025-05-12 22:50:44,368 - INFO - Training: cls_zice: 12.654141991138458; reg_zipnll: 43.57030611038208; aux_mae_loss_1: 17.175715303421022; aux_mae_loss_2: 2.521948530673981; aux_mae_loss_4: 0.3952368372678757; cnt_loss: 2.404735715389252; +2025-05-12 22:50:56,999 - INFO - Evaluation: +Curr mae: 5.8728; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 9.5562; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0471; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0475; + + + +2025-05-12 22:50:57,000 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 +2025-05-12 22:52:02,134 - INFO - Training: cls_zice: 11.94601188659668; reg_zipnll: 42.84351758956909; aux_mae_loss_1: 16.308083443641664; aux_mae_loss_2: 2.412781208753586; aux_mae_loss_4: 0.39517274528741836; cnt_loss: 2.656766995191574; +2025-05-12 22:52:06,731 - INFO - Evaluation: +Curr mae: 6.0234; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 9.6558; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0474; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 22:52:06,731 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 +2025-05-12 22:53:12,902 - INFO - Training: cls_zice: 10.623574249744415; reg_zipnll: 42.64536853790283; aux_mae_loss_1: 15.590038576126098; aux_mae_loss_2: 2.215087342262268; aux_mae_loss_4: 0.3495779260993004; cnt_loss: 1.845469524860382; +2025-05-12 22:53:12,903 - INFO - Evaluation: +Curr mae: 6.3932; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.6015; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0512; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 22:53:12,903 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 +2025-05-12 22:54:19,485 - INFO - Training: cls_zice: 10.647822139263154; reg_zipnll: 39.45502786636352; aux_mae_loss_1: 15.613765668869018; aux_mae_loss_2: 2.312661900520325; aux_mae_loss_4: 0.37314856976270677; cnt_loss: 2.058600945472717; +2025-05-12 22:54:19,487 - INFO - Evaluation: +Curr mae: 6.2309; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.3014; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0486; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 22:54:19,487 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 +2025-05-12 22:55:25,539 - INFO - Training: cls_zice: 11.531249780654907; reg_zipnll: 39.426494426727295; aux_mae_loss_1: 16.12319818496704; aux_mae_loss_2: 2.3472168862819673; aux_mae_loss_4: 0.3684134954214096; cnt_loss: 2.1307337296009066; +2025-05-12 22:55:25,540 - INFO - Evaluation: +Curr mae: 6.2704; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.6761; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0490; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 22:55:25,540 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 +2025-05-12 22:56:31,162 - INFO - Training: cls_zice: 12.461847701072692; reg_zipnll: 42.42114229202271; aux_mae_loss_1: 16.811158752441408; aux_mae_loss_2: 2.459506778717041; aux_mae_loss_4: 0.38517355769872663; cnt_loss: 2.2905197024345396; +2025-05-12 22:56:31,163 - INFO - Evaluation: +Curr mae: 6.4223; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2772; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0499; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 22:56:31,163 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 +2025-05-12 22:57:36,577 - INFO - Training: cls_zice: 11.26050696849823; reg_zipnll: 42.76245449066162; aux_mae_loss_1: 16.42895085334778; aux_mae_loss_2: 2.37734228849411; aux_mae_loss_4: 0.36310101836919784; cnt_loss: 1.7529428172111512; +2025-05-12 22:57:36,578 - INFO - Evaluation: +Curr mae: 6.4960; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.3563; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0486; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 22:57:36,578 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 +2025-05-12 22:58:41,852 - INFO - Training: cls_zice: 11.934945299625397; reg_zipnll: 41.3645263671875; aux_mae_loss_1: 16.425170249938965; aux_mae_loss_2: 2.414992687702179; aux_mae_loss_4: 0.38598119527101515; cnt_loss: 2.154744646549225; +2025-05-12 22:58:41,853 - INFO - Evaluation: +Curr mae: 6.5879; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5410; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0488; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 22:58:41,853 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 +2025-05-12 22:59:47,284 - INFO - Training: cls_zice: 11.728503603935241; reg_zipnll: 43.25148153305054; aux_mae_loss_1: 16.21235300064087; aux_mae_loss_2: 2.3682589817047117; aux_mae_loss_4: 0.38157045394182204; cnt_loss: 2.3080391013622283; +2025-05-12 22:59:47,286 - INFO - Evaluation: +Curr mae: 8.9384; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 15.6480; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0627; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 22:59:47,286 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 +2025-05-12 23:00:52,737 - INFO - Training: cls_zice: 12.30726990699768; reg_zipnll: 46.55514984130859; aux_mae_loss_1: 16.81620873451233; aux_mae_loss_2: 2.47691358089447; aux_mae_loss_4: 0.38780984878540037; cnt_loss: 2.3596891498565675; +2025-05-12 23:00:52,738 - INFO - Evaluation: +Curr mae: 6.4644; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4650; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0480; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 23:00:52,738 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 +2025-05-12 23:01:58,202 - INFO - Training: cls_zice: 10.719832332134247; reg_zipnll: 42.24321481704712; aux_mae_loss_1: 15.224333124160767; aux_mae_loss_2: 2.209623944759369; aux_mae_loss_4: 0.34202280044555666; cnt_loss: 2.04298175573349; +2025-05-12 23:01:58,203 - INFO - Evaluation: +Curr mae: 7.1021; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.2198; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0520; Best nae: 0.0461; 0.0466; 0.0471; 0.0472; 0.0474; + + + +2025-05-12 23:01:58,203 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 +2025-05-12 23:03:03,654 - INFO - Training: cls_zice: 10.833377821445465; reg_zipnll: 41.86326053619385; aux_mae_loss_1: 15.035454988479614; aux_mae_loss_2: 2.1658976340293883; aux_mae_loss_4: 0.3376787257194519; cnt_loss: 1.6350954449176789; +2025-05-12 23:03:11,122 - INFO - Evaluation: +Curr mae: 6.1407; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0135; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0469; Best nae: 0.0461; 0.0466; 0.0469; 0.0471; 0.0472; + + + +2025-05-12 23:03:11,122 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 +2025-05-12 23:04:16,219 - INFO - Training: cls_zice: 11.238055789470673; reg_zipnll: 41.44207504272461; aux_mae_loss_1: 15.866928520202636; aux_mae_loss_2: 2.331263587474823; aux_mae_loss_4: 0.36867294818162916; cnt_loss: 1.9929025542736054; +2025-05-12 23:04:23,509 - INFO - Evaluation: +Curr mae: 5.9733; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8174; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0459; Best nae: 0.0459; 0.0461; 0.0466; 0.0469; 0.0471; + + + +2025-05-12 23:04:23,509 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 +2025-05-12 23:05:28,705 - INFO - Training: cls_zice: 10.492934510707855; reg_zipnll: 43.49923059463501; aux_mae_loss_1: 15.524268455505371; aux_mae_loss_2: 2.2981322264671324; aux_mae_loss_4: 0.366156747341156; cnt_loss: 2.4503752779960633; +2025-05-12 23:05:28,706 - INFO - Evaluation: +Curr mae: 6.8288; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3199; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0499; Best nae: 0.0459; 0.0461; 0.0466; 0.0469; 0.0471; + + + +2025-05-12 23:05:28,706 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 +2025-05-12 23:06:34,627 - INFO - Training: cls_zice: 10.661119375228882; reg_zipnll: 42.74398868560791; aux_mae_loss_1: 15.074108438491821; aux_mae_loss_2: 2.2052450251579283; aux_mae_loss_4: 0.3483852607011795; cnt_loss: 2.075767848491669; +2025-05-12 23:06:34,628 - INFO - Evaluation: +Curr mae: 6.0973; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.5128; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0484; Best nae: 0.0459; 0.0461; 0.0466; 0.0469; 0.0471; + + + +2025-05-12 23:06:34,628 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 +2025-05-12 23:07:40,718 - INFO - Training: cls_zice: 11.491814131736755; reg_zipnll: 45.09367115020752; aux_mae_loss_1: 15.809712352752685; aux_mae_loss_2: 2.305938711166382; aux_mae_loss_4: 0.34951026558876036; cnt_loss: 2.068010445833206; +2025-05-12 23:07:40,719 - INFO - Evaluation: +Curr mae: 6.3896; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0690; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0493; Best nae: 0.0459; 0.0461; 0.0466; 0.0469; 0.0471; + + + +2025-05-12 23:07:40,720 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 +2025-05-12 23:08:46,598 - INFO - Training: cls_zice: 11.123296627998352; reg_zipnll: 41.71350646972656; aux_mae_loss_1: 15.567502698898316; aux_mae_loss_2: 2.3170751416683197; aux_mae_loss_4: 0.363311804831028; cnt_loss: 2.2085297465324403; +2025-05-12 23:08:46,599 - INFO - Evaluation: +Curr mae: 6.2728; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2261; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0487; Best nae: 0.0459; 0.0461; 0.0466; 0.0469; 0.0471; + + + +2025-05-12 23:08:46,600 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 +2025-05-12 23:09:52,519 - INFO - Training: cls_zice: 10.77814199924469; reg_zipnll: 40.76697167396546; aux_mae_loss_1: 14.840994606018066; aux_mae_loss_2: 2.187833079099655; aux_mae_loss_4: 0.3443978551030159; cnt_loss: 2.0209719157218933; +2025-05-12 23:09:52,520 - INFO - Evaluation: +Curr mae: 7.0596; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8775; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0533; Best nae: 0.0459; 0.0461; 0.0466; 0.0469; 0.0471; + + + +2025-05-12 23:09:52,520 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 +2025-05-12 23:10:57,942 - INFO - Training: cls_zice: 11.28830041885376; reg_zipnll: 41.768977336883545; aux_mae_loss_1: 15.219292869567871; aux_mae_loss_2: 2.209167568683624; aux_mae_loss_4: 0.3391684055328369; cnt_loss: 1.8742579567432402; +2025-05-12 23:10:57,943 - INFO - Evaluation: +Curr mae: 6.1857; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.5623; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0482; Best nae: 0.0459; 0.0461; 0.0466; 0.0469; 0.0471; + + + +2025-05-12 23:10:57,944 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 +2025-05-12 23:12:03,367 - INFO - Training: cls_zice: 11.3301038813591; reg_zipnll: 43.41692249298096; aux_mae_loss_1: 15.51080909729004; aux_mae_loss_2: 2.270954246520996; aux_mae_loss_4: 0.3507029566168785; cnt_loss: 1.9515184187889099; +2025-05-12 23:12:03,369 - INFO - Evaluation: +Curr mae: 6.3966; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8013; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0472; Best nae: 0.0459; 0.0461; 0.0466; 0.0469; 0.0471; + + + +2025-05-12 23:12:03,369 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 +2025-05-12 23:13:08,843 - INFO - Training: cls_zice: 11.733526530265808; reg_zipnll: 43.326314010620116; aux_mae_loss_1: 16.37231225967407; aux_mae_loss_2: 2.390743281841278; aux_mae_loss_4: 0.3645273059606552; cnt_loss: 2.041395823955536; +2025-05-12 23:13:08,844 - INFO - Evaluation: +Curr mae: 6.5044; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.9347; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0480; Best nae: 0.0459; 0.0461; 0.0466; 0.0469; 0.0471; + + + +2025-05-12 23:13:08,844 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 +2025-05-12 23:14:14,222 - INFO - Training: cls_zice: 10.533210906982422; reg_zipnll: 38.27398319244385; aux_mae_loss_1: 15.397598447799682; aux_mae_loss_2: 2.2705286169052123; aux_mae_loss_4: 0.362535305917263; cnt_loss: 1.934477686882019; +2025-05-12 23:14:20,622 - INFO - Evaluation: +Curr mae: 6.1481; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1075; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0457; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0469; + + + +2025-05-12 23:14:20,622 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 +2025-05-12 23:15:26,115 - INFO - Training: cls_zice: 11.419874250888824; reg_zipnll: 39.28520162582397; aux_mae_loss_1: 15.694747591018677; aux_mae_loss_2: 2.323877737522125; aux_mae_loss_4: 0.3720645356178284; cnt_loss: 2.1229293406009675; +2025-05-12 23:15:26,117 - INFO - Evaluation: +Curr mae: 6.4403; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.7753; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0503; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0469; + + + +2025-05-12 23:15:26,117 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 +2025-05-12 23:16:31,703 - INFO - Training: cls_zice: 11.28312567949295; reg_zipnll: 44.67239761352539; aux_mae_loss_1: 15.616146841049193; aux_mae_loss_2: 2.2654149079322816; aux_mae_loss_4: 0.3431373623013496; cnt_loss: 2.074354467391968; +2025-05-12 23:16:31,704 - INFO - Evaluation: +Curr mae: 6.8976; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6040; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0538; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0469; + + + +2025-05-12 23:16:31,705 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 +2025-05-12 23:17:37,258 - INFO - Training: cls_zice: 10.692064509391784; reg_zipnll: 42.099215049743655; aux_mae_loss_1: 14.99918625831604; aux_mae_loss_2: 2.2008518767356873; aux_mae_loss_4: 0.34827930241823196; cnt_loss: 2.062915484905243; +2025-05-12 23:17:37,259 - INFO - Evaluation: +Curr mae: 6.5760; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5066; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0501; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0469; + + + +2025-05-12 23:17:37,259 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 +2025-05-12 23:18:43,350 - INFO - Training: cls_zice: 11.22314497947693; reg_zipnll: 41.48554718017578; aux_mae_loss_1: 15.551871814727782; aux_mae_loss_2: 2.266919198036194; aux_mae_loss_4: 0.3609103548526764; cnt_loss: 2.0299717235565184; +2025-05-12 23:18:43,352 - INFO - Evaluation: +Curr mae: 6.3896; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9392; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0500; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0469; + + + +2025-05-12 23:18:43,352 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 +2025-05-12 23:19:48,836 - INFO - Training: cls_zice: 11.213331918716431; reg_zipnll: 42.07030597686767; aux_mae_loss_1: 15.61631106376648; aux_mae_loss_2: 2.3056020641326906; aux_mae_loss_4: 0.36722506433725355; cnt_loss: 1.9624427986145019; +2025-05-12 23:19:48,837 - INFO - Evaluation: +Curr mae: 6.6617; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2249; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0522; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0469; + + + +2025-05-12 23:19:48,837 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 +2025-05-12 23:20:54,783 - INFO - Training: cls_zice: 11.142126331329345; reg_zipnll: 42.56467296600342; aux_mae_loss_1: 15.519688138961792; aux_mae_loss_2: 2.2641692543029786; aux_mae_loss_4: 0.3449909377098084; cnt_loss: 1.9530588233470916; +2025-05-12 23:20:54,785 - INFO - Evaluation: +Curr mae: 5.9619; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.4377; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0472; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0469; + + + +2025-05-12 23:20:54,785 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 +2025-05-12 23:22:00,501 - INFO - Training: cls_zice: 12.083801474571228; reg_zipnll: 40.422872657775876; aux_mae_loss_1: 16.258998174667358; aux_mae_loss_2: 2.3789594054222105; aux_mae_loss_4: 0.3741412800550461; cnt_loss: 2.038597936630249; +2025-05-12 23:22:00,502 - INFO - Evaluation: +Curr mae: 6.1777; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.7478; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0475; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0469; + + + +2025-05-12 23:22:00,503 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 +2025-05-12 23:23:05,664 - INFO - Training: cls_zice: 10.344666275978089; reg_zipnll: 40.28771892547607; aux_mae_loss_1: 14.833168983459473; aux_mae_loss_2: 2.1517774939537047; aux_mae_loss_4: 0.331534726023674; cnt_loss: 1.842585233449936; +2025-05-12 23:23:13,852 - INFO - Evaluation: +Curr mae: 6.2454; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2366; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0468; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:23:13,852 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 +2025-05-12 23:24:19,014 - INFO - Training: cls_zice: 11.225210909843446; reg_zipnll: 42.48036977767944; aux_mae_loss_1: 15.196195764541626; aux_mae_loss_2: 2.2342794060707094; aux_mae_loss_4: 0.35404050797224046; cnt_loss: 1.7739996457099914; +2025-05-12 23:24:19,015 - INFO - Evaluation: +Curr mae: 6.3700; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0102; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0498; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:24:40,970 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 +2025-05-12 23:25:45,689 - INFO - Training: cls_zice: 11.143304860591888; reg_zipnll: 40.53108757019043; aux_mae_loss_1: 15.37090326309204; aux_mae_loss_2: 2.2370694351196287; aux_mae_loss_4: 0.3455163785815239; cnt_loss: 1.8912525701522827; +2025-05-12 23:25:45,691 - INFO - Evaluation: +Curr mae: 6.2562; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9502; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0498; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:25:45,691 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 +2025-05-12 23:26:52,172 - INFO - Training: cls_zice: 9.89092239022255; reg_zipnll: 38.92360378265381; aux_mae_loss_1: 14.189379892349244; aux_mae_loss_2: 2.078608362674713; aux_mae_loss_4: 0.3237167902290821; cnt_loss: 1.7723390263319017; +2025-05-12 23:26:52,173 - INFO - Evaluation: +Curr mae: 6.3310; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.7073; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0486; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:26:52,173 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 +2025-05-12 23:27:59,085 - INFO - Training: cls_zice: 11.626205644607545; reg_zipnll: 41.29019414901733; aux_mae_loss_1: 15.377861099243164; aux_mae_loss_2: 2.2294072222709658; aux_mae_loss_4: 0.34809986799955367; cnt_loss: 1.8995424032211303; +2025-05-12 23:27:59,086 - INFO - Evaluation: +Curr mae: 6.2214; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1726; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0481; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:27:59,086 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 +2025-05-12 23:29:05,719 - INFO - Training: cls_zice: 10.354243302345276; reg_zipnll: 39.9964342880249; aux_mae_loss_1: 14.308224391937255; aux_mae_loss_2: 2.1202353978157045; aux_mae_loss_4: 0.33643328964710234; cnt_loss: 1.82186816573143; +2025-05-12 23:29:05,720 - INFO - Evaluation: +Curr mae: 6.2968; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5546; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0474; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:29:05,721 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 +2025-05-12 23:30:11,655 - INFO - Training: cls_zice: 11.70151183128357; reg_zipnll: 45.49510229110718; aux_mae_loss_1: 15.492140169143676; aux_mae_loss_2: 2.2421315026283266; aux_mae_loss_4: 0.33897076338529586; cnt_loss: 1.9459055864810944; +2025-05-12 23:30:11,656 - INFO - Evaluation: +Curr mae: 6.7473; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.4767; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0493; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:30:11,656 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 +2025-05-12 23:31:17,578 - INFO - Training: cls_zice: 10.60088182091713; reg_zipnll: 39.96282167434693; aux_mae_loss_1: 14.494696674346924; aux_mae_loss_2: 2.079819526672363; aux_mae_loss_4: 0.3273098501563072; cnt_loss: 1.8744331347942351; +2025-05-12 23:31:17,578 - INFO - Evaluation: +Curr mae: 6.7261; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.4566; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0514; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:31:17,579 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 +2025-05-12 23:32:23,128 - INFO - Training: cls_zice: 10.123055167198181; reg_zipnll: 42.01460632324219; aux_mae_loss_1: 14.359276704788208; aux_mae_loss_2: 2.131771682500839; aux_mae_loss_4: 0.32454671323299406; cnt_loss: 1.655393043756485; +2025-05-12 23:32:23,130 - INFO - Evaluation: +Curr mae: 6.6354; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7554; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0512; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:32:23,130 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 +2025-05-12 23:33:29,015 - INFO - Training: cls_zice: 10.966971082687378; reg_zipnll: 40.48430183410645; aux_mae_loss_1: 15.077782649993896; aux_mae_loss_2: 2.1602160596847533; aux_mae_loss_4: 0.3353753009438515; cnt_loss: 1.9101524007320405; +2025-05-12 23:33:29,016 - INFO - Evaluation: +Curr mae: 6.3697; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8730; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0506; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:33:29,016 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 +2025-05-12 23:34:34,729 - INFO - Training: cls_zice: 11.417134371995926; reg_zipnll: 41.64225856781006; aux_mae_loss_1: 15.12239263534546; aux_mae_loss_2: 2.2016191053390504; aux_mae_loss_4: 0.34204438239336016; cnt_loss: 2.1277570056915285; +2025-05-12 23:34:34,731 - INFO - Evaluation: +Curr mae: 6.9988; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.5977; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0521; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:34:34,731 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 +2025-05-12 23:35:41,077 - INFO - Training: cls_zice: 10.605002770423889; reg_zipnll: 41.13650497436524; aux_mae_loss_1: 14.597168731689454; aux_mae_loss_2: 2.141198422908783; aux_mae_loss_4: 0.33423359751701354; cnt_loss: 1.9077367663383484; +2025-05-12 23:35:41,078 - INFO - Evaluation: +Curr mae: 6.2933; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2933; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0494; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:35:41,078 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 +2025-05-12 23:36:46,598 - INFO - Training: cls_zice: 12.04756824016571; reg_zipnll: 43.52243677139282; aux_mae_loss_1: 16.0458913230896; aux_mae_loss_2: 2.338399671316147; aux_mae_loss_4: 0.3602838259935379; cnt_loss: 2.131648590564728; +2025-05-12 23:36:46,600 - INFO - Evaluation: +Curr mae: 6.7770; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.1198; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0505; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0468; + + + +2025-05-12 23:36:46,600 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 +2025-05-12 23:37:52,209 - INFO - Training: cls_zice: 10.520361535549164; reg_zipnll: 41.79942844390869; aux_mae_loss_1: 15.105921726226807; aux_mae_loss_2: 2.198795075416565; aux_mae_loss_4: 0.34222394585609434; cnt_loss: 1.8445635545253753; +2025-05-12 23:37:58,943 - INFO - Evaluation: +Curr mae: 6.0527; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0758; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0466; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0466; + + + +2025-05-12 23:37:58,943 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 +2025-05-12 23:39:04,262 - INFO - Training: cls_zice: 10.004820574522018; reg_zipnll: 41.674437255859374; aux_mae_loss_1: 13.937109918594361; aux_mae_loss_2: 2.0333001017570496; aux_mae_loss_4: 0.31717226684093475; cnt_loss: 1.554915999174118; +2025-05-12 23:39:04,264 - INFO - Evaluation: +Curr mae: 6.4913; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6205; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0498; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0466; + + + +2025-05-12 23:39:04,264 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 +2025-05-12 23:40:10,256 - INFO - Training: cls_zice: 10.80270872592926; reg_zipnll: 40.73307983398438; aux_mae_loss_1: 14.779050989151001; aux_mae_loss_2: 2.158794422149658; aux_mae_loss_4: 0.34288537949323655; cnt_loss: 1.8541095858812333; +2025-05-12 23:40:10,257 - INFO - Evaluation: +Curr mae: 6.3686; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2783; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0509; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0466; + + + +2025-05-12 23:40:10,257 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 +2025-05-12 23:41:17,085 - INFO - Training: cls_zice: 10.964476172924043; reg_zipnll: 39.79664659500122; aux_mae_loss_1: 14.387952318191529; aux_mae_loss_2: 2.0916011440753937; aux_mae_loss_4: 0.3275956581532955; cnt_loss: 1.902341264486313; +2025-05-12 23:41:17,087 - INFO - Evaluation: +Curr mae: 6.2347; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0839; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0490; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0466; + + + +2025-05-12 23:41:17,087 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 +2025-05-12 23:42:22,640 - INFO - Training: cls_zice: 11.1589230966568; reg_zipnll: 40.966005897521974; aux_mae_loss_1: 15.59253246307373; aux_mae_loss_2: 2.2532361054420473; aux_mae_loss_4: 0.3413935875892639; cnt_loss: 1.9112125873565673; +2025-05-12 23:42:22,641 - INFO - Evaluation: +Curr mae: 6.5866; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.1789; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0486; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0466; + + + +2025-05-12 23:42:22,641 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 +2025-05-12 23:43:28,365 - INFO - Training: cls_zice: 10.198238229751587; reg_zipnll: 40.54201627731323; aux_mae_loss_1: 14.125450801849365; aux_mae_loss_2: 2.0543325757980346; aux_mae_loss_4: 0.31486563742160795; cnt_loss: 1.7460581302642821; +2025-05-12 23:43:28,367 - INFO - Evaluation: +Curr mae: 6.4576; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8219; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0485; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0466; + + + +2025-05-12 23:43:28,367 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 +2025-05-12 23:44:34,033 - INFO - Training: cls_zice: 11.133051528930665; reg_zipnll: 43.528662605285646; aux_mae_loss_1: 15.79620595932007; aux_mae_loss_2: 2.278264467716217; aux_mae_loss_4: 0.3505070999264717; cnt_loss: 1.921867836713791; +2025-05-12 23:44:34,035 - INFO - Evaluation: +Curr mae: 7.0135; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.3382; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0536; Best nae: 0.0457; 0.0459; 0.0461; 0.0466; 0.0466; + + + +2025-05-12 23:44:34,035 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 +2025-05-12 23:45:39,916 - INFO - Training: cls_zice: 10.44461312532425; reg_zipnll: 41.17396778106689; aux_mae_loss_1: 14.688254022598267; aux_mae_loss_2: 2.169987590312958; aux_mae_loss_4: 0.3367735481262207; cnt_loss: 1.63256533741951; +2025-05-12 23:45:46,627 - INFO - Evaluation: +Curr mae: 6.0927; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3019; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0465; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:45:46,628 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 +2025-05-12 23:46:52,869 - INFO - Training: cls_zice: 10.15201992034912; reg_zipnll: 41.940060729980466; aux_mae_loss_1: 14.596797580718993; aux_mae_loss_2: 2.061415845155716; aux_mae_loss_4: 0.31489539057016375; cnt_loss: 1.6462195241451263; +2025-05-12 23:46:52,870 - INFO - Evaluation: +Curr mae: 6.4449; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7417; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0482; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:46:52,870 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 +2025-05-12 23:47:58,959 - INFO - Training: cls_zice: 10.18901067018509; reg_zipnll: 42.39315368652344; aux_mae_loss_1: 14.37019775390625; aux_mae_loss_2: 2.0945324552059175; aux_mae_loss_4: 0.32520817160606386; cnt_loss: 1.7727339470386505; +2025-05-12 23:47:58,961 - INFO - Evaluation: +Curr mae: 6.6329; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.1445; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0505; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:47:58,961 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 +2025-05-12 23:49:04,907 - INFO - Training: cls_zice: 10.566710795164107; reg_zipnll: 42.590850830078125; aux_mae_loss_1: 14.810091104507446; aux_mae_loss_2: 2.1567583465576172; aux_mae_loss_4: 0.337530263364315; cnt_loss: 1.8914412033557892; +2025-05-12 23:49:04,908 - INFO - Evaluation: +Curr mae: 7.0155; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.8840; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0522; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:49:04,908 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 +2025-05-12 23:50:10,601 - INFO - Training: cls_zice: 10.384031600952149; reg_zipnll: 42.15086513519287; aux_mae_loss_1: 14.679772071838379; aux_mae_loss_2: 2.1324876487255096; aux_mae_loss_4: 0.31775664508342744; cnt_loss: 1.508629025220871; +2025-05-12 23:50:10,602 - INFO - Evaluation: +Curr mae: 6.7394; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.1316; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0491; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:50:10,603 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 +2025-05-12 23:51:16,359 - INFO - Training: cls_zice: 11.128217014074325; reg_zipnll: 40.4298407459259; aux_mae_loss_1: 14.943686723709106; aux_mae_loss_2: 2.1535151910781862; aux_mae_loss_4: 0.3407433691620827; cnt_loss: 1.8643584287166595; +2025-05-12 23:51:16,360 - INFO - Evaluation: +Curr mae: 6.6749; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.2137; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0507; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:51:16,361 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 +2025-05-12 23:52:21,872 - INFO - Training: cls_zice: 10.9294963991642; reg_zipnll: 40.0524139881134; aux_mae_loss_1: 15.009351444244384; aux_mae_loss_2: 2.1561396300792692; aux_mae_loss_4: 0.33162175714969633; cnt_loss: 1.6960464215278626; +2025-05-12 23:52:21,940 - INFO - Evaluation: +Curr mae: 6.4800; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0236; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0483; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:52:21,940 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 +2025-05-12 23:53:27,257 - INFO - Training: cls_zice: 10.618817341327667; reg_zipnll: 40.50073356628418; aux_mae_loss_1: 14.490714769363404; aux_mae_loss_2: 2.1318085169792176; aux_mae_loss_4: 0.32642660111188887; cnt_loss: 1.729775109887123; +2025-05-12 23:53:27,259 - INFO - Evaluation: +Curr mae: 6.4307; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.1661; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0473; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:53:27,259 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 +2025-05-12 23:54:32,792 - INFO - Training: cls_zice: 10.108637883663178; reg_zipnll: 40.64365468978882; aux_mae_loss_1: 14.073228740692139; aux_mae_loss_2: 2.0621696138381957; aux_mae_loss_4: 0.3162891033291817; cnt_loss: 1.7119108927249909; +2025-05-12 23:54:32,794 - INFO - Evaluation: +Curr mae: 6.4264; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4373; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0500; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:54:32,794 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 +2025-05-12 23:55:38,719 - INFO - Training: cls_zice: 10.375471262931823; reg_zipnll: 40.54843475341797; aux_mae_loss_1: 14.430258197784424; aux_mae_loss_2: 2.0906104922294615; aux_mae_loss_4: 0.32193500638008116; cnt_loss: 1.6671689760684967; +2025-05-12 23:55:38,720 - INFO - Evaluation: +Curr mae: 6.5647; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.9376; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0494; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:55:38,720 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 +2025-05-12 23:56:44,096 - INFO - Training: cls_zice: 9.821774144172668; reg_zipnll: 40.28532629013061; aux_mae_loss_1: 14.24555956840515; aux_mae_loss_2: 2.0538356816768646; aux_mae_loss_4: 0.31489304184913636; cnt_loss: 1.4945278042554855; +2025-05-12 23:56:44,098 - INFO - Evaluation: +Curr mae: 6.2953; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3840; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0476; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:56:44,098 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 +2025-05-12 23:57:49,611 - INFO - Training: cls_zice: 9.979227261543274; reg_zipnll: 38.700643615722655; aux_mae_loss_1: 13.838636226654053; aux_mae_loss_2: 1.9734071278572083; aux_mae_loss_4: 0.3128981217741966; cnt_loss: 1.716481980085373; +2025-05-12 23:57:49,613 - INFO - Evaluation: +Curr mae: 6.4295; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7010; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0473; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:57:49,613 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 +2025-05-12 23:58:55,060 - INFO - Training: cls_zice: 9.58015231847763; reg_zipnll: 40.27280939102173; aux_mae_loss_1: 13.885696458816529; aux_mae_loss_2: 1.983035227060318; aux_mae_loss_4: 0.3052294173836708; cnt_loss: 1.6627282845973967; +2025-05-12 23:58:55,062 - INFO - Evaluation: +Curr mae: 6.3042; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5637; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0470; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-12 23:58:55,062 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 +2025-05-13 00:00:00,718 - INFO - Training: cls_zice: 10.234745832681655; reg_zipnll: 43.79311756134033; aux_mae_loss_1: 14.374957151412964; aux_mae_loss_2: 2.0373249781131744; aux_mae_loss_4: 0.3019726100564003; cnt_loss: 1.677321923971176; +2025-05-13 00:00:00,720 - INFO - Evaluation: +Curr mae: 6.4925; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.2000; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0484; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:00:00,720 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 +2025-05-13 00:01:06,279 - INFO - Training: cls_zice: 10.537481510639191; reg_zipnll: 39.42278247833252; aux_mae_loss_1: 14.407394371032716; aux_mae_loss_2: 2.0431038987636567; aux_mae_loss_4: 0.31799264669418337; cnt_loss: 1.5313941216468812; +2025-05-13 00:01:06,281 - INFO - Evaluation: +Curr mae: 6.3155; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6964; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0472; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:01:06,282 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 +2025-05-13 00:02:12,247 - INFO - Training: cls_zice: 10.364383974075317; reg_zipnll: 40.597026634216306; aux_mae_loss_1: 14.08456329345703; aux_mae_loss_2: 2.0519113039970396; aux_mae_loss_4: 0.32673543721437454; cnt_loss: 1.689791339635849; +2025-05-13 00:02:12,248 - INFO - Evaluation: +Curr mae: 6.5951; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.2493; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0490; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:02:12,248 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 +2025-05-13 00:03:17,546 - INFO - Training: cls_zice: 11.151845421791077; reg_zipnll: 39.80687919616699; aux_mae_loss_1: 14.578399505615234; aux_mae_loss_2: 2.0738918495178225; aux_mae_loss_4: 0.3218964579701424; cnt_loss: 1.585144852399826; +2025-05-13 00:03:17,547 - INFO - Evaluation: +Curr mae: 6.4668; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7920; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0493; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:03:17,547 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 +2025-05-13 00:04:22,815 - INFO - Training: cls_zice: 9.95043757200241; reg_zipnll: 39.37091468811035; aux_mae_loss_1: 13.97613492488861; aux_mae_loss_2: 1.9730691075325013; aux_mae_loss_4: 0.3056750014424324; cnt_loss: 1.5871130728721619; +2025-05-13 00:04:22,816 - INFO - Evaluation: +Curr mae: 6.5855; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0060; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0496; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:04:22,816 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 +2025-05-13 00:05:28,399 - INFO - Training: cls_zice: 10.608157567977905; reg_zipnll: 44.01957731246948; aux_mae_loss_1: 14.583675270080567; aux_mae_loss_2: 2.09955326795578; aux_mae_loss_4: 0.3256248399615288; cnt_loss: 1.6144478452205657; +2025-05-13 00:05:28,402 - INFO - Evaluation: +Curr mae: 7.1872; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.8409; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0528; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:05:28,402 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 +2025-05-13 00:06:34,215 - INFO - Training: cls_zice: 10.56971559047699; reg_zipnll: 39.739496603012086; aux_mae_loss_1: 13.953908643722535; aux_mae_loss_2: 2.020756793022156; aux_mae_loss_4: 0.32028842717409134; cnt_loss: 1.6710210931301117; +2025-05-13 00:06:34,217 - INFO - Evaluation: +Curr mae: 6.7685; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.6200; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0494; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:06:34,217 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 +2025-05-13 00:07:39,720 - INFO - Training: cls_zice: 10.152746601104736; reg_zipnll: 38.64746849060059; aux_mae_loss_1: 13.985157976150512; aux_mae_loss_2: 2.024641728401184; aux_mae_loss_4: 0.3152111887931824; cnt_loss: 1.6929306077957154; +2025-05-13 00:07:39,722 - INFO - Evaluation: +Curr mae: 6.7499; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.4402; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0499; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:07:39,722 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 +2025-05-13 00:08:45,156 - INFO - Training: cls_zice: 10.296706631183625; reg_zipnll: 41.277359371185305; aux_mae_loss_1: 13.848865804672242; aux_mae_loss_2: 1.9936618256568908; aux_mae_loss_4: 0.30169926822185517; cnt_loss: 1.5078227961063384; +2025-05-13 00:08:45,158 - INFO - Evaluation: +Curr mae: 6.6476; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.1276; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0498; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:08:45,158 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 +2025-05-13 00:09:51,071 - INFO - Training: cls_zice: 9.81345802307129; reg_zipnll: 42.46776929855346; aux_mae_loss_1: 13.537582168579101; aux_mae_loss_2: 1.9592223000526428; aux_mae_loss_4: 0.2996660214662552; cnt_loss: 1.4676109278202056; +2025-05-13 00:09:51,072 - INFO - Evaluation: +Curr mae: 6.8748; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.2205; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0512; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:09:51,073 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 +2025-05-13 00:10:56,615 - INFO - Training: cls_zice: 10.652802529335021; reg_zipnll: 41.99435913085937; aux_mae_loss_1: 14.7322807598114; aux_mae_loss_2: 2.146341998577118; aux_mae_loss_4: 0.329741498529911; cnt_loss: 1.7487056052684784; +2025-05-13 00:10:56,617 - INFO - Evaluation: +Curr mae: 6.2616; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2662; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0472; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:10:56,617 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 +2025-05-13 00:12:02,327 - INFO - Training: cls_zice: 10.094940149784088; reg_zipnll: 41.67716690063477; aux_mae_loss_1: 13.811202716827392; aux_mae_loss_2: 2.0150427281856538; aux_mae_loss_4: 0.31610642224550245; cnt_loss: 1.7088119280338288; +2025-05-13 00:12:02,328 - INFO - Evaluation: +Curr mae: 6.2654; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0034; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0470; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:12:02,328 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 +2025-05-13 00:13:07,618 - INFO - Training: cls_zice: 8.9954551923275; reg_zipnll: 39.57908714294434; aux_mae_loss_1: 12.827293910980224; aux_mae_loss_2: 1.8880035638809205; aux_mae_loss_4: 0.2905565893650055; cnt_loss: 1.519927276968956; +2025-05-13 00:13:07,619 - INFO - Evaluation: +Curr mae: 6.2140; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2303; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0474; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:13:07,619 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 +2025-05-13 00:14:13,099 - INFO - Training: cls_zice: 9.37152039051056; reg_zipnll: 38.48052297592163; aux_mae_loss_1: 13.602668237686157; aux_mae_loss_2: 2.006855962276459; aux_mae_loss_4: 0.31070296600461006; cnt_loss: 1.3602970546483995; +2025-05-13 00:14:13,100 - INFO - Evaluation: +Curr mae: 6.2194; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2271; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0467; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:14:13,100 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 +2025-05-13 00:15:18,260 - INFO - Training: cls_zice: 9.993791530132293; reg_zipnll: 41.50204957962036; aux_mae_loss_1: 13.808865480422973; aux_mae_loss_2: 1.9964817917346955; aux_mae_loss_4: 0.31308273047208784; cnt_loss: 1.5177765238285064; +2025-05-13 00:15:18,261 - INFO - Evaluation: +Curr mae: 6.3809; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4838; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0476; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:15:18,261 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 +2025-05-13 00:16:23,842 - INFO - Training: cls_zice: 9.575822391510009; reg_zipnll: 40.059101276397705; aux_mae_loss_1: 13.456945447921752; aux_mae_loss_2: 1.976951367855072; aux_mae_loss_4: 0.30564635276794433; cnt_loss: 1.3861032700538636; +2025-05-13 00:16:23,844 - INFO - Evaluation: +Curr mae: 6.3725; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4474; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0477; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:16:23,844 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 +2025-05-13 00:17:29,025 - INFO - Training: cls_zice: 10.461712168455124; reg_zipnll: 42.471312294006346; aux_mae_loss_1: 14.429600162506103; aux_mae_loss_2: 2.095085301399231; aux_mae_loss_4: 0.3247337007522583; cnt_loss: 1.5272943818569182; +2025-05-13 00:17:29,027 - INFO - Evaluation: +Curr mae: 6.2508; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3207; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0474; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:17:29,027 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 +2025-05-13 00:18:34,361 - INFO - Training: cls_zice: 9.536120018959046; reg_zipnll: 42.98319328308106; aux_mae_loss_1: 13.683460502624511; aux_mae_loss_2: 1.9507625961303712; aux_mae_loss_4: 0.30235655069351197; cnt_loss: 1.3813793015480043; +2025-05-13 00:18:34,363 - INFO - Evaluation: +Curr mae: 6.2805; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1736; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0483; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:18:34,363 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 +2025-05-13 00:19:39,692 - INFO - Training: cls_zice: 10.377240600585937; reg_zipnll: 38.19981136322021; aux_mae_loss_1: 14.216320896148682; aux_mae_loss_2: 2.060474717617035; aux_mae_loss_4: 0.3186900827288628; cnt_loss: 1.4942997932434081; +2025-05-13 00:19:39,693 - INFO - Evaluation: +Curr mae: 6.1868; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0213; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0472; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:19:55,294 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 +2025-05-13 00:21:00,356 - INFO - Training: cls_zice: 8.74225392460823; reg_zipnll: 39.51849094390869; aux_mae_loss_1: 12.844168157577515; aux_mae_loss_2: 1.8517362022399901; aux_mae_loss_4: 0.27372206062078475; cnt_loss: 1.2529307901859283; +2025-05-13 00:21:00,358 - INFO - Evaluation: +Curr mae: 6.1289; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0931; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0467; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:21:00,358 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 +2025-05-13 00:22:07,059 - INFO - Training: cls_zice: 10.570310072898865; reg_zipnll: 38.87484302520752; aux_mae_loss_1: 14.419298086166382; aux_mae_loss_2: 2.041106675863266; aux_mae_loss_4: 0.3251699724793434; cnt_loss: 1.5555447298288345; +2025-05-13 00:22:07,061 - INFO - Evaluation: +Curr mae: 6.5239; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6877; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0496; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:22:07,061 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 +2025-05-13 00:23:13,891 - INFO - Training: cls_zice: 9.322722792625427; reg_zipnll: 39.53232402801514; aux_mae_loss_1: 13.405782508850098; aux_mae_loss_2: 1.9604406666755676; aux_mae_loss_4: 0.2973804038763046; cnt_loss: 1.3945292180776596; +2025-05-13 00:23:13,892 - INFO - Evaluation: +Curr mae: 6.2628; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3985; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0472; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:23:13,892 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 +2025-05-13 00:24:20,130 - INFO - Training: cls_zice: 9.668689136505128; reg_zipnll: 40.7206618309021; aux_mae_loss_1: 13.471960277557374; aux_mae_loss_2: 1.9672176706790925; aux_mae_loss_4: 0.3103223189711571; cnt_loss: 1.7506684684753417; +2025-05-13 00:24:20,132 - INFO - Evaluation: +Curr mae: 6.4439; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7535; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0473; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:24:20,132 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 +2025-05-13 00:25:25,899 - INFO - Training: cls_zice: 9.78906185388565; reg_zipnll: 41.763252325057984; aux_mae_loss_1: 13.708215284347535; aux_mae_loss_2: 1.954859539270401; aux_mae_loss_4: 0.29846691980957984; cnt_loss: 1.596788439154625; +2025-05-13 00:25:25,900 - INFO - Evaluation: +Curr mae: 6.3634; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5319; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0481; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:25:25,900 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 +2025-05-13 00:26:31,538 - INFO - Training: cls_zice: 8.745016815662384; reg_zipnll: 37.090907402038575; aux_mae_loss_1: 12.921908254623412; aux_mae_loss_2: 1.819141182899475; aux_mae_loss_4: 0.2848742280900478; cnt_loss: 1.2959911733865739; +2025-05-13 00:26:31,539 - INFO - Evaluation: +Curr mae: 6.3451; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6776; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0479; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:26:31,540 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 +2025-05-13 00:27:37,140 - INFO - Training: cls_zice: 9.260369412899017; reg_zipnll: 39.56789152145386; aux_mae_loss_1: 12.998572731018067; aux_mae_loss_2: 1.9107590222358704; aux_mae_loss_4: 0.29375812768936155; cnt_loss: 1.4206484472751617; +2025-05-13 00:27:37,141 - INFO - Evaluation: +Curr mae: 6.2143; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5372; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0471; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:27:37,141 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 +2025-05-13 00:28:42,577 - INFO - Training: cls_zice: 9.430436763763428; reg_zipnll: 41.13245964050293; aux_mae_loss_1: 13.651641569137574; aux_mae_loss_2: 1.9727858543395995; aux_mae_loss_4: 0.2959142147004604; cnt_loss: 1.5096182692050935; +2025-05-13 00:28:42,577 - INFO - Evaluation: +Curr mae: 6.4693; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7476; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0485; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:28:42,578 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 +2025-05-13 00:29:47,995 - INFO - Training: cls_zice: 10.696555099487306; reg_zipnll: 40.24706722259521; aux_mae_loss_1: 14.344183015823365; aux_mae_loss_2: 2.050964525938034; aux_mae_loss_4: 0.311915365755558; cnt_loss: 1.6072264802455902; +2025-05-13 00:29:47,997 - INFO - Evaluation: +Curr mae: 6.3489; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7968; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0477; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:29:47,997 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 +2025-05-13 00:30:53,691 - INFO - Training: cls_zice: 9.602560834884644; reg_zipnll: 40.27249862670899; aux_mae_loss_1: 13.916242771148681; aux_mae_loss_2: 2.0171483898162843; aux_mae_loss_4: 0.3089863130450249; cnt_loss: 1.497328945994377; +2025-05-13 00:30:53,692 - INFO - Evaluation: +Curr mae: 6.2455; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3562; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0475; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:30:53,692 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 +2025-05-13 00:31:59,075 - INFO - Training: cls_zice: 9.80122263431549; reg_zipnll: 40.788864841461184; aux_mae_loss_1: 13.862517261505127; aux_mae_loss_2: 1.9857109737396241; aux_mae_loss_4: 0.3093120314180851; cnt_loss: 1.65060405254364; +2025-05-13 00:31:59,077 - INFO - Evaluation: +Curr mae: 6.1930; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2702; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0474; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:31:59,077 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 +2025-05-13 00:33:04,453 - INFO - Training: cls_zice: 9.815193567276001; reg_zipnll: 43.07795921325683; aux_mae_loss_1: 13.482490892410278; aux_mae_loss_2: 1.9363489437103272; aux_mae_loss_4: 0.3035570120811462; cnt_loss: 1.3451536530256272; +2025-05-13 00:33:04,457 - INFO - Evaluation: +Curr mae: 6.1252; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2723; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0468; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:33:04,457 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 +2025-05-13 00:34:09,856 - INFO - Training: cls_zice: 10.214148263931275; reg_zipnll: 43.343906745910644; aux_mae_loss_1: 13.799227380752564; aux_mae_loss_2: 1.9888555443286895; aux_mae_loss_4: 0.2988574180006981; cnt_loss: 1.3601980793476105; +2025-05-13 00:34:09,857 - INFO - Evaluation: +Curr mae: 6.3450; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6451; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0479; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:34:09,857 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 +2025-05-13 00:35:14,948 - INFO - Training: cls_zice: 9.585785937309264; reg_zipnll: 38.459273176193236; aux_mae_loss_1: 13.419396257400512; aux_mae_loss_2: 1.934100066423416; aux_mae_loss_4: 0.2903631028532982; cnt_loss: 1.461859515309334; +2025-05-13 00:35:14,950 - INFO - Evaluation: +Curr mae: 6.4173; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5700; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0482; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:35:14,950 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 +2025-05-13 00:36:20,021 - INFO - Training: cls_zice: 9.980418630838393; reg_zipnll: 39.56907527923584; aux_mae_loss_1: 14.116141366958619; aux_mae_loss_2: 2.007938174009323; aux_mae_loss_4: 0.3144397705793381; cnt_loss: 1.4141701996326446; +2025-05-13 00:36:20,022 - INFO - Evaluation: +Curr mae: 6.4686; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8401; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0487; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:36:20,022 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 +2025-05-13 00:37:25,442 - INFO - Training: cls_zice: 9.584918429851532; reg_zipnll: 37.712577476501465; aux_mae_loss_1: 13.109639654159546; aux_mae_loss_2: 1.878563892841339; aux_mae_loss_4: 0.2870627011358738; cnt_loss: 1.4499810826778412; +2025-05-13 00:37:25,444 - INFO - Evaluation: +Curr mae: 6.6479; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7817; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0498; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:37:25,444 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 +2025-05-13 00:38:31,201 - INFO - Training: cls_zice: 9.551757996082307; reg_zipnll: 40.89807523727417; aux_mae_loss_1: 12.986845722198487; aux_mae_loss_2: 1.8339856576919555; aux_mae_loss_4: 0.2804592615365982; cnt_loss: 1.4255551505088806; +2025-05-13 00:38:31,203 - INFO - Evaluation: +Curr mae: 6.3931; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4971; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0488; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:38:31,203 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 +2025-05-13 00:39:36,928 - INFO - Training: cls_zice: 9.359369750022887; reg_zipnll: 41.3821907043457; aux_mae_loss_1: 13.40424524307251; aux_mae_loss_2: 1.8939513671398163; aux_mae_loss_4: 0.2882131959497929; cnt_loss: 1.4284449887275696; +2025-05-13 00:39:36,929 - INFO - Evaluation: +Curr mae: 6.3444; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4541; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0482; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:39:36,930 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 +2025-05-13 00:40:41,975 - INFO - Training: cls_zice: 9.31233372926712; reg_zipnll: 38.354955406188964; aux_mae_loss_1: 12.87669144630432; aux_mae_loss_2: 1.8689418482780455; aux_mae_loss_4: 0.2908165140450001; cnt_loss: 1.3338583076000214; +2025-05-13 00:40:41,976 - INFO - Evaluation: +Curr mae: 6.2829; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2425; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0478; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:40:41,976 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 +2025-05-13 00:41:47,434 - INFO - Training: cls_zice: 8.911804584264756; reg_zipnll: 38.23601398468018; aux_mae_loss_1: 12.282258124351502; aux_mae_loss_2: 1.788290674686432; aux_mae_loss_4: 0.28143723532557485; cnt_loss: 1.379364411830902; +2025-05-13 00:41:47,436 - INFO - Evaluation: +Curr mae: 6.2785; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3168; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0477; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:41:47,436 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 +2025-05-13 00:42:52,541 - INFO - Training: cls_zice: 9.129006531238556; reg_zipnll: 38.404131145477294; aux_mae_loss_1: 12.645958890914917; aux_mae_loss_2: 1.8393648338317872; aux_mae_loss_4: 0.288778116106987; cnt_loss: 1.4333420097827911; +2025-05-13 00:42:52,543 - INFO - Evaluation: +Curr mae: 6.2751; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2820; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0477; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:42:52,543 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 +2025-05-13 00:43:57,948 - INFO - Training: cls_zice: 8.937387753725051; reg_zipnll: 40.86359195709228; aux_mae_loss_1: 12.65231255531311; aux_mae_loss_2: 1.88352698802948; aux_mae_loss_4: 0.28801743537187574; cnt_loss: 1.394114785194397; +2025-05-13 00:43:57,949 - INFO - Evaluation: +Curr mae: 6.1215; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9819; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0470; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:43:57,949 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 +2025-05-13 00:45:03,043 - INFO - Training: cls_zice: 8.63875940322876; reg_zipnll: 40.15726926803589; aux_mae_loss_1: 12.053042240142823; aux_mae_loss_2: 1.7713193607330322; aux_mae_loss_4: 0.27015822649002075; cnt_loss: 1.348227412700653; +2025-05-13 00:45:03,045 - INFO - Evaluation: +Curr mae: 6.2480; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1273; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0478; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:45:03,045 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 +2025-05-13 00:46:08,228 - INFO - Training: cls_zice: 8.638973203897477; reg_zipnll: 38.34364961624146; aux_mae_loss_1: 12.790937747955322; aux_mae_loss_2: 1.8749253809452058; aux_mae_loss_4: 0.2938374924659729; cnt_loss: 1.379975330233574; +2025-05-13 00:46:08,229 - INFO - Evaluation: +Curr mae: 6.2555; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1801; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0480; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:46:08,229 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 +2025-05-13 00:47:13,393 - INFO - Training: cls_zice: 9.046647853851319; reg_zipnll: 41.016268997192384; aux_mae_loss_1: 12.989783868789672; aux_mae_loss_2: 1.8797022902965546; aux_mae_loss_4: 0.27384201854467394; cnt_loss: 1.209981573820114; +2025-05-13 00:47:13,397 - INFO - Evaluation: +Curr mae: 6.1692; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1429; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0473; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:47:13,397 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 +2025-05-13 00:48:19,203 - INFO - Training: cls_zice: 9.649976228475571; reg_zipnll: 38.326494941711424; aux_mae_loss_1: 13.551585607528686; aux_mae_loss_2: 1.952244553565979; aux_mae_loss_4: 0.3042633032798767; cnt_loss: 1.5569453287124633; +2025-05-13 00:48:19,204 - INFO - Evaluation: +Curr mae: 6.2396; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1862; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0478; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:48:19,204 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 +2025-05-13 00:49:24,512 - INFO - Training: cls_zice: 9.28861722588539; reg_zipnll: 39.10885623931885; aux_mae_loss_1: 12.919031648635864; aux_mae_loss_2: 1.8616272079944611; aux_mae_loss_4: 0.29443036645650866; cnt_loss: 1.542702510356903; +2025-05-13 00:49:24,513 - INFO - Evaluation: +Curr mae: 6.1438; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9142; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0476; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:49:24,514 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 +2025-05-13 00:50:29,890 - INFO - Training: cls_zice: 8.799329701662064; reg_zipnll: 42.17550071716309; aux_mae_loss_1: 13.047272367477417; aux_mae_loss_2: 1.9052720010280608; aux_mae_loss_4: 0.287833466231823; cnt_loss: 1.5256228709220887; +2025-05-13 00:50:29,891 - INFO - Evaluation: +Curr mae: 6.3643; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4287; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0483; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:50:29,891 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 +2025-05-13 00:51:35,120 - INFO - Training: cls_zice: 9.307930512428284; reg_zipnll: 40.55296857833862; aux_mae_loss_1: 12.936823892593384; aux_mae_loss_2: 1.8673230957984925; aux_mae_loss_4: 0.2891117584705353; cnt_loss: 1.295891519188881; +2025-05-13 00:51:35,122 - INFO - Evaluation: +Curr mae: 6.1695; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0343; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0471; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:51:35,123 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 +2025-05-13 00:52:40,325 - INFO - Training: cls_zice: 9.079250960350036; reg_zipnll: 41.30850440979004; aux_mae_loss_1: 12.75739821434021; aux_mae_loss_2: 1.8445632672309875; aux_mae_loss_4: 0.28867066115140916; cnt_loss: 1.3550937950611115; +2025-05-13 00:52:40,326 - INFO - Evaluation: +Curr mae: 6.4571; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3884; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0487; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:52:40,327 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 +2025-05-13 00:53:45,769 - INFO - Training: cls_zice: 9.384999574422837; reg_zipnll: 39.50227748870849; aux_mae_loss_1: 13.392910175323486; aux_mae_loss_2: 1.9584642219543458; aux_mae_loss_4: 0.29395535990595817; cnt_loss: 1.40348845243454; +2025-05-13 00:53:45,770 - INFO - Evaluation: +Curr mae: 6.2587; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2355; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0476; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:53:45,770 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 +2025-05-13 00:54:51,490 - INFO - Training: cls_zice: 10.013172092437744; reg_zipnll: 40.05484600067139; aux_mae_loss_1: 13.326195974349975; aux_mae_loss_2: 1.9182675635814668; aux_mae_loss_4: 0.29321817606687545; cnt_loss: 1.428096204996109; +2025-05-13 00:54:51,491 - INFO - Evaluation: +Curr mae: 6.3392; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4137; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0480; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:54:51,491 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 +2025-05-13 00:55:56,598 - INFO - Training: cls_zice: 9.6618931889534; reg_zipnll: 38.79888702392578; aux_mae_loss_1: 13.1657342338562; aux_mae_loss_2: 1.9273251581192017; aux_mae_loss_4: 0.29338835552334785; cnt_loss: 1.2649011051654815; +2025-05-13 00:55:56,600 - INFO - Evaluation: +Curr mae: 6.3713; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5264; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0478; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:55:56,600 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 +2025-05-13 00:57:02,072 - INFO - Training: cls_zice: 9.2829241168499; reg_zipnll: 39.77491855621338; aux_mae_loss_1: 13.04004454612732; aux_mae_loss_2: 1.8933047866821289; aux_mae_loss_4: 0.2943175072968006; cnt_loss: 1.4162973296642303; +2025-05-13 00:57:02,074 - INFO - Evaluation: +Curr mae: 6.2044; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1064; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0477; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:57:02,074 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 +2025-05-13 00:58:07,536 - INFO - Training: cls_zice: 9.29683663368225; reg_zipnll: 39.38338384628296; aux_mae_loss_1: 12.683490924835205; aux_mae_loss_2: 1.8491185808181763; aux_mae_loss_4: 0.28468185782432553; cnt_loss: 1.2152943885326386; +2025-05-13 00:58:07,537 - INFO - Evaluation: +Curr mae: 6.2371; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1316; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0478; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:58:07,537 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 +2025-05-13 00:59:12,954 - INFO - Training: cls_zice: 9.635011842250824; reg_zipnll: 38.4440025138855; aux_mae_loss_1: 13.750202417373657; aux_mae_loss_2: 2.0043370938301086; aux_mae_loss_4: 0.31062475502491; cnt_loss: 1.4193285828828812; +2025-05-13 00:59:12,955 - INFO - Evaluation: +Curr mae: 6.2199; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0979; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0472; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 00:59:12,956 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 +2025-05-13 01:00:18,348 - INFO - Training: cls_zice: 9.379018259048461; reg_zipnll: 41.6994404220581; aux_mae_loss_1: 13.196276206970214; aux_mae_loss_2: 1.9019716584682465; aux_mae_loss_4: 0.28754649817943573; cnt_loss: 1.366804714202881; +2025-05-13 01:00:18,350 - INFO - Evaluation: +Curr mae: 6.2024; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8834; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0480; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:00:18,350 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 +2025-05-13 01:01:23,928 - INFO - Training: cls_zice: 9.819476895332336; reg_zipnll: 38.1267147064209; aux_mae_loss_1: 13.485834484100343; aux_mae_loss_2: 1.9776175951957702; aux_mae_loss_4: 0.3005469956994057; cnt_loss: 1.3727606934309007; +2025-05-13 01:01:23,930 - INFO - Evaluation: +Curr mae: 6.2599; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0948; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0478; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:01:23,930 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 +2025-05-13 01:02:29,337 - INFO - Training: cls_zice: 8.874615534543992; reg_zipnll: 43.451045532226566; aux_mae_loss_1: 12.633043708801269; aux_mae_loss_2: 1.7928896152973175; aux_mae_loss_4: 0.27439089238643644; cnt_loss: 1.4073626673221589; +2025-05-13 01:02:29,338 - INFO - Evaluation: +Curr mae: 6.0775; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8868; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0467; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:02:29,339 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 +2025-05-13 01:03:34,617 - INFO - Training: cls_zice: 10.041593458652496; reg_zipnll: 38.89066774368286; aux_mae_loss_1: 13.545216436386108; aux_mae_loss_2: 1.9701770544052124; aux_mae_loss_4: 0.29630836337804795; cnt_loss: 1.3648162293434143; +2025-05-13 01:03:34,619 - INFO - Evaluation: +Curr mae: 6.1641; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9318; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0471; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:03:34,619 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 +2025-05-13 01:04:39,951 - INFO - Training: cls_zice: 10.031793297529221; reg_zipnll: 40.41827461242676; aux_mae_loss_1: 13.715106058120728; aux_mae_loss_2: 1.9770062708854674; aux_mae_loss_4: 0.2950624592602253; cnt_loss: 1.4346691977977752; +2025-05-13 01:04:39,953 - INFO - Evaluation: +Curr mae: 6.1624; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0927; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0469; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:04:39,953 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 +2025-05-13 01:05:45,500 - INFO - Training: cls_zice: 9.210895977020265; reg_zipnll: 40.80363302230835; aux_mae_loss_1: 12.761691370010375; aux_mae_loss_2: 1.8701138710975647; aux_mae_loss_4: 0.2703553855419159; cnt_loss: 1.2740287560224532; +2025-05-13 01:05:45,501 - INFO - Evaluation: +Curr mae: 6.2244; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0296; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0476; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:05:45,501 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 +2025-05-13 01:06:50,772 - INFO - Training: cls_zice: 9.430671311616898; reg_zipnll: 40.49060817718506; aux_mae_loss_1: 13.061152820587159; aux_mae_loss_2: 1.854955472946167; aux_mae_loss_4: 0.2781987744569778; cnt_loss: 1.3350375449657441; +2025-05-13 01:06:50,774 - INFO - Evaluation: +Curr mae: 6.2419; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0894; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0474; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:06:50,774 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 +2025-05-13 01:07:56,499 - INFO - Training: cls_zice: 9.25874472618103; reg_zipnll: 39.8541450881958; aux_mae_loss_1: 12.944164667129517; aux_mae_loss_2: 1.8631569182872771; aux_mae_loss_4: 0.28539751410484315; cnt_loss: 1.3487006634473802; +2025-05-13 01:07:56,500 - INFO - Evaluation: +Curr mae: 6.2569; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9940; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0479; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:07:56,501 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 +2025-05-13 01:09:02,020 - INFO - Training: cls_zice: 9.485850986242294; reg_zipnll: 40.592444286346435; aux_mae_loss_1: 13.197177429199218; aux_mae_loss_2: 1.905549200773239; aux_mae_loss_4: 0.29118123203516005; cnt_loss: 1.3737568926811219; +2025-05-13 01:09:02,021 - INFO - Evaluation: +Curr mae: 6.2246; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0438; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0474; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:09:02,021 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 +2025-05-13 01:10:07,316 - INFO - Training: cls_zice: 9.471220676898957; reg_zipnll: 39.3897566986084; aux_mae_loss_1: 13.147858219146729; aux_mae_loss_2: 1.8927024853229524; aux_mae_loss_4: 0.28790154695510867; cnt_loss: 1.4090587842464446; +2025-05-13 01:10:07,318 - INFO - Evaluation: +Curr mae: 6.1882; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0761; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0467; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:10:07,318 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 +2025-05-13 01:11:12,442 - INFO - Training: cls_zice: 9.56707062482834; reg_zipnll: 39.27855667114258; aux_mae_loss_1: 13.220353517532349; aux_mae_loss_2: 1.8991248643398284; aux_mae_loss_4: 0.2850657260417938; cnt_loss: 1.109423552751541; +2025-05-13 01:11:12,443 - INFO - Evaluation: +Curr mae: 6.1515; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0144; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0470; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:11:12,444 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 +2025-05-13 01:12:17,752 - INFO - Training: cls_zice: 9.536683299541473; reg_zipnll: 39.18681638717651; aux_mae_loss_1: 13.250512657165528; aux_mae_loss_2: 1.9208858716487884; aux_mae_loss_4: 0.2957268115878105; cnt_loss: 1.5059529197216035; +2025-05-13 01:12:17,754 - INFO - Evaluation: +Curr mae: 6.2238; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1448; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0472; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:12:17,754 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 +2025-05-13 01:13:23,124 - INFO - Training: cls_zice: 9.492374894618989; reg_zipnll: 39.35733835220337; aux_mae_loss_1: 13.012247524261475; aux_mae_loss_2: 1.8736221659183503; aux_mae_loss_4: 0.28734718680381777; cnt_loss: 1.197133057117462; +2025-05-13 01:13:23,125 - INFO - Evaluation: +Curr mae: 6.1373; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0078; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0466; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:13:23,126 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 +2025-05-13 01:14:28,512 - INFO - Training: cls_zice: 9.761389648914337; reg_zipnll: 38.512332878112794; aux_mae_loss_1: 13.413342542648316; aux_mae_loss_2: 1.9332872009277344; aux_mae_loss_4: 0.30380232840776444; cnt_loss: 1.395556880235672; +2025-05-13 01:14:35,003 - INFO - Evaluation: +Curr mae: 6.1676; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0751; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0466; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:14:58,157 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 +2025-05-13 01:16:02,834 - INFO - Training: cls_zice: 9.324394783973695; reg_zipnll: 40.46443506240845; aux_mae_loss_1: 13.22526982307434; aux_mae_loss_2: 1.9314071142673492; aux_mae_loss_4: 0.2867679080367088; cnt_loss: 1.3036187565326691; +2025-05-13 01:16:02,836 - INFO - Evaluation: +Curr mae: 6.1673; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9989; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0467; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:16:02,836 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 +2025-05-13 01:17:09,479 - INFO - Training: cls_zice: 9.56486895442009; reg_zipnll: 39.29801162719727; aux_mae_loss_1: 12.662626943588258; aux_mae_loss_2: 1.856335107088089; aux_mae_loss_4: 0.27834020361304285; cnt_loss: 1.3363585042953492; +2025-05-13 01:17:09,481 - INFO - Evaluation: +Curr mae: 6.1812; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0498; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0470; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:17:09,481 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 +2025-05-13 01:18:15,853 - INFO - Training: cls_zice: 9.012095003128051; reg_zipnll: 40.37718761444092; aux_mae_loss_1: 12.946156406402588; aux_mae_loss_2: 1.8574679350852967; aux_mae_loss_4: 0.286908215880394; cnt_loss: 1.3773974907398223; +2025-05-13 01:18:15,854 - INFO - Evaluation: +Curr mae: 6.1427; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9209; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0469; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:18:15,854 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 +2025-05-13 01:19:21,848 - INFO - Training: cls_zice: 9.266554142236709; reg_zipnll: 38.32095869064331; aux_mae_loss_1: 12.900990753173827; aux_mae_loss_2: 1.8573513209819794; aux_mae_loss_4: 0.28712308302521705; cnt_loss: 1.2374701988697052; +2025-05-13 01:19:21,850 - INFO - Evaluation: +Curr mae: 6.2672; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0329; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0480; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:19:21,850 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 +2025-05-13 01:20:28,100 - INFO - Training: cls_zice: 9.836445775032043; reg_zipnll: 39.18329574584961; aux_mae_loss_1: 13.19365816116333; aux_mae_loss_2: 1.8697721397876739; aux_mae_loss_4: 0.2960042601823807; cnt_loss: 1.3456346708536149; +2025-05-13 01:20:28,101 - INFO - Evaluation: +Curr mae: 6.2149; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0595; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0469; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:20:28,101 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 +2025-05-13 01:21:33,633 - INFO - Training: cls_zice: 9.465449810028076; reg_zipnll: 40.32995155334473; aux_mae_loss_1: 13.05180193901062; aux_mae_loss_2: 1.8584265184402466; aux_mae_loss_4: 0.2828285983204842; cnt_loss: 1.346494162082672; +2025-05-13 01:21:33,635 - INFO - Evaluation: +Curr mae: 6.2135; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0611; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0471; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:21:33,635 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 +2025-05-13 01:22:39,171 - INFO - Training: cls_zice: 9.463666787147522; reg_zipnll: 39.92884225845337; aux_mae_loss_1: 13.042993068695068; aux_mae_loss_2: 1.8920984470844269; aux_mae_loss_4: 0.2886916443705559; cnt_loss: 1.3167521131038666; +2025-05-13 01:22:39,172 - INFO - Evaluation: +Curr mae: 6.1555; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0589; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0468; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:22:39,172 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 +2025-05-13 01:23:44,824 - INFO - Training: cls_zice: 9.599717725515365; reg_zipnll: 38.90864000320435; aux_mae_loss_1: 13.069474110603332; aux_mae_loss_2: 1.8733408677577972; aux_mae_loss_4: 0.27427742660045623; cnt_loss: 1.283854191303253; +2025-05-13 01:23:44,826 - INFO - Evaluation: +Curr mae: 6.1714; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0267; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0470; Best nae: 0.0457; 0.0459; 0.0461; 0.0465; 0.0466; + + + +2025-05-13 01:23:44,826 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 +2025-05-13 01:24:50,059 - INFO - Training: cls_zice: 8.780441229343415; reg_zipnll: 41.544488716125485; aux_mae_loss_1: 12.270474376678466; aux_mae_loss_2: 1.7735235214233398; aux_mae_loss_4: 0.25852052360773087; cnt_loss: 1.2540374779701233; +2025-05-13 01:24:56,575 - INFO - Evaluation: +Curr mae: 6.0877; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8355; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0462; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0465; + + + +2025-05-13 01:24:56,575 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 +2025-05-13 01:26:01,651 - INFO - Training: cls_zice: 9.022095868587494; reg_zipnll: 40.53720513343811; aux_mae_loss_1: 12.941856594085694; aux_mae_loss_2: 1.8725357937812805; aux_mae_loss_4: 0.286228084564209; cnt_loss: 1.2932018196582795; +2025-05-13 01:26:08,814 - INFO - Evaluation: +Curr mae: 6.0992; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8390; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0464; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:26:08,814 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 +2025-05-13 01:27:14,668 - INFO - Training: cls_zice: 11.491355547904968; reg_zipnll: 43.00841835021973; aux_mae_loss_1: 15.293151369094849; aux_mae_loss_2: 2.3285107731819155; aux_mae_loss_4: 0.3882665619254112; cnt_loss: 2.368263939619064; +2025-05-13 01:27:14,669 - INFO - Evaluation: +Curr mae: 7.4777; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.3860; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0580; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:27:14,670 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 +2025-05-13 01:28:20,505 - INFO - Training: cls_zice: 12.323643503189087; reg_zipnll: 43.41383901596069; aux_mae_loss_1: 16.75351058959961; aux_mae_loss_2: 2.5898758506774904; aux_mae_loss_4: 0.4422956943511963; cnt_loss: 3.4336080276966094; +2025-05-13 01:28:20,506 - INFO - Evaluation: +Curr mae: 7.6216; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.7363; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0552; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:28:20,506 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 +2025-05-13 01:29:26,152 - INFO - Training: cls_zice: 12.708178720474244; reg_zipnll: 40.21516437530518; aux_mae_loss_1: 17.25488265991211; aux_mae_loss_2: 2.730680813789368; aux_mae_loss_4: 0.4798411878943443; cnt_loss: 4.092871103286743; +2025-05-13 01:29:26,153 - INFO - Evaluation: +Curr mae: 7.2581; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.9274; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0582; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:29:26,153 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 +2025-05-13 01:30:31,742 - INFO - Training: cls_zice: 13.561402215957642; reg_zipnll: 43.772708892822266; aux_mae_loss_1: 18.359007263183592; aux_mae_loss_2: 2.8524771451950075; aux_mae_loss_4: 0.4988185864686966; cnt_loss: 3.7278199911117555; +2025-05-13 01:30:31,744 - INFO - Evaluation: +Curr mae: 6.9705; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5433; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0542; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:30:31,745 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 +2025-05-13 01:31:37,476 - INFO - Training: cls_zice: 12.737550015449523; reg_zipnll: 47.1948201751709; aux_mae_loss_1: 17.73071222305298; aux_mae_loss_2: 2.6871934723854065; aux_mae_loss_4: 0.4384623521566391; cnt_loss: 2.9381665897369387; +2025-05-13 01:31:37,477 - INFO - Evaluation: +Curr mae: 6.8142; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3964; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0540; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:31:37,478 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 +2025-05-13 01:32:42,974 - INFO - Training: cls_zice: 12.961369891166687; reg_zipnll: 45.30792701721192; aux_mae_loss_1: 18.91722074508667; aux_mae_loss_2: 2.9238488507270812; aux_mae_loss_4: 0.4805621299147606; cnt_loss: 3.44562965631485; +2025-05-13 01:32:42,975 - INFO - Evaluation: +Curr mae: 8.9324; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 15.3103; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0683; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:32:42,975 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 +2025-05-13 01:33:48,363 - INFO - Training: cls_zice: 12.220992362499237; reg_zipnll: 43.95680030822754; aux_mae_loss_1: 17.420969200134277; aux_mae_loss_2: 2.607058525085449; aux_mae_loss_4: 0.4247113558650017; cnt_loss: 2.7896694493293763; +2025-05-13 01:33:48,364 - INFO - Evaluation: +Curr mae: 8.0953; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.2777; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0726; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:33:48,364 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 +2025-05-13 01:34:53,870 - INFO - Training: cls_zice: 13.540096673965454; reg_zipnll: 45.84372356414795; aux_mae_loss_1: 17.84059782028198; aux_mae_loss_2: 2.6751265156269075; aux_mae_loss_4: 0.4311616848409176; cnt_loss: 2.965976911783218; +2025-05-13 01:34:53,871 - INFO - Evaluation: +Curr mae: 6.7760; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4493; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0554; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:34:53,872 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 +2025-05-13 01:35:59,888 - INFO - Training: cls_zice: 13.51315054655075; reg_zipnll: 45.68927082061768; aux_mae_loss_1: 17.99852066040039; aux_mae_loss_2: 2.7546096444129944; aux_mae_loss_4: 0.456449978351593; cnt_loss: 3.3303403449058533; +2025-05-13 01:35:59,889 - INFO - Evaluation: +Curr mae: 7.3459; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.2306; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0615; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:35:59,889 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 +2025-05-13 01:37:05,655 - INFO - Training: cls_zice: 13.014397850036621; reg_zipnll: 44.1495756149292; aux_mae_loss_1: 18.24762852668762; aux_mae_loss_2: 2.79463506937027; aux_mae_loss_4: 0.46574276268482206; cnt_loss: 3.437991745471954; +2025-05-13 01:37:05,656 - INFO - Evaluation: +Curr mae: 7.5036; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.5465; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0582; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:37:05,656 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 +2025-05-13 01:38:11,083 - INFO - Training: cls_zice: 13.642402129173279; reg_zipnll: 46.55177934646606; aux_mae_loss_1: 18.728744773864747; aux_mae_loss_2: 2.797944505214691; aux_mae_loss_4: 0.448836133480072; cnt_loss: 3.0530264282226565; +2025-05-13 01:38:11,085 - INFO - Evaluation: +Curr mae: 6.9248; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.4135; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0533; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:38:11,085 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 +2025-05-13 01:39:16,303 - INFO - Training: cls_zice: 13.003267247676849; reg_zipnll: 43.263031578063966; aux_mae_loss_1: 18.515721378326415; aux_mae_loss_2: 2.86660448551178; aux_mae_loss_4: 0.4863303789496422; cnt_loss: 3.817659478187561; +2025-05-13 01:39:16,304 - INFO - Evaluation: +Curr mae: 7.7140; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 15.0700; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0571; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:39:16,304 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 +2025-05-13 01:40:21,719 - INFO - Training: cls_zice: 12.51109272480011; reg_zipnll: 45.23036796569824; aux_mae_loss_1: 18.214911699295044; aux_mae_loss_2: 2.8087191772460938; aux_mae_loss_4: 0.46905305087566374; cnt_loss: 2.99278461933136; +2025-05-13 01:40:21,720 - INFO - Evaluation: +Curr mae: 7.5248; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8499; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0612; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:40:21,720 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 +2025-05-13 01:41:26,910 - INFO - Training: cls_zice: 14.203016395568847; reg_zipnll: 45.40786075592041; aux_mae_loss_1: 19.42148129463196; aux_mae_loss_2: 2.9226063013076784; aux_mae_loss_4: 0.4965600210428238; cnt_loss: 3.455894641876221; +2025-05-13 01:41:26,912 - INFO - Evaluation: +Curr mae: 6.8444; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5888; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0554; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:41:26,912 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 +2025-05-13 01:42:32,433 - INFO - Training: cls_zice: 13.891533069610595; reg_zipnll: 45.9293550491333; aux_mae_loss_1: 19.085858097076414; aux_mae_loss_2: 2.9519494342803956; aux_mae_loss_4: 0.4901839789748192; cnt_loss: 3.6339776957035066; +2025-05-13 01:42:32,434 - INFO - Evaluation: +Curr mae: 11.7757; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 18.5804; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0808; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:42:32,434 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 +2025-05-13 01:43:38,394 - INFO - Training: cls_zice: 13.123887977600099; reg_zipnll: 45.00458383560181; aux_mae_loss_1: 18.19096311569214; aux_mae_loss_2: 2.768607199192047; aux_mae_loss_4: 0.44752810448408126; cnt_loss: 3.3514163881540298; +2025-05-13 01:43:38,395 - INFO - Evaluation: +Curr mae: 8.6652; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.1830; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0661; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:43:38,395 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 +2025-05-13 01:44:43,840 - INFO - Training: cls_zice: 14.146206625699996; reg_zipnll: 43.130627422332765; aux_mae_loss_1: 19.0688219833374; aux_mae_loss_2: 2.9954378104209898; aux_mae_loss_4: 0.5032612973451615; cnt_loss: 3.9812093114852907; +2025-05-13 01:44:43,842 - INFO - Evaluation: +Curr mae: 7.6198; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.1117; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0587; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:44:43,842 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 +2025-05-13 01:45:49,409 - INFO - Training: cls_zice: 12.892783327102661; reg_zipnll: 45.47835948944092; aux_mae_loss_1: 18.13758237838745; aux_mae_loss_2: 2.7972648549079895; aux_mae_loss_4: 0.4653010815382004; cnt_loss: 3.385763897895813; +2025-05-13 01:45:49,410 - INFO - Evaluation: +Curr mae: 7.2125; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.9431; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0573; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:45:49,410 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 +2025-05-13 01:46:54,648 - INFO - Training: cls_zice: 13.473008337020874; reg_zipnll: 42.662398738861086; aux_mae_loss_1: 18.669473724365233; aux_mae_loss_2: 2.8538759469985964; aux_mae_loss_4: 0.4656815427541733; cnt_loss: 3.0806041097640993; +2025-05-13 01:46:54,650 - INFO - Evaluation: +Curr mae: 7.7108; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.5462; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0567; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:46:54,650 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 +2025-05-13 01:48:00,282 - INFO - Training: cls_zice: 11.90863624572754; reg_zipnll: 44.66712148666382; aux_mae_loss_1: 17.333057556152344; aux_mae_loss_2: 2.6330513548851013; aux_mae_loss_4: 0.4280774453282356; cnt_loss: 3.00773429274559; +2025-05-13 01:48:00,284 - INFO - Evaluation: +Curr mae: 7.5180; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2541; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0580; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:48:00,284 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 +2025-05-13 01:49:05,725 - INFO - Training: cls_zice: 13.38116621017456; reg_zipnll: 46.80574607849121; aux_mae_loss_1: 18.57532564163208; aux_mae_loss_2: 2.7750326871871946; aux_mae_loss_4: 0.45100573897361756; cnt_loss: 3.035508625507355; +2025-05-13 01:49:05,727 - INFO - Evaluation: +Curr mae: 7.0530; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4890; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0573; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:49:05,727 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 +2025-05-13 01:50:11,191 - INFO - Training: cls_zice: 12.25151246547699; reg_zipnll: 43.96737052917481; aux_mae_loss_1: 18.05991086959839; aux_mae_loss_2: 2.8121663761138915; aux_mae_loss_4: 0.48259315550327303; cnt_loss: 3.9393335580825806; +2025-05-13 01:50:11,192 - INFO - Evaluation: +Curr mae: 7.1587; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.1955; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0536; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:50:11,192 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 +2025-05-13 01:51:16,560 - INFO - Training: cls_zice: 12.961693773269653; reg_zipnll: 44.880850315093994; aux_mae_loss_1: 18.728046035766603; aux_mae_loss_2: 2.8048445701599123; aux_mae_loss_4: 0.4693013590574264; cnt_loss: 3.062388664484024; +2025-05-13 01:51:16,561 - INFO - Evaluation: +Curr mae: 7.2378; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.7663; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0565; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:51:16,562 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 +2025-05-13 01:52:21,895 - INFO - Training: cls_zice: 12.880164005756377; reg_zipnll: 45.101942977905274; aux_mae_loss_1: 18.303222579956056; aux_mae_loss_2: 2.752874882221222; aux_mae_loss_4: 0.45148484259843824; cnt_loss: 2.81960942029953; +2025-05-13 01:52:21,896 - INFO - Evaluation: +Curr mae: 7.0643; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6587; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0561; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:52:21,897 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 +2025-05-13 01:53:27,203 - INFO - Training: cls_zice: 12.777816498279572; reg_zipnll: 44.101629638671874; aux_mae_loss_1: 17.755210180282592; aux_mae_loss_2: 2.6698966240882873; aux_mae_loss_4: 0.4300065851211548; cnt_loss: 2.92615562915802; +2025-05-13 01:53:27,205 - INFO - Evaluation: +Curr mae: 7.0631; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.6635; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0620; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:53:27,206 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 +2025-05-13 01:54:32,327 - INFO - Training: cls_zice: 14.34478375673294; reg_zipnll: 44.45497604370117; aux_mae_loss_1: 19.308264751434326; aux_mae_loss_2: 2.9916910767555236; aux_mae_loss_4: 0.5151915240287781; cnt_loss: 4.263444528579712; +2025-05-13 01:54:32,328 - INFO - Evaluation: +Curr mae: 7.7277; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.2743; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0595; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:54:32,328 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 +2025-05-13 01:55:37,658 - INFO - Training: cls_zice: 12.40117388010025; reg_zipnll: 47.10324903488159; aux_mae_loss_1: 17.79330841064453; aux_mae_loss_2: 2.70440105676651; aux_mae_loss_4: 0.4376807042956352; cnt_loss: 3.107223436832428; +2025-05-13 01:55:37,660 - INFO - Evaluation: +Curr mae: 8.2645; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.0185; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0610; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:55:37,660 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 +2025-05-13 01:56:43,084 - INFO - Training: cls_zice: 13.483415331840515; reg_zipnll: 45.473651275634765; aux_mae_loss_1: 19.000065202713014; aux_mae_loss_2: 2.8993339705467225; aux_mae_loss_4: 0.46893536001443864; cnt_loss: 3.18899521112442; +2025-05-13 01:56:43,085 - INFO - Evaluation: +Curr mae: 6.9138; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1526; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0557; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:56:43,085 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 +2025-05-13 01:57:48,321 - INFO - Training: cls_zice: 12.60542027950287; reg_zipnll: 45.76900186538696; aux_mae_loss_1: 17.593255462646486; aux_mae_loss_2: 2.715586152076721; aux_mae_loss_4: 0.4500266832113266; cnt_loss: 3.745532890558243; +2025-05-13 01:57:48,323 - INFO - Evaluation: +Curr mae: 7.1141; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6062; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0571; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:57:48,323 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 +2025-05-13 01:58:53,823 - INFO - Training: cls_zice: 11.916989965438843; reg_zipnll: 43.63713262557983; aux_mae_loss_1: 17.410163135528563; aux_mae_loss_2: 2.6418777918815612; aux_mae_loss_4: 0.4149948623776436; cnt_loss: 2.4266736805438995; +2025-05-13 01:58:53,825 - INFO - Evaluation: +Curr mae: 7.2314; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2374; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0578; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:58:53,825 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 +2025-05-13 01:59:59,122 - INFO - Training: cls_zice: 12.51773917198181; reg_zipnll: 42.78649299621582; aux_mae_loss_1: 18.284490547180177; aux_mae_loss_2: 2.7649295926094055; aux_mae_loss_4: 0.45178113371133805; cnt_loss: 2.899033536911011; +2025-05-13 01:59:59,124 - INFO - Evaluation: +Curr mae: 7.7504; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.9182; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0655; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 01:59:59,125 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 +2025-05-13 02:01:04,301 - INFO - Training: cls_zice: 12.450313811302186; reg_zipnll: 45.878682670593264; aux_mae_loss_1: 17.29112367630005; aux_mae_loss_2: 2.622862493991852; aux_mae_loss_4: 0.42403970927000045; cnt_loss: 2.6273536932468415; +2025-05-13 02:01:04,302 - INFO - Evaluation: +Curr mae: 6.6815; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4218; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0528; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:01:04,302 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 +2025-05-13 02:02:09,584 - INFO - Training: cls_zice: 12.948342394828796; reg_zipnll: 43.96206363677979; aux_mae_loss_1: 18.36910499572754; aux_mae_loss_2: 2.7960276412963867; aux_mae_loss_4: 0.45921200543642043; cnt_loss: 3.2797718381881715; +2025-05-13 02:02:09,585 - INFO - Evaluation: +Curr mae: 6.3737; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 9.9971; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0523; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:02:09,586 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 +2025-05-13 02:03:15,227 - INFO - Training: cls_zice: 13.622955684661866; reg_zipnll: 44.08003540039063; aux_mae_loss_1: 18.71649652481079; aux_mae_loss_2: 2.805247280597687; aux_mae_loss_4: 0.45997735738754275; cnt_loss: 3.41910457611084; +2025-05-13 02:03:15,228 - INFO - Evaluation: +Curr mae: 8.0557; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.8345; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0629; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:03:15,228 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 +2025-05-13 02:04:20,529 - INFO - Training: cls_zice: 13.295945385694504; reg_zipnll: 45.40352832794189; aux_mae_loss_1: 18.577403087615966; aux_mae_loss_2: 2.782165709733963; aux_mae_loss_4: 0.45684952825307845; cnt_loss: 3.192524164915085; +2025-05-13 02:04:20,530 - INFO - Evaluation: +Curr mae: 6.4989; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.0906; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0532; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:04:20,530 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 +2025-05-13 02:05:26,158 - INFO - Training: cls_zice: 12.60296277999878; reg_zipnll: 47.333373107910155; aux_mae_loss_1: 18.119560203552247; aux_mae_loss_2: 2.6782333517074584; aux_mae_loss_4: 0.42581126391887664; cnt_loss: 2.804313645362854; +2025-05-13 02:05:26,160 - INFO - Evaluation: +Curr mae: 6.4919; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 9.9927; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0561; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:05:26,160 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 +2025-05-13 02:06:31,699 - INFO - Training: cls_zice: 13.11040586233139; reg_zipnll: 45.7068083190918; aux_mae_loss_1: 18.35295647621155; aux_mae_loss_2: 2.774243183135986; aux_mae_loss_4: 0.44779495656490326; cnt_loss: 3.1709223127365114; +2025-05-13 02:06:31,700 - INFO - Evaluation: +Curr mae: 8.0120; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9562; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0659; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:06:31,700 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 +2025-05-13 02:07:36,868 - INFO - Training: cls_zice: 11.848688005208968; reg_zipnll: 41.32085772514343; aux_mae_loss_1: 17.197607259750367; aux_mae_loss_2: 2.6932289242744445; aux_mae_loss_4: 0.4466736176609993; cnt_loss: 3.163946979045868; +2025-05-13 02:07:36,869 - INFO - Evaluation: +Curr mae: 8.0212; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.4714; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0596; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:07:36,869 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 +2025-05-13 02:08:42,395 - INFO - Training: cls_zice: 13.269578819274903; reg_zipnll: 45.64378421783447; aux_mae_loss_1: 18.784956722259523; aux_mae_loss_2: 2.8235994362831116; aux_mae_loss_4: 0.45296914637088775; cnt_loss: 2.9902380537986755; +2025-05-13 02:08:42,396 - INFO - Evaluation: +Curr mae: 6.1772; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.4712; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0496; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:08:42,396 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 +2025-05-13 02:09:47,912 - INFO - Training: cls_zice: 13.992542796134948; reg_zipnll: 43.84631875991821; aux_mae_loss_1: 19.052421703338624; aux_mae_loss_2: 2.9288319611549376; aux_mae_loss_4: 0.48852955907583234; cnt_loss: 3.958862283229828; +2025-05-13 02:09:47,913 - INFO - Evaluation: +Curr mae: 6.8422; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.6974; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0559; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:10:09,001 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 +2025-05-13 02:11:13,566 - INFO - Training: cls_zice: 12.090162168741227; reg_zipnll: 44.82066734313965; aux_mae_loss_1: 17.407304153442382; aux_mae_loss_2: 2.6664131450653077; aux_mae_loss_4: 0.43045404970645906; cnt_loss: 3.0379673194885255; +2025-05-13 02:11:13,567 - INFO - Evaluation: +Curr mae: 6.3684; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.5294; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0520; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:11:13,567 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 +2025-05-13 02:12:19,856 - INFO - Training: cls_zice: 13.053054519891738; reg_zipnll: 44.61209571838379; aux_mae_loss_1: 18.032970294952392; aux_mae_loss_2: 2.7215137338638304; aux_mae_loss_4: 0.4453224366903305; cnt_loss: 3.1750745797157287; +2025-05-13 02:12:19,858 - INFO - Evaluation: +Curr mae: 5.9833; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 9.7443; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0509; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:12:19,858 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 +2025-05-13 02:13:26,013 - INFO - Training: cls_zice: 13.655846309661865; reg_zipnll: 44.09504951477051; aux_mae_loss_1: 17.862231798171997; aux_mae_loss_2: 2.681278028488159; aux_mae_loss_4: 0.4321592181921005; cnt_loss: 3.145408144593239; +2025-05-13 02:13:26,015 - INFO - Evaluation: +Curr mae: 6.3526; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.4919; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0531; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:13:26,015 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 +2025-05-13 02:14:31,730 - INFO - Training: cls_zice: 12.882414973974228; reg_zipnll: 47.76490249633789; aux_mae_loss_1: 18.00267114639282; aux_mae_loss_2: 2.7051683950424192; aux_mae_loss_4: 0.44876469790935514; cnt_loss: 3.3717740952968596; +2025-05-13 02:14:31,732 - INFO - Evaluation: +Curr mae: 7.3625; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6643; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0619; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:14:31,733 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 +2025-05-13 02:15:37,398 - INFO - Training: cls_zice: 12.195015635490417; reg_zipnll: 46.559197931289674; aux_mae_loss_1: 17.894296951293946; aux_mae_loss_2: 2.7296611285209655; aux_mae_loss_4: 0.4399435365200043; cnt_loss: 3.236190640926361; +2025-05-13 02:15:37,400 - INFO - Evaluation: +Curr mae: 7.0375; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8975; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0557; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:15:37,400 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 +2025-05-13 02:16:43,292 - INFO - Training: cls_zice: 12.42598189353943; reg_zipnll: 44.693963890075686; aux_mae_loss_1: 18.056461505889892; aux_mae_loss_2: 2.7155738568305967; aux_mae_loss_4: 0.4433740544319153; cnt_loss: 2.8681172716617582; +2025-05-13 02:16:43,293 - INFO - Evaluation: +Curr mae: 6.7713; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3987; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0535; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:16:43,293 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 +2025-05-13 02:17:48,766 - INFO - Training: cls_zice: 13.48069751739502; reg_zipnll: 44.49011383056641; aux_mae_loss_1: 18.236764826774596; aux_mae_loss_2: 2.7060254883766173; aux_mae_loss_4: 0.4342269705235958; cnt_loss: 2.9450580608844756; +2025-05-13 02:17:48,768 - INFO - Evaluation: +Curr mae: 6.7261; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7804; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0514; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:17:48,768 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 +2025-05-13 02:18:54,076 - INFO - Training: cls_zice: 12.444658951759338; reg_zipnll: 46.413331184387204; aux_mae_loss_1: 18.077709941864015; aux_mae_loss_2: 2.7240710830688477; aux_mae_loss_4: 0.43999308556318284; cnt_loss: 2.846395845413208; +2025-05-13 02:18:54,078 - INFO - Evaluation: +Curr mae: 7.4238; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.4812; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0564; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:18:54,078 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 +2025-05-13 02:19:59,663 - INFO - Training: cls_zice: 11.862112894058228; reg_zipnll: 44.14577033996582; aux_mae_loss_1: 17.062107334136964; aux_mae_loss_2: 2.594899573326111; aux_mae_loss_4: 0.4215880316495895; cnt_loss: 2.6900828647613526; +2025-05-13 02:19:59,664 - INFO - Evaluation: +Curr mae: 7.4419; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.9967; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0597; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:19:59,664 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 +2025-05-13 02:21:04,706 - INFO - Training: cls_zice: 13.398087377548217; reg_zipnll: 43.3072554397583; aux_mae_loss_1: 18.017872915267944; aux_mae_loss_2: 2.75165323972702; aux_mae_loss_4: 0.44443239003419877; cnt_loss: 2.746822085380554; +2025-05-13 02:21:04,707 - INFO - Evaluation: +Curr mae: 7.3471; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5452; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0568; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:21:04,707 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 +2025-05-13 02:22:10,104 - INFO - Training: cls_zice: 13.460416259765625; reg_zipnll: 42.95828842163086; aux_mae_loss_1: 18.532599153518678; aux_mae_loss_2: 2.8099882769584656; aux_mae_loss_4: 0.45737868010997773; cnt_loss: 2.7630821764469147; +2025-05-13 02:22:10,106 - INFO - Evaluation: +Curr mae: 6.4886; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8287; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0510; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:22:10,106 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 +2025-05-13 02:23:15,367 - INFO - Training: cls_zice: 13.01650118112564; reg_zipnll: 43.93586380004883; aux_mae_loss_1: 17.77512890815735; aux_mae_loss_2: 2.6773600077629087; aux_mae_loss_4: 0.43382975459098816; cnt_loss: 2.9992034459114074; +2025-05-13 02:23:15,369 - INFO - Evaluation: +Curr mae: 6.5724; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8482; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0546; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:23:15,369 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 +2025-05-13 02:24:20,944 - INFO - Training: cls_zice: 12.725296139717102; reg_zipnll: 44.69305610656738; aux_mae_loss_1: 17.711434507369994; aux_mae_loss_2: 2.6223909950256346; aux_mae_loss_4: 0.4160206264257431; cnt_loss: 3.0021759343147276; +2025-05-13 02:24:20,945 - INFO - Evaluation: +Curr mae: 7.3114; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6488; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0573; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:24:20,945 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 +2025-05-13 02:25:26,084 - INFO - Training: cls_zice: 12.791172758340835; reg_zipnll: 44.08651884078979; aux_mae_loss_1: 18.010843334197997; aux_mae_loss_2: 2.733061261177063; aux_mae_loss_4: 0.44356811195611956; cnt_loss: 2.9515728199481965; +2025-05-13 02:25:26,085 - INFO - Evaluation: +Curr mae: 6.7963; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9072; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0559; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:25:26,085 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 +2025-05-13 02:26:31,401 - INFO - Training: cls_zice: 14.353498358726501; reg_zipnll: 44.60760492324829; aux_mae_loss_1: 19.195036849975587; aux_mae_loss_2: 2.90416686296463; aux_mae_loss_4: 0.4778276652097702; cnt_loss: 3.2607836854457855; +2025-05-13 02:26:31,402 - INFO - Evaluation: +Curr mae: 7.5580; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.9327; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0608; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:26:31,403 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 +2025-05-13 02:27:36,319 - INFO - Training: cls_zice: 12.881657631397248; reg_zipnll: 46.00390285491943; aux_mae_loss_1: 17.973930282592775; aux_mae_loss_2: 2.6248334681987764; aux_mae_loss_4: 0.4223648864030838; cnt_loss: 2.812135462760925; +2025-05-13 02:27:36,321 - INFO - Evaluation: +Curr mae: 7.6281; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.7509; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0633; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:27:36,321 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 +2025-05-13 02:28:41,492 - INFO - Training: cls_zice: 12.813405227661132; reg_zipnll: 46.19967662811279; aux_mae_loss_1: 17.829317102432253; aux_mae_loss_2: 2.634354338645935; aux_mae_loss_4: 0.4166401055455208; cnt_loss: 2.6372192919254305; +2025-05-13 02:28:41,494 - INFO - Evaluation: +Curr mae: 6.9227; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5985; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0579; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:28:41,494 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 +2025-05-13 02:29:46,743 - INFO - Training: cls_zice: 12.607873997688294; reg_zipnll: 42.154729995727536; aux_mae_loss_1: 17.41416308403015; aux_mae_loss_2: 2.681495587825775; aux_mae_loss_4: 0.44299051612615586; cnt_loss: 3.302745847702026; +2025-05-13 02:29:46,744 - INFO - Evaluation: +Curr mae: 7.3814; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2644; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0616; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:29:46,744 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 +2025-05-13 02:30:52,193 - INFO - Training: cls_zice: 12.61406700015068; reg_zipnll: 44.30199686050415; aux_mae_loss_1: 18.092580966949463; aux_mae_loss_2: 2.7412548887729646; aux_mae_loss_4: 0.44594351321458814; cnt_loss: 3.1322932648658752; +2025-05-13 02:30:52,195 - INFO - Evaluation: +Curr mae: 9.0270; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.9070; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0711; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:30:52,195 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 +2025-05-13 02:31:57,516 - INFO - Training: cls_zice: 12.093575954437256; reg_zipnll: 41.50868501663208; aux_mae_loss_1: 17.32929651260376; aux_mae_loss_2: 2.576056842803955; aux_mae_loss_4: 0.41882068127393723; cnt_loss: 2.9199890840053557; +2025-05-13 02:31:57,517 - INFO - Evaluation: +Curr mae: 7.0810; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.5308; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0559; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:31:57,518 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 +2025-05-13 02:33:03,148 - INFO - Training: cls_zice: 11.834911203384399; reg_zipnll: 42.41694448471069; aux_mae_loss_1: 17.51792413711548; aux_mae_loss_2: 2.646680488586426; aux_mae_loss_4: 0.4220942258834839; cnt_loss: 2.8027128374576566; +2025-05-13 02:33:03,149 - INFO - Evaluation: +Curr mae: 6.5391; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4528; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0520; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:33:03,149 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 +2025-05-13 02:34:08,213 - INFO - Training: cls_zice: 12.50127828836441; reg_zipnll: 45.40581792831421; aux_mae_loss_1: 17.412186908721925; aux_mae_loss_2: 2.5987317776679992; aux_mae_loss_4: 0.41955703288316726; cnt_loss: 2.829204876422882; +2025-05-13 02:34:08,214 - INFO - Evaluation: +Curr mae: 7.6351; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.6209; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0595; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:34:08,214 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 +2025-05-13 02:35:13,238 - INFO - Training: cls_zice: 12.56201193332672; reg_zipnll: 45.458418693542484; aux_mae_loss_1: 17.808709106445313; aux_mae_loss_2: 2.6544630789756773; aux_mae_loss_4: 0.4284169632196426; cnt_loss: 2.672578239440918; +2025-05-13 02:35:13,239 - INFO - Evaluation: +Curr mae: 6.9832; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.4771; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0529; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:35:13,239 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 +2025-05-13 02:36:18,678 - INFO - Training: cls_zice: 13.480956330299378; reg_zipnll: 44.03528253555298; aux_mae_loss_1: 18.45424457550049; aux_mae_loss_2: 2.7593168663978576; aux_mae_loss_4: 0.4391589698195457; cnt_loss: 2.875016851425171; +2025-05-13 02:36:18,679 - INFO - Evaluation: +Curr mae: 7.0966; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4539; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0585; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:36:18,679 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 +2025-05-13 02:37:23,794 - INFO - Training: cls_zice: 13.571602370738983; reg_zipnll: 44.049609336853024; aux_mae_loss_1: 17.880193767547606; aux_mae_loss_2: 2.7044328808784486; aux_mae_loss_4: 0.44775228679180146; cnt_loss: 3.2867812180519103; +2025-05-13 02:37:23,796 - INFO - Evaluation: +Curr mae: 7.1311; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4726; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0545; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:37:23,796 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 +2025-05-13 02:38:29,277 - INFO - Training: cls_zice: 13.167917373180389; reg_zipnll: 45.23719593048096; aux_mae_loss_1: 17.894346952438354; aux_mae_loss_2: 2.702324891090393; aux_mae_loss_4: 0.43497180193662643; cnt_loss: 3.0687344884872436; +2025-05-13 02:38:29,278 - INFO - Evaluation: +Curr mae: 7.2721; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8114; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0539; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:38:29,278 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 +2025-05-13 02:39:35,003 - INFO - Training: cls_zice: 11.52357011795044; reg_zipnll: 45.606675720214845; aux_mae_loss_1: 17.310433712005615; aux_mae_loss_2: 2.61583548784256; aux_mae_loss_4: 0.42095917493104934; cnt_loss: 2.9709644961357116; +2025-05-13 02:39:35,004 - INFO - Evaluation: +Curr mae: 7.2332; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7389; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0575; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:39:35,004 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 +2025-05-13 02:40:40,039 - INFO - Training: cls_zice: 12.52252251625061; reg_zipnll: 44.42053207397461; aux_mae_loss_1: 17.689190769195555; aux_mae_loss_2: 2.6776793122291567; aux_mae_loss_4: 0.4298506325483322; cnt_loss: 2.91986781835556; +2025-05-13 02:40:40,040 - INFO - Evaluation: +Curr mae: 6.8965; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.3566; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0547; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:40:40,040 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 +2025-05-13 02:41:45,389 - INFO - Training: cls_zice: 15.066908960342408; reg_zipnll: 46.008422985076905; aux_mae_loss_1: 19.18448685646057; aux_mae_loss_2: 2.9370835542678835; aux_mae_loss_4: 0.4823325514793396; cnt_loss: 4.034465709924698; +2025-05-13 02:41:45,390 - INFO - Evaluation: +Curr mae: 7.3952; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.4099; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0611; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:41:45,390 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 +2025-05-13 02:42:51,025 - INFO - Training: cls_zice: 12.647941699028015; reg_zipnll: 42.3910441493988; aux_mae_loss_1: 17.391087188720704; aux_mae_loss_2: 2.6217518138885496; aux_mae_loss_4: 0.4174388352036476; cnt_loss: 2.764569718837738; +2025-05-13 02:42:51,026 - INFO - Evaluation: +Curr mae: 6.8952; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7458; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0545; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:42:51,026 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 +2025-05-13 02:43:56,381 - INFO - Training: cls_zice: 12.935074996948241; reg_zipnll: 45.77940250396728; aux_mae_loss_1: 18.164934844970702; aux_mae_loss_2: 2.7554984855651856; aux_mae_loss_4: 0.4468258661031723; cnt_loss: 3.299621411561966; +2025-05-13 02:43:56,383 - INFO - Evaluation: +Curr mae: 7.0723; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1367; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0607; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:43:56,383 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 +2025-05-13 02:45:01,864 - INFO - Training: cls_zice: 12.94211480975151; reg_zipnll: 47.78272693634033; aux_mae_loss_1: 18.559725437164307; aux_mae_loss_2: 2.7939345908164976; aux_mae_loss_4: 0.45336349815130234; cnt_loss: 3.346211702823639; +2025-05-13 02:45:01,866 - INFO - Evaluation: +Curr mae: 7.1641; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7662; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0567; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:45:01,866 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 +2025-05-13 02:46:07,167 - INFO - Training: cls_zice: 12.892488625049591; reg_zipnll: 43.07546096801758; aux_mae_loss_1: 17.72980055809021; aux_mae_loss_2: 2.6451515531539918; aux_mae_loss_4: 0.4326255714893341; cnt_loss: 3.084525135755539; +2025-05-13 02:46:07,168 - INFO - Evaluation: +Curr mae: 6.5662; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.3946; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0520; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:46:07,168 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 +2025-05-13 02:47:12,158 - INFO - Training: cls_zice: 12.331739740371704; reg_zipnll: 43.77093643188476; aux_mae_loss_1: 17.778769245147704; aux_mae_loss_2: 2.6613029837608337; aux_mae_loss_4: 0.4372338277101517; cnt_loss: 2.8118058383464812; +2025-05-13 02:47:12,159 - INFO - Evaluation: +Curr mae: 7.5584; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.6856; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0577; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:47:12,159 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 +2025-05-13 02:48:17,516 - INFO - Training: cls_zice: 12.43175484418869; reg_zipnll: 42.19825569152832; aux_mae_loss_1: 17.392441787719726; aux_mae_loss_2: 2.623636174201965; aux_mae_loss_4: 0.42702876806259155; cnt_loss: 2.820100257396698; +2025-05-13 02:48:17,517 - INFO - Evaluation: +Curr mae: 7.6928; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.3344; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0563; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:48:17,517 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 +2025-05-13 02:49:22,985 - INFO - Training: cls_zice: 13.290501022338868; reg_zipnll: 44.63171955108643; aux_mae_loss_1: 18.069195365905763; aux_mae_loss_2: 2.7105041790008544; aux_mae_loss_4: 0.4345125398039818; cnt_loss: 2.7482336235046385; +2025-05-13 02:49:22,987 - INFO - Evaluation: +Curr mae: 7.3687; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.9603; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0568; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:49:22,987 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 +2025-05-13 02:50:28,219 - INFO - Training: cls_zice: 11.622069935798645; reg_zipnll: 43.41028444290161; aux_mae_loss_1: 16.701607284545897; aux_mae_loss_2: 2.5198211646080018; aux_mae_loss_4: 0.4075166776776314; cnt_loss: 2.5285779893398286; +2025-05-13 02:50:28,221 - INFO - Evaluation: +Curr mae: 6.9295; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3696; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0525; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:50:28,221 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 +2025-05-13 02:51:33,498 - INFO - Training: cls_zice: 12.206978101730346; reg_zipnll: 45.08794773101807; aux_mae_loss_1: 16.74897957801819; aux_mae_loss_2: 2.4828901195526125; aux_mae_loss_4: 0.39611127763986587; cnt_loss: 2.4504361653327944; +2025-05-13 02:51:33,499 - INFO - Evaluation: +Curr mae: 7.0713; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5369; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0559; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:51:33,500 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 +2025-05-13 02:52:39,077 - INFO - Training: cls_zice: 12.287331552505494; reg_zipnll: 44.18902585983276; aux_mae_loss_1: 17.42978609085083; aux_mae_loss_2: 2.6385798799991607; aux_mae_loss_4: 0.42855694562196733; cnt_loss: 2.624875260591507; +2025-05-13 02:52:39,079 - INFO - Evaluation: +Curr mae: 7.1617; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.6636; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0532; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:52:39,079 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 +2025-05-13 02:53:44,208 - INFO - Training: cls_zice: 12.710720443725586; reg_zipnll: 43.24039421081543; aux_mae_loss_1: 17.75492588043213; aux_mae_loss_2: 2.698661354780197; aux_mae_loss_4: 0.432754892706871; cnt_loss: 3.0669396686553956; +2025-05-13 02:53:44,210 - INFO - Evaluation: +Curr mae: 7.6618; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.6550; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0628; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:53:44,210 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 +2025-05-13 02:54:49,422 - INFO - Training: cls_zice: 13.47002521276474; reg_zipnll: 47.0174137878418; aux_mae_loss_1: 18.42509075164795; aux_mae_loss_2: 2.754301378726959; aux_mae_loss_4: 0.46261425673961637; cnt_loss: 3.41909744143486; +2025-05-13 02:54:49,423 - INFO - Evaluation: +Curr mae: 8.6348; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.3893; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0594; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:54:49,423 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 +2025-05-13 02:55:54,677 - INFO - Training: cls_zice: 12.731141829490662; reg_zipnll: 46.833511123657225; aux_mae_loss_1: 17.956419506072997; aux_mae_loss_2: 2.715187885761261; aux_mae_loss_4: 0.45031223982572555; cnt_loss: 4.0631379067897795; +2025-05-13 02:55:54,678 - INFO - Evaluation: +Curr mae: 7.8201; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.1971; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0619; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:55:54,678 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 +2025-05-13 02:56:59,944 - INFO - Training: cls_zice: 12.448349411487579; reg_zipnll: 43.395581855773926; aux_mae_loss_1: 17.46361096382141; aux_mae_loss_2: 2.7053904604911803; aux_mae_loss_4: 0.4461922979354858; cnt_loss: 3.128291243314743; +2025-05-13 02:56:59,946 - INFO - Evaluation: +Curr mae: 7.3055; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.9517; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0586; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:56:59,946 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 +2025-05-13 02:58:05,417 - INFO - Training: cls_zice: 11.854231371879578; reg_zipnll: 45.385240364074704; aux_mae_loss_1: 16.798759078979494; aux_mae_loss_2: 2.549238953590393; aux_mae_loss_4: 0.41461933523416517; cnt_loss: 2.599553005695343; +2025-05-13 02:58:05,419 - INFO - Evaluation: +Curr mae: 7.2147; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.3733; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0591; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:58:05,420 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 +2025-05-13 02:59:10,819 - INFO - Training: cls_zice: 12.8402224111557; reg_zipnll: 47.737513885498046; aux_mae_loss_1: 18.112060194015502; aux_mae_loss_2: 2.712423665523529; aux_mae_loss_4: 0.4222159200906754; cnt_loss: 2.6436555016040804; +2025-05-13 02:59:10,821 - INFO - Evaluation: +Curr mae: 7.2535; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0574; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0572; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 02:59:10,821 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 +2025-05-13 03:00:16,003 - INFO - Training: cls_zice: 12.207661323547363; reg_zipnll: 41.17492568969727; aux_mae_loss_1: 17.15464839935303; aux_mae_loss_2: 2.6161206579208374; aux_mae_loss_4: 0.42765011459589003; cnt_loss: 3.2037008166313172; +2025-05-13 03:00:16,004 - INFO - Evaluation: +Curr mae: 8.0688; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.1331; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0639; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:00:16,005 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 +2025-05-13 03:01:20,873 - INFO - Training: cls_zice: 12.790223373174667; reg_zipnll: 45.078726978302; aux_mae_loss_1: 17.07929274559021; aux_mae_loss_2: 2.5888192439079285; aux_mae_loss_4: 0.4284946683049202; cnt_loss: 3.228092322349548; +2025-05-13 03:01:20,875 - INFO - Evaluation: +Curr mae: 6.9630; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3461; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0545; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:01:20,875 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 +2025-05-13 03:02:26,062 - INFO - Training: cls_zice: 12.908347105979919; reg_zipnll: 44.53748851776123; aux_mae_loss_1: 17.705181541442872; aux_mae_loss_2: 2.5910122060775755; aux_mae_loss_4: 0.4091568773984909; cnt_loss: 2.587101777791977; +2025-05-13 03:02:26,064 - INFO - Evaluation: +Curr mae: 6.9101; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.2510; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0537; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:02:26,064 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 +2025-05-13 03:03:31,257 - INFO - Training: cls_zice: 12.160080661773682; reg_zipnll: 44.625517959594724; aux_mae_loss_1: 16.553481130599977; aux_mae_loss_2: 2.4772007977962494; aux_mae_loss_4: 0.3982624715566635; cnt_loss: 2.5357369697093963; +2025-05-13 03:03:31,259 - INFO - Evaluation: +Curr mae: 7.2752; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8790; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0575; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:03:31,259 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 +2025-05-13 03:04:36,658 - INFO - Training: cls_zice: 12.314956569671631; reg_zipnll: 45.474668922424314; aux_mae_loss_1: 17.23732406616211; aux_mae_loss_2: 2.5690993952751158; aux_mae_loss_4: 0.41627383142709734; cnt_loss: 2.7174757742881774; +2025-05-13 03:04:36,660 - INFO - Evaluation: +Curr mae: 7.8407; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.3746; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0589; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:04:59,856 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 +2025-05-13 03:06:04,412 - INFO - Training: cls_zice: 10.88120909690857; reg_zipnll: 46.2564933013916; aux_mae_loss_1: 16.117578315734864; aux_mae_loss_2: 2.4284079575538637; aux_mae_loss_4: 0.3860210093855858; cnt_loss: 2.457544825077057; +2025-05-13 03:06:04,413 - INFO - Evaluation: +Curr mae: 8.4557; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.8003; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0659; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:06:04,414 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 +2025-05-13 03:07:11,021 - INFO - Training: cls_zice: 11.051853590011596; reg_zipnll: 40.743520698547364; aux_mae_loss_1: 16.21445498466492; aux_mae_loss_2: 2.449821746349335; aux_mae_loss_4: 0.39640696555376054; cnt_loss: 2.672008227109909; +2025-05-13 03:07:11,023 - INFO - Evaluation: +Curr mae: 8.0267; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.0324; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0638; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:07:11,023 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 +2025-05-13 03:08:17,669 - INFO - Training: cls_zice: 11.438612723350525; reg_zipnll: 41.5828324508667; aux_mae_loss_1: 16.995440006256104; aux_mae_loss_2: 2.564167320728302; aux_mae_loss_4: 0.42019041776657107; cnt_loss: 3.0089071726799013; +2025-05-13 03:08:17,670 - INFO - Evaluation: +Curr mae: 6.8868; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7612; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0572; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:08:17,670 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 +2025-05-13 03:09:23,686 - INFO - Training: cls_zice: 12.005234079360962; reg_zipnll: 43.41262916564941; aux_mae_loss_1: 17.501899070739746; aux_mae_loss_2: 2.632568919658661; aux_mae_loss_4: 0.4241666087508202; cnt_loss: 2.599751467704773; +2025-05-13 03:09:23,687 - INFO - Evaluation: +Curr mae: 8.9976; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.4238; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0729; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:09:23,687 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 +2025-05-13 03:10:29,331 - INFO - Training: cls_zice: 12.278119945526123; reg_zipnll: 45.94618059158325; aux_mae_loss_1: 17.590674962997436; aux_mae_loss_2: 2.635508519411087; aux_mae_loss_4: 0.4231921835243702; cnt_loss: 2.4748233306407927; +2025-05-13 03:10:29,333 - INFO - Evaluation: +Curr mae: 8.9624; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.2939; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0702; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:10:29,333 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 +2025-05-13 03:11:35,046 - INFO - Training: cls_zice: 13.20450777053833; reg_zipnll: 43.20562713623047; aux_mae_loss_1: 17.5168257522583; aux_mae_loss_2: 2.5695648765563965; aux_mae_loss_4: 0.4149736735224724; cnt_loss: 2.8294705510139466; +2025-05-13 03:11:35,048 - INFO - Evaluation: +Curr mae: 6.5014; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8627; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0524; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:11:35,048 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 +2025-05-13 03:12:40,357 - INFO - Training: cls_zice: 12.293378100395202; reg_zipnll: 46.02115955352783; aux_mae_loss_1: 17.129931640625; aux_mae_loss_2: 2.5658097505569457; aux_mae_loss_4: 0.4059713825583458; cnt_loss: 2.8592116451263427; +2025-05-13 03:12:40,359 - INFO - Evaluation: +Curr mae: 7.5294; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.2733; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0658; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:12:40,359 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 +2025-05-13 03:13:45,906 - INFO - Training: cls_zice: 11.870600681304932; reg_zipnll: 43.96614799499512; aux_mae_loss_1: 17.27247611999512; aux_mae_loss_2: 2.6091997742652895; aux_mae_loss_4: 0.4272909817099571; cnt_loss: 2.4971281445026396; +2025-05-13 03:13:45,907 - INFO - Evaluation: +Curr mae: 6.2513; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.4891; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0495; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:13:45,907 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 +2025-05-13 03:14:51,626 - INFO - Training: cls_zice: 12.58038966178894; reg_zipnll: 43.11673715591431; aux_mae_loss_1: 16.976591644287108; aux_mae_loss_2: 2.558333868980408; aux_mae_loss_4: 0.4111348447203636; cnt_loss: 2.6645221185684203; +2025-05-13 03:14:51,627 - INFO - Evaluation: +Curr mae: 6.4193; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 9.9751; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0535; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:14:51,627 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 +2025-05-13 03:15:56,863 - INFO - Training: cls_zice: 13.694834990501404; reg_zipnll: 43.576612091064455; aux_mae_loss_1: 18.18133518218994; aux_mae_loss_2: 2.7524966073036192; aux_mae_loss_4: 0.4441041162610054; cnt_loss: 2.8646934747695925; +2025-05-13 03:15:56,864 - INFO - Evaluation: +Curr mae: 6.9148; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9001; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0548; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:15:56,865 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 +2025-05-13 03:17:02,366 - INFO - Training: cls_zice: 12.040764445066452; reg_zipnll: 41.79525249481201; aux_mae_loss_1: 17.026623735427858; aux_mae_loss_2: 2.498749010562897; aux_mae_loss_4: 0.4027216559648514; cnt_loss: 2.5489062070846558; +2025-05-13 03:17:02,368 - INFO - Evaluation: +Curr mae: 7.0274; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0226; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0565; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:17:02,369 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 +2025-05-13 03:18:07,468 - INFO - Training: cls_zice: 12.850221037864685; reg_zipnll: 45.02542263031006; aux_mae_loss_1: 17.674318962097168; aux_mae_loss_2: 2.6108416962623595; aux_mae_loss_4: 0.41897190898656844; cnt_loss: 2.9679799914360045; +2025-05-13 03:18:07,469 - INFO - Evaluation: +Curr mae: 8.6314; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.1175; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0654; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:18:07,470 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 +2025-05-13 03:19:12,726 - INFO - Training: cls_zice: 11.767935855388641; reg_zipnll: 44.483051204681395; aux_mae_loss_1: 17.321655254364014; aux_mae_loss_2: 2.6091063690185545; aux_mae_loss_4: 0.42467824935913084; cnt_loss: 2.6671485650539397; +2025-05-13 03:19:12,727 - INFO - Evaluation: +Curr mae: 7.3748; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6580; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0612; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:19:12,727 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 +2025-05-13 03:20:18,125 - INFO - Training: cls_zice: 11.688103384971619; reg_zipnll: 44.70578990936279; aux_mae_loss_1: 16.85546052932739; aux_mae_loss_2: 2.4752214217185973; aux_mae_loss_4: 0.3945167200267315; cnt_loss: 2.4710612630844118; +2025-05-13 03:20:18,126 - INFO - Evaluation: +Curr mae: 6.5777; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8775; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0547; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:20:18,126 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 +2025-05-13 03:21:23,593 - INFO - Training: cls_zice: 11.194581294059754; reg_zipnll: 42.62763366699219; aux_mae_loss_1: 15.99930233001709; aux_mae_loss_2: 2.40221560716629; aux_mae_loss_4: 0.3880984747409821; cnt_loss: 2.595627108812332; +2025-05-13 03:21:23,596 - INFO - Evaluation: +Curr mae: 7.6164; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.5864; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0604; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:21:23,596 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 +2025-05-13 03:22:29,173 - INFO - Training: cls_zice: 11.856284427642823; reg_zipnll: 42.7303857421875; aux_mae_loss_1: 17.072875595092775; aux_mae_loss_2: 2.511389412879944; aux_mae_loss_4: 0.4031228390336037; cnt_loss: 2.537701405286789; +2025-05-13 03:22:29,174 - INFO - Evaluation: +Curr mae: 6.7615; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1712; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0558; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:22:29,174 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 +2025-05-13 03:23:34,753 - INFO - Training: cls_zice: 12.034065351486205; reg_zipnll: 43.020553550720216; aux_mae_loss_1: 17.567797107696535; aux_mae_loss_2: 2.6163709449768064; aux_mae_loss_4: 0.4120292729139328; cnt_loss: 2.57573996424675; +2025-05-13 03:23:34,755 - INFO - Evaluation: +Curr mae: 7.0214; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.7236; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0550; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:23:34,755 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 +2025-05-13 03:24:39,798 - INFO - Training: cls_zice: 11.675729359984398; reg_zipnll: 43.48086483001709; aux_mae_loss_1: 16.592444438934326; aux_mae_loss_2: 2.4892410802841187; aux_mae_loss_4: 0.3989254757761955; cnt_loss: 2.4599813771247865; +2025-05-13 03:24:39,798 - INFO - Evaluation: +Curr mae: 8.0549; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.1713; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0608; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:24:39,799 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 +2025-05-13 03:25:45,225 - INFO - Training: cls_zice: 12.298827278614045; reg_zipnll: 44.52028955459595; aux_mae_loss_1: 17.428281545639038; aux_mae_loss_2: 2.6645350790023805; aux_mae_loss_4: 0.44078168720006944; cnt_loss: 3.1822025668621063; +2025-05-13 03:25:45,227 - INFO - Evaluation: +Curr mae: 7.6245; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.4057; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0576; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:25:45,227 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 +2025-05-13 03:26:50,581 - INFO - Training: cls_zice: 13.771074770092964; reg_zipnll: 42.60672435760498; aux_mae_loss_1: 18.78143823623657; aux_mae_loss_2: 2.8779382348060607; aux_mae_loss_4: 0.47762576937675477; cnt_loss: 3.822292799949646; +2025-05-13 03:26:50,582 - INFO - Evaluation: +Curr mae: 8.0442; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.6931; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0595; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:26:50,583 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 +2025-05-13 03:27:56,138 - INFO - Training: cls_zice: 12.318960509300233; reg_zipnll: 42.76937110900879; aux_mae_loss_1: 17.390359172821046; aux_mae_loss_2: 2.6107911372184756; aux_mae_loss_4: 0.4209704032540321; cnt_loss: 2.8090437507629393; +2025-05-13 03:27:56,139 - INFO - Evaluation: +Curr mae: 7.3726; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.5702; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0568; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:27:56,139 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 +2025-05-13 03:29:01,515 - INFO - Training: cls_zice: 12.219936110973357; reg_zipnll: 44.497425117492675; aux_mae_loss_1: 17.280184621810914; aux_mae_loss_2: 2.612368233203888; aux_mae_loss_4: 0.41861590325832365; cnt_loss: 2.2984526443481443; +2025-05-13 03:29:01,517 - INFO - Evaluation: +Curr mae: 6.7341; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0396; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0535; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:29:01,517 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 +2025-05-13 03:30:06,987 - INFO - Training: cls_zice: 12.008593997955323; reg_zipnll: 42.44157476425171; aux_mae_loss_1: 16.51220365524292; aux_mae_loss_2: 2.5078821849822996; aux_mae_loss_4: 0.40333682656288145; cnt_loss: 2.4877089804410932; +2025-05-13 03:30:06,988 - INFO - Evaluation: +Curr mae: 7.5994; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.3617; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0626; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:30:06,988 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 +2025-05-13 03:31:12,167 - INFO - Training: cls_zice: 11.328032050132752; reg_zipnll: 44.12396255493164; aux_mae_loss_1: 16.1866672706604; aux_mae_loss_2: 2.393753590583801; aux_mae_loss_4: 0.3867530766129494; cnt_loss: 2.434465755224228; +2025-05-13 03:31:12,169 - INFO - Evaluation: +Curr mae: 7.0384; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.4147; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0541; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:31:12,169 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 +2025-05-13 03:32:17,250 - INFO - Training: cls_zice: 12.277217203378678; reg_zipnll: 45.43203308105469; aux_mae_loss_1: 16.994688959121703; aux_mae_loss_2: 2.4786326336860656; aux_mae_loss_4: 0.38968687295913695; cnt_loss: 2.3313873410224915; +2025-05-13 03:32:17,252 - INFO - Evaluation: +Curr mae: 7.1774; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7116; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0572; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:32:17,252 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 +2025-05-13 03:33:22,680 - INFO - Training: cls_zice: 11.97210945904255; reg_zipnll: 43.98367488861084; aux_mae_loss_1: 16.08194995880127; aux_mae_loss_2: 2.4220835041999815; aux_mae_loss_4: 0.3911801278591156; cnt_loss: 2.735742303133011; +2025-05-13 03:33:22,681 - INFO - Evaluation: +Curr mae: 6.6774; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1336; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0526; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:33:22,682 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 +2025-05-13 03:34:28,056 - INFO - Training: cls_zice: 10.726152707338333; reg_zipnll: 44.036510925292966; aux_mae_loss_1: 16.17036474227905; aux_mae_loss_2: 2.3960640227794645; aux_mae_loss_4: 0.38114666908979417; cnt_loss: 2.1594634473323824; +2025-05-13 03:34:28,058 - INFO - Evaluation: +Curr mae: 6.4473; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8462; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0544; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:34:28,058 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 +2025-05-13 03:35:33,362 - INFO - Training: cls_zice: 12.398551962375642; reg_zipnll: 43.608155193328855; aux_mae_loss_1: 16.403381204605104; aux_mae_loss_2: 2.438413999080658; aux_mae_loss_4: 0.38553488820791243; cnt_loss: 2.2421451419591905; +2025-05-13 03:35:33,364 - INFO - Evaluation: +Curr mae: 6.7751; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8026; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0532; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:35:33,364 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 +2025-05-13 03:36:38,636 - INFO - Training: cls_zice: 11.274533817768097; reg_zipnll: 41.08166156768799; aux_mae_loss_1: 16.062821979522706; aux_mae_loss_2: 2.383461949825287; aux_mae_loss_4: 0.3809939342737198; cnt_loss: 2.532080736160278; +2025-05-13 03:36:38,637 - INFO - Evaluation: +Curr mae: 7.1681; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.7172; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0540; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:36:38,638 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 +2025-05-13 03:37:44,008 - INFO - Training: cls_zice: 12.165191237926484; reg_zipnll: 43.15531555175781; aux_mae_loss_1: 16.603823642730713; aux_mae_loss_2: 2.4939963364601136; aux_mae_loss_4: 0.41216290175914766; cnt_loss: 3.076350432634354; +2025-05-13 03:37:44,010 - INFO - Evaluation: +Curr mae: 7.0292; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.9784; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0552; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:37:44,010 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 +2025-05-13 03:38:49,289 - INFO - Training: cls_zice: 13.824801075458527; reg_zipnll: 45.93865550994873; aux_mae_loss_1: 18.396603364944458; aux_mae_loss_2: 2.69319482088089; aux_mae_loss_4: 0.4362231594324112; cnt_loss: 2.8293471193313597; +2025-05-13 03:38:49,291 - INFO - Evaluation: +Curr mae: 6.2488; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.1379; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0524; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:38:49,291 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 +2025-05-13 03:39:54,714 - INFO - Training: cls_zice: 11.766943668723107; reg_zipnll: 42.269270973205565; aux_mae_loss_1: 16.951705207824705; aux_mae_loss_2: 2.4979942297935485; aux_mae_loss_4: 0.3945753473043442; cnt_loss: 2.4454774379730226; +2025-05-13 03:39:54,715 - INFO - Evaluation: +Curr mae: 6.9920; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5289; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0548; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:39:54,715 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 +2025-05-13 03:41:00,012 - INFO - Training: cls_zice: 12.341443724632263; reg_zipnll: 42.295404834747316; aux_mae_loss_1: 16.7295982837677; aux_mae_loss_2: 2.4792762434482576; aux_mae_loss_4: 0.38946004927158356; cnt_loss: 2.3105891501903533; +2025-05-13 03:41:00,013 - INFO - Evaluation: +Curr mae: 6.9570; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.6329; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0524; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:41:00,014 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 +2025-05-13 03:42:05,374 - INFO - Training: cls_zice: 12.723500752449036; reg_zipnll: 40.71101326942444; aux_mae_loss_1: 17.182636394500733; aux_mae_loss_2: 2.594105021953583; aux_mae_loss_4: 0.4136190417408943; cnt_loss: 2.4024757981300353; +2025-05-13 03:42:05,376 - INFO - Evaluation: +Curr mae: 7.0096; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.3211; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0528; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:42:05,376 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 +2025-05-13 03:43:10,749 - INFO - Training: cls_zice: 11.80922022819519; reg_zipnll: 42.21529069900512; aux_mae_loss_1: 16.518884410858153; aux_mae_loss_2: 2.493713812828064; aux_mae_loss_4: 0.4099274891614914; cnt_loss: 2.4876883888244627; +2025-05-13 03:43:10,750 - INFO - Evaluation: +Curr mae: 7.6713; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.9969; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0565; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:43:10,751 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 +2025-05-13 03:44:16,053 - INFO - Training: cls_zice: 12.576675359606742; reg_zipnll: 44.03461696624756; aux_mae_loss_1: 17.417285718917846; aux_mae_loss_2: 2.554065182209015; aux_mae_loss_4: 0.4138954412937164; cnt_loss: 2.686383771896362; +2025-05-13 03:44:16,054 - INFO - Evaluation: +Curr mae: 6.4056; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.0934; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0539; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:44:16,054 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 +2025-05-13 03:45:21,082 - INFO - Training: cls_zice: 12.298047952651977; reg_zipnll: 43.84317840576172; aux_mae_loss_1: 17.077856483459474; aux_mae_loss_2: 2.5781665086746215; aux_mae_loss_4: 0.41762547582387927; cnt_loss: 2.6843419313430785; +2025-05-13 03:45:21,083 - INFO - Evaluation: +Curr mae: 6.6496; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8342; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0547; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:45:21,083 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 +2025-05-13 03:46:26,474 - INFO - Training: cls_zice: 12.591903638839721; reg_zipnll: 44.957825088500975; aux_mae_loss_1: 18.159772357940675; aux_mae_loss_2: 2.7068531107902527; aux_mae_loss_4: 0.43090793073177336; cnt_loss: 2.7438305294513703; +2025-05-13 03:46:26,475 - INFO - Evaluation: +Curr mae: 7.3044; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.2414; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0544; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:46:26,475 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 +2025-05-13 03:47:32,210 - INFO - Training: cls_zice: 11.853796801567078; reg_zipnll: 41.81277662277222; aux_mae_loss_1: 16.12558483123779; aux_mae_loss_2: 2.426866452693939; aux_mae_loss_4: 0.38701547831296923; cnt_loss: 2.147539049386978; +2025-05-13 03:47:32,317 - INFO - Evaluation: +Curr mae: 8.0112; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.6385; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0622; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:47:32,317 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 +2025-05-13 03:48:37,625 - INFO - Training: cls_zice: 11.208459911346436; reg_zipnll: 44.25876079559326; aux_mae_loss_1: 16.558775463104247; aux_mae_loss_2: 2.477198085784912; aux_mae_loss_4: 0.39815099686384203; cnt_loss: 2.402499701976776; +2025-05-13 03:48:37,626 - INFO - Evaluation: +Curr mae: 7.4440; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.5835; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0561; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:48:37,626 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 +2025-05-13 03:49:43,255 - INFO - Training: cls_zice: 11.269926564693451; reg_zipnll: 42.46190670967102; aux_mae_loss_1: 16.89827048301697; aux_mae_loss_2: 2.525010254383087; aux_mae_loss_4: 0.4054048123955727; cnt_loss: 2.517757190465927; +2025-05-13 03:49:43,257 - INFO - Evaluation: +Curr mae: 7.1059; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.5392; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0549; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:49:43,257 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 +2025-05-13 03:50:48,480 - INFO - Training: cls_zice: 11.463418383598327; reg_zipnll: 44.7781739616394; aux_mae_loss_1: 16.965727729797365; aux_mae_loss_2: 2.5478913092613222; aux_mae_loss_4: 0.40794220715761187; cnt_loss: 2.811849014759064; +2025-05-13 03:50:48,481 - INFO - Evaluation: +Curr mae: 7.4003; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.9803; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0608; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:50:48,482 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 +2025-05-13 03:51:53,787 - INFO - Training: cls_zice: 11.506049098968505; reg_zipnll: 40.26518466949463; aux_mae_loss_1: 16.99416340827942; aux_mae_loss_2: 2.56848619222641; aux_mae_loss_4: 0.4117434379458427; cnt_loss: 2.7445329523086546; +2025-05-13 03:51:53,788 - INFO - Evaluation: +Curr mae: 6.8346; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9289; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0553; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:51:53,788 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 +2025-05-13 03:52:58,954 - INFO - Training: cls_zice: 12.865027264356613; reg_zipnll: 43.96716442108154; aux_mae_loss_1: 17.58027799606323; aux_mae_loss_2: 2.6730567026138305; aux_mae_loss_4: 0.4331381815671921; cnt_loss: 2.945026670694351; +2025-05-13 03:52:58,955 - INFO - Evaluation: +Curr mae: 6.6815; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3160; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0519; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:52:58,956 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 +2025-05-13 03:54:03,971 - INFO - Training: cls_zice: 11.958127876520157; reg_zipnll: 43.396719741821286; aux_mae_loss_1: 16.732265682220458; aux_mae_loss_2: 2.4847192978858947; aux_mae_loss_4: 0.40411467403173446; cnt_loss: 2.946444935798645; +2025-05-13 03:54:03,972 - INFO - Evaluation: +Curr mae: 7.4843; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5411; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0597; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:54:03,972 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 +2025-05-13 03:55:09,630 - INFO - Training: cls_zice: 12.549770660400391; reg_zipnll: 41.531142177581785; aux_mae_loss_1: 17.31127717971802; aux_mae_loss_2: 2.613519389629364; aux_mae_loss_4: 0.42232350289821624; cnt_loss: 2.785041666030884; +2025-05-13 03:55:09,632 - INFO - Evaluation: +Curr mae: 7.3809; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.9635; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0557; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:55:09,632 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 +2025-05-13 03:56:15,084 - INFO - Training: cls_zice: 11.542994236946106; reg_zipnll: 42.45354248046875; aux_mae_loss_1: 16.227821378707887; aux_mae_loss_2: 2.401368868350983; aux_mae_loss_4: 0.39196967035532; cnt_loss: 2.904768257141113; +2025-05-13 03:56:15,085 - INFO - Evaluation: +Curr mae: 6.7377; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6275; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0529; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:56:15,085 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 +2025-05-13 03:57:20,199 - INFO - Training: cls_zice: 10.689640889167785; reg_zipnll: 43.02094623565674; aux_mae_loss_1: 15.615812883377075; aux_mae_loss_2: 2.385426309108734; aux_mae_loss_4: 0.3783851623535156; cnt_loss: 2.272750686407089; +2025-05-13 03:57:20,200 - INFO - Evaluation: +Curr mae: 7.3913; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.6243; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0543; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:57:20,201 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 +2025-05-13 03:58:25,562 - INFO - Training: cls_zice: 12.109269778132438; reg_zipnll: 45.561417694091794; aux_mae_loss_1: 16.680049448013307; aux_mae_loss_2: 2.4740655326843264; aux_mae_loss_4: 0.3960149583220482; cnt_loss: 2.417121987938881; +2025-05-13 03:58:25,564 - INFO - Evaluation: +Curr mae: 6.6611; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3148; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0513; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:58:25,564 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 +2025-05-13 03:59:31,093 - INFO - Training: cls_zice: 11.416381466388703; reg_zipnll: 44.310092811584475; aux_mae_loss_1: 15.902077655792237; aux_mae_loss_2: 2.3417715871334077; aux_mae_loss_4: 0.37890926241874695; cnt_loss: 2.4411408162117003; +2025-05-13 03:59:31,094 - INFO - Evaluation: +Curr mae: 6.9731; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0629; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0554; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 03:59:50,638 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 +2025-05-13 04:00:55,549 - INFO - Training: cls_zice: 12.430154767036438; reg_zipnll: 44.19331377029419; aux_mae_loss_1: 16.982223405838013; aux_mae_loss_2: 2.545326670408249; aux_mae_loss_4: 0.4101103061437607; cnt_loss: 2.677418096065521; +2025-05-13 04:00:55,550 - INFO - Evaluation: +Curr mae: 6.5227; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.5807; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0537; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:00:55,551 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 +2025-05-13 04:02:02,011 - INFO - Training: cls_zice: 11.766879048347473; reg_zipnll: 44.58736516952515; aux_mae_loss_1: 16.81131728172302; aux_mae_loss_2: 2.44739467382431; aux_mae_loss_4: 0.3940499824285507; cnt_loss: 2.400162327289581; +2025-05-13 04:02:02,013 - INFO - Evaluation: +Curr mae: 6.8654; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5915; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0538; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:02:02,013 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 +2025-05-13 04:03:08,118 - INFO - Training: cls_zice: 12.533284797668458; reg_zipnll: 45.02151714324951; aux_mae_loss_1: 16.946501846313478; aux_mae_loss_2: 2.562335636615753; aux_mae_loss_4: 0.42212880730628966; cnt_loss: 3.3099353182315827; +2025-05-13 04:03:08,119 - INFO - Evaluation: +Curr mae: 7.4743; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.9584; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0585; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:03:08,119 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 +2025-05-13 04:04:14,112 - INFO - Training: cls_zice: 11.099266176223756; reg_zipnll: 42.81799213409424; aux_mae_loss_1: 16.13409315109253; aux_mae_loss_2: 2.4099628257751466; aux_mae_loss_4: 0.3780344069004059; cnt_loss: 2.375068607330322; +2025-05-13 04:04:14,114 - INFO - Evaluation: +Curr mae: 6.9019; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.1068; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0561; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:04:14,114 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 +2025-05-13 04:05:19,726 - INFO - Training: cls_zice: 11.619379410743713; reg_zipnll: 42.38252925872803; aux_mae_loss_1: 16.55405658721924; aux_mae_loss_2: 2.4024826836586; aux_mae_loss_4: 0.3879119662940502; cnt_loss: 2.272815388441086; +2025-05-13 04:05:19,728 - INFO - Evaluation: +Curr mae: 6.9132; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0266; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0542; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:05:19,728 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 +2025-05-13 04:06:25,305 - INFO - Training: cls_zice: 11.676404983997346; reg_zipnll: 44.273024768829345; aux_mae_loss_1: 16.358478870391846; aux_mae_loss_2: 2.4365723824501035; aux_mae_loss_4: 0.37887593984603885; cnt_loss: 2.2178633987903593; +2025-05-13 04:06:25,306 - INFO - Evaluation: +Curr mae: 7.4344; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.6416; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0609; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:06:25,307 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 +2025-05-13 04:07:31,285 - INFO - Training: cls_zice: 10.851216113567352; reg_zipnll: 42.56600391387939; aux_mae_loss_1: 15.777203350067138; aux_mae_loss_2: 2.374481362104416; aux_mae_loss_4: 0.3919521507620811; cnt_loss: 2.3563025510311126; +2025-05-13 04:07:31,287 - INFO - Evaluation: +Curr mae: 7.3178; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3456; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0648; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:07:31,287 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 +2025-05-13 04:08:36,793 - INFO - Training: cls_zice: 12.502831354141236; reg_zipnll: 43.62057058334351; aux_mae_loss_1: 16.94700810432434; aux_mae_loss_2: 2.5595448422431946; aux_mae_loss_4: 0.4253760090470314; cnt_loss: 3.143196635246277; +2025-05-13 04:08:36,795 - INFO - Evaluation: +Curr mae: 8.0727; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7999; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0697; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:08:36,795 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 +2025-05-13 04:09:42,071 - INFO - Training: cls_zice: 11.894667649269104; reg_zipnll: 44.945923805236816; aux_mae_loss_1: 16.24616138458252; aux_mae_loss_2: 2.429175012111664; aux_mae_loss_4: 0.3877248287200928; cnt_loss: 2.4946611404418944; +2025-05-13 04:09:42,072 - INFO - Evaluation: +Curr mae: 7.0530; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0149; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0549; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:09:42,072 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 +2025-05-13 04:10:47,655 - INFO - Training: cls_zice: 13.395694813728333; reg_zipnll: 44.69308929443359; aux_mae_loss_1: 17.27372928619385; aux_mae_loss_2: 2.5969399356842042; aux_mae_loss_4: 0.43100869238376616; cnt_loss: 2.8804459238052367; +2025-05-13 04:10:47,656 - INFO - Evaluation: +Curr mae: 6.9262; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7268; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0546; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:10:47,656 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 +2025-05-13 04:11:52,482 - INFO - Training: cls_zice: 11.745030329227447; reg_zipnll: 39.20519020080567; aux_mae_loss_1: 16.440822849273683; aux_mae_loss_2: 2.459363718032837; aux_mae_loss_4: 0.3921617361903191; cnt_loss: 2.421181935071945; +2025-05-13 04:11:52,483 - INFO - Evaluation: +Curr mae: 6.4254; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.2559; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0557; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:11:52,484 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 +2025-05-13 04:12:57,706 - INFO - Training: cls_zice: 12.273513565063476; reg_zipnll: 43.95639137268066; aux_mae_loss_1: 16.4413205909729; aux_mae_loss_2: 2.413640332221985; aux_mae_loss_4: 0.3890475103259087; cnt_loss: 2.5853863072395327; +2025-05-13 04:12:57,708 - INFO - Evaluation: +Curr mae: 7.9849; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.8381; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0609; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:12:57,708 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 +2025-05-13 04:14:03,139 - INFO - Training: cls_zice: 12.031119020581245; reg_zipnll: 42.120609226226804; aux_mae_loss_1: 16.214308891296387; aux_mae_loss_2: 2.517819550037384; aux_mae_loss_4: 0.40696241825819013; cnt_loss: 2.806290445327759; +2025-05-13 04:14:03,140 - INFO - Evaluation: +Curr mae: 7.1567; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7898; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0566; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:14:03,140 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 +2025-05-13 04:15:08,414 - INFO - Training: cls_zice: 11.485368814468384; reg_zipnll: 42.8874881362915; aux_mae_loss_1: 16.252815771102906; aux_mae_loss_2: 2.48030108332634; aux_mae_loss_4: 0.39760993510484693; cnt_loss: 2.6714132058620454; +2025-05-13 04:15:08,416 - INFO - Evaluation: +Curr mae: 6.9640; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.0949; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0585; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:15:08,416 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 +2025-05-13 04:16:13,569 - INFO - Training: cls_zice: 11.733394107818604; reg_zipnll: 42.27052875518799; aux_mae_loss_1: 16.250970087051392; aux_mae_loss_2: 2.437939383983612; aux_mae_loss_4: 0.4049575927853584; cnt_loss: 2.484671061038971; +2025-05-13 04:16:13,571 - INFO - Evaluation: +Curr mae: 6.3425; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.1534; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0527; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:16:13,571 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 +2025-05-13 04:17:18,694 - INFO - Training: cls_zice: 10.982539138793946; reg_zipnll: 42.57048776626587; aux_mae_loss_1: 15.806143188476563; aux_mae_loss_2: 2.3747359704971314; aux_mae_loss_4: 0.37701237499713897; cnt_loss: 2.521805020570755; +2025-05-13 04:17:18,695 - INFO - Evaluation: +Curr mae: 6.2249; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.1338; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0499; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:17:18,696 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 +2025-05-13 04:18:23,607 - INFO - Training: cls_zice: 11.457532617449761; reg_zipnll: 41.86569337844848; aux_mae_loss_1: 15.90841796875; aux_mae_loss_2: 2.375840730667114; aux_mae_loss_4: 0.3852410426735878; cnt_loss: 2.5362006306648253; +2025-05-13 04:18:23,609 - INFO - Evaluation: +Curr mae: 7.2947; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7277; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0609; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:18:23,609 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 +2025-05-13 04:19:28,792 - INFO - Training: cls_zice: 10.77215145111084; reg_zipnll: 42.389477825164796; aux_mae_loss_1: 15.314355783462524; aux_mae_loss_2: 2.2435317969322206; aux_mae_loss_4: 0.3502294710278511; cnt_loss: 2.1413862001895905; +2025-05-13 04:19:28,794 - INFO - Evaluation: +Curr mae: 7.2500; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6320; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0610; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:19:28,794 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 +2025-05-13 04:20:34,161 - INFO - Training: cls_zice: 11.799066838026047; reg_zipnll: 43.420615158081056; aux_mae_loss_1: 16.390452718734743; aux_mae_loss_2: 2.423831785917282; aux_mae_loss_4: 0.38282310754060744; cnt_loss: 2.142276009321213; +2025-05-13 04:20:34,162 - INFO - Evaluation: +Curr mae: 7.1904; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.9775; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0554; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:20:34,162 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 +2025-05-13 04:21:39,542 - INFO - Training: cls_zice: 12.209449915885925; reg_zipnll: 42.5351251411438; aux_mae_loss_1: 17.083420028686522; aux_mae_loss_2: 2.550704684257507; aux_mae_loss_4: 0.4048832583427429; cnt_loss: 2.3690689861774445; +2025-05-13 04:21:39,544 - INFO - Evaluation: +Curr mae: 6.3951; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.5775; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0532; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:21:39,544 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 +2025-05-13 04:22:44,818 - INFO - Training: cls_zice: 11.403650941848754; reg_zipnll: 42.97797737121582; aux_mae_loss_1: 15.788977651596069; aux_mae_loss_2: 2.3312658619880677; aux_mae_loss_4: 0.36590762466192245; cnt_loss: 2.3902784216403963; +2025-05-13 04:22:44,820 - INFO - Evaluation: +Curr mae: 6.4104; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.6758; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0519; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:22:44,820 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 +2025-05-13 04:23:50,125 - INFO - Training: cls_zice: 10.572785022258758; reg_zipnll: 42.28898097991944; aux_mae_loss_1: 15.077062549591064; aux_mae_loss_2: 2.2474683475494386; aux_mae_loss_4: 0.35013746976852417; cnt_loss: 2.260777999162674; +2025-05-13 04:23:50,127 - INFO - Evaluation: +Curr mae: 7.8392; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.1689; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0560; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:23:50,127 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 +2025-05-13 04:24:55,347 - INFO - Training: cls_zice: 10.356918046474457; reg_zipnll: 45.513917427062985; aux_mae_loss_1: 15.454105825424195; aux_mae_loss_2: 2.2893008577823637; aux_mae_loss_4: 0.369998841881752; cnt_loss: 2.3230591130256655; +2025-05-13 04:24:55,349 - INFO - Evaluation: +Curr mae: 5.9219; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9468; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0465; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:24:55,349 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 +2025-05-13 04:26:00,534 - INFO - Training: cls_zice: 11.776794533729554; reg_zipnll: 41.727715225219725; aux_mae_loss_1: 16.52714716911316; aux_mae_loss_2: 2.4525913763046265; aux_mae_loss_4: 0.38942738234996793; cnt_loss: 2.2948847711086273; +2025-05-13 04:26:00,535 - INFO - Evaluation: +Curr mae: 6.6569; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8519; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0547; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:26:00,535 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 +2025-05-13 04:27:06,004 - INFO - Training: cls_zice: 11.496834304332733; reg_zipnll: 40.102380180358885; aux_mae_loss_1: 16.067095975875855; aux_mae_loss_2: 2.4227818870544433; aux_mae_loss_4: 0.3968699949979782; cnt_loss: 2.5369139432907106; +2025-05-13 04:27:06,005 - INFO - Evaluation: +Curr mae: 6.5449; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.9622; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0521; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:27:06,005 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 +2025-05-13 04:28:10,929 - INFO - Training: cls_zice: 11.17452126264572; reg_zipnll: 45.871796417236325; aux_mae_loss_1: 16.65296286582947; aux_mae_loss_2: 2.4897927117347716; aux_mae_loss_4: 0.4005452471971512; cnt_loss: 2.6339267456531523; +2025-05-13 04:28:10,931 - INFO - Evaluation: +Curr mae: 6.7298; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.2595; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0511; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:28:10,931 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 +2025-05-13 04:29:16,243 - INFO - Training: cls_zice: 11.4936443567276; reg_zipnll: 42.017570133209226; aux_mae_loss_1: 16.985131244659424; aux_mae_loss_2: 2.5413437366485594; aux_mae_loss_4: 0.40803407788276674; cnt_loss: 2.602007842063904; +2025-05-13 04:29:16,245 - INFO - Evaluation: +Curr mae: 7.6265; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.0340; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0578; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:29:16,245 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 +2025-05-13 04:30:21,849 - INFO - Training: cls_zice: 12.0054350233078; reg_zipnll: 42.36568077087402; aux_mae_loss_1: 17.06573850631714; aux_mae_loss_2: 2.534243450164795; aux_mae_loss_4: 0.41253366708755496; cnt_loss: 2.6575237321853638; +2025-05-13 04:30:21,851 - INFO - Evaluation: +Curr mae: 6.5407; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.4790; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0532; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:30:21,851 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 +2025-05-13 04:31:27,051 - INFO - Training: cls_zice: 11.492520380020142; reg_zipnll: 42.54140989303589; aux_mae_loss_1: 16.19061004638672; aux_mae_loss_2: 2.415927459001541; aux_mae_loss_4: 0.39365367978811266; cnt_loss: 2.3506886738538744; +2025-05-13 04:31:27,052 - INFO - Evaluation: +Curr mae: 6.9557; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.7507; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0555; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:31:27,052 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 +2025-05-13 04:32:32,127 - INFO - Training: cls_zice: 11.833708441257476; reg_zipnll: 45.28640167236328; aux_mae_loss_1: 16.401942758560182; aux_mae_loss_2: 2.4979728436470032; aux_mae_loss_4: 0.41680473744869234; cnt_loss: 2.9474150776863097; +2025-05-13 04:32:32,128 - INFO - Evaluation: +Curr mae: 7.4730; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.5001; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0599; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:32:32,128 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 +2025-05-13 04:33:37,697 - INFO - Training: cls_zice: 12.818177599906921; reg_zipnll: 41.50079767227173; aux_mae_loss_1: 16.826885213851927; aux_mae_loss_2: 2.471269282102585; aux_mae_loss_4: 0.3845156407356262; cnt_loss: 2.6062434315681458; +2025-05-13 04:33:37,699 - INFO - Evaluation: +Curr mae: 7.1041; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.0543; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0562; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:33:37,699 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 +2025-05-13 04:34:42,624 - INFO - Training: cls_zice: 11.949401392936707; reg_zipnll: 43.562334327697755; aux_mae_loss_1: 16.51289318084717; aux_mae_loss_2: 2.4780115580558775; aux_mae_loss_4: 0.39227323561906813; cnt_loss: 2.4292516672611235; +2025-05-13 04:34:42,626 - INFO - Evaluation: +Curr mae: 6.6223; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.6085; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0570; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:34:42,626 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 +2025-05-13 04:35:48,014 - INFO - Training: cls_zice: 12.081777369976043; reg_zipnll: 44.27242034912109; aux_mae_loss_1: 16.85853005409241; aux_mae_loss_2: 2.516606959104538; aux_mae_loss_4: 0.3965825444459915; cnt_loss: 2.5917220759391784; +2025-05-13 04:35:48,016 - INFO - Evaluation: +Curr mae: 6.9467; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.3235; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0586; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:35:48,016 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 +2025-05-13 04:36:52,989 - INFO - Training: cls_zice: 12.191833801269532; reg_zipnll: 43.80691415786743; aux_mae_loss_1: 17.346941938400267; aux_mae_loss_2: 2.569582302570343; aux_mae_loss_4: 0.4096081754565239; cnt_loss: 2.3319142127037047; +2025-05-13 04:36:52,990 - INFO - Evaluation: +Curr mae: 7.2022; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.2201; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0568; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:36:52,991 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 +2025-05-13 04:37:58,438 - INFO - Training: cls_zice: 12.021857151985168; reg_zipnll: 43.41658042907715; aux_mae_loss_1: 16.442764263153077; aux_mae_loss_2: 2.4525409626960752; aux_mae_loss_4: 0.3869179481267929; cnt_loss: 2.399057550430298; +2025-05-13 04:37:58,439 - INFO - Evaluation: +Curr mae: 6.5486; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0162; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0506; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:37:58,439 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 +2025-05-13 04:39:03,828 - INFO - Training: cls_zice: 11.709693398475647; reg_zipnll: 44.84323616027832; aux_mae_loss_1: 16.201982612609864; aux_mae_loss_2: 2.3892768573760987; aux_mae_loss_4: 0.37928624361753466; cnt_loss: 2.344808144569397; +2025-05-13 04:39:03,829 - INFO - Evaluation: +Curr mae: 6.5076; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8759; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0514; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:39:03,829 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 +2025-05-13 04:40:08,803 - INFO - Training: cls_zice: 11.018488051891326; reg_zipnll: 43.74315963745117; aux_mae_loss_1: 15.89023292541504; aux_mae_loss_2: 2.345932341814041; aux_mae_loss_4: 0.3817217093706131; cnt_loss: 2.823742915391922; +2025-05-13 04:40:08,804 - INFO - Evaluation: +Curr mae: 6.0445; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 9.7767; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0530; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:40:08,804 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 +2025-05-13 04:41:13,759 - INFO - Training: cls_zice: 12.089431340694427; reg_zipnll: 42.50651430130005; aux_mae_loss_1: 16.259933319091797; aux_mae_loss_2: 2.395251250267029; aux_mae_loss_4: 0.39149497985839843; cnt_loss: 2.4839698469638822; +2025-05-13 04:41:13,760 - INFO - Evaluation: +Curr mae: 6.3604; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.3949; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0520; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:41:13,760 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 +2025-05-13 04:42:19,217 - INFO - Training: cls_zice: 11.412202112674713; reg_zipnll: 44.708717803955075; aux_mae_loss_1: 16.169525060653687; aux_mae_loss_2: 2.4112768030166625; aux_mae_loss_4: 0.38423552572727204; cnt_loss: 2.333538891077042; +2025-05-13 04:42:19,219 - INFO - Evaluation: +Curr mae: 6.3019; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.8384; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0506; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:42:19,219 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 +2025-05-13 04:43:24,278 - INFO - Training: cls_zice: 10.574618978500366; reg_zipnll: 42.98744369506836; aux_mae_loss_1: 15.679724979400635; aux_mae_loss_2: 2.3032119822502137; aux_mae_loss_4: 0.35722458332777024; cnt_loss: 2.042021518945694; +2025-05-13 04:43:24,279 - INFO - Evaluation: +Curr mae: 6.8195; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.0612; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0528; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:43:24,279 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 +2025-05-13 04:44:29,465 - INFO - Training: cls_zice: 11.303439719676971; reg_zipnll: 44.49060031890869; aux_mae_loss_1: 15.988420791625977; aux_mae_loss_2: 2.344918867349625; aux_mae_loss_4: 0.3639429047703743; cnt_loss: 2.0586285001039504; +2025-05-13 04:44:29,466 - INFO - Evaluation: +Curr mae: 7.0098; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.5725; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0535; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:44:29,466 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 +2025-05-13 04:45:34,570 - INFO - Training: cls_zice: 12.348547439575196; reg_zipnll: 41.66821556091308; aux_mae_loss_1: 16.42411251068115; aux_mae_loss_2: 2.4665851378440857; aux_mae_loss_4: 0.4040974771976471; cnt_loss: 2.5753010511398315; +2025-05-13 04:45:34,572 - INFO - Evaluation: +Curr mae: 7.1703; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.8806; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0558; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:45:34,572 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 +2025-05-13 04:46:39,670 - INFO - Training: cls_zice: 10.326910438537597; reg_zipnll: 45.74488010406494; aux_mae_loss_1: 14.904704532623292; aux_mae_loss_2: 2.2744455885887147; aux_mae_loss_4: 0.363041515648365; cnt_loss: 2.3265665793418884; +2025-05-13 04:46:39,671 - INFO - Evaluation: +Curr mae: 8.2140; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.5877; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0653; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:46:39,671 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 +2025-05-13 04:47:45,060 - INFO - Training: cls_zice: 10.730600287914276; reg_zipnll: 41.31046417236328; aux_mae_loss_1: 15.58039647102356; aux_mae_loss_2: 2.3068139243125914; aux_mae_loss_4: 0.36628492385149003; cnt_loss: 2.243527896404266; +2025-05-13 04:47:45,062 - INFO - Evaluation: +Curr mae: 7.2299; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.6960; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0544; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:47:45,062 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 +2025-05-13 04:48:50,667 - INFO - Training: cls_zice: 10.888780617713929; reg_zipnll: 43.69843420028687; aux_mae_loss_1: 15.14630825996399; aux_mae_loss_2: 2.2935731947422027; aux_mae_loss_4: 0.37162467300891877; cnt_loss: 2.4458900439739226; +2025-05-13 04:48:50,668 - INFO - Evaluation: +Curr mae: 6.8788; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3952; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0549; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:48:50,668 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 +2025-05-13 04:49:55,701 - INFO - Training: cls_zice: 11.503608431816101; reg_zipnll: 46.086616859436035; aux_mae_loss_1: 16.020484561920167; aux_mae_loss_2: 2.3896825742721557; aux_mae_loss_4: 0.37389994323253634; cnt_loss: 2.267619717121124; +2025-05-13 04:49:55,703 - INFO - Evaluation: +Curr mae: 7.4774; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.6097; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0605; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:49:55,703 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 +2025-05-13 04:51:00,822 - INFO - Training: cls_zice: 10.970281057357788; reg_zipnll: 40.767900714874266; aux_mae_loss_1: 15.814840183258056; aux_mae_loss_2: 2.3608525443077086; aux_mae_loss_4: 0.35919774770736695; cnt_loss: 2.0635638284683226; +2025-05-13 04:51:00,824 - INFO - Evaluation: +Curr mae: 6.5863; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.5591; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0504; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:51:00,824 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 +2025-05-13 04:52:05,880 - INFO - Training: cls_zice: 11.007503433227539; reg_zipnll: 41.51022813796997; aux_mae_loss_1: 15.110652971267701; aux_mae_loss_2: 2.2211082780361178; aux_mae_loss_4: 0.3531175738573074; cnt_loss: 2.2288001930713652; +2025-05-13 04:52:05,881 - INFO - Evaluation: +Curr mae: 7.9076; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 14.7443; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0592; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:52:05,881 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 +2025-05-13 04:53:10,976 - INFO - Training: cls_zice: 10.328665688037873; reg_zipnll: 42.418327484130856; aux_mae_loss_1: 15.113093223571777; aux_mae_loss_2: 2.2509765791893006; aux_mae_loss_4: 0.3656827175617218; cnt_loss: 2.3923463320732115; +2025-05-13 04:53:10,977 - INFO - Evaluation: +Curr mae: 6.7418; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6364; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0536; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:53:10,977 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 +2025-05-13 04:54:16,068 - INFO - Training: cls_zice: 11.906763914823532; reg_zipnll: 45.0457755279541; aux_mae_loss_1: 16.99230948448181; aux_mae_loss_2: 2.5179314017295837; aux_mae_loss_4: 0.3990809288620949; cnt_loss: 2.3256665122509004; +2025-05-13 04:54:16,069 - INFO - Evaluation: +Curr mae: 6.9358; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.1411; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0534; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:54:32,197 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 +2025-05-13 04:55:37,215 - INFO - Training: cls_zice: 11.25570880174637; reg_zipnll: 40.591414794921874; aux_mae_loss_1: 16.27917977333069; aux_mae_loss_2: 2.422952427864075; aux_mae_loss_4: 0.3943371257185936; cnt_loss: 2.489245830774307; +2025-05-13 04:55:37,217 - INFO - Evaluation: +Curr mae: 7.4959; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.7869; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0560; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:55:37,217 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 +2025-05-13 04:56:43,526 - INFO - Training: cls_zice: 11.500827205181121; reg_zipnll: 43.54868328094482; aux_mae_loss_1: 15.95321123123169; aux_mae_loss_2: 2.339684739112854; aux_mae_loss_4: 0.3583042311668396; cnt_loss: 2.215228168964386; +2025-05-13 04:56:43,527 - INFO - Evaluation: +Curr mae: 7.3945; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 13.1489; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0557; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:56:43,527 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 +2025-05-13 04:57:49,886 - INFO - Training: cls_zice: 11.783287308216096; reg_zipnll: 43.85942373275757; aux_mae_loss_1: 15.977754535675048; aux_mae_loss_2: 2.3867722868919374; aux_mae_loss_4: 0.3870800077915192; cnt_loss: 2.8757524633407594; +2025-05-13 04:57:49,888 - INFO - Evaluation: +Curr mae: 10.8276; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 17.7735; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0753; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:57:49,888 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 +2025-05-13 04:58:55,913 - INFO - Training: cls_zice: 10.459537134170532; reg_zipnll: 42.37119724273682; aux_mae_loss_1: 14.952031173706054; aux_mae_loss_2: 2.2097265481948853; aux_mae_loss_4: 0.3498676660656929; cnt_loss: 2.163029111623764; +2025-05-13 04:58:55,914 - INFO - Evaluation: +Curr mae: 6.9695; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 12.6702; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0516; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 04:58:55,915 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 +2025-05-13 05:00:01,631 - INFO - Training: cls_zice: 11.213522213697434; reg_zipnll: 45.327933921813965; aux_mae_loss_1: 15.793255815505981; aux_mae_loss_2: 2.3409692287445067; aux_mae_loss_4: 0.3773307225108147; cnt_loss: 2.496331167817116; +2025-05-13 05:00:01,632 - INFO - Evaluation: +Curr mae: 6.9315; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.6303; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0549; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:00:01,633 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 +2025-05-13 05:01:07,273 - INFO - Training: cls_zice: 11.855221400260925; reg_zipnll: 40.20978536605835; aux_mae_loss_1: 15.42640344619751; aux_mae_loss_2: 2.307154860496521; aux_mae_loss_4: 0.3636766189336777; cnt_loss: 2.1308170700073243; +2025-05-13 05:01:07,275 - INFO - Evaluation: +Curr mae: 6.7724; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 11.3273; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0556; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:01:07,275 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 +2025-05-13 05:02:12,743 - INFO - Training: cls_zice: 10.36146059036255; reg_zipnll: 43.329424152374266; aux_mae_loss_1: 14.7181214427948; aux_mae_loss_2: 2.187767360210419; aux_mae_loss_4: 0.3477875679731369; cnt_loss: 2.4266570270061494; +2025-05-13 05:02:12,744 - INFO - Evaluation: +Curr mae: 6.5062; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.7655; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0499; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:02:12,744 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 +2025-05-13 05:03:18,088 - INFO - Training: cls_zice: 10.500633645057679; reg_zipnll: 40.55793842315674; aux_mae_loss_1: 14.981014556884766; aux_mae_loss_2: 2.2416175627708435; aux_mae_loss_4: 0.3641918367147446; cnt_loss: 2.4326513624191284; +2025-05-13 05:03:18,089 - INFO - Evaluation: +Curr mae: 6.2003; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 10.0572; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0480; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:03:18,089 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 +2025-05-13 05:04:22,920 - INFO - Training: cls_zice: 11.662896752357483; reg_zipnll: 42.05954029083252; aux_mae_loss_1: 15.817937602996826; aux_mae_loss_2: 2.362694616317749; aux_mae_loss_4: 0.3835147681832314; cnt_loss: 2.61585471868515; +2025-05-13 05:04:22,921 - INFO - Evaluation: +Curr mae: 5.8701; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.8202; +Curr rmse: 9.9133; Best rmse: 9.5370; 9.5562; 9.5769; 9.5944; 9.6320; +Curr nae: 0.0475; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:04:22,922 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 +2025-05-13 05:05:27,808 - INFO - Training: cls_zice: 11.89781771183014; reg_zipnll: 44.06538776397705; aux_mae_loss_1: 16.06740955352783; aux_mae_loss_2: 2.4409029829502105; aux_mae_loss_4: 0.39366569578647614; cnt_loss: 2.8863124012947083; +2025-05-13 05:05:38,158 - INFO - Evaluation: +Curr mae: 5.7753; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 9.2233; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:05:38,158 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 +2025-05-13 05:06:43,280 - INFO - Training: cls_zice: 11.422474594116212; reg_zipnll: 43.99078372955322; aux_mae_loss_1: 16.066279926300048; aux_mae_loss_2: 2.380430614948273; aux_mae_loss_4: 0.3771836778521538; cnt_loss: 2.5076387190818785; +2025-05-13 05:06:43,282 - INFO - Evaluation: +Curr mae: 6.8903; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9402; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0548; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:06:43,283 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 +2025-05-13 05:07:49,590 - INFO - Training: cls_zice: 11.013206453323365; reg_zipnll: 40.98552947998047; aux_mae_loss_1: 15.378699102401733; aux_mae_loss_2: 2.3002537286281584; aux_mae_loss_4: 0.36261807709932325; cnt_loss: 1.8729090070724488; +2025-05-13 05:07:49,591 - INFO - Evaluation: +Curr mae: 6.0050; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 9.9903; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0498; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:07:49,591 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 +2025-05-13 05:08:55,755 - INFO - Training: cls_zice: 12.433525161743164; reg_zipnll: 42.727418174743654; aux_mae_loss_1: 16.575681648254395; aux_mae_loss_2: 2.4718484544754027; aux_mae_loss_4: 0.39744060665369035; cnt_loss: 2.586669797897339; +2025-05-13 05:08:55,757 - INFO - Evaluation: +Curr mae: 6.7080; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8324; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0528; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:08:55,757 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 +2025-05-13 05:10:01,682 - INFO - Training: cls_zice: 11.286316548585893; reg_zipnll: 43.5404700088501; aux_mae_loss_1: 15.570160160064697; aux_mae_loss_2: 2.2885104203224182; aux_mae_loss_4: 0.36855313658714295; cnt_loss: 2.266804189682007; +2025-05-13 05:10:01,683 - INFO - Evaluation: +Curr mae: 6.4604; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.3862; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0508; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:10:01,683 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 +2025-05-13 05:11:07,521 - INFO - Training: cls_zice: 10.612147297263146; reg_zipnll: 41.457753562927245; aux_mae_loss_1: 15.014691572189331; aux_mae_loss_2: 2.1963642597198487; aux_mae_loss_4: 0.35988998025655744; cnt_loss: 2.2149159371852876; +2025-05-13 05:11:07,523 - INFO - Evaluation: +Curr mae: 7.2019; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.5451; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0537; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:11:07,523 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 +2025-05-13 05:12:12,750 - INFO - Training: cls_zice: 11.253033004403115; reg_zipnll: 41.161604747772216; aux_mae_loss_1: 15.46549759864807; aux_mae_loss_2: 2.306743381023407; aux_mae_loss_4: 0.37700323075056075; cnt_loss: 2.3240448427200318; +2025-05-13 05:12:12,751 - INFO - Evaluation: +Curr mae: 6.5627; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1338; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0525; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:12:12,751 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 +2025-05-13 05:13:18,255 - INFO - Training: cls_zice: 11.528106191158294; reg_zipnll: 41.932644309997556; aux_mae_loss_1: 15.765127873420715; aux_mae_loss_2: 2.332385845184326; aux_mae_loss_4: 0.38293177634477615; cnt_loss: 2.657382508516312; +2025-05-13 05:13:18,256 - INFO - Evaluation: +Curr mae: 7.1331; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5963; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0573; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:13:18,257 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 +2025-05-13 05:14:23,989 - INFO - Training: cls_zice: 11.63559374332428; reg_zipnll: 42.91310082435608; aux_mae_loss_1: 15.950206470489501; aux_mae_loss_2: 2.405005488395691; aux_mae_loss_4: 0.39121129930019377; cnt_loss: 2.5873457646369933; +2025-05-13 05:14:23,990 - INFO - Evaluation: +Curr mae: 6.5234; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0116; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:14:23,990 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 +2025-05-13 05:15:29,939 - INFO - Training: cls_zice: 10.629517650604248; reg_zipnll: 40.24899269104004; aux_mae_loss_1: 14.844437675476074; aux_mae_loss_2: 2.189153357744217; aux_mae_loss_4: 0.3568001568317413; cnt_loss: 2.1892044496536256; +2025-05-13 05:15:29,941 - INFO - Evaluation: +Curr mae: 6.4389; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0532; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:15:29,941 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 +2025-05-13 05:16:35,441 - INFO - Training: cls_zice: 11.947402127981185; reg_zipnll: 42.22750457763672; aux_mae_loss_1: 15.85245054244995; aux_mae_loss_2: 2.3266819190979002; aux_mae_loss_4: 0.3730050507187843; cnt_loss: 2.521216994524002; +2025-05-13 05:16:35,443 - INFO - Evaluation: +Curr mae: 6.6597; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8759; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0531; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:16:35,443 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 +2025-05-13 05:17:41,042 - INFO - Training: cls_zice: 11.272940232753754; reg_zipnll: 40.20795602798462; aux_mae_loss_1: 15.5842942237854; aux_mae_loss_2: 2.306015067100525; aux_mae_loss_4: 0.37006075859069826; cnt_loss: 2.5417962062358854; +2025-05-13 05:17:41,043 - INFO - Evaluation: +Curr mae: 7.1831; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.4309; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0560; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:17:41,043 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 +2025-05-13 05:18:46,230 - INFO - Training: cls_zice: 10.896725887060166; reg_zipnll: 41.2627029800415; aux_mae_loss_1: 15.577026109695435; aux_mae_loss_2: 2.3163908958435058; aux_mae_loss_4: 0.3596791860461235; cnt_loss: 2.105704551935196; +2025-05-13 05:18:46,231 - INFO - Evaluation: +Curr mae: 6.3555; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8013; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0518; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:18:46,231 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 +2025-05-13 05:19:51,325 - INFO - Training: cls_zice: 11.457246747016907; reg_zipnll: 42.58443353652954; aux_mae_loss_1: 15.295095100402833; aux_mae_loss_2: 2.271024420261383; aux_mae_loss_4: 0.3586312982439995; cnt_loss: 2.2180307805538177; +2025-05-13 05:19:51,326 - INFO - Evaluation: +Curr mae: 6.3732; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2382; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0494; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:19:51,326 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 +2025-05-13 05:20:56,364 - INFO - Training: cls_zice: 9.819069783687592; reg_zipnll: 43.23637104034424; aux_mae_loss_1: 14.552805652618408; aux_mae_loss_2: 2.1591903018951415; aux_mae_loss_4: 0.3445908895134926; cnt_loss: 1.9862903022766114; +2025-05-13 05:20:56,365 - INFO - Evaluation: +Curr mae: 6.3291; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4425; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:20:56,365 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 +2025-05-13 05:22:00,980 - INFO - Training: cls_zice: 11.230715656280518; reg_zipnll: 42.62443895339966; aux_mae_loss_1: 15.884867553710938; aux_mae_loss_2: 2.3592461013793944; aux_mae_loss_4: 0.3653981193900108; cnt_loss: 2.0712447285652162; +2025-05-13 05:22:00,981 - INFO - Evaluation: +Curr mae: 7.5955; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.1164; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0569; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:22:00,981 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 +2025-05-13 05:23:06,432 - INFO - Training: cls_zice: 10.87998331785202; reg_zipnll: 42.47513561248779; aux_mae_loss_1: 15.40708818435669; aux_mae_loss_2: 2.2734797382354737; aux_mae_loss_4: 0.3567836061120033; cnt_loss: 2.1634220981597903; +2025-05-13 05:23:06,435 - INFO - Evaluation: +Curr mae: 6.8543; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.4335; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0545; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:23:06,435 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 +2025-05-13 05:24:11,411 - INFO - Training: cls_zice: 11.468676924705505; reg_zipnll: 42.02303955078125; aux_mae_loss_1: 16.00104937553406; aux_mae_loss_2: 2.380540895462036; aux_mae_loss_4: 0.3793580839037895; cnt_loss: 2.3116009044647217; +2025-05-13 05:24:11,413 - INFO - Evaluation: +Curr mae: 7.2641; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.1911; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0543; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:24:11,413 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 +2025-05-13 05:25:16,677 - INFO - Training: cls_zice: 10.604074902534485; reg_zipnll: 42.76258338928223; aux_mae_loss_1: 15.287481689453125; aux_mae_loss_2: 2.247850501537323; aux_mae_loss_4: 0.35487524688243866; cnt_loss: 2.248380650281906; +2025-05-13 05:25:16,678 - INFO - Evaluation: +Curr mae: 6.6774; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.0078; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0527; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:25:16,679 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 +2025-05-13 05:26:21,880 - INFO - Training: cls_zice: 11.648776853084565; reg_zipnll: 41.63665925979614; aux_mae_loss_1: 15.566238174438476; aux_mae_loss_2: 2.3020467150211332; aux_mae_loss_4: 0.36555344104766846; cnt_loss: 2.5103091335296632; +2025-05-13 05:26:21,881 - INFO - Evaluation: +Curr mae: 6.8921; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.0887; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0538; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:26:21,881 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 +2025-05-13 05:27:27,064 - INFO - Training: cls_zice: 11.146582443714141; reg_zipnll: 41.31577975273132; aux_mae_loss_1: 15.619182233810426; aux_mae_loss_2: 2.323610427379608; aux_mae_loss_4: 0.3655864235758781; cnt_loss: 2.3621134507656096; +2025-05-13 05:27:27,065 - INFO - Evaluation: +Curr mae: 7.9507; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.7099; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0594; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:27:27,065 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 +2025-05-13 05:28:32,246 - INFO - Training: cls_zice: 11.536375930309296; reg_zipnll: 42.87484405517578; aux_mae_loss_1: 15.637522773742676; aux_mae_loss_2: 2.2960540890693664; aux_mae_loss_4: 0.356748104095459; cnt_loss: 2.139288547039032; +2025-05-13 05:28:32,247 - INFO - Evaluation: +Curr mae: 7.3778; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.3497; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0541; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:28:32,247 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 +2025-05-13 05:29:37,303 - INFO - Training: cls_zice: 10.293577272891998; reg_zipnll: 43.54031990051269; aux_mae_loss_1: 14.220110549926758; aux_mae_loss_2: 2.13082466840744; aux_mae_loss_4: 0.33503253638744357; cnt_loss: 2.049821401834488; +2025-05-13 05:29:37,305 - INFO - Evaluation: +Curr mae: 7.4528; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.1839; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0563; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:29:37,305 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 +2025-05-13 05:30:42,416 - INFO - Training: cls_zice: 10.276768701076508; reg_zipnll: 44.10435874938965; aux_mae_loss_1: 14.530885572433471; aux_mae_loss_2: 2.1212918329238892; aux_mae_loss_4: 0.3379800608754158; cnt_loss: 2.0306744426488876; +2025-05-13 05:30:42,418 - INFO - Evaluation: +Curr mae: 7.5298; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.7855; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0535; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:30:42,418 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 +2025-05-13 05:31:47,693 - INFO - Training: cls_zice: 10.655359442830086; reg_zipnll: 40.24122829437256; aux_mae_loss_1: 14.774526262283326; aux_mae_loss_2: 2.1786779522895814; aux_mae_loss_4: 0.3469604557752609; cnt_loss: 1.965120882987976; +2025-05-13 05:31:47,694 - INFO - Evaluation: +Curr mae: 6.7145; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.4029; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0535; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:31:47,694 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 +2025-05-13 05:32:53,053 - INFO - Training: cls_zice: 9.857033834457397; reg_zipnll: 42.191294288635255; aux_mae_loss_1: 14.986110467910766; aux_mae_loss_2: 2.2124236154556276; aux_mae_loss_4: 0.34960338085889814; cnt_loss: 1.9202985310554503; +2025-05-13 05:32:53,054 - INFO - Evaluation: +Curr mae: 6.4590; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0084; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0511; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:32:53,054 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 +2025-05-13 05:33:58,157 - INFO - Training: cls_zice: 11.433549345135688; reg_zipnll: 43.52026439666748; aux_mae_loss_1: 15.838689308166504; aux_mae_loss_2: 2.370529866218567; aux_mae_loss_4: 0.3806384453177452; cnt_loss: 2.502829234600067; +2025-05-13 05:33:58,159 - INFO - Evaluation: +Curr mae: 6.8020; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.9800; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0521; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:33:58,159 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 +2025-05-13 05:35:03,232 - INFO - Training: cls_zice: 10.993460185527802; reg_zipnll: 40.05918785095215; aux_mae_loss_1: 15.760960760116577; aux_mae_loss_2: 2.3098536098003386; aux_mae_loss_4: 0.37335969299077987; cnt_loss: 2.351043165922165; +2025-05-13 05:35:03,234 - INFO - Evaluation: +Curr mae: 7.2231; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.3443; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0541; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:35:03,234 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 +2025-05-13 05:36:08,207 - INFO - Training: cls_zice: 11.223429387807846; reg_zipnll: 39.671853389739994; aux_mae_loss_1: 15.489706029891968; aux_mae_loss_2: 2.264961941242218; aux_mae_loss_4: 0.36331493318080904; cnt_loss: 2.2471958792209623; +2025-05-13 05:36:08,209 - INFO - Evaluation: +Curr mae: 7.2351; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.9994; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0545; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:36:08,209 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 +2025-05-13 05:37:13,099 - INFO - Training: cls_zice: 11.569474506378175; reg_zipnll: 41.61303092956543; aux_mae_loss_1: 15.714377670288085; aux_mae_loss_2: 2.290934588909149; aux_mae_loss_4: 0.358525385260582; cnt_loss: 2.0171845710277556; +2025-05-13 05:37:13,100 - INFO - Evaluation: +Curr mae: 6.5878; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5921; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0511; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:37:13,100 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 +2025-05-13 05:38:18,086 - INFO - Training: cls_zice: 11.709135265350342; reg_zipnll: 41.816954669952395; aux_mae_loss_1: 15.301098575592041; aux_mae_loss_2: 2.2454958939552307; aux_mae_loss_4: 0.35676292538642884; cnt_loss: 2.1857010328769686; +2025-05-13 05:38:18,087 - INFO - Evaluation: +Curr mae: 6.6995; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7681; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0514; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:38:18,087 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 +2025-05-13 05:39:23,544 - INFO - Training: cls_zice: 10.883660914897918; reg_zipnll: 39.96859907150269; aux_mae_loss_1: 14.777790822982787; aux_mae_loss_2: 2.1937602186203002; aux_mae_loss_4: 0.35216408371925356; cnt_loss: 1.9947317123413086; +2025-05-13 05:39:23,546 - INFO - Evaluation: +Curr mae: 6.5742; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4483; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0515; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:39:23,546 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 +2025-05-13 05:40:28,679 - INFO - Training: cls_zice: 10.952405788898467; reg_zipnll: 43.342893314361575; aux_mae_loss_1: 15.430208072662353; aux_mae_loss_2: 2.3086333096027376; aux_mae_loss_4: 0.3656126718223095; cnt_loss: 2.134314527511597; +2025-05-13 05:40:28,680 - INFO - Evaluation: +Curr mae: 6.4641; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1474; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0515; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:40:28,680 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 +2025-05-13 05:41:33,774 - INFO - Training: cls_zice: 9.836031484603883; reg_zipnll: 40.09818901062012; aux_mae_loss_1: 14.020787601470948; aux_mae_loss_2: 2.069459414482117; aux_mae_loss_4: 0.3250438430905342; cnt_loss: 2.032728725671768; +2025-05-13 05:41:33,775 - INFO - Evaluation: +Curr mae: 7.3997; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.5828; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0543; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:41:33,775 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 +2025-05-13 05:42:38,905 - INFO - Training: cls_zice: 11.37076596736908; reg_zipnll: 41.35845310211182; aux_mae_loss_1: 15.49524868965149; aux_mae_loss_2: 2.266139979362488; aux_mae_loss_4: 0.3564449664950371; cnt_loss: 2.20377019405365; +2025-05-13 05:42:38,906 - INFO - Evaluation: +Curr mae: 6.6418; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3205; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0528; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:42:38,906 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 +2025-05-13 05:43:43,869 - INFO - Training: cls_zice: 10.668016591072082; reg_zipnll: 40.2519059753418; aux_mae_loss_1: 14.359198322296143; aux_mae_loss_2: 2.176954529285431; aux_mae_loss_4: 0.3543018528819084; cnt_loss: 2.2111712884902954; +2025-05-13 05:43:43,870 - INFO - Evaluation: +Curr mae: 6.8736; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6412; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0560; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:43:43,870 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 +2025-05-13 05:44:48,862 - INFO - Training: cls_zice: 10.979413152933121; reg_zipnll: 41.74613433837891; aux_mae_loss_1: 14.964274911880493; aux_mae_loss_2: 2.201793237924576; aux_mae_loss_4: 0.3515417817234993; cnt_loss: 2.032743443250656; +2025-05-13 05:44:48,864 - INFO - Evaluation: +Curr mae: 6.5918; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.6323; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0520; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:44:48,864 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 +2025-05-13 05:45:54,266 - INFO - Training: cls_zice: 10.770324659347533; reg_zipnll: 39.451590843200684; aux_mae_loss_1: 14.887704343795777; aux_mae_loss_2: 2.2169512689113615; aux_mae_loss_4: 0.3558268001675606; cnt_loss: 2.374560055732727; +2025-05-13 05:45:54,267 - INFO - Evaluation: +Curr mae: 7.0187; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1781; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0532; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:45:54,267 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 +2025-05-13 05:46:59,478 - INFO - Training: cls_zice: 9.842496654987336; reg_zipnll: 41.6330354309082; aux_mae_loss_1: 14.01411994934082; aux_mae_loss_2: 2.077903361320496; aux_mae_loss_4: 0.32474800005555154; cnt_loss: 1.9766281700134278; +2025-05-13 05:46:59,479 - INFO - Evaluation: +Curr mae: 6.5621; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5037; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0519; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:46:59,479 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 +2025-05-13 05:48:04,640 - INFO - Training: cls_zice: 10.002353866696359; reg_zipnll: 42.047938652038575; aux_mae_loss_1: 15.116489667892456; aux_mae_loss_2: 2.193804568052292; aux_mae_loss_4: 0.3496830543875694; cnt_loss: 2.2396509110927583; +2025-05-13 05:48:04,642 - INFO - Evaluation: +Curr mae: 6.4738; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1743; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0516; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:48:04,643 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 +2025-05-13 05:49:10,190 - INFO - Training: cls_zice: 11.445721054077149; reg_zipnll: 41.46489608764649; aux_mae_loss_1: 15.582104549407958; aux_mae_loss_2: 2.3492064666748047; aux_mae_loss_4: 0.37216240286827085; cnt_loss: 2.4129706168174745; +2025-05-13 05:49:10,191 - INFO - Evaluation: +Curr mae: 6.7316; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3970; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0527; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:49:29,438 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 +2025-05-13 05:50:34,198 - INFO - Training: cls_zice: 10.674877552986144; reg_zipnll: 43.03730255126953; aux_mae_loss_1: 14.943596906661988; aux_mae_loss_2: 2.200591505765915; aux_mae_loss_4: 0.34770684361457826; cnt_loss: 2.0860744071006776; +2025-05-13 05:50:34,199 - INFO - Evaluation: +Curr mae: 6.7534; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8627; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0523; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:50:34,200 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 +2025-05-13 05:51:40,500 - INFO - Training: cls_zice: 10.715715795755386; reg_zipnll: 43.14585731506347; aux_mae_loss_1: 14.814107637405396; aux_mae_loss_2: 2.1836342334747316; aux_mae_loss_4: 0.3372720828652382; cnt_loss: 2.0237818646430967; +2025-05-13 05:51:40,501 - INFO - Evaluation: +Curr mae: 7.2077; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.6487; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0609; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:51:40,502 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 +2025-05-13 05:52:48,915 - INFO - Training: cls_zice: 10.71097201347351; reg_zipnll: 39.339127979278565; aux_mae_loss_1: 14.959039154052734; aux_mae_loss_2: 2.193445484638214; aux_mae_loss_4: 0.34331116944551465; cnt_loss: 2.1062231385707855; +2025-05-13 05:52:48,916 - INFO - Evaluation: +Curr mae: 6.5005; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4276; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0508; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:52:48,917 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 +2025-05-13 05:53:54,558 - INFO - Training: cls_zice: 10.44599894285202; reg_zipnll: 41.61294885635376; aux_mae_loss_1: 14.590476512908936; aux_mae_loss_2: 2.140551805496216; aux_mae_loss_4: 0.3504455217719078; cnt_loss: 2.1844196927547457; +2025-05-13 05:53:54,559 - INFO - Evaluation: +Curr mae: 6.6843; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.3244; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0513; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:53:54,559 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 +2025-05-13 05:55:00,228 - INFO - Training: cls_zice: 10.222677443027496; reg_zipnll: 40.43147216796875; aux_mae_loss_1: 14.594011025428772; aux_mae_loss_2: 2.184537297487259; aux_mae_loss_4: 0.347680082321167; cnt_loss: 2.1306346535682676; +2025-05-13 05:55:00,230 - INFO - Evaluation: +Curr mae: 6.3315; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5055; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0504; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:55:00,230 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 +2025-05-13 05:56:05,749 - INFO - Training: cls_zice: 10.692024402618408; reg_zipnll: 42.07559396743775; aux_mae_loss_1: 14.36124732017517; aux_mae_loss_2: 2.163981671333313; aux_mae_loss_4: 0.34481534868478775; cnt_loss: 2.3948318576812744; +2025-05-13 05:56:05,750 - INFO - Evaluation: +Curr mae: 6.4961; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1463; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0500; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:56:05,750 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 +2025-05-13 05:57:11,306 - INFO - Training: cls_zice: 10.420936615467072; reg_zipnll: 40.89816688537598; aux_mae_loss_1: 14.230421409606933; aux_mae_loss_2: 2.085199840068817; aux_mae_loss_4: 0.3380762779712677; cnt_loss: 1.9503839361667632; +2025-05-13 05:57:11,307 - INFO - Evaluation: +Curr mae: 6.5320; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1346; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0494; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:57:11,307 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 +2025-05-13 05:58:16,806 - INFO - Training: cls_zice: 10.854239315986634; reg_zipnll: 40.86238044738769; aux_mae_loss_1: 14.956807651519775; aux_mae_loss_2: 2.2341858983039855; aux_mae_loss_4: 0.3621769767999649; cnt_loss: 2.247450507879257; +2025-05-13 05:58:16,807 - INFO - Evaluation: +Curr mae: 6.4861; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6917; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0509; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:58:16,807 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 +2025-05-13 05:59:21,771 - INFO - Training: cls_zice: 10.401520280838012; reg_zipnll: 39.08416801452637; aux_mae_loss_1: 14.369135646820068; aux_mae_loss_2: 2.106444989442825; aux_mae_loss_4: 0.33451113700866697; cnt_loss: 1.8233182567358017; +2025-05-13 05:59:21,773 - INFO - Evaluation: +Curr mae: 7.0425; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4603; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0539; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 05:59:21,773 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 +2025-05-13 06:00:26,923 - INFO - Training: cls_zice: 10.98019213795662; reg_zipnll: 43.716982231140136; aux_mae_loss_1: 14.954648303985596; aux_mae_loss_2: 2.242760660648346; aux_mae_loss_4: 0.35134828060865403; cnt_loss: 2.191795659661293; +2025-05-13 06:00:26,924 - INFO - Evaluation: +Curr mae: 6.8439; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.0354; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0488; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:00:26,924 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 +2025-05-13 06:01:32,235 - INFO - Training: cls_zice: 10.445655596256255; reg_zipnll: 42.06809581756592; aux_mae_loss_1: 15.053695707321166; aux_mae_loss_2: 2.227433170080185; aux_mae_loss_4: 0.3623625159263611; cnt_loss: 2.1619692635536194; +2025-05-13 06:01:32,237 - INFO - Evaluation: +Curr mae: 7.3441; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.4810; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0534; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:01:32,237 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 +2025-05-13 06:02:37,441 - INFO - Training: cls_zice: 10.44108617901802; reg_zipnll: 41.83677501678467; aux_mae_loss_1: 14.612005996704102; aux_mae_loss_2: 2.1548191332817077; aux_mae_loss_4: 0.34261156499385836; cnt_loss: 2.0142575633525848; +2025-05-13 06:02:37,443 - INFO - Evaluation: +Curr mae: 6.7337; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9668; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0500; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:02:37,443 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 +2025-05-13 06:03:42,530 - INFO - Training: cls_zice: 9.785039476156236; reg_zipnll: 41.55743245124817; aux_mae_loss_1: 14.594683742523193; aux_mae_loss_2: 2.1759883642196653; aux_mae_loss_4: 0.3447920933365822; cnt_loss: 1.952702390551567; +2025-05-13 06:03:42,532 - INFO - Evaluation: +Curr mae: 6.2091; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9064; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:03:42,532 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 +2025-05-13 06:04:47,669 - INFO - Training: cls_zice: 9.720667922496796; reg_zipnll: 40.91674228668213; aux_mae_loss_1: 14.145778102874756; aux_mae_loss_2: 2.074173803329468; aux_mae_loss_4: 0.3281699356436729; cnt_loss: 1.9927357637882233; +2025-05-13 06:04:47,670 - INFO - Evaluation: +Curr mae: 7.1927; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.8931; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0562; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:04:47,670 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 +2025-05-13 06:05:52,854 - INFO - Training: cls_zice: 10.341216126084328; reg_zipnll: 41.70103267669678; aux_mae_loss_1: 14.682611856460571; aux_mae_loss_2: 2.174148154258728; aux_mae_loss_4: 0.3469369059801102; cnt_loss: 2.214231597185135; +2025-05-13 06:05:52,855 - INFO - Evaluation: +Curr mae: 6.8894; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.2768; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0535; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:05:52,855 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 +2025-05-13 06:06:58,159 - INFO - Training: cls_zice: 9.83296130657196; reg_zipnll: 40.4399938583374; aux_mae_loss_1: 14.152233362197876; aux_mae_loss_2: 2.077594714164734; aux_mae_loss_4: 0.3292506891489029; cnt_loss: 1.9338473534584046; +2025-05-13 06:06:58,160 - INFO - Evaluation: +Curr mae: 6.7479; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9194; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0549; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:06:58,161 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 +2025-05-13 06:08:03,270 - INFO - Training: cls_zice: 11.413551518917084; reg_zipnll: 41.1251661491394; aux_mae_loss_1: 15.326414518356323; aux_mae_loss_2: 2.233172115087509; aux_mae_loss_4: 0.35530358135700224; cnt_loss: 2.1256813073158263; +2025-05-13 06:08:03,271 - INFO - Evaluation: +Curr mae: 7.5075; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.5782; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0625; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:08:03,271 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 +2025-05-13 06:09:09,714 - INFO - Training: cls_zice: 10.37372133910656; reg_zipnll: 39.395034828186034; aux_mae_loss_1: 13.906486520767212; aux_mae_loss_2: 2.0517166209220887; aux_mae_loss_4: 0.31876009464263916; cnt_loss: 1.9356257784366608; +2025-05-13 06:09:09,715 - INFO - Evaluation: +Curr mae: 6.8038; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5228; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0551; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:09:09,716 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 +2025-05-13 06:10:14,815 - INFO - Training: cls_zice: 10.247073723077774; reg_zipnll: 43.43446964263916; aux_mae_loss_1: 14.002256660461425; aux_mae_loss_2: 2.0171458768844603; aux_mae_loss_4: 0.3104831138253212; cnt_loss: 1.786402952671051; +2025-05-13 06:10:14,816 - INFO - Evaluation: +Curr mae: 6.7268; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.4973; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0513; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:10:14,816 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 +2025-05-13 06:11:20,042 - INFO - Training: cls_zice: 10.97539838373661; reg_zipnll: 39.85485033035278; aux_mae_loss_1: 15.147166805267334; aux_mae_loss_2: 2.2082256305217745; aux_mae_loss_4: 0.35260737299919126; cnt_loss: 2.0353479754924773; +2025-05-13 06:11:20,044 - INFO - Evaluation: +Curr mae: 6.7919; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5575; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0524; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:11:20,044 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 +2025-05-13 06:12:25,092 - INFO - Training: cls_zice: 10.254731585979462; reg_zipnll: 43.66383796691895; aux_mae_loss_1: 14.326585569381713; aux_mae_loss_2: 2.096083314418793; aux_mae_loss_4: 0.3215639029443264; cnt_loss: 1.9329683268070221; +2025-05-13 06:12:25,094 - INFO - Evaluation: +Curr mae: 6.6105; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4165; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0516; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:12:25,094 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 +2025-05-13 06:13:30,205 - INFO - Training: cls_zice: 9.17534149169922; reg_zipnll: 41.48525105476379; aux_mae_loss_1: 13.593484735488891; aux_mae_loss_2: 1.9773900520801544; aux_mae_loss_4: 0.31681090354919433; cnt_loss: 1.7832384979724885; +2025-05-13 06:13:30,206 - INFO - Evaluation: +Curr mae: 6.7946; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9042; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0548; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:13:30,206 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 +2025-05-13 06:14:35,147 - INFO - Training: cls_zice: 9.643765923976899; reg_zipnll: 41.71439687728882; aux_mae_loss_1: 13.736559133529664; aux_mae_loss_2: 2.0163171076774598; aux_mae_loss_4: 0.30825400948524473; cnt_loss: 1.6615243774652482; +2025-05-13 06:14:35,148 - INFO - Evaluation: +Curr mae: 6.7807; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1083; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0563; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:14:35,149 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 +2025-05-13 06:15:40,113 - INFO - Training: cls_zice: 10.417702128887177; reg_zipnll: 41.6692151260376; aux_mae_loss_1: 14.305716953277589; aux_mae_loss_2: 2.0966375458240507; aux_mae_loss_4: 0.33349219381809236; cnt_loss: 2.19377725481987; +2025-05-13 06:15:40,114 - INFO - Evaluation: +Curr mae: 6.9065; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.7639; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0532; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:15:40,114 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 +2025-05-13 06:16:45,211 - INFO - Training: cls_zice: 10.770748510360718; reg_zipnll: 45.427895584106444; aux_mae_loss_1: 14.171691551208497; aux_mae_loss_2: 2.105019500255585; aux_mae_loss_4: 0.3327439641952515; cnt_loss: 2.2358100771903993; +2025-05-13 06:16:45,213 - INFO - Evaluation: +Curr mae: 6.4758; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9248; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0514; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:16:45,214 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 +2025-05-13 06:17:50,225 - INFO - Training: cls_zice: 8.961917926073074; reg_zipnll: 42.052230739593504; aux_mae_loss_1: 14.04291093826294; aux_mae_loss_2: 2.084846785068512; aux_mae_loss_4: 0.32199755653738976; cnt_loss: 1.9550177824497224; +2025-05-13 06:17:50,227 - INFO - Evaluation: +Curr mae: 6.3587; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.6181; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0498; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:17:50,227 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 +2025-05-13 06:18:55,291 - INFO - Training: cls_zice: 10.229666402339936; reg_zipnll: 40.38410343170166; aux_mae_loss_1: 14.479577760696412; aux_mae_loss_2: 2.1754865980148317; aux_mae_loss_4: 0.351062525510788; cnt_loss: 2.5383535850048067; +2025-05-13 06:18:55,293 - INFO - Evaluation: +Curr mae: 6.4260; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3693; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0519; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:18:55,293 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 +2025-05-13 06:20:00,677 - INFO - Training: cls_zice: 10.424126658439636; reg_zipnll: 41.567375373840335; aux_mae_loss_1: 14.299660444259644; aux_mae_loss_2: 2.0435352528095247; aux_mae_loss_4: 0.31072456642985347; cnt_loss: 1.7819184458255768; +2025-05-13 06:20:00,678 - INFO - Evaluation: +Curr mae: 6.8175; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.7498; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0515; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:20:00,678 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 +2025-05-13 06:21:05,559 - INFO - Training: cls_zice: 9.770613749027252; reg_zipnll: 40.0432737159729; aux_mae_loss_1: 13.725454015731811; aux_mae_loss_2: 1.9996895182132721; aux_mae_loss_4: 0.3161493436992168; cnt_loss: 1.8589977407455445; +2025-05-13 06:21:05,560 - INFO - Evaluation: +Curr mae: 7.0637; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.1562; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0524; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:21:05,560 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 +2025-05-13 06:22:10,761 - INFO - Training: cls_zice: 9.963704234957696; reg_zipnll: 39.91694337844849; aux_mae_loss_1: 13.97924319267273; aux_mae_loss_2: 2.0472051668167115; aux_mae_loss_4: 0.32484943479299544; cnt_loss: 1.8287806594371796; +2025-05-13 06:22:10,762 - INFO - Evaluation: +Curr mae: 6.9612; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.6055; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0538; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:22:10,762 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 +2025-05-13 06:23:15,827 - INFO - Training: cls_zice: 10.369556064605712; reg_zipnll: 38.31538410186768; aux_mae_loss_1: 14.571182851791383; aux_mae_loss_2: 2.1295714497566225; aux_mae_loss_4: 0.3224476391077042; cnt_loss: 1.798427312374115; +2025-05-13 06:23:15,829 - INFO - Evaluation: +Curr mae: 6.7316; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1367; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0513; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:23:15,829 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 +2025-05-13 06:24:21,073 - INFO - Training: cls_zice: 9.38121799468994; reg_zipnll: 40.17915912628174; aux_mae_loss_1: 13.915986366271973; aux_mae_loss_2: 2.0544217228889465; aux_mae_loss_4: 0.32909965127706525; cnt_loss: 2.061256467103958; +2025-05-13 06:24:21,074 - INFO - Evaluation: +Curr mae: 6.5541; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1153; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:24:21,074 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 +2025-05-13 06:25:26,115 - INFO - Training: cls_zice: 9.438562948703765; reg_zipnll: 39.53591402053833; aux_mae_loss_1: 13.197717561721802; aux_mae_loss_2: 1.9773366022109986; aux_mae_loss_4: 0.30953691750764845; cnt_loss: 1.772960683107376; +2025-05-13 06:25:26,117 - INFO - Evaluation: +Curr mae: 7.3966; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.5272; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0535; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:25:26,117 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 +2025-05-13 06:26:31,230 - INFO - Training: cls_zice: 10.198035552501679; reg_zipnll: 43.56525238037109; aux_mae_loss_1: 14.35111620903015; aux_mae_loss_2: 2.0919815349578856; aux_mae_loss_4: 0.3345327964425087; cnt_loss: 2.1053617346286773; +2025-05-13 06:26:31,232 - INFO - Evaluation: +Curr mae: 7.5407; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 14.0071; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0556; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:26:31,232 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 +2025-05-13 06:27:36,442 - INFO - Training: cls_zice: 9.696017229557038; reg_zipnll: 38.51600200653076; aux_mae_loss_1: 13.910539183616638; aux_mae_loss_2: 2.0255818331241606; aux_mae_loss_4: 0.3270376048982143; cnt_loss: 1.857390125989914; +2025-05-13 06:27:36,444 - INFO - Evaluation: +Curr mae: 6.2231; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2443; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:27:36,444 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 +2025-05-13 06:28:41,458 - INFO - Training: cls_zice: 10.054277925491332; reg_zipnll: 40.795173149108884; aux_mae_loss_1: 13.577787847518922; aux_mae_loss_2: 1.9908376824855805; aux_mae_loss_4: 0.31936405345797536; cnt_loss: 1.5678122133016585; +2025-05-13 06:28:41,459 - INFO - Evaluation: +Curr mae: 6.6794; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1919; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0492; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:28:41,460 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 +2025-05-13 06:29:46,773 - INFO - Training: cls_zice: 10.116048283576966; reg_zipnll: 39.02689781188965; aux_mae_loss_1: 14.115801134109496; aux_mae_loss_2: 2.0460065174102784; aux_mae_loss_4: 0.3207998760044575; cnt_loss: 2.1090997636318205; +2025-05-13 06:29:46,774 - INFO - Evaluation: +Curr mae: 6.5204; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1789; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0475; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:29:46,774 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 +2025-05-13 06:30:53,626 - INFO - Training: cls_zice: 10.781437804698944; reg_zipnll: 39.44756956100464; aux_mae_loss_1: 14.94647819519043; aux_mae_loss_2: 2.1835397815704347; aux_mae_loss_4: 0.33795544892549517; cnt_loss: 1.9878982245922088; +2025-05-13 06:30:53,627 - INFO - Evaluation: +Curr mae: 6.8226; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7137; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0506; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:30:53,627 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 +2025-05-13 06:31:58,674 - INFO - Training: cls_zice: 10.110880329608918; reg_zipnll: 40.212336502075196; aux_mae_loss_1: 14.378121738433839; aux_mae_loss_2: 2.0495481598377228; aux_mae_loss_4: 0.3210011050105095; cnt_loss: 1.71380067050457; +2025-05-13 06:31:58,675 - INFO - Evaluation: +Curr mae: 7.0797; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.4747; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0531; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:31:58,675 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 +2025-05-13 06:33:03,894 - INFO - Training: cls_zice: 10.559207620620727; reg_zipnll: 39.31600696563721; aux_mae_loss_1: 14.312985620498658; aux_mae_loss_2: 2.1110435473918914; aux_mae_loss_4: 0.33953925013542174; cnt_loss: 1.9760104703903199; +2025-05-13 06:33:03,895 - INFO - Evaluation: +Curr mae: 6.5812; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1822; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0521; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:33:03,895 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 +2025-05-13 06:34:09,103 - INFO - Training: cls_zice: 9.95749011039734; reg_zipnll: 40.32837436676025; aux_mae_loss_1: 13.436606035232543; aux_mae_loss_2: 2.0029481267929077; aux_mae_loss_4: 0.3131426826119423; cnt_loss: 1.7746496248245238; +2025-05-13 06:34:09,104 - INFO - Evaluation: +Curr mae: 6.8629; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1265; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0522; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:34:09,104 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 +2025-05-13 06:35:13,838 - INFO - Training: cls_zice: 10.333029162883758; reg_zipnll: 40.619684028625485; aux_mae_loss_1: 14.447712450027465; aux_mae_loss_2: 2.135686157941818; aux_mae_loss_4: 0.3439549645781517; cnt_loss: 2.057828121185303; +2025-05-13 06:35:13,839 - INFO - Evaluation: +Curr mae: 6.8392; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8876; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0521; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:35:13,839 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 +2025-05-13 06:36:18,908 - INFO - Training: cls_zice: 9.610892858505249; reg_zipnll: 39.96724884033203; aux_mae_loss_1: 13.502899770736695; aux_mae_loss_2: 2.0013413333892824; aux_mae_loss_4: 0.3137071484327316; cnt_loss: 1.7509213995933532; +2025-05-13 06:36:18,910 - INFO - Evaluation: +Curr mae: 6.6271; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4977; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0515; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:36:18,910 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 +2025-05-13 06:37:23,940 - INFO - Training: cls_zice: 9.511367945671081; reg_zipnll: 39.4594602394104; aux_mae_loss_1: 12.985920934677123; aux_mae_loss_2: 1.9084341776371003; aux_mae_loss_4: 0.30033844590187075; cnt_loss: 1.646249006986618; +2025-05-13 06:37:23,941 - INFO - Evaluation: +Curr mae: 6.4374; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3215; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0515; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:37:23,941 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 +2025-05-13 06:38:29,168 - INFO - Training: cls_zice: 10.40717306613922; reg_zipnll: 38.71309211730957; aux_mae_loss_1: 14.341699180603028; aux_mae_loss_2: 2.1460270178318024; aux_mae_loss_4: 0.337436138689518; cnt_loss: 1.9716079211235047; +2025-05-13 06:38:29,169 - INFO - Evaluation: +Curr mae: 6.6591; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6391; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0526; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:38:29,169 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 +2025-05-13 06:39:34,288 - INFO - Training: cls_zice: 8.404661835432053; reg_zipnll: 41.00043296813965; aux_mae_loss_1: 13.108800716400147; aux_mae_loss_2: 1.9398040890693664; aux_mae_loss_4: 0.3090697053074837; cnt_loss: 1.9283949494361878; +2025-05-13 06:39:34,289 - INFO - Evaluation: +Curr mae: 6.3126; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5505; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0502; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:39:34,290 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 +2025-05-13 06:40:39,516 - INFO - Training: cls_zice: 10.934503643512725; reg_zipnll: 40.73386156082153; aux_mae_loss_1: 14.47252305984497; aux_mae_loss_2: 2.092212061882019; aux_mae_loss_4: 0.3392158830165863; cnt_loss: 2.0732725393772125; +2025-05-13 06:40:39,517 - INFO - Evaluation: +Curr mae: 6.1098; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9860; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:40:39,517 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 +2025-05-13 06:41:45,546 - INFO - Training: cls_zice: 11.389512429237366; reg_zipnll: 44.129233055114746; aux_mae_loss_1: 14.767650804519654; aux_mae_loss_2: 2.162236593961716; aux_mae_loss_4: 0.33453929603099825; cnt_loss: 2.007541035413742; +2025-05-13 06:41:45,548 - INFO - Evaluation: +Curr mae: 6.9545; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.7175; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0528; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:41:45,548 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 +2025-05-13 06:42:50,738 - INFO - Training: cls_zice: 9.694040987491608; reg_zipnll: 40.745008125305176; aux_mae_loss_1: 13.496965208053588; aux_mae_loss_2: 1.9465535688400268; aux_mae_loss_4: 0.3022854459285736; cnt_loss: 1.5989795541763305; +2025-05-13 06:42:50,743 - INFO - Evaluation: +Curr mae: 7.0218; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.5170; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0513; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:42:50,743 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 +2025-05-13 06:43:56,298 - INFO - Training: cls_zice: 9.871265034675599; reg_zipnll: 40.19209041595459; aux_mae_loss_1: 13.39481213569641; aux_mae_loss_2: 1.9970073986053467; aux_mae_loss_4: 0.31852748662233354; cnt_loss: 1.7782076835632323; +2025-05-13 06:43:56,300 - INFO - Evaluation: +Curr mae: 6.6392; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2473; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0507; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:44:14,591 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 +2025-05-13 06:45:19,029 - INFO - Training: cls_zice: 10.221575222015382; reg_zipnll: 39.5343932723999; aux_mae_loss_1: 14.236687307357789; aux_mae_loss_2: 2.1168541049957277; aux_mae_loss_4: 0.3360936263203621; cnt_loss: 2.117316846847534; +2025-05-13 06:45:19,031 - INFO - Evaluation: +Curr mae: 6.4179; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8877; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0494; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:45:19,031 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 +2025-05-13 06:46:24,944 - INFO - Training: cls_zice: 10.38049750328064; reg_zipnll: 41.014101123809816; aux_mae_loss_1: 13.872594242095948; aux_mae_loss_2: 2.0110366320610047; aux_mae_loss_4: 0.3306835761666298; cnt_loss: 2.0089162027835847; +2025-05-13 06:46:24,945 - INFO - Evaluation: +Curr mae: 6.6385; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.3006; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0528; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:46:24,945 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 +2025-05-13 06:47:31,367 - INFO - Training: cls_zice: 10.437085800170898; reg_zipnll: 40.446628150939944; aux_mae_loss_1: 13.93299732208252; aux_mae_loss_2: 2.0935646176338194; aux_mae_loss_4: 0.3322669595479965; cnt_loss: 1.895986487865448; +2025-05-13 06:47:31,368 - INFO - Evaluation: +Curr mae: 6.4833; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6765; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0488; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:47:31,369 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 +2025-05-13 06:48:37,177 - INFO - Training: cls_zice: 10.570153365135193; reg_zipnll: 41.25904567718506; aux_mae_loss_1: 13.666251096725464; aux_mae_loss_2: 2.009179092645645; aux_mae_loss_4: 0.31843180298805235; cnt_loss: 1.9008435940742492; +2025-05-13 06:48:37,178 - INFO - Evaluation: +Curr mae: 6.9963; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.5946; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0530; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:48:37,178 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 +2025-05-13 06:49:43,090 - INFO - Training: cls_zice: 9.76989292383194; reg_zipnll: 41.0373734664917; aux_mae_loss_1: 13.654721984863281; aux_mae_loss_2: 2.05031245470047; aux_mae_loss_4: 0.3275106930732727; cnt_loss: 2.354986035823822; +2025-05-13 06:49:43,091 - INFO - Evaluation: +Curr mae: 6.3539; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8698; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:49:43,091 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 +2025-05-13 06:50:48,322 - INFO - Training: cls_zice: 10.650086427927016; reg_zipnll: 38.341758975982664; aux_mae_loss_1: 14.029791736602784; aux_mae_loss_2: 2.089652224779129; aux_mae_loss_4: 0.3216807979345322; cnt_loss: 2.008585228919983; +2025-05-13 06:50:48,324 - INFO - Evaluation: +Curr mae: 6.4658; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0511; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0503; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:50:48,324 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 +2025-05-13 06:51:53,714 - INFO - Training: cls_zice: 9.89122314453125; reg_zipnll: 40.77621049880982; aux_mae_loss_1: 13.51567642211914; aux_mae_loss_2: 2.026311593055725; aux_mae_loss_4: 0.3148923772573471; cnt_loss: 1.6757794618606567; +2025-05-13 06:51:53,715 - INFO - Evaluation: +Curr mae: 6.6135; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8081; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0516; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:51:53,715 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 +2025-05-13 06:52:58,843 - INFO - Training: cls_zice: 10.4173073387146; reg_zipnll: 39.77702419281006; aux_mae_loss_1: 14.538930025100708; aux_mae_loss_2: 2.132759256362915; aux_mae_loss_4: 0.33373272031545637; cnt_loss: 1.9330972027778626; +2025-05-13 06:52:58,843 - INFO - Evaluation: +Curr mae: 5.9656; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.0816; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:52:58,844 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 +2025-05-13 06:54:04,148 - INFO - Training: cls_zice: 9.17306770324707; reg_zipnll: 39.643264064788816; aux_mae_loss_1: 12.884035711288453; aux_mae_loss_2: 1.878106973171234; aux_mae_loss_4: 0.2996122732758522; cnt_loss: 1.6533010244369506; +2025-05-13 06:54:04,149 - INFO - Evaluation: +Curr mae: 6.3089; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8386; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0505; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:54:04,149 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 +2025-05-13 06:55:09,059 - INFO - Training: cls_zice: 10.262681494951249; reg_zipnll: 41.32323322296143; aux_mae_loss_1: 14.242436456680299; aux_mae_loss_2: 2.1354782342910767; aux_mae_loss_4: 0.3409667807817459; cnt_loss: 2.1171228396892547; +2025-05-13 06:55:09,060 - INFO - Evaluation: +Curr mae: 6.2236; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.5396; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0490; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:55:09,060 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 +2025-05-13 06:56:14,573 - INFO - Training: cls_zice: 9.995597701072693; reg_zipnll: 40.79098056793213; aux_mae_loss_1: 14.32019627571106; aux_mae_loss_2: 2.0718218076229094; aux_mae_loss_4: 0.32573793768882753; cnt_loss: 2.240701049566269; +2025-05-13 06:56:14,574 - INFO - Evaluation: +Curr mae: 6.5900; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9685; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0495; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:56:14,574 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 +2025-05-13 06:57:19,708 - INFO - Training: cls_zice: 8.875303535461425; reg_zipnll: 39.29006729125977; aux_mae_loss_1: 13.083110237121582; aux_mae_loss_2: 1.9380020594596863; aux_mae_loss_4: 0.30589537978172304; cnt_loss: 1.8994983232021332; +2025-05-13 06:57:19,709 - INFO - Evaluation: +Curr mae: 6.2769; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9565; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0472; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:57:19,709 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 +2025-05-13 06:58:25,096 - INFO - Training: cls_zice: 8.901268996596336; reg_zipnll: 40.65258863449097; aux_mae_loss_1: 12.862960004806519; aux_mae_loss_2: 1.8834946739673615; aux_mae_loss_4: 0.2985591074824333; cnt_loss: 1.7709001255035401; +2025-05-13 06:58:25,097 - INFO - Evaluation: +Curr mae: 6.2933; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.4781; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0490; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:58:25,097 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 +2025-05-13 06:59:30,311 - INFO - Training: cls_zice: 9.176462535858155; reg_zipnll: 39.92934574127197; aux_mae_loss_1: 13.152075815200806; aux_mae_loss_2: 1.9728821635246276; aux_mae_loss_4: 0.30760775327682494; cnt_loss: 1.5936061018705368; +2025-05-13 06:59:30,312 - INFO - Evaluation: +Curr mae: 6.5094; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1796; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0504; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 06:59:30,313 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 +2025-05-13 07:00:35,344 - INFO - Training: cls_zice: 9.626787087917329; reg_zipnll: 40.30643627166748; aux_mae_loss_1: 13.416285676956177; aux_mae_loss_2: 1.9792747151851655; aux_mae_loss_4: 0.3111953344941139; cnt_loss: 1.8693757236003876; +2025-05-13 07:00:35,346 - INFO - Evaluation: +Curr mae: 6.4358; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6536; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0487; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:00:35,346 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 +2025-05-13 07:01:40,462 - INFO - Training: cls_zice: 9.988583248853683; reg_zipnll: 40.66714172363281; aux_mae_loss_1: 14.237096939086914; aux_mae_loss_2: 2.0885597181320192; aux_mae_loss_4: 0.32545944780111313; cnt_loss: 1.9305205583572387; +2025-05-13 07:01:40,463 - INFO - Evaluation: +Curr mae: 7.0857; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9696; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0549; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:01:40,463 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 +2025-05-13 07:02:46,257 - INFO - Training: cls_zice: 9.655591976642608; reg_zipnll: 39.09129653930664; aux_mae_loss_1: 13.210730257034301; aux_mae_loss_2: 1.9287403857707976; aux_mae_loss_4: 0.30720807790756227; cnt_loss: 1.931546107530594; +2025-05-13 07:02:46,258 - INFO - Evaluation: +Curr mae: 6.4914; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2814; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0515; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:02:46,258 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 +2025-05-13 07:03:51,397 - INFO - Training: cls_zice: 9.397002801895141; reg_zipnll: 39.486634521484376; aux_mae_loss_1: 13.441736478805542; aux_mae_loss_2: 1.9550155186653138; aux_mae_loss_4: 0.30228066205978393; cnt_loss: 1.5004080832004547; +2025-05-13 07:03:51,399 - INFO - Evaluation: +Curr mae: 6.5920; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.6275; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:03:51,399 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 +2025-05-13 07:04:56,416 - INFO - Training: cls_zice: 10.249415366649627; reg_zipnll: 39.249154510498045; aux_mae_loss_1: 13.867939443588257; aux_mae_loss_2: 2.0309376561641694; aux_mae_loss_4: 0.32135763436555864; cnt_loss: 1.6455781579017639; +2025-05-13 07:04:56,417 - INFO - Evaluation: +Curr mae: 6.6724; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.5756; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:04:56,418 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 +2025-05-13 07:06:01,345 - INFO - Training: cls_zice: 10.042549188137054; reg_zipnll: 41.26613380432129; aux_mae_loss_1: 13.700002756118774; aux_mae_loss_2: 2.0196071350574494; aux_mae_loss_4: 0.30372933894395826; cnt_loss: 1.9952757108211516; +2025-05-13 07:06:01,346 - INFO - Evaluation: +Curr mae: 6.3114; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8000; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0501; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:06:01,346 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 +2025-05-13 07:07:06,428 - INFO - Training: cls_zice: 9.956034154891968; reg_zipnll: 39.791482582092286; aux_mae_loss_1: 13.475077581405639; aux_mae_loss_2: 1.9492801880836488; aux_mae_loss_4: 0.3066105288267136; cnt_loss: 1.7125690019130706; +2025-05-13 07:07:06,429 - INFO - Evaluation: +Curr mae: 6.6050; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2517; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0518; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:07:06,429 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 +2025-05-13 07:08:11,519 - INFO - Training: cls_zice: 9.039454919099807; reg_zipnll: 40.68115425109863; aux_mae_loss_1: 13.279579248428345; aux_mae_loss_2: 1.9332626843452454; aux_mae_loss_4: 0.3013863155245781; cnt_loss: 1.8289554792642593; +2025-05-13 07:08:11,521 - INFO - Evaluation: +Curr mae: 6.4888; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.4854; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0512; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:08:11,521 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 +2025-05-13 07:09:19,734 - INFO - Training: cls_zice: 9.546696662902832; reg_zipnll: 40.60584491729736; aux_mae_loss_1: 12.889819326400756; aux_mae_loss_2: 1.9029752564430238; aux_mae_loss_4: 0.30212178349494934; cnt_loss: 1.7556734973192214; +2025-05-13 07:09:19,735 - INFO - Evaluation: +Curr mae: 6.6031; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.7396; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0527; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:09:19,735 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 +2025-05-13 07:10:24,542 - INFO - Training: cls_zice: 9.873986876010894; reg_zipnll: 41.20496702194214; aux_mae_loss_1: 13.62794798374176; aux_mae_loss_2: 2.0190943455696106; aux_mae_loss_4: 0.31320766553282736; cnt_loss: 1.764228684902191; +2025-05-13 07:10:24,543 - INFO - Evaluation: +Curr mae: 6.3354; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8019; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0503; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:10:24,543 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 +2025-05-13 07:11:29,741 - INFO - Training: cls_zice: 9.771532683372497; reg_zipnll: 39.46032600402832; aux_mae_loss_1: 13.83068305015564; aux_mae_loss_2: 2.017833127975464; aux_mae_loss_4: 0.3095065265893936; cnt_loss: 1.7377663230895997; +2025-05-13 07:11:29,742 - INFO - Evaluation: +Curr mae: 6.9239; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6415; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0538; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:11:29,743 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 +2025-05-13 07:12:34,732 - INFO - Training: cls_zice: 9.401104817390442; reg_zipnll: 39.64784185409546; aux_mae_loss_1: 13.077793378829956; aux_mae_loss_2: 1.9052267384529114; aux_mae_loss_4: 0.29988064348697663; cnt_loss: 1.7160199093818664; +2025-05-13 07:12:34,734 - INFO - Evaluation: +Curr mae: 7.1046; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9060; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0548; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:12:34,734 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 +2025-05-13 07:13:39,980 - INFO - Training: cls_zice: 9.073296160697938; reg_zipnll: 40.65089912414551; aux_mae_loss_1: 13.27054898262024; aux_mae_loss_2: 1.9762860345840454; aux_mae_loss_4: 0.31087450981140136; cnt_loss: 1.6367185127735138; +2025-05-13 07:13:39,982 - INFO - Evaluation: +Curr mae: 6.9499; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6267; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0537; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:13:39,982 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 +2025-05-13 07:14:44,913 - INFO - Training: cls_zice: 9.782003122568131; reg_zipnll: 39.74979228973389; aux_mae_loss_1: 13.353129963874817; aux_mae_loss_2: 1.9451933884620667; aux_mae_loss_4: 0.3086235523223877; cnt_loss: 1.933330248594284; +2025-05-13 07:14:44,914 - INFO - Evaluation: +Curr mae: 6.6926; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2742; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0525; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:14:44,914 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 +2025-05-13 07:15:50,201 - INFO - Training: cls_zice: 9.394649881124497; reg_zipnll: 40.668878631591795; aux_mae_loss_1: 13.037476902008057; aux_mae_loss_2: 1.9188477432727813; aux_mae_loss_4: 0.29370389491319654; cnt_loss: 1.6701538848876953; +2025-05-13 07:15:50,202 - INFO - Evaluation: +Curr mae: 6.4892; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.5810; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0514; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:15:50,202 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 +2025-05-13 07:16:55,058 - INFO - Training: cls_zice: 9.708857474327088; reg_zipnll: 39.75992879867554; aux_mae_loss_1: 13.76883734703064; aux_mae_loss_2: 2.050298810005188; aux_mae_loss_4: 0.3302817142009735; cnt_loss: 1.817816925048828; +2025-05-13 07:16:55,059 - INFO - Evaluation: +Curr mae: 6.5864; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6221; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0500; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:16:55,059 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 +2025-05-13 07:18:00,118 - INFO - Training: cls_zice: 9.221323983669281; reg_zipnll: 41.539429626464845; aux_mae_loss_1: 12.533970937728881; aux_mae_loss_2: 1.8701064777374268; aux_mae_loss_4: 0.28442108511924746; cnt_loss: 1.6263409072160722; +2025-05-13 07:18:00,119 - INFO - Evaluation: +Curr mae: 6.6632; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.5943; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0530; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:18:00,120 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 +2025-05-13 07:19:05,068 - INFO - Training: cls_zice: 9.886150968074798; reg_zipnll: 41.59131731033325; aux_mae_loss_1: 13.695310750007629; aux_mae_loss_2: 2.006778130531311; aux_mae_loss_4: 0.3075123398005962; cnt_loss: 1.5049778151512145; +2025-05-13 07:19:05,069 - INFO - Evaluation: +Curr mae: 6.3903; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0430; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0494; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:19:05,069 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 +2025-05-13 07:20:11,298 - INFO - Training: cls_zice: 9.339790144860745; reg_zipnll: 38.51917812347412; aux_mae_loss_1: 13.270531911849975; aux_mae_loss_2: 1.9326234757900238; aux_mae_loss_4: 0.3044476012885571; cnt_loss: 1.7685443210601806; +2025-05-13 07:20:11,299 - INFO - Evaluation: +Curr mae: 6.4455; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0388; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0525; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:20:11,299 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 +2025-05-13 07:21:16,586 - INFO - Training: cls_zice: 9.763830765485764; reg_zipnll: 39.17724821090698; aux_mae_loss_1: 13.354256467819214; aux_mae_loss_2: 1.9590526485443116; aux_mae_loss_4: 0.3077683728933334; cnt_loss: 1.675275992155075; +2025-05-13 07:21:16,587 - INFO - Evaluation: +Curr mae: 6.3497; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.7488; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0501; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:21:16,587 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 +2025-05-13 07:22:21,566 - INFO - Training: cls_zice: 9.891283274292945; reg_zipnll: 42.51139137268066; aux_mae_loss_1: 13.395072803497314; aux_mae_loss_2: 1.9700437712669372; aux_mae_loss_4: 0.3112667933106422; cnt_loss: 1.8814815592765808; +2025-05-13 07:22:21,568 - INFO - Evaluation: +Curr mae: 6.6747; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8495; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0531; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:22:21,568 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 +2025-05-13 07:23:27,070 - INFO - Training: cls_zice: 11.101289844512939; reg_zipnll: 38.64604793548584; aux_mae_loss_1: 14.141617379188538; aux_mae_loss_2: 2.0818843483924865; aux_mae_loss_4: 0.3325087112188339; cnt_loss: 1.6030093270540238; +2025-05-13 07:23:27,072 - INFO - Evaluation: +Curr mae: 6.6070; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0466; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0528; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:23:27,072 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 +2025-05-13 07:24:32,344 - INFO - Training: cls_zice: 9.736537356376648; reg_zipnll: 38.90716466903687; aux_mae_loss_1: 13.308647079467773; aux_mae_loss_2: 1.9591976189613343; aux_mae_loss_4: 0.3076857849955559; cnt_loss: 1.9466454768180848; +2025-05-13 07:24:32,345 - INFO - Evaluation: +Curr mae: 6.5734; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9509; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0518; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:24:32,345 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 +2025-05-13 07:25:37,260 - INFO - Training: cls_zice: 8.820319540500641; reg_zipnll: 40.29267713546753; aux_mae_loss_1: 12.874688053131104; aux_mae_loss_2: 1.9255852854251863; aux_mae_loss_4: 0.30230521529912946; cnt_loss: 1.9225809645652772; +2025-05-13 07:25:37,261 - INFO - Evaluation: +Curr mae: 6.8292; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5987; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0511; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:25:37,261 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 +2025-05-13 07:26:43,383 - INFO - Training: cls_zice: 9.166227450370789; reg_zipnll: 40.409897575378416; aux_mae_loss_1: 12.821911029815674; aux_mae_loss_2: 1.8264384520053865; aux_mae_loss_4: 0.2911300441622734; cnt_loss: 1.6174600863456725; +2025-05-13 07:26:43,385 - INFO - Evaluation: +Curr mae: 6.6718; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7535; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0524; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:26:43,385 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 +2025-05-13 07:27:48,826 - INFO - Training: cls_zice: 9.147126415967941; reg_zipnll: 37.42727840423584; aux_mae_loss_1: 12.844857654571534; aux_mae_loss_2: 1.8816114044189454; aux_mae_loss_4: 0.30038831263780597; cnt_loss: 1.7488158357143402; +2025-05-13 07:27:48,828 - INFO - Evaluation: +Curr mae: 6.4869; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2428; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0502; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:27:48,828 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 +2025-05-13 07:28:53,762 - INFO - Training: cls_zice: 8.341755347251892; reg_zipnll: 39.619534225463866; aux_mae_loss_1: 12.950202045440674; aux_mae_loss_2: 1.9068421888351441; aux_mae_loss_4: 0.30506270095705984; cnt_loss: 1.8009719955921173; +2025-05-13 07:28:53,764 - INFO - Evaluation: +Curr mae: 6.1898; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.4464; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0502; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:28:53,764 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 +2025-05-13 07:29:58,792 - INFO - Training: cls_zice: 9.12255786895752; reg_zipnll: 41.44334999084472; aux_mae_loss_1: 12.636956748962403; aux_mae_loss_2: 1.8510667598247528; aux_mae_loss_4: 0.29204808741807936; cnt_loss: 1.9481896376609802; +2025-05-13 07:29:58,794 - INFO - Evaluation: +Curr mae: 7.1975; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6371; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0605; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:29:58,794 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 +2025-05-13 07:31:03,756 - INFO - Training: cls_zice: 9.357759135961533; reg_zipnll: 39.32410375595093; aux_mae_loss_1: 13.302117795944215; aux_mae_loss_2: 1.9747734594345092; aux_mae_loss_4: 0.3152341823279858; cnt_loss: 1.7899140590429305; +2025-05-13 07:31:03,758 - INFO - Evaluation: +Curr mae: 6.8197; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.2845; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0533; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:31:03,758 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 +2025-05-13 07:32:08,737 - INFO - Training: cls_zice: 8.987952787876129; reg_zipnll: 40.21487724304199; aux_mae_loss_1: 12.91072880744934; aux_mae_loss_2: 1.8754144632816314; aux_mae_loss_4: 0.2875171315670013; cnt_loss: 1.7127633440494536; +2025-05-13 07:32:08,738 - INFO - Evaluation: +Curr mae: 6.3542; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0368; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:32:08,738 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 +2025-05-13 07:33:13,608 - INFO - Training: cls_zice: 8.904410571455955; reg_zipnll: 40.58324440002441; aux_mae_loss_1: 12.722116622924805; aux_mae_loss_2: 1.8868804359436036; aux_mae_loss_4: 0.2963708284497261; cnt_loss: 1.601332846879959; +2025-05-13 07:33:13,609 - INFO - Evaluation: +Curr mae: 6.4197; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1019; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0487; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:33:13,609 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 +2025-05-13 07:34:19,122 - INFO - Training: cls_zice: 9.231464722156524; reg_zipnll: 35.821694221496585; aux_mae_loss_1: 13.034723625183105; aux_mae_loss_2: 1.9013234972953796; aux_mae_loss_4: 0.3007115280628204; cnt_loss: 1.5720045590400695; +2025-05-13 07:34:19,124 - INFO - Evaluation: +Curr mae: 6.6089; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7201; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0503; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:34:19,124 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 +2025-05-13 07:35:24,159 - INFO - Training: cls_zice: 9.671014268696307; reg_zipnll: 39.3824916267395; aux_mae_loss_1: 13.013726663589477; aux_mae_loss_2: 1.9126130974292754; aux_mae_loss_4: 0.3070643590390682; cnt_loss: 1.6703988921642303; +2025-05-13 07:35:24,161 - INFO - Evaluation: +Curr mae: 6.6093; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8322; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0507; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:35:24,161 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 +2025-05-13 07:36:29,351 - INFO - Training: cls_zice: 9.610944111347198; reg_zipnll: 39.015857238769534; aux_mae_loss_1: 13.424880409240723; aux_mae_loss_2: 1.9976534807682038; aux_mae_loss_4: 0.3207169122993946; cnt_loss: 1.8396210443973542; +2025-05-13 07:36:29,352 - INFO - Evaluation: +Curr mae: 6.1737; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.3265; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0486; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:36:29,353 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 +2025-05-13 07:37:34,346 - INFO - Training: cls_zice: 10.019965252876283; reg_zipnll: 39.156600914001466; aux_mae_loss_1: 12.739877462387085; aux_mae_loss_2: 1.8486979699134827; aux_mae_loss_4: 0.286709286570549; cnt_loss: 1.6131468147039414; +2025-05-13 07:37:34,347 - INFO - Evaluation: +Curr mae: 6.7105; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8801; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0535; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:37:34,347 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 +2025-05-13 07:38:39,096 - INFO - Training: cls_zice: 8.942730581760406; reg_zipnll: 38.42981349945068; aux_mae_loss_1: 12.46675633430481; aux_mae_loss_2: 1.8738633394241333; aux_mae_loss_4: 0.29329578518867494; cnt_loss: 1.7310241329669953; +2025-05-13 07:38:39,098 - INFO - Evaluation: +Curr mae: 6.5022; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5060; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0509; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:38:58,432 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 +2025-05-13 07:40:03,172 - INFO - Training: cls_zice: 9.090918666124344; reg_zipnll: 40.63060573577881; aux_mae_loss_1: 12.447405605316161; aux_mae_loss_2: 1.8003013253211975; aux_mae_loss_4: 0.2866065712273121; cnt_loss: 1.7824121344089507; +2025-05-13 07:40:03,173 - INFO - Evaluation: +Curr mae: 6.8973; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.2042; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0539; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:40:03,173 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 +2025-05-13 07:41:09,100 - INFO - Training: cls_zice: 9.031484751701354; reg_zipnll: 39.28794395446777; aux_mae_loss_1: 12.854952840805053; aux_mae_loss_2: 1.8467434883117675; aux_mae_loss_4: 0.29204641163349154; cnt_loss: 1.6665352058410645; +2025-05-13 07:41:09,101 - INFO - Evaluation: +Curr mae: 6.1466; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8351; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:41:09,102 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 +2025-05-13 07:42:15,790 - INFO - Training: cls_zice: 9.77944200873375; reg_zipnll: 41.51402187347412; aux_mae_loss_1: 13.309310350418091; aux_mae_loss_2: 1.9512413716316224; aux_mae_loss_4: 0.30553794831037523; cnt_loss: 1.6359462094306947; +2025-05-13 07:42:15,793 - INFO - Evaluation: +Curr mae: 6.4928; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4615; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0503; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:42:15,793 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 +2025-05-13 07:43:21,555 - INFO - Training: cls_zice: 9.632334921360016; reg_zipnll: 39.370503406524655; aux_mae_loss_1: 12.765632247924804; aux_mae_loss_2: 1.8809547960758208; aux_mae_loss_4: 0.28412130624055865; cnt_loss: 1.5152162182331086; +2025-05-13 07:43:21,556 - INFO - Evaluation: +Curr mae: 6.4270; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2779; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0513; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:43:21,556 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 +2025-05-13 07:44:26,815 - INFO - Training: cls_zice: 9.170841822624206; reg_zipnll: 40.518656425476074; aux_mae_loss_1: 13.18355266571045; aux_mae_loss_2: 1.9632314562797546; aux_mae_loss_4: 0.30408895045518874; cnt_loss: 1.6559904444217681; +2025-05-13 07:44:26,817 - INFO - Evaluation: +Curr mae: 6.7367; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5602; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0511; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:44:26,817 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 +2025-05-13 07:45:32,190 - INFO - Training: cls_zice: 9.050426793098449; reg_zipnll: 39.848514823913575; aux_mae_loss_1: 12.587842721939086; aux_mae_loss_2: 1.8684112858772277; aux_mae_loss_4: 0.2943459139764309; cnt_loss: 1.5639352208375932; +2025-05-13 07:45:32,192 - INFO - Evaluation: +Curr mae: 6.2184; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0012; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:45:32,192 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 +2025-05-13 07:46:37,748 - INFO - Training: cls_zice: 9.32752046108246; reg_zipnll: 40.87118625640869; aux_mae_loss_1: 13.278977727890014; aux_mae_loss_2: 1.9443301510810853; aux_mae_loss_4: 0.3042312428355217; cnt_loss: 1.6981904709339142; +2025-05-13 07:46:37,750 - INFO - Evaluation: +Curr mae: 6.3883; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4165; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0491; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:46:37,750 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 +2025-05-13 07:47:43,641 - INFO - Training: cls_zice: 9.870437369346618; reg_zipnll: 42.17564064025879; aux_mae_loss_1: 13.403193645477295; aux_mae_loss_2: 1.9658454322814942; aux_mae_loss_4: 0.3034574465453625; cnt_loss: 1.5998807811737061; +2025-05-13 07:47:43,642 - INFO - Evaluation: +Curr mae: 6.2831; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0981; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0491; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:47:43,642 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 +2025-05-13 07:48:48,986 - INFO - Training: cls_zice: 9.190903129577636; reg_zipnll: 40.76550886154175; aux_mae_loss_1: 12.973773937225342; aux_mae_loss_2: 1.9214891517162322; aux_mae_loss_4: 0.3009713178873062; cnt_loss: 1.7991520762443542; +2025-05-13 07:48:48,987 - INFO - Evaluation: +Curr mae: 6.5094; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3221; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0493; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:48:48,987 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 +2025-05-13 07:49:54,105 - INFO - Training: cls_zice: 10.050999335050584; reg_zipnll: 40.11989398956299; aux_mae_loss_1: 13.151676445007324; aux_mae_loss_2: 1.9119276046752929; aux_mae_loss_4: 0.30057223930954935; cnt_loss: 1.5725204014778138; +2025-05-13 07:49:54,107 - INFO - Evaluation: +Curr mae: 6.4837; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5557; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0492; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:49:54,107 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 +2025-05-13 07:50:59,104 - INFO - Training: cls_zice: 9.802607055902481; reg_zipnll: 38.38986953735352; aux_mae_loss_1: 13.396755790710449; aux_mae_loss_2: 1.9387862741947175; aux_mae_loss_4: 0.3039712569117546; cnt_loss: 1.7150422263145446; +2025-05-13 07:50:59,106 - INFO - Evaluation: +Curr mae: 6.8677; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.0163; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0549; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:50:59,106 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 +2025-05-13 07:52:04,427 - INFO - Training: cls_zice: 9.525952472686768; reg_zipnll: 38.08642574310303; aux_mae_loss_1: 13.113141078948974; aux_mae_loss_2: 1.8941139829158784; aux_mae_loss_4: 0.30432159528136254; cnt_loss: 1.7634115743637084; +2025-05-13 07:52:04,429 - INFO - Evaluation: +Curr mae: 6.6274; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.0326; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0505; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:52:04,429 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 +2025-05-13 07:53:09,660 - INFO - Training: cls_zice: 9.007414410114288; reg_zipnll: 38.254271278381346; aux_mae_loss_1: 12.564842519760132; aux_mae_loss_2: 1.8910770297050477; aux_mae_loss_4: 0.2985824164748192; cnt_loss: 1.8367566722631454; +2025-05-13 07:53:09,662 - INFO - Evaluation: +Curr mae: 6.6607; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6196; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0520; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:53:09,662 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 +2025-05-13 07:54:14,955 - INFO - Training: cls_zice: 9.081774983406067; reg_zipnll: 37.89712272644043; aux_mae_loss_1: 12.890677690505981; aux_mae_loss_2: 1.916846343278885; aux_mae_loss_4: 0.306864348500967; cnt_loss: 1.9347562456130982; +2025-05-13 07:54:14,957 - INFO - Evaluation: +Curr mae: 6.3278; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1667; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0491; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:54:14,957 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 +2025-05-13 07:55:19,994 - INFO - Training: cls_zice: 8.370617654323578; reg_zipnll: 38.59897638320923; aux_mae_loss_1: 12.520547437667847; aux_mae_loss_2: 1.843452925682068; aux_mae_loss_4: 0.2857693299651146; cnt_loss: 1.4013942801952362; +2025-05-13 07:55:19,995 - INFO - Evaluation: +Curr mae: 6.5470; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6501; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0517; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:55:19,995 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 +2025-05-13 07:56:25,207 - INFO - Training: cls_zice: 9.530617284774781; reg_zipnll: 36.655494556427; aux_mae_loss_1: 13.228988800048828; aux_mae_loss_2: 1.9284060502052307; aux_mae_loss_4: 0.303087472319603; cnt_loss: 1.6712599354982376; +2025-05-13 07:56:25,209 - INFO - Evaluation: +Curr mae: 6.6432; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9270; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0530; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:56:25,209 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 +2025-05-13 07:57:30,501 - INFO - Training: cls_zice: 9.150146230757237; reg_zipnll: 40.32722785949707; aux_mae_loss_1: 12.586319656372071; aux_mae_loss_2: 1.8549085116386415; aux_mae_loss_4: 0.2966965818405151; cnt_loss: 1.5779527944326401; +2025-05-13 07:57:30,502 - INFO - Evaluation: +Curr mae: 6.6079; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9854; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0512; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:57:30,502 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 +2025-05-13 07:58:35,695 - INFO - Training: cls_zice: 10.154531551599502; reg_zipnll: 39.28009553909302; aux_mae_loss_1: 13.596612691879272; aux_mae_loss_2: 1.9636942625045777; aux_mae_loss_4: 0.3061543563008308; cnt_loss: 1.715709297657013; +2025-05-13 07:58:35,696 - INFO - Evaluation: +Curr mae: 6.7845; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.6436; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0517; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:58:35,696 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 +2025-05-13 07:59:40,838 - INFO - Training: cls_zice: 9.536845097541809; reg_zipnll: 40.09206977844238; aux_mae_loss_1: 13.379615783691406; aux_mae_loss_2: 1.8986722826957703; aux_mae_loss_4: 0.30314681500196455; cnt_loss: 1.5396801149845123; +2025-05-13 07:59:40,840 - INFO - Evaluation: +Curr mae: 6.5603; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5702; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0505; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 07:59:40,840 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 +2025-05-13 08:00:46,161 - INFO - Training: cls_zice: 8.904218363761903; reg_zipnll: 37.969457607269284; aux_mae_loss_1: 12.630153408050537; aux_mae_loss_2: 1.8099359714984893; aux_mae_loss_4: 0.2888967642188072; cnt_loss: 1.445841727256775; +2025-05-13 08:00:46,162 - INFO - Evaluation: +Curr mae: 6.8783; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5738; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0530; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:00:46,162 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 +2025-05-13 08:01:51,122 - INFO - Training: cls_zice: 10.286528973579406; reg_zipnll: 38.298065719604494; aux_mae_loss_1: 13.197405939102174; aux_mae_loss_2: 1.9692100167274476; aux_mae_loss_4: 0.3007760302722454; cnt_loss: 1.742035282254219; +2025-05-13 08:01:51,124 - INFO - Evaluation: +Curr mae: 6.6659; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6204; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0505; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:01:51,124 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 +2025-05-13 08:02:56,056 - INFO - Training: cls_zice: 9.69978996515274; reg_zipnll: 37.5341591835022; aux_mae_loss_1: 13.098044023513793; aux_mae_loss_2: 1.940688750743866; aux_mae_loss_4: 0.3052863349020481; cnt_loss: 1.7159230703115462; +2025-05-13 08:02:56,057 - INFO - Evaluation: +Curr mae: 6.8369; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7124; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0513; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:02:56,057 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 +2025-05-13 08:04:00,964 - INFO - Training: cls_zice: 9.537159805297852; reg_zipnll: 38.103972873687745; aux_mae_loss_1: 12.817230319976806; aux_mae_loss_2: 1.8634061217308044; aux_mae_loss_4: 0.2962395334243774; cnt_loss: 1.6539512252807618; +2025-05-13 08:04:00,965 - INFO - Evaluation: +Curr mae: 6.7650; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6117; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0515; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:04:00,965 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 +2025-05-13 08:05:06,430 - INFO - Training: cls_zice: 8.513220710754394; reg_zipnll: 37.46669448852539; aux_mae_loss_1: 11.85488793373108; aux_mae_loss_2: 1.7529670441150664; aux_mae_loss_4: 0.27672616094350816; cnt_loss: 1.4271540927886963; +2025-05-13 08:05:06,431 - INFO - Evaluation: +Curr mae: 6.6335; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7930; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0502; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:05:06,431 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 +2025-05-13 08:06:12,000 - INFO - Training: cls_zice: 8.852513052225113; reg_zipnll: 39.93959564208984; aux_mae_loss_1: 12.91506504058838; aux_mae_loss_2: 1.892230350971222; aux_mae_loss_4: 0.29176538199186325; cnt_loss: 1.6256826400756836; +2025-05-13 08:06:12,002 - INFO - Evaluation: +Curr mae: 6.2103; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.4520; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0488; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:06:12,002 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 +2025-05-13 08:07:17,209 - INFO - Training: cls_zice: 9.00613080739975; reg_zipnll: 39.517419776916505; aux_mae_loss_1: 12.666178092956542; aux_mae_loss_2: 1.84041002035141; aux_mae_loss_4: 0.2827414670586586; cnt_loss: 1.5478019922971726; +2025-05-13 08:07:17,211 - INFO - Evaluation: +Curr mae: 6.3877; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4815; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:07:17,211 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 +2025-05-13 08:08:22,376 - INFO - Training: cls_zice: 9.585882682800293; reg_zipnll: 39.667664241790774; aux_mae_loss_1: 13.059747371673584; aux_mae_loss_2: 1.90734610080719; aux_mae_loss_4: 0.3009712660312653; cnt_loss: 1.8791546654701232; +2025-05-13 08:08:22,379 - INFO - Evaluation: +Curr mae: 6.2332; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8041; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0490; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:08:22,380 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 +2025-05-13 08:09:27,582 - INFO - Training: cls_zice: 9.09800560951233; reg_zipnll: 37.860081310272214; aux_mae_loss_1: 12.619145393371582; aux_mae_loss_2: 1.8134562861919403; aux_mae_loss_4: 0.27662295669317244; cnt_loss: 1.481746904850006; +2025-05-13 08:09:27,584 - INFO - Evaluation: +Curr mae: 6.2475; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.3621; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0485; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:09:27,584 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 +2025-05-13 08:10:32,412 - INFO - Training: cls_zice: 8.740283682346345; reg_zipnll: 39.08429851531982; aux_mae_loss_1: 12.548232641220093; aux_mae_loss_2: 1.8155712521076202; aux_mae_loss_4: 0.2771562425792217; cnt_loss: 1.544343279004097; +2025-05-13 08:10:32,413 - INFO - Evaluation: +Curr mae: 6.9781; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.0552; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0507; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:10:32,413 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 +2025-05-13 08:11:37,441 - INFO - Training: cls_zice: 9.097102060317994; reg_zipnll: 39.54709915161133; aux_mae_loss_1: 12.835369691848754; aux_mae_loss_2: 1.8444878554344177; aux_mae_loss_4: 0.2918702943623066; cnt_loss: 1.5410781943798064; +2025-05-13 08:11:37,443 - INFO - Evaluation: +Curr mae: 6.9784; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1573; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0504; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:11:37,443 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 +2025-05-13 08:12:42,603 - INFO - Training: cls_zice: 9.36337121963501; reg_zipnll: 39.19460126876831; aux_mae_loss_1: 12.718726119995118; aux_mae_loss_2: 1.8526226341724397; aux_mae_loss_4: 0.2873848005384207; cnt_loss: 1.6787807124853134; +2025-05-13 08:12:42,604 - INFO - Evaluation: +Curr mae: 6.8078; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7252; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0504; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:12:42,604 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 +2025-05-13 08:13:47,935 - INFO - Training: cls_zice: 9.06426653623581; reg_zipnll: 39.476694889068604; aux_mae_loss_1: 12.721021156311036; aux_mae_loss_2: 1.8720715260505676; aux_mae_loss_4: 0.28817662492394447; cnt_loss: 1.587002408504486; +2025-05-13 08:13:47,937 - INFO - Evaluation: +Curr mae: 7.3260; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.6091; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0515; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:13:47,937 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 +2025-05-13 08:14:53,191 - INFO - Training: cls_zice: 9.090605934858322; reg_zipnll: 39.56946975708008; aux_mae_loss_1: 12.042131128311157; aux_mae_loss_2: 1.743485779762268; aux_mae_loss_4: 0.26901345640420915; cnt_loss: 1.5954937463998795; +2025-05-13 08:14:53,193 - INFO - Evaluation: +Curr mae: 6.8465; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9855; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:14:53,193 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 +2025-05-13 08:15:58,357 - INFO - Training: cls_zice: 9.59568722963333; reg_zipnll: 38.69427827835083; aux_mae_loss_1: 12.786452050209045; aux_mae_loss_2: 1.877499097585678; aux_mae_loss_4: 0.3013298703730106; cnt_loss: 1.7656250566244125; +2025-05-13 08:15:58,359 - INFO - Evaluation: +Curr mae: 6.9629; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1305; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0513; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:15:58,359 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 +2025-05-13 08:17:03,106 - INFO - Training: cls_zice: 8.929686312675477; reg_zipnll: 42.84561553955078; aux_mae_loss_1: 12.228583536148072; aux_mae_loss_2: 1.7471751010417937; aux_mae_loss_4: 0.2655163595080376; cnt_loss: 1.5061958301067353; +2025-05-13 08:17:03,107 - INFO - Evaluation: +Curr mae: 6.5048; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9613; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0499; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:17:03,108 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 +2025-05-13 08:18:08,258 - INFO - Training: cls_zice: 8.820001430511475; reg_zipnll: 37.90798278808594; aux_mae_loss_1: 11.898921642303467; aux_mae_loss_2: 1.7092385005950927; aux_mae_loss_4: 0.2660655379295349; cnt_loss: 1.391630579829216; +2025-05-13 08:18:08,260 - INFO - Evaluation: +Curr mae: 6.6947; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8649; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0525; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:18:08,260 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 +2025-05-13 08:19:13,353 - INFO - Training: cls_zice: 8.750642211437226; reg_zipnll: 37.90725959777832; aux_mae_loss_1: 12.078778266906738; aux_mae_loss_2: 1.7741571366786957; aux_mae_loss_4: 0.2874864262342453; cnt_loss: 1.4624557507038116; +2025-05-13 08:19:13,355 - INFO - Evaluation: +Curr mae: 7.1633; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.3791; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0516; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:19:13,355 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 +2025-05-13 08:20:26,804 - INFO - Training: cls_zice: 8.459299738407134; reg_zipnll: 37.37632423400879; aux_mae_loss_1: 12.459312009811402; aux_mae_loss_2: 1.8528028964996337; aux_mae_loss_4: 0.2984725323319435; cnt_loss: 1.7714337837696075; +2025-05-13 08:20:26,807 - INFO - Evaluation: +Curr mae: 6.6935; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5049; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0509; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:20:26,807 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 +2025-05-13 08:21:32,477 - INFO - Training: cls_zice: 9.108615078926086; reg_zipnll: 41.621743545532226; aux_mae_loss_1: 12.618977737426757; aux_mae_loss_2: 1.830998592376709; aux_mae_loss_4: 0.2838852643966675; cnt_loss: 1.550425761938095; +2025-05-13 08:21:32,479 - INFO - Evaluation: +Curr mae: 6.9795; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.4741; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0526; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:21:32,479 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 +2025-05-13 08:22:38,302 - INFO - Training: cls_zice: 9.5368233025074; reg_zipnll: 42.38892101287842; aux_mae_loss_1: 13.055928440093995; aux_mae_loss_2: 1.8630351269245147; aux_mae_loss_4: 0.28817903086543084; cnt_loss: 1.5069187271595001; +2025-05-13 08:22:38,303 - INFO - Evaluation: +Curr mae: 6.9134; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.0968; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0519; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:22:38,303 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 +2025-05-13 08:23:43,494 - INFO - Training: cls_zice: 8.777261962890625; reg_zipnll: 37.60958427429199; aux_mae_loss_1: 12.637371463775635; aux_mae_loss_2: 1.8580048704147338; aux_mae_loss_4: 0.2899410828948021; cnt_loss: 1.602500585913658; +2025-05-13 08:23:43,496 - INFO - Evaluation: +Curr mae: 6.9942; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8545; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0518; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:23:43,496 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 +2025-05-13 08:24:48,871 - INFO - Training: cls_zice: 8.500202918052674; reg_zipnll: 38.78202320098877; aux_mae_loss_1: 11.829600162506104; aux_mae_loss_2: 1.7137228405475617; aux_mae_loss_4: 0.2688387157022953; cnt_loss: 1.2772641718387603; +2025-05-13 08:24:48,872 - INFO - Evaluation: +Curr mae: 6.4940; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3764; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0494; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:24:48,872 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 +2025-05-13 08:25:54,720 - INFO - Training: cls_zice: 8.84461436033249; reg_zipnll: 39.93645709991455; aux_mae_loss_1: 12.426296262741088; aux_mae_loss_2: 1.8162254905700683; aux_mae_loss_4: 0.2759497970342636; cnt_loss: 1.4805241733789445; +2025-05-13 08:25:54,721 - INFO - Evaluation: +Curr mae: 6.7094; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1698; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0512; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:25:54,721 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 +2025-05-13 08:27:00,126 - INFO - Training: cls_zice: 9.51910044670105; reg_zipnll: 40.30820449829102; aux_mae_loss_1: 12.956159687042236; aux_mae_loss_2: 1.843162418603897; aux_mae_loss_4: 0.28365761175751686; cnt_loss: 1.5802392065525055; +2025-05-13 08:27:00,127 - INFO - Evaluation: +Curr mae: 6.3714; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9640; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0496; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:27:00,127 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 +2025-05-13 08:28:05,489 - INFO - Training: cls_zice: 9.309831441044807; reg_zipnll: 39.69945344924927; aux_mae_loss_1: 12.470701627731323; aux_mae_loss_2: 1.801038714647293; aux_mae_loss_4: 0.27192313492298126; cnt_loss: 1.3607471418380737; +2025-05-13 08:28:05,491 - INFO - Evaluation: +Curr mae: 6.1328; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.5345; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0481; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:28:05,491 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 +2025-05-13 08:29:13,025 - INFO - Training: cls_zice: 8.70811595916748; reg_zipnll: 39.48281589508056; aux_mae_loss_1: 12.469405899047851; aux_mae_loss_2: 1.7781150591373445; aux_mae_loss_4: 0.2838002483546734; cnt_loss: 1.6100230205059052; +2025-05-13 08:29:13,026 - INFO - Evaluation: +Curr mae: 6.5832; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.7781; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0504; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:29:13,026 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 +2025-05-13 08:30:19,398 - INFO - Training: cls_zice: 9.633099901676179; reg_zipnll: 38.06057289123535; aux_mae_loss_1: 12.405287103652954; aux_mae_loss_2: 1.7993922650814056; aux_mae_loss_4: 0.28462680473923685; cnt_loss: 1.5580943155288696; +2025-05-13 08:30:19,400 - INFO - Evaluation: +Curr mae: 6.3200; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.5981; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0501; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:30:19,400 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 +2025-05-13 08:31:24,473 - INFO - Training: cls_zice: 8.501383339762688; reg_zipnll: 38.10895038604736; aux_mae_loss_1: 11.52986762046814; aux_mae_loss_2: 1.6996149039268493; aux_mae_loss_4: 0.2714685778319836; cnt_loss: 1.4788834977149963; +2025-05-13 08:31:24,474 - INFO - Evaluation: +Curr mae: 6.1967; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.7677; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0484; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:31:24,474 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 +2025-05-13 08:32:29,846 - INFO - Training: cls_zice: 8.952943515777587; reg_zipnll: 39.42305362701416; aux_mae_loss_1: 12.34810655593872; aux_mae_loss_2: 1.7985010612010957; aux_mae_loss_4: 0.28216582581400873; cnt_loss: 1.3963362324237822; +2025-05-13 08:32:29,847 - INFO - Evaluation: +Curr mae: 6.3400; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3241; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:32:29,848 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 +2025-05-13 08:33:35,112 - INFO - Training: cls_zice: 9.031683764457703; reg_zipnll: 34.76567039489746; aux_mae_loss_1: 12.367088108062744; aux_mae_loss_2: 1.8128398263454437; aux_mae_loss_4: 0.28370080664753916; cnt_loss: 1.6651183080673218; +2025-05-13 08:33:35,113 - INFO - Evaluation: +Curr mae: 6.4161; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2895; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:33:51,081 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 +2025-05-13 08:34:56,388 - INFO - Training: cls_zice: 8.921059894561768; reg_zipnll: 38.690390224456785; aux_mae_loss_1: 12.196943721771241; aux_mae_loss_2: 1.7641232693195343; aux_mae_loss_4: 0.27106579929590224; cnt_loss: 1.4148665273189545; +2025-05-13 08:34:56,389 - INFO - Evaluation: +Curr mae: 6.4852; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6512; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:34:56,389 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 +2025-05-13 08:36:03,079 - INFO - Training: cls_zice: 8.815235735177994; reg_zipnll: 36.91061002731323; aux_mae_loss_1: 12.398841018676757; aux_mae_loss_2: 1.822848665714264; aux_mae_loss_4: 0.2901518788933754; cnt_loss: 1.5977700197696685; +2025-05-13 08:36:03,080 - INFO - Evaluation: +Curr mae: 6.4047; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3646; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0470; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:36:03,080 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 +2025-05-13 08:37:09,805 - INFO - Training: cls_zice: 9.004265971183777; reg_zipnll: 40.56375085830688; aux_mae_loss_1: 11.783449563980103; aux_mae_loss_2: 1.7001619994640351; aux_mae_loss_4: 0.2603030171990395; cnt_loss: 1.4188952052593231; +2025-05-13 08:37:09,807 - INFO - Evaluation: +Curr mae: 6.0459; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8038; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0466; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:37:09,808 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 +2025-05-13 08:38:15,792 - INFO - Training: cls_zice: 8.33709923684597; reg_zipnll: 39.09734481811523; aux_mae_loss_1: 11.795068893432617; aux_mae_loss_2: 1.7225181078910827; aux_mae_loss_4: 0.2734022733569145; cnt_loss: 1.4485173881053925; +2025-05-13 08:38:15,793 - INFO - Evaluation: +Curr mae: 6.2038; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2078; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0470; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:38:15,793 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 +2025-05-13 08:39:21,754 - INFO - Training: cls_zice: 8.799518392086028; reg_zipnll: 38.38284046173096; aux_mae_loss_1: 12.130801773071289; aux_mae_loss_2: 1.769889669418335; aux_mae_loss_4: 0.2689577496051788; cnt_loss: 1.4599707317352295; +2025-05-13 08:39:21,755 - INFO - Evaluation: +Curr mae: 6.4788; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4977; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:39:21,755 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 +2025-05-13 08:40:27,305 - INFO - Training: cls_zice: 8.880785723924637; reg_zipnll: 38.91239797592163; aux_mae_loss_1: 12.504179515838622; aux_mae_loss_2: 1.836092598438263; aux_mae_loss_4: 0.289466458261013; cnt_loss: 1.512907431125641; +2025-05-13 08:40:27,307 - INFO - Evaluation: +Curr mae: 6.8329; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.4492; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:40:27,307 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 +2025-05-13 08:41:32,800 - INFO - Training: cls_zice: 8.913261910676956; reg_zipnll: 38.39066749572754; aux_mae_loss_1: 12.380357084274292; aux_mae_loss_2: 1.7628432822227478; aux_mae_loss_4: 0.2793940761685371; cnt_loss: 1.603986849784851; +2025-05-13 08:41:32,801 - INFO - Evaluation: +Curr mae: 6.6687; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.2765; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0506; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:41:32,801 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 +2025-05-13 08:42:38,343 - INFO - Training: cls_zice: 8.669032708406448; reg_zipnll: 41.62629550933838; aux_mae_loss_1: 12.366965713500976; aux_mae_loss_2: 1.7841537654399873; aux_mae_loss_4: 0.2816945216059685; cnt_loss: 1.4698382878303529; +2025-05-13 08:42:38,344 - INFO - Evaluation: +Curr mae: 7.1127; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 13.4053; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0509; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:42:38,344 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 +2025-05-13 08:43:43,793 - INFO - Training: cls_zice: 8.49612152993679; reg_zipnll: 39.09327308654785; aux_mae_loss_1: 12.289140710830688; aux_mae_loss_2: 1.7622026205062866; aux_mae_loss_4: 0.27214246392250063; cnt_loss: 1.4829777204990386; +2025-05-13 08:43:43,795 - INFO - Evaluation: +Curr mae: 6.3988; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9668; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0504; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:43:43,795 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 +2025-05-13 08:44:49,004 - INFO - Training: cls_zice: 8.235396699905396; reg_zipnll: 36.80332292556763; aux_mae_loss_1: 11.738953943252563; aux_mae_loss_2: 1.6871956372261048; aux_mae_loss_4: 0.2634280063211918; cnt_loss: 1.398417677283287; +2025-05-13 08:44:49,005 - INFO - Evaluation: +Curr mae: 6.1446; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8991; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0486; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:44:49,005 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 +2025-05-13 08:45:54,633 - INFO - Training: cls_zice: 8.924925014972686; reg_zipnll: 38.902627811431884; aux_mae_loss_1: 12.080412998199463; aux_mae_loss_2: 1.7390239822864533; aux_mae_loss_4: 0.27392579436302184; cnt_loss: 1.5995272970199585; +2025-05-13 08:45:54,634 - INFO - Evaluation: +Curr mae: 6.2083; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9654; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:45:54,634 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 +2025-05-13 08:47:00,310 - INFO - Training: cls_zice: 8.878953547477723; reg_zipnll: 40.7895662689209; aux_mae_loss_1: 11.5762802028656; aux_mae_loss_2: 1.6698351359367372; aux_mae_loss_4: 0.26113352328538897; cnt_loss: 1.627629930973053; +2025-05-13 08:47:00,312 - INFO - Evaluation: +Curr mae: 6.2485; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8065; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0499; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0464; + + + +2025-05-13 08:47:00,312 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 +2025-05-13 08:48:05,651 - INFO - Training: cls_zice: 9.04326185464859; reg_zipnll: 39.54825397491455; aux_mae_loss_1: 12.272993240356445; aux_mae_loss_2: 1.7538089275360107; aux_mae_loss_4: 0.283301984667778; cnt_loss: 1.51580042719841; +2025-05-13 08:48:11,677 - INFO - Evaluation: +Curr mae: 6.0117; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.5909; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0462; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:48:11,677 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 +2025-05-13 08:49:16,699 - INFO - Training: cls_zice: 7.959234185516834; reg_zipnll: 39.774281425476076; aux_mae_loss_1: 11.363403272628783; aux_mae_loss_2: 1.6657489097118379; aux_mae_loss_4: 0.2597621010243893; cnt_loss: 1.3765252923965454; +2025-05-13 08:49:16,700 - INFO - Evaluation: +Curr mae: 6.2596; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3950; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0468; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:49:16,700 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 +2025-05-13 08:50:22,145 - INFO - Training: cls_zice: 8.722387948036193; reg_zipnll: 38.13532875061035; aux_mae_loss_1: 11.733366594314575; aux_mae_loss_2: 1.729486517906189; aux_mae_loss_4: 0.2664315301179886; cnt_loss: 1.4577716743946076; +2025-05-13 08:50:22,146 - INFO - Evaluation: +Curr mae: 6.2231; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3723; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0465; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:50:22,147 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 +2025-05-13 08:51:27,759 - INFO - Training: cls_zice: 9.098139867782592; reg_zipnll: 38.22905035018921; aux_mae_loss_1: 11.774295196533203; aux_mae_loss_2: 1.7150143194198608; aux_mae_loss_4: 0.26327732354402544; cnt_loss: 1.4895904982089996; +2025-05-13 08:51:27,761 - INFO - Evaluation: +Curr mae: 6.1686; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8591; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0467; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:51:27,761 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 +2025-05-13 08:52:32,988 - INFO - Training: cls_zice: 7.740766150951385; reg_zipnll: 37.988861083984375; aux_mae_loss_1: 11.211248903274535; aux_mae_loss_2: 1.6395097887516021; aux_mae_loss_4: 0.25754025638103484; cnt_loss: 1.3804062461853028; +2025-05-13 08:52:32,989 - INFO - Evaluation: +Curr mae: 6.6008; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7898; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0498; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:52:32,989 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 +2025-05-13 08:53:38,691 - INFO - Training: cls_zice: 9.030964057445527; reg_zipnll: 37.05949857711792; aux_mae_loss_1: 12.14356397151947; aux_mae_loss_2: 1.7678177052736281; aux_mae_loss_4: 0.283213602155447; cnt_loss: 1.55608027279377; +2025-05-13 08:53:38,693 - INFO - Evaluation: +Curr mae: 6.7064; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9759; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:53:38,693 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 +2025-05-13 08:54:44,062 - INFO - Training: cls_zice: 8.977592325210571; reg_zipnll: 39.88522346496582; aux_mae_loss_1: 12.124381799697876; aux_mae_loss_2: 1.7436214518547057; aux_mae_loss_4: 0.27261858463287353; cnt_loss: 1.3192234468460082; +2025-05-13 08:54:44,064 - INFO - Evaluation: +Curr mae: 6.4458; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6475; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0493; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:54:44,064 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 +2025-05-13 08:55:49,361 - INFO - Training: cls_zice: 8.178791206479072; reg_zipnll: 36.24398059844971; aux_mae_loss_1: 11.211889986991883; aux_mae_loss_2: 1.6506147754192353; aux_mae_loss_4: 0.2558078318834305; cnt_loss: 1.3193734461069107; +2025-05-13 08:55:49,363 - INFO - Evaluation: +Curr mae: 6.4153; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5649; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0493; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:55:49,363 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 +2025-05-13 08:56:54,652 - INFO - Training: cls_zice: 8.685313587188721; reg_zipnll: 37.638856678009034; aux_mae_loss_1: 12.163452587127686; aux_mae_loss_2: 1.754876127243042; aux_mae_loss_4: 0.2763389539718628; cnt_loss: 1.31492751121521; +2025-05-13 08:56:54,654 - INFO - Evaluation: +Curr mae: 6.6356; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7835; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0496; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:56:54,654 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 +2025-05-13 08:57:59,960 - INFO - Training: cls_zice: 8.468719279766082; reg_zipnll: 38.47074878692627; aux_mae_loss_1: 11.754688549041749; aux_mae_loss_2: 1.7077624785900116; aux_mae_loss_4: 0.27285552889108655; cnt_loss: 1.4314167964458466; +2025-05-13 08:57:59,962 - INFO - Evaluation: +Curr mae: 6.4296; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3530; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:57:59,962 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 +2025-05-13 08:59:05,121 - INFO - Training: cls_zice: 8.590351631641388; reg_zipnll: 37.37452238082886; aux_mae_loss_1: 11.669697675704956; aux_mae_loss_2: 1.7242411482334137; aux_mae_loss_4: 0.26973262429237366; cnt_loss: 1.4777736008167266; +2025-05-13 08:59:05,122 - INFO - Evaluation: +Curr mae: 6.3611; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6449; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0486; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 08:59:05,122 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 +2025-05-13 09:00:10,251 - INFO - Training: cls_zice: 9.276703063845634; reg_zipnll: 41.012867813110354; aux_mae_loss_1: 12.979648008346558; aux_mae_loss_2: 1.8698616075515746; aux_mae_loss_4: 0.28909929141402246; cnt_loss: 1.5078373229503632; +2025-05-13 09:00:10,253 - INFO - Evaluation: +Curr mae: 6.4334; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8273; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0481; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 09:00:10,253 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 +2025-05-13 09:01:16,002 - INFO - Training: cls_zice: 8.725243072509766; reg_zipnll: 39.59683967590332; aux_mae_loss_1: 12.252967367172241; aux_mae_loss_2: 1.7291945254802703; aux_mae_loss_4: 0.26451225206255913; cnt_loss: 1.4131334537267686; +2025-05-13 09:01:16,003 - INFO - Evaluation: +Curr mae: 6.5403; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8939; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0502; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 09:01:16,003 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 +2025-05-13 09:02:21,058 - INFO - Training: cls_zice: 8.258881428241729; reg_zipnll: 38.358212871551515; aux_mae_loss_1: 11.896765813827514; aux_mae_loss_2: 1.7546530210971831; aux_mae_loss_4: 0.2708774782717228; cnt_loss: 1.5167884194850922; +2025-05-13 09:02:21,059 - INFO - Evaluation: +Curr mae: 6.8038; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.3442; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0490; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 09:02:21,059 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 +2025-05-13 09:03:26,252 - INFO - Training: cls_zice: 8.64399358510971; reg_zipnll: 41.02835464477539; aux_mae_loss_1: 11.895595817565917; aux_mae_loss_2: 1.7293120622634888; aux_mae_loss_4: 0.2621194157004356; cnt_loss: 1.4957524573802947; +2025-05-13 09:03:26,253 - INFO - Evaluation: +Curr mae: 6.2383; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6522; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0478; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 09:03:26,253 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 +2025-05-13 09:04:31,811 - INFO - Training: cls_zice: 8.478988070487976; reg_zipnll: 39.82977054595947; aux_mae_loss_1: 11.865445771217345; aux_mae_loss_2: 1.7615034806728362; aux_mae_loss_4: 0.27194965243339536; cnt_loss: 1.4246142971515656; +2025-05-13 09:04:31,813 - INFO - Evaluation: +Curr mae: 6.3236; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9064; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0471; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 09:04:31,813 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 +2025-05-13 09:05:37,118 - INFO - Training: cls_zice: 8.297098624706269; reg_zipnll: 39.59896394729614; aux_mae_loss_1: 11.677537021636963; aux_mae_loss_2: 1.6910983550548553; aux_mae_loss_4: 0.2667212772369385; cnt_loss: 1.433117060661316; +2025-05-13 09:05:37,119 - INFO - Evaluation: +Curr mae: 6.5885; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1660; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0497; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 09:05:37,120 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 +2025-05-13 09:06:42,200 - INFO - Training: cls_zice: 8.519422633647919; reg_zipnll: 41.46909481048584; aux_mae_loss_1: 11.675471124649048; aux_mae_loss_2: 1.6698702657222748; aux_mae_loss_4: 0.25455150872468946; cnt_loss: 1.345060515999794; +2025-05-13 09:06:47,953 - INFO - Evaluation: +Curr mae: 6.2282; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2259; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0462; Best nae: 0.0457; 0.0459; 0.0461; 0.0462; 0.0462; + + + +2025-05-13 09:06:47,953 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 +2025-05-13 09:07:52,617 - INFO - Training: cls_zice: 8.99958534359932; reg_zipnll: 39.08111934661865; aux_mae_loss_1: 11.80835548400879; aux_mae_loss_2: 1.6537338757514954; aux_mae_loss_4: 0.2577410577237606; cnt_loss: 1.4693629270792008; +2025-05-13 09:07:58,435 - INFO - Evaluation: +Curr mae: 5.8820; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.7285; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0448; Best nae: 0.0448; 0.0457; 0.0459; 0.0461; 0.0462; + + + +2025-05-13 09:07:58,436 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 +2025-05-13 09:09:03,397 - INFO - Training: cls_zice: 8.498594162464142; reg_zipnll: 38.815622100830076; aux_mae_loss_1: 11.418240938186646; aux_mae_loss_2: 1.7032670998573303; aux_mae_loss_4: 0.26168774187564847; cnt_loss: 1.4196586215496063; +2025-05-13 09:09:08,809 - INFO - Evaluation: +Curr mae: 6.1367; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3422; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0454; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0461; + + + +2025-05-13 09:09:08,809 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 +2025-05-13 09:10:14,191 - INFO - Training: cls_zice: 8.416446967124939; reg_zipnll: 37.42169343948364; aux_mae_loss_1: 11.659972429275513; aux_mae_loss_2: 1.6764125561714172; aux_mae_loss_4: 0.26602596148848534; cnt_loss: 1.3642477071285248; +2025-05-13 09:10:20,939 - INFO - Evaluation: +Curr mae: 6.0547; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0404; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0459; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:10:20,940 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 +2025-05-13 09:11:26,350 - INFO - Training: cls_zice: 9.008687512874603; reg_zipnll: 39.33780136108398; aux_mae_loss_1: 11.775074691772462; aux_mae_loss_2: 1.6825843513011933; aux_mae_loss_4: 0.25971721231937406; cnt_loss: 1.4774468350410461; +2025-05-13 09:11:26,351 - INFO - Evaluation: +Curr mae: 6.2225; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4324; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:11:26,352 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 +2025-05-13 09:12:31,967 - INFO - Training: cls_zice: 8.494717023372651; reg_zipnll: 38.85330806732178; aux_mae_loss_1: 11.445118923187255; aux_mae_loss_2: 1.6071273255348206; aux_mae_loss_4: 0.24288684397935867; cnt_loss: 1.30895739197731; +2025-05-13 09:12:31,968 - INFO - Evaluation: +Curr mae: 6.3158; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7657; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0475; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:12:31,968 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 +2025-05-13 09:13:37,858 - INFO - Training: cls_zice: 7.624589459896088; reg_zipnll: 38.44663387298584; aux_mae_loss_1: 11.20634030342102; aux_mae_loss_2: 1.6162267518043518; aux_mae_loss_4: 0.25344334185123446; cnt_loss: 1.464341833591461; +2025-05-13 09:13:37,859 - INFO - Evaluation: +Curr mae: 6.3943; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6554; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0502; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:13:37,859 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 +2025-05-13 09:14:43,482 - INFO - Training: cls_zice: 7.524166251420975; reg_zipnll: 40.45037914276123; aux_mae_loss_1: 11.418583688735962; aux_mae_loss_2: 1.646550441980362; aux_mae_loss_4: 0.26199246853590014; cnt_loss: 1.3072162467241286; +2025-05-13 09:14:43,483 - INFO - Evaluation: +Curr mae: 6.3386; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4473; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0481; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:14:43,483 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 +2025-05-13 09:15:49,723 - INFO - Training: cls_zice: 8.149994571805001; reg_zipnll: 36.858527183532715; aux_mae_loss_1: 11.680298404693604; aux_mae_loss_2: 1.727323734164238; aux_mae_loss_4: 0.2714866530895233; cnt_loss: 1.3134413713216782; +2025-05-13 09:15:49,725 - INFO - Evaluation: +Curr mae: 6.1574; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9603; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0468; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:15:49,725 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 +2025-05-13 09:16:54,174 - INFO - Training: cls_zice: 7.357644730806351; reg_zipnll: 37.26415060043335; aux_mae_loss_1: 10.910925340652465; aux_mae_loss_2: 1.548808970451355; aux_mae_loss_4: 0.24058392778038978; cnt_loss: 1.1406808531284331; +2025-05-13 09:16:54,175 - INFO - Evaluation: +Curr mae: 6.2653; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2565; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:16:54,175 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 +2025-05-13 09:17:58,815 - INFO - Training: cls_zice: 8.319992765784264; reg_zipnll: 39.749525451660155; aux_mae_loss_1: 11.526430253982545; aux_mae_loss_2: 1.7113999378681184; aux_mae_loss_4: 0.2686179503798485; cnt_loss: 1.5663475561141968; +2025-05-13 09:17:58,817 - INFO - Evaluation: +Curr mae: 6.4628; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5149; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0506; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:17:58,817 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 +2025-05-13 09:19:03,219 - INFO - Training: cls_zice: 8.320375050902367; reg_zipnll: 39.566222553253176; aux_mae_loss_1: 11.160755519866944; aux_mae_loss_2: 1.5854683923721313; aux_mae_loss_4: 0.24448902264237404; cnt_loss: 1.4745826172828673; +2025-05-13 09:19:03,220 - INFO - Evaluation: +Curr mae: 6.2808; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9692; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0481; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:19:03,220 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 +2025-05-13 09:20:07,663 - INFO - Training: cls_zice: 8.479924134016038; reg_zipnll: 38.34669832229614; aux_mae_loss_1: 11.792217712402344; aux_mae_loss_2: 1.6988474667072295; aux_mae_loss_4: 0.259559470564127; cnt_loss: 1.4247815716266632; +2025-05-13 09:20:07,664 - INFO - Evaluation: +Curr mae: 6.4295; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6187; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0484; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:20:07,664 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 +2025-05-13 09:21:11,955 - INFO - Training: cls_zice: 7.901857550144196; reg_zipnll: 38.05642946243286; aux_mae_loss_1: 11.675046119689942; aux_mae_loss_2: 1.710870909690857; aux_mae_loss_4: 0.26632014095783235; cnt_loss: 1.399812155365944; +2025-05-13 09:21:11,956 - INFO - Evaluation: +Curr mae: 6.7667; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9568; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0506; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:21:11,956 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 +2025-05-13 09:22:16,230 - INFO - Training: cls_zice: 8.384894573688507; reg_zipnll: 38.31165964126587; aux_mae_loss_1: 11.633045921325683; aux_mae_loss_2: 1.6710807871818543; aux_mae_loss_4: 0.2554584529995918; cnt_loss: 1.346731994152069; +2025-05-13 09:22:16,232 - INFO - Evaluation: +Curr mae: 6.7682; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6561; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0525; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:22:16,232 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 +2025-05-13 09:23:20,572 - INFO - Training: cls_zice: 8.07153933763504; reg_zipnll: 37.61053119659424; aux_mae_loss_1: 11.61472303390503; aux_mae_loss_2: 1.689415397644043; aux_mae_loss_4: 0.27180025190114976; cnt_loss: 1.4468814039230347; +2025-05-13 09:23:20,573 - INFO - Evaluation: +Curr mae: 6.8129; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5370; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0523; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:23:20,574 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 +2025-05-13 09:24:24,916 - INFO - Training: cls_zice: 7.583839795589447; reg_zipnll: 37.561671581268314; aux_mae_loss_1: 11.436024293899536; aux_mae_loss_2: 1.6788967835903168; aux_mae_loss_4: 0.26317023783922194; cnt_loss: 1.3539555704593658; +2025-05-13 09:24:24,917 - INFO - Evaluation: +Curr mae: 6.5645; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4732; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:24:24,917 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 +2025-05-13 09:25:29,292 - INFO - Training: cls_zice: 9.533049271702767; reg_zipnll: 39.46910968780517; aux_mae_loss_1: 12.143236331939697; aux_mae_loss_2: 1.7832581150531768; aux_mae_loss_4: 0.2727934169769287; cnt_loss: 1.4918564361333848; +2025-05-13 09:25:29,293 - INFO - Evaluation: +Curr mae: 6.6166; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1643; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0517; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:25:29,293 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 +2025-05-13 09:26:33,553 - INFO - Training: cls_zice: 9.116684856414794; reg_zipnll: 41.195758991241455; aux_mae_loss_1: 11.633690996170044; aux_mae_loss_2: 1.687164793610573; aux_mae_loss_4: 0.2618289485573769; cnt_loss: 1.3510448479652404; +2025-05-13 09:26:33,554 - INFO - Evaluation: +Curr mae: 6.5083; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1655; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:26:33,555 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 +2025-05-13 09:27:37,862 - INFO - Training: cls_zice: 8.448640122413636; reg_zipnll: 40.19810493469238; aux_mae_loss_1: 11.257356128692628; aux_mae_loss_2: 1.5999019396305085; aux_mae_loss_4: 0.24460335195064545; cnt_loss: 1.2246143519878387; +2025-05-13 09:27:37,863 - INFO - Evaluation: +Curr mae: 6.3513; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0576; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0501; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:27:37,863 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 +2025-05-13 09:28:42,090 - INFO - Training: cls_zice: 7.772455196380616; reg_zipnll: 39.465697326660155; aux_mae_loss_1: 11.449620218276978; aux_mae_loss_2: 1.628615756034851; aux_mae_loss_4: 0.2525316339731216; cnt_loss: 1.3081148421764375; +2025-05-13 09:28:42,091 - INFO - Evaluation: +Curr mae: 6.5563; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4017; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0501; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:29:02,872 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 +2025-05-13 09:30:06,805 - INFO - Training: cls_zice: 7.634416017532349; reg_zipnll: 37.58857196807861; aux_mae_loss_1: 11.216584024429322; aux_mae_loss_2: 1.6515322315692902; aux_mae_loss_4: 0.25452068984508514; cnt_loss: 1.3298261028528213; +2025-05-13 09:30:06,807 - INFO - Evaluation: +Curr mae: 6.8106; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.0035; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0497; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:30:06,807 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 +2025-05-13 09:31:12,310 - INFO - Training: cls_zice: 8.895212588310242; reg_zipnll: 39.767705039978026; aux_mae_loss_1: 12.25591197013855; aux_mae_loss_2: 1.8111229836940765; aux_mae_loss_4: 0.2845869117975235; cnt_loss: 1.540904212296009; +2025-05-13 09:31:12,311 - INFO - Evaluation: +Curr mae: 7.2322; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.7331; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0552; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:31:12,311 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 +2025-05-13 09:32:17,891 - INFO - Training: cls_zice: 8.543792356848718; reg_zipnll: 39.66375709533691; aux_mae_loss_1: 11.76353801727295; aux_mae_loss_2: 1.6876301705837249; aux_mae_loss_4: 0.25447762668132784; cnt_loss: 1.325993801355362; +2025-05-13 09:32:17,892 - INFO - Evaluation: +Curr mae: 6.7299; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6545; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0514; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:32:17,892 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 +2025-05-13 09:33:22,934 - INFO - Training: cls_zice: 7.636481840610504; reg_zipnll: 36.99712566375732; aux_mae_loss_1: 10.321752738952636; aux_mae_loss_2: 1.5155831384658813; aux_mae_loss_4: 0.23295529499650003; cnt_loss: 1.1795074653625488; +2025-05-13 09:33:22,935 - INFO - Evaluation: +Curr mae: 6.6426; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8160; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:33:22,935 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 +2025-05-13 09:34:27,836 - INFO - Training: cls_zice: 8.047533388137817; reg_zipnll: 39.3644314956665; aux_mae_loss_1: 10.989661979675294; aux_mae_loss_2: 1.5962688541412353; aux_mae_loss_4: 0.24997563302516937; cnt_loss: 1.2374446928501128; +2025-05-13 09:34:27,837 - INFO - Evaluation: +Curr mae: 6.5802; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1440; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0486; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:34:27,837 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 +2025-05-13 09:35:32,352 - INFO - Training: cls_zice: 7.922058720588684; reg_zipnll: 37.57461007118225; aux_mae_loss_1: 11.125142645835876; aux_mae_loss_2: 1.6181584668159485; aux_mae_loss_4: 0.251402353644371; cnt_loss: 1.2639329051971435; +2025-05-13 09:35:32,353 - INFO - Evaluation: +Curr mae: 6.8702; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.9390; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0522; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:35:32,354 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 +2025-05-13 09:36:37,044 - INFO - Training: cls_zice: 8.829401443004608; reg_zipnll: 38.41732215881348; aux_mae_loss_1: 11.836793012619019; aux_mae_loss_2: 1.6896841406822205; aux_mae_loss_4: 0.2594379657506943; cnt_loss: 1.3565233635902405; +2025-05-13 09:36:37,046 - INFO - Evaluation: +Curr mae: 6.5968; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7614; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0493; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:36:37,046 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 +2025-05-13 09:37:41,476 - INFO - Training: cls_zice: 8.82581603884697; reg_zipnll: 38.57200424194336; aux_mae_loss_1: 11.74641058921814; aux_mae_loss_2: 1.714567221403122; aux_mae_loss_4: 0.26736784547567366; cnt_loss: 1.3972631347179414; +2025-05-13 09:37:41,477 - INFO - Evaluation: +Curr mae: 6.4106; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4411; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0485; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:37:41,477 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 +2025-05-13 09:38:45,795 - INFO - Training: cls_zice: 7.47640070438385; reg_zipnll: 39.36143104553223; aux_mae_loss_1: 10.57581301689148; aux_mae_loss_2: 1.5274370920658111; aux_mae_loss_4: 0.23792243897914886; cnt_loss: 1.3618138468265533; +2025-05-13 09:38:45,796 - INFO - Evaluation: +Curr mae: 6.4679; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6278; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0504; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:38:45,796 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 +2025-05-13 09:39:50,131 - INFO - Training: cls_zice: 8.898186130523682; reg_zipnll: 36.987340145111084; aux_mae_loss_1: 11.838471670150756; aux_mae_loss_2: 1.7005411863327027; aux_mae_loss_4: 0.2639972358942032; cnt_loss: 1.3999875527620316; +2025-05-13 09:39:50,133 - INFO - Evaluation: +Curr mae: 6.6707; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5685; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:39:50,133 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 +2025-05-13 09:40:54,456 - INFO - Training: cls_zice: 8.010584180355073; reg_zipnll: 39.894079570770266; aux_mae_loss_1: 11.171977071762084; aux_mae_loss_2: 1.6318282914161681; aux_mae_loss_4: 0.25128930851817133; cnt_loss: 1.320693279504776; +2025-05-13 09:40:54,457 - INFO - Evaluation: +Curr mae: 6.7648; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7268; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0513; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:40:54,457 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 +2025-05-13 09:41:59,585 - INFO - Training: cls_zice: 8.74708509683609; reg_zipnll: 37.52320692062378; aux_mae_loss_1: 11.43564022064209; aux_mae_loss_2: 1.6642700517177582; aux_mae_loss_4: 0.2663950279355049; cnt_loss: 1.3502805125713349; +2025-05-13 09:41:59,586 - INFO - Evaluation: +Curr mae: 6.6508; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7208; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:41:59,586 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 +2025-05-13 09:43:04,054 - INFO - Training: cls_zice: 8.79230380922556; reg_zipnll: 36.72388159751892; aux_mae_loss_1: 11.898143138885498; aux_mae_loss_2: 1.7166313767433166; aux_mae_loss_4: 0.26974194005131724; cnt_loss: 1.4317352217435837; +2025-05-13 09:43:04,055 - INFO - Evaluation: +Curr mae: 6.9205; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.2144; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0525; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:43:04,055 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 +2025-05-13 09:44:08,399 - INFO - Training: cls_zice: 7.467107447385788; reg_zipnll: 36.452790594100954; aux_mae_loss_1: 10.681076412200929; aux_mae_loss_2: 1.5479838263988495; aux_mae_loss_4: 0.2391769702732563; cnt_loss: 1.1658682990074158; +2025-05-13 09:44:08,400 - INFO - Evaluation: +Curr mae: 6.3345; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3500; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:44:08,400 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 +2025-05-13 09:45:12,766 - INFO - Training: cls_zice: 8.679667779207229; reg_zipnll: 37.5007957649231; aux_mae_loss_1: 11.834529867172241; aux_mae_loss_2: 1.7125854361057282; aux_mae_loss_4: 0.2614991287887096; cnt_loss: 1.3090947711467742; +2025-05-13 09:45:12,768 - INFO - Evaluation: +Curr mae: 6.6444; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.0512; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0490; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:45:12,768 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 +2025-05-13 09:46:17,108 - INFO - Training: cls_zice: 8.198721412420273; reg_zipnll: 37.67916385650635; aux_mae_loss_1: 11.589621858596802; aux_mae_loss_2: 1.687348861694336; aux_mae_loss_4: 0.2598030111193657; cnt_loss: 1.2766422992944717; +2025-05-13 09:46:17,109 - INFO - Evaluation: +Curr mae: 6.9416; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.4731; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0512; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:46:17,109 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 +2025-05-13 09:47:21,469 - INFO - Training: cls_zice: 7.981102185547352; reg_zipnll: 37.289031467437745; aux_mae_loss_1: 11.02337049484253; aux_mae_loss_2: 1.6383603358268737; aux_mae_loss_4: 0.259469888061285; cnt_loss: 1.3432226479053497; +2025-05-13 09:47:21,470 - INFO - Evaluation: +Curr mae: 6.5466; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5989; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0484; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:47:21,470 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 +2025-05-13 09:48:25,907 - INFO - Training: cls_zice: 7.437714352607727; reg_zipnll: 36.839449424743655; aux_mae_loss_1: 10.688694400787353; aux_mae_loss_2: 1.590368400812149; aux_mae_loss_4: 0.25721037805080416; cnt_loss: 1.2823630809783935; +2025-05-13 09:48:25,908 - INFO - Evaluation: +Curr mae: 6.4540; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3942; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0488; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:48:25,908 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 +2025-05-13 09:49:30,823 - INFO - Training: cls_zice: 7.75283456325531; reg_zipnll: 38.784703941345214; aux_mae_loss_1: 11.522830133438111; aux_mae_loss_2: 1.6474470472335816; aux_mae_loss_4: 0.2573551939427853; cnt_loss: 1.3066808080673218; +2025-05-13 09:49:30,824 - INFO - Evaluation: +Curr mae: 6.4754; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4901; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0491; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:49:30,824 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 +2025-05-13 09:50:35,140 - INFO - Training: cls_zice: 7.865866158008576; reg_zipnll: 37.99074340820312; aux_mae_loss_1: 11.07740530014038; aux_mae_loss_2: 1.6433639657497405; aux_mae_loss_4: 0.25320285141468046; cnt_loss: 1.2982311469316483; +2025-05-13 09:50:35,142 - INFO - Evaluation: +Curr mae: 6.5358; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6400; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0499; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:50:35,142 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 +2025-05-13 09:51:39,333 - INFO - Training: cls_zice: 8.109039144515991; reg_zipnll: 35.83740390777588; aux_mae_loss_1: 11.32183853149414; aux_mae_loss_2: 1.631123468875885; aux_mae_loss_4: 0.2585424602031708; cnt_loss: 1.2965394604206084; +2025-05-13 09:51:39,334 - INFO - Evaluation: +Curr mae: 6.7320; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8015; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0496; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:51:39,334 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 +2025-05-13 09:52:43,653 - INFO - Training: cls_zice: 8.638165643513203; reg_zipnll: 38.89763175964355; aux_mae_loss_1: 11.287839097976684; aux_mae_loss_2: 1.6573448091745377; aux_mae_loss_4: 0.25443884745240214; cnt_loss: 1.2817511451244354; +2025-05-13 09:52:43,654 - INFO - Evaluation: +Curr mae: 6.3656; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4562; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0481; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:52:43,654 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 +2025-05-13 09:53:47,994 - INFO - Training: cls_zice: 7.9458820104599; reg_zipnll: 36.92815614700317; aux_mae_loss_1: 11.185807132720948; aux_mae_loss_2: 1.6272699558734893; aux_mae_loss_4: 0.2522752994298935; cnt_loss: 1.2828219830989838; +2025-05-13 09:53:47,995 - INFO - Evaluation: +Curr mae: 6.5742; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7194; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0504; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:53:47,995 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 +2025-05-13 09:54:52,393 - INFO - Training: cls_zice: 8.941454102993012; reg_zipnll: 39.68895652770996; aux_mae_loss_1: 11.789385004043579; aux_mae_loss_2: 1.6780574250221252; aux_mae_loss_4: 0.25436936020851136; cnt_loss: 1.297852909564972; +2025-05-13 09:54:52,394 - INFO - Evaluation: +Curr mae: 6.3795; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5615; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0487; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:54:52,395 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 +2025-05-13 09:55:56,548 - INFO - Training: cls_zice: 7.847215470969677; reg_zipnll: 35.98671396255493; aux_mae_loss_1: 10.67063729763031; aux_mae_loss_2: 1.5121265017986298; aux_mae_loss_4: 0.23205653198063372; cnt_loss: 1.2716491717100142; +2025-05-13 09:55:56,549 - INFO - Evaluation: +Curr mae: 6.7214; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5183; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0514; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:55:56,549 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 +2025-05-13 09:57:00,770 - INFO - Training: cls_zice: 7.112234973907471; reg_zipnll: 36.25013032913208; aux_mae_loss_1: 10.538215475082398; aux_mae_loss_2: 1.5600392186641694; aux_mae_loss_4: 0.24021697640419007; cnt_loss: 1.1721318358182906; +2025-05-13 09:57:00,772 - INFO - Evaluation: +Curr mae: 6.6726; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6998; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0490; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:57:00,772 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 +2025-05-13 09:58:04,950 - INFO - Training: cls_zice: 8.059954924583435; reg_zipnll: 40.13314868927002; aux_mae_loss_1: 11.3571994972229; aux_mae_loss_2: 1.6236954522132874; aux_mae_loss_4: 0.25395016103982926; cnt_loss: 1.2677148240804672; +2025-05-13 09:58:04,951 - INFO - Evaluation: +Curr mae: 6.6633; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.8116; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0499; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:58:04,951 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 +2025-05-13 09:59:09,164 - INFO - Training: cls_zice: 7.7495524442195896; reg_zipnll: 37.56406206130981; aux_mae_loss_1: 10.976357622146606; aux_mae_loss_2: 1.6169474279880525; aux_mae_loss_4: 0.25585010915994644; cnt_loss: 1.4238399708271026; +2025-05-13 09:59:09,166 - INFO - Evaluation: +Curr mae: 6.4957; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3349; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 09:59:09,166 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 +2025-05-13 10:00:13,498 - INFO - Training: cls_zice: 8.044192063808442; reg_zipnll: 37.02897102355957; aux_mae_loss_1: 11.209359617233277; aux_mae_loss_2: 1.6149171900749206; aux_mae_loss_4: 0.256304250061512; cnt_loss: 1.3317026764154434; +2025-05-13 10:00:13,500 - INFO - Evaluation: +Curr mae: 6.3578; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2051; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:00:13,500 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 +2025-05-13 10:01:17,939 - INFO - Training: cls_zice: 7.515948643684387; reg_zipnll: 37.32239004135132; aux_mae_loss_1: 10.442618055343628; aux_mae_loss_2: 1.5386151850223542; aux_mae_loss_4: 0.24788087949156762; cnt_loss: 1.1885087066888809; +2025-05-13 10:01:17,940 - INFO - Evaluation: +Curr mae: 6.4533; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2439; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0486; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:01:17,940 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 +2025-05-13 10:02:22,304 - INFO - Training: cls_zice: 7.523712453246117; reg_zipnll: 38.20870941162109; aux_mae_loss_1: 10.853107166290282; aux_mae_loss_2: 1.5802716851234435; aux_mae_loss_4: 0.2461895215511322; cnt_loss: 1.206681431531906; +2025-05-13 10:02:22,305 - INFO - Evaluation: +Curr mae: 6.2704; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0388; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:02:22,305 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 +2025-05-13 10:03:26,701 - INFO - Training: cls_zice: 7.916396285295487; reg_zipnll: 37.58092918395996; aux_mae_loss_1: 10.642677884101868; aux_mae_loss_2: 1.562142412662506; aux_mae_loss_4: 0.23797790721058845; cnt_loss: 1.1906758332252503; +2025-05-13 10:03:26,703 - INFO - Evaluation: +Curr mae: 6.6225; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3753; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0508; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:03:26,703 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 +2025-05-13 10:04:31,023 - INFO - Training: cls_zice: 7.712711722850799; reg_zipnll: 37.5823392868042; aux_mae_loss_1: 10.713952808380126; aux_mae_loss_2: 1.5634781259298325; aux_mae_loss_4: 0.23921286329627037; cnt_loss: 1.2818831419944763; +2025-05-13 10:04:31,025 - INFO - Evaluation: +Curr mae: 6.7174; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5527; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0506; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:04:31,025 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 +2025-05-13 10:05:35,441 - INFO - Training: cls_zice: 7.584152312278747; reg_zipnll: 34.304364881515504; aux_mae_loss_1: 11.006649179458618; aux_mae_loss_2: 1.6288857889175414; aux_mae_loss_4: 0.2553171473741531; cnt_loss: 1.2603060269355775; +2025-05-13 10:05:35,443 - INFO - Evaluation: +Curr mae: 6.5802; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7242; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:05:35,443 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 +2025-05-13 10:06:39,772 - INFO - Training: cls_zice: 8.044790804386139; reg_zipnll: 35.114857044219974; aux_mae_loss_1: 11.201673069000243; aux_mae_loss_2: 1.6216804194450378; aux_mae_loss_4: 0.2515261775255203; cnt_loss: 1.301971154808998; +2025-05-13 10:06:39,773 - INFO - Evaluation: +Curr mae: 6.6554; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5561; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0499; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:06:39,774 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 +2025-05-13 10:07:44,017 - INFO - Training: cls_zice: 8.640723540782929; reg_zipnll: 39.12295310974121; aux_mae_loss_1: 11.377277975082398; aux_mae_loss_2: 1.643179758787155; aux_mae_loss_4: 0.25674750432372095; cnt_loss: 1.3459233617782593; +2025-05-13 10:07:44,018 - INFO - Evaluation: +Curr mae: 6.5280; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3959; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0488; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:07:44,019 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 +2025-05-13 10:08:48,255 - INFO - Training: cls_zice: 7.679560444355011; reg_zipnll: 39.154974365234374; aux_mae_loss_1: 10.333997497558594; aux_mae_loss_2: 1.494391256570816; aux_mae_loss_4: 0.23018968492746353; cnt_loss: 1.3247468018531798; +2025-05-13 10:08:48,256 - INFO - Evaluation: +Curr mae: 6.4324; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2203; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:08:48,256 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 +2025-05-13 10:09:52,525 - INFO - Training: cls_zice: 8.536633694171906; reg_zipnll: 35.95529767036438; aux_mae_loss_1: 11.223851165771485; aux_mae_loss_2: 1.645131311416626; aux_mae_loss_4: 0.261993663161993; cnt_loss: 1.2450694274902343; +2025-05-13 10:09:52,527 - INFO - Evaluation: +Curr mae: 6.5367; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6479; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0493; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:09:52,527 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 +2025-05-13 10:10:56,809 - INFO - Training: cls_zice: 8.58691032409668; reg_zipnll: 38.284106712341305; aux_mae_loss_1: 11.89253963470459; aux_mae_loss_2: 1.6842196083068848; aux_mae_loss_4: 0.2655078700184822; cnt_loss: 1.354071324467659; +2025-05-13 10:10:56,811 - INFO - Evaluation: +Curr mae: 6.5988; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4961; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0491; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:10:56,811 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 +2025-05-13 10:12:01,133 - INFO - Training: cls_zice: 8.461162638664245; reg_zipnll: 39.09054811477661; aux_mae_loss_1: 10.92948739528656; aux_mae_loss_2: 1.5810157859325409; aux_mae_loss_4: 0.2463825336098671; cnt_loss: 1.2839669120311736; +2025-05-13 10:12:01,134 - INFO - Evaluation: +Curr mae: 6.3815; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1259; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0481; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:12:01,135 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 +2025-05-13 10:13:06,438 - INFO - Training: cls_zice: 8.510677721500397; reg_zipnll: 38.7978267288208; aux_mae_loss_1: 10.85976806640625; aux_mae_loss_2: 1.5808721208572387; aux_mae_loss_4: 0.24547502756118775; cnt_loss: 1.2556126827001572; +2025-05-13 10:13:06,439 - INFO - Evaluation: +Curr mae: 6.4871; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2898; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0487; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:13:06,439 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 +2025-05-13 10:14:10,657 - INFO - Training: cls_zice: 7.907777047157287; reg_zipnll: 36.958142890930176; aux_mae_loss_1: 11.106349115371705; aux_mae_loss_2: 1.6451255118846893; aux_mae_loss_4: 0.25099515229463576; cnt_loss: 1.261495578289032; +2025-05-13 10:14:10,658 - INFO - Evaluation: +Curr mae: 6.3200; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0490; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:14:10,659 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 +2025-05-13 10:15:14,893 - INFO - Training: cls_zice: 7.756687990427017; reg_zipnll: 34.92496791839599; aux_mae_loss_1: 10.95713583946228; aux_mae_loss_2: 1.6077904748916625; aux_mae_loss_4: 0.25813787639141084; cnt_loss: 1.2172031551599503; +2025-05-13 10:15:14,894 - INFO - Evaluation: +Curr mae: 6.4420; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4505; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:15:14,894 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 +2025-05-13 10:16:19,009 - INFO - Training: cls_zice: 8.052915172576904; reg_zipnll: 37.21667501449585; aux_mae_loss_1: 10.857414112091064; aux_mae_loss_2: 1.5396435284614562; aux_mae_loss_4: 0.23486265122890473; cnt_loss: 1.0993355560302733; +2025-05-13 10:16:19,010 - INFO - Evaluation: +Curr mae: 6.4234; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3357; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:16:19,011 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 +2025-05-13 10:17:23,392 - INFO - Training: cls_zice: 8.344237201213836; reg_zipnll: 37.96341238021851; aux_mae_loss_1: 11.322904138565063; aux_mae_loss_2: 1.6377832174301148; aux_mae_loss_4: 0.24799736469984054; cnt_loss: 1.1250135409832; +2025-05-13 10:17:23,393 - INFO - Evaluation: +Curr mae: 6.8353; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.2779; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:17:23,394 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 +2025-05-13 10:18:27,709 - INFO - Training: cls_zice: 7.7049635311961175; reg_zipnll: 38.367342224121096; aux_mae_loss_1: 10.771995801925659; aux_mae_loss_2: 1.5637768173217774; aux_mae_loss_4: 0.24045464307069778; cnt_loss: 1.2500020426511764; +2025-05-13 10:18:27,711 - INFO - Evaluation: +Curr mae: 6.6288; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5863; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0495; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:18:27,711 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 +2025-05-13 10:19:32,074 - INFO - Training: cls_zice: 8.76852839589119; reg_zipnll: 37.23340785980225; aux_mae_loss_1: 11.89600429058075; aux_mae_loss_2: 1.7078631150722503; aux_mae_loss_4: 0.26478907153010367; cnt_loss: 1.3331720650196075; +2025-05-13 10:19:32,075 - INFO - Evaluation: +Curr mae: 6.8733; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1780; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0519; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:19:32,075 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 +2025-05-13 10:20:36,293 - INFO - Training: cls_zice: 7.862693467140198; reg_zipnll: 39.6308122253418; aux_mae_loss_1: 10.660508089065551; aux_mae_loss_2: 1.5214036858081819; aux_mae_loss_4: 0.23267214104533196; cnt_loss: 1.1673975431919097; +2025-05-13 10:20:36,294 - INFO - Evaluation: +Curr mae: 6.7564; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5013; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0511; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:20:36,294 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 +2025-05-13 10:21:40,848 - INFO - Training: cls_zice: 8.44550562620163; reg_zipnll: 37.84597324371338; aux_mae_loss_1: 10.991806869506837; aux_mae_loss_2: 1.6232992935180663; aux_mae_loss_4: 0.2456521651148796; cnt_loss: 1.0533352732658385; +2025-05-13 10:21:40,850 - INFO - Evaluation: +Curr mae: 6.5900; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.7784; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0497; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:21:40,850 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 +2025-05-13 10:22:45,201 - INFO - Training: cls_zice: 6.6962278366088865; reg_zipnll: 37.381786823272705; aux_mae_loss_1: 9.710041580200196; aux_mae_loss_2: 1.404998815059662; aux_mae_loss_4: 0.21604227975010873; cnt_loss: 1.1570982229709625; +2025-05-13 10:22:45,202 - INFO - Evaluation: +Curr mae: 6.4838; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4093; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0503; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:23:23,469 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 +2025-05-13 10:24:26,359 - INFO - Training: cls_zice: 7.196609174013138; reg_zipnll: 37.2540842628479; aux_mae_loss_1: 10.165813055038452; aux_mae_loss_2: 1.476462917327881; aux_mae_loss_4: 0.22434917315840722; cnt_loss: 1.0708694410324098; +2025-05-13 10:24:26,360 - INFO - Evaluation: +Curr mae: 6.4899; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3838; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0498; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:24:26,360 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 +2025-05-13 10:25:31,581 - INFO - Training: cls_zice: 8.282560544013977; reg_zipnll: 36.936554794311526; aux_mae_loss_1: 10.870316944122315; aux_mae_loss_2: 1.5834844815731048; aux_mae_loss_4: 0.24152018383145332; cnt_loss: 1.1580151283740998; +2025-05-13 10:25:31,582 - INFO - Evaluation: +Curr mae: 6.6099; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4198; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0497; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:25:31,582 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 +2025-05-13 10:26:36,830 - INFO - Training: cls_zice: 7.641110465526581; reg_zipnll: 38.54460494995117; aux_mae_loss_1: 10.984994735717773; aux_mae_loss_2: 1.5681335210800171; aux_mae_loss_4: 0.24404754713177682; cnt_loss: 1.2146718579530715; +2025-05-13 10:26:36,832 - INFO - Evaluation: +Curr mae: 6.2781; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0238; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:26:36,832 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 +2025-05-13 10:27:41,974 - INFO - Training: cls_zice: 8.627160449028015; reg_zipnll: 38.12892751693725; aux_mae_loss_1: 11.746120510101319; aux_mae_loss_2: 1.6615261507034302; aux_mae_loss_4: 0.25259735256433485; cnt_loss: 1.248606392145157; +2025-05-13 10:27:41,975 - INFO - Evaluation: +Curr mae: 6.5765; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5209; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0494; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:27:41,975 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 +2025-05-13 10:28:46,950 - INFO - Training: cls_zice: 7.207803826928139; reg_zipnll: 36.562481536865235; aux_mae_loss_1: 10.350266509056091; aux_mae_loss_2: 1.4920610308647155; aux_mae_loss_4: 0.23536917999386786; cnt_loss: 1.1609734725952148; +2025-05-13 10:28:46,951 - INFO - Evaluation: +Curr mae: 6.2497; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1631; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0471; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:28:46,951 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 +2025-05-13 10:29:51,388 - INFO - Training: cls_zice: 7.994070660471916; reg_zipnll: 36.74702451705932; aux_mae_loss_1: 10.732582640647887; aux_mae_loss_2: 1.5331467282772064; aux_mae_loss_4: 0.23777596294879913; cnt_loss: 1.2865968501567842; +2025-05-13 10:29:51,389 - INFO - Evaluation: +Curr mae: 6.2284; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0278; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:29:51,389 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 +2025-05-13 10:30:55,965 - INFO - Training: cls_zice: 7.551186366081238; reg_zipnll: 38.178682022094726; aux_mae_loss_1: 10.834370861053467; aux_mae_loss_2: 1.57051704287529; aux_mae_loss_4: 0.24621814295649527; cnt_loss: 1.0319454973936082; +2025-05-13 10:30:55,966 - INFO - Evaluation: +Curr mae: 6.4713; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6328; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0484; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:30:55,966 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 +2025-05-13 10:32:00,608 - INFO - Training: cls_zice: 7.430723693370819; reg_zipnll: 37.81572660446167; aux_mae_loss_1: 10.827691526412965; aux_mae_loss_2: 1.569477528333664; aux_mae_loss_4: 0.24510560870170595; cnt_loss: 1.1334970355033875; +2025-05-13 10:32:00,610 - INFO - Evaluation: +Curr mae: 6.3727; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1588; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:32:00,610 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 +2025-05-13 10:33:04,966 - INFO - Training: cls_zice: 7.710797913074494; reg_zipnll: 36.68993566513061; aux_mae_loss_1: 10.38002516746521; aux_mae_loss_2: 1.5056687676906586; aux_mae_loss_4: 0.23294489920139314; cnt_loss: 1.1936357295513154; +2025-05-13 10:33:04,968 - INFO - Evaluation: +Curr mae: 6.3673; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1074; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0478; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:33:04,968 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 +2025-05-13 10:34:09,256 - INFO - Training: cls_zice: 7.528196978569031; reg_zipnll: 39.20915117263794; aux_mae_loss_1: 10.354385042190552; aux_mae_loss_2: 1.5020327651500702; aux_mae_loss_4: 0.22552633315324783; cnt_loss: 1.1847960996627807; +2025-05-13 10:34:09,257 - INFO - Evaluation: +Curr mae: 6.4520; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2280; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:34:09,257 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 +2025-05-13 10:35:13,606 - INFO - Training: cls_zice: 7.990473583936692; reg_zipnll: 36.58832180023193; aux_mae_loss_1: 10.733655381202698; aux_mae_loss_2: 1.531521161198616; aux_mae_loss_4: 0.2349054318666458; cnt_loss: 1.0361738181114197; +2025-05-13 10:35:13,608 - INFO - Evaluation: +Curr mae: 6.3275; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2411; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:35:13,609 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 +2025-05-13 10:36:17,912 - INFO - Training: cls_zice: 7.36288614153862; reg_zipnll: 35.823071804046634; aux_mae_loss_1: 9.947368512153625; aux_mae_loss_2: 1.4438121449947356; aux_mae_loss_4: 0.23060619488358497; cnt_loss: 1.1777322864532471; +2025-05-13 10:36:17,914 - INFO - Evaluation: +Curr mae: 6.1670; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.7201; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0475; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:36:17,914 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 +2025-05-13 10:37:22,090 - INFO - Training: cls_zice: 7.93659249663353; reg_zipnll: 40.225204887390134; aux_mae_loss_1: 10.400297474861144; aux_mae_loss_2: 1.5131559777259826; aux_mae_loss_4: 0.22693445309996604; cnt_loss: 1.059940552711487; +2025-05-13 10:37:22,091 - INFO - Evaluation: +Curr mae: 6.2200; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9833; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0475; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:37:22,091 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 +2025-05-13 10:38:26,383 - INFO - Training: cls_zice: 7.870766932964325; reg_zipnll: 35.71860924720764; aux_mae_loss_1: 10.711543245315552; aux_mae_loss_2: 1.556199975013733; aux_mae_loss_4: 0.24079071179032327; cnt_loss: 1.2893712067604064; +2025-05-13 10:38:26,384 - INFO - Evaluation: +Curr mae: 6.1170; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.7115; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0466; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:38:26,385 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 +2025-05-13 10:39:30,555 - INFO - Training: cls_zice: 7.44035986661911; reg_zipnll: 37.58075665473938; aux_mae_loss_1: 9.564602327346801; aux_mae_loss_2: 1.401317378282547; aux_mae_loss_4: 0.21681456491351128; cnt_loss: 1.0253912997245789; +2025-05-13 10:39:30,557 - INFO - Evaluation: +Curr mae: 6.3117; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1383; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:39:30,557 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 +2025-05-13 10:40:34,697 - INFO - Training: cls_zice: 7.527761951684952; reg_zipnll: 37.84473918914795; aux_mae_loss_1: 10.054182634353637; aux_mae_loss_2: 1.443074986934662; aux_mae_loss_4: 0.22382685497403146; cnt_loss: 1.0573281186819077; +2025-05-13 10:40:34,698 - INFO - Evaluation: +Curr mae: 6.3280; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1739; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0485; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:40:34,699 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 +2025-05-13 10:41:38,936 - INFO - Training: cls_zice: 7.605001431703568; reg_zipnll: 38.153205976486205; aux_mae_loss_1: 10.75781132698059; aux_mae_loss_2: 1.5797504007816314; aux_mae_loss_4: 0.2431001591682434; cnt_loss: 1.2194069999456405; +2025-05-13 10:41:38,937 - INFO - Evaluation: +Curr mae: 6.3037; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2943; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:41:38,937 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 +2025-05-13 10:42:43,114 - INFO - Training: cls_zice: 8.024153596460819; reg_zipnll: 36.54685791015625; aux_mae_loss_1: 10.23163763999939; aux_mae_loss_2: 1.4537011420726775; aux_mae_loss_4: 0.2279173181205988; cnt_loss: 1.1009270894527434; +2025-05-13 10:42:43,116 - INFO - Evaluation: +Curr mae: 6.3467; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3592; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:42:43,116 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 +2025-05-13 10:43:47,227 - INFO - Training: cls_zice: 7.924606158733368; reg_zipnll: 38.263980312347414; aux_mae_loss_1: 10.857940378189086; aux_mae_loss_2: 1.5751470303535462; aux_mae_loss_4: 0.245678139179945; cnt_loss: 1.179215737581253; +2025-05-13 10:43:47,229 - INFO - Evaluation: +Curr mae: 6.4407; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2047; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0502; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:43:47,229 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 +2025-05-13 10:44:51,341 - INFO - Training: cls_zice: 7.674577515125275; reg_zipnll: 40.5967915725708; aux_mae_loss_1: 10.357579832077027; aux_mae_loss_2: 1.515544736981392; aux_mae_loss_4: 0.23631934225559234; cnt_loss: 1.270879481434822; +2025-05-13 10:44:51,343 - INFO - Evaluation: +Curr mae: 6.5544; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5157; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0491; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:44:51,343 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 +2025-05-13 10:45:55,652 - INFO - Training: cls_zice: 7.128711056113243; reg_zipnll: 36.32056161880493; aux_mae_loss_1: 10.051178412437439; aux_mae_loss_2: 1.5041281414031982; aux_mae_loss_4: 0.23531320944428444; cnt_loss: 1.0925404751300811; +2025-05-13 10:45:55,653 - INFO - Evaluation: +Curr mae: 6.5444; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 12.1181; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:45:55,653 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 +2025-05-13 10:46:59,779 - INFO - Training: cls_zice: 7.131320428550243; reg_zipnll: 38.76382110595703; aux_mae_loss_1: 10.252100057601929; aux_mae_loss_2: 1.5055440938472748; aux_mae_loss_4: 0.22769652798771858; cnt_loss: 1.1077459949254989; +2025-05-13 10:46:59,780 - INFO - Evaluation: +Curr mae: 6.3890; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3506; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:46:59,780 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 +2025-05-13 10:48:03,863 - INFO - Training: cls_zice: 7.739215006828308; reg_zipnll: 35.38370805740357; aux_mae_loss_1: 10.336477613449096; aux_mae_loss_2: 1.5055857264995576; aux_mae_loss_4: 0.23394073620438577; cnt_loss: 1.095365143418312; +2025-05-13 10:48:03,864 - INFO - Evaluation: +Curr mae: 6.2381; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0605; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0467; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:48:03,864 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 +2025-05-13 10:49:07,983 - INFO - Training: cls_zice: 7.63402392745018; reg_zipnll: 37.854026584625245; aux_mae_loss_1: 10.663539428710937; aux_mae_loss_2: 1.5406980001926422; aux_mae_loss_4: 0.2407659275829792; cnt_loss: 1.245788530111313; +2025-05-13 10:49:07,984 - INFO - Evaluation: +Curr mae: 6.3808; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2989; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:49:07,984 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 +2025-05-13 10:50:12,093 - INFO - Training: cls_zice: 7.535107777118683; reg_zipnll: 37.80506885528565; aux_mae_loss_1: 10.059953656196594; aux_mae_loss_2: 1.445987395644188; aux_mae_loss_4: 0.22079359367489815; cnt_loss: 1.1906540763378144; +2025-05-13 10:50:12,095 - INFO - Evaluation: +Curr mae: 6.2709; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.8992; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:50:12,095 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 +2025-05-13 10:51:16,337 - INFO - Training: cls_zice: 8.030371950864792; reg_zipnll: 39.213522586822506; aux_mae_loss_1: 10.710269594192505; aux_mae_loss_2: 1.568895423412323; aux_mae_loss_4: 0.23794026046991348; cnt_loss: 1.2988501286506653; +2025-05-13 10:51:16,338 - INFO - Evaluation: +Curr mae: 6.4052; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3345; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:51:16,338 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 +2025-05-13 10:52:20,727 - INFO - Training: cls_zice: 7.168084383010864; reg_zipnll: 38.36217241287231; aux_mae_loss_1: 10.22498911857605; aux_mae_loss_2: 1.4368487536907195; aux_mae_loss_4: 0.2279693016409874; cnt_loss: 1.0680902236700058; +2025-05-13 10:52:20,728 - INFO - Evaluation: +Curr mae: 6.2597; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0168; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:52:20,728 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 +2025-05-13 10:53:24,879 - INFO - Training: cls_zice: 7.1574883925914765; reg_zipnll: 38.08191604614258; aux_mae_loss_1: 9.571887550354004; aux_mae_loss_2: 1.4004572224617005; aux_mae_loss_4: 0.21802816420793533; cnt_loss: 1.214557883143425; +2025-05-13 10:53:24,880 - INFO - Evaluation: +Curr mae: 6.3905; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1702; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:53:24,880 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 +2025-05-13 10:54:29,046 - INFO - Training: cls_zice: 7.415494133234024; reg_zipnll: 37.36579654693603; aux_mae_loss_1: 10.691819009780884; aux_mae_loss_2: 1.5272382390499115; aux_mae_loss_4: 0.23859686613082887; cnt_loss: 1.1165169143676759; +2025-05-13 10:54:29,047 - INFO - Evaluation: +Curr mae: 6.4652; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1758; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0499; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:54:29,047 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 +2025-05-13 10:55:33,342 - INFO - Training: cls_zice: 8.129707942008972; reg_zipnll: 37.074916725158694; aux_mae_loss_1: 11.287869033813477; aux_mae_loss_2: 1.5932744872570037; aux_mae_loss_4: 0.2461802814900875; cnt_loss: 1.2498710554838182; +2025-05-13 10:55:33,344 - INFO - Evaluation: +Curr mae: 6.3931; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2816; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:55:33,344 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 +2025-05-13 10:56:37,574 - INFO - Training: cls_zice: 6.954341935813427; reg_zipnll: 40.28877536773682; aux_mae_loss_1: 10.154233150482177; aux_mae_loss_2: 1.4754233148694038; aux_mae_loss_4: 0.230611120313406; cnt_loss: 1.1983628767728804; +2025-05-13 10:56:37,576 - INFO - Evaluation: +Curr mae: 6.5618; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4427; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0493; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:56:37,576 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 +2025-05-13 10:57:41,810 - INFO - Training: cls_zice: 7.871650993824005; reg_zipnll: 38.57076105117798; aux_mae_loss_1: 10.515235347747803; aux_mae_loss_2: 1.5248538327217103; aux_mae_loss_4: 0.23768455520272255; cnt_loss: 1.229583557844162; +2025-05-13 10:57:41,812 - INFO - Evaluation: +Curr mae: 6.5493; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3114; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0496; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:57:41,812 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 +2025-05-13 10:58:46,096 - INFO - Training: cls_zice: 7.347425264418125; reg_zipnll: 37.18083251953125; aux_mae_loss_1: 10.021761031150819; aux_mae_loss_2: 1.4483708584308623; aux_mae_loss_4: 0.22698738306760788; cnt_loss: 1.0868048697710038; +2025-05-13 10:58:46,097 - INFO - Evaluation: +Curr mae: 6.4665; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2748; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0485; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:58:46,097 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 +2025-05-13 10:59:50,441 - INFO - Training: cls_zice: 8.069935294985772; reg_zipnll: 39.238112144470215; aux_mae_loss_1: 11.04492434501648; aux_mae_loss_2: 1.582754341363907; aux_mae_loss_4: 0.2432682380080223; cnt_loss: 1.2187891811132432; +2025-05-13 10:59:50,442 - INFO - Evaluation: +Curr mae: 6.3760; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0364; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0486; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 10:59:50,443 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 +2025-05-13 11:00:54,547 - INFO - Training: cls_zice: 7.107965768575668; reg_zipnll: 39.74232004165649; aux_mae_loss_1: 10.478150358200073; aux_mae_loss_2: 1.500424737930298; aux_mae_loss_4: 0.233867055028677; cnt_loss: 1.1063991975784302; +2025-05-13 11:00:54,549 - INFO - Evaluation: +Curr mae: 6.4965; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1158; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0494; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:00:54,549 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 +2025-05-13 11:01:58,919 - INFO - Training: cls_zice: 8.20221080183983; reg_zipnll: 37.724832172393796; aux_mae_loss_1: 10.878299541473389; aux_mae_loss_2: 1.5783095014095307; aux_mae_loss_4: 0.24810691371560098; cnt_loss: 1.2024218809604645; +2025-05-13 11:01:58,920 - INFO - Evaluation: +Curr mae: 6.4039; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3654; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:01:58,920 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 +2025-05-13 11:03:03,069 - INFO - Training: cls_zice: 7.963797556161881; reg_zipnll: 37.16893058776856; aux_mae_loss_1: 10.432481679916382; aux_mae_loss_2: 1.5038966822624207; aux_mae_loss_4: 0.2291594524681568; cnt_loss: 1.1333534497022628; +2025-05-13 11:03:03,070 - INFO - Evaluation: +Curr mae: 6.3029; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9123; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:03:03,070 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 +2025-05-13 11:04:07,223 - INFO - Training: cls_zice: 7.951622249484062; reg_zipnll: 38.24261821746826; aux_mae_loss_1: 11.004991979599; aux_mae_loss_2: 1.5763930189609527; aux_mae_loss_4: 0.23927142843604088; cnt_loss: 1.1493448889255524; +2025-05-13 11:04:07,225 - INFO - Evaluation: +Curr mae: 6.5128; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2587; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0495; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:04:07,225 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 +2025-05-13 11:05:11,545 - INFO - Training: cls_zice: 7.619435760974884; reg_zipnll: 38.56111392974854; aux_mae_loss_1: 10.358334069252015; aux_mae_loss_2: 1.4812022972106933; aux_mae_loss_4: 0.22828538179397584; cnt_loss: 1.0943456238508225; +2025-05-13 11:05:11,546 - INFO - Evaluation: +Curr mae: 6.2571; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.6954; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0485; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:05:11,546 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 +2025-05-13 11:06:15,717 - INFO - Training: cls_zice: 6.977684168815613; reg_zipnll: 34.679914722442625; aux_mae_loss_1: 9.841216106414794; aux_mae_loss_2: 1.4451265549659729; aux_mae_loss_4: 0.2330552327632904; cnt_loss: 1.2388503646850586; +2025-05-13 11:06:15,718 - INFO - Evaluation: +Curr mae: 6.3310; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 10.9257; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0481; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:06:15,718 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 +2025-05-13 11:07:19,923 - INFO - Training: cls_zice: 8.01491679251194; reg_zipnll: 37.775963077545164; aux_mae_loss_1: 10.999601006507874; aux_mae_loss_2: 1.5560498720407485; aux_mae_loss_4: 0.2451385362446308; cnt_loss: 1.200746359229088; +2025-05-13 11:07:19,924 - INFO - Evaluation: +Curr mae: 6.3650; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0340; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0492; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:07:19,924 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 +2025-05-13 11:08:24,228 - INFO - Training: cls_zice: 7.550000532865524; reg_zipnll: 36.261002159118654; aux_mae_loss_1: 10.6177712059021; aux_mae_loss_2: 1.5358235323429108; aux_mae_loss_4: 0.2391999050974846; cnt_loss: 1.1281994485855102; +2025-05-13 11:08:24,229 - INFO - Evaluation: +Curr mae: 6.5324; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1950; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0510; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:08:24,229 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 +2025-05-13 11:09:28,500 - INFO - Training: cls_zice: 7.259303247928619; reg_zipnll: 38.69016744613648; aux_mae_loss_1: 10.021240119934083; aux_mae_loss_2: 1.4399391961097718; aux_mae_loss_4: 0.22222442656755448; cnt_loss: 1.0706557548046112; +2025-05-13 11:09:28,501 - INFO - Evaluation: +Curr mae: 6.5547; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2694; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0501; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:09:28,501 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 +2025-05-13 11:10:32,999 - INFO - Training: cls_zice: 7.800537979602813; reg_zipnll: 37.406935424804686; aux_mae_loss_1: 10.431397514343262; aux_mae_loss_2: 1.4962376630306244; aux_mae_loss_4: 0.23072233751416207; cnt_loss: 1.1454965779185295; +2025-05-13 11:10:33,001 - INFO - Evaluation: +Curr mae: 6.3953; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1219; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0487; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:10:33,001 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 +2025-05-13 11:11:37,150 - INFO - Training: cls_zice: 7.382647243142128; reg_zipnll: 36.67359689712524; aux_mae_loss_1: 10.706675329208373; aux_mae_loss_2: 1.534923107624054; aux_mae_loss_4: 0.2327970676124096; cnt_loss: 1.123025826215744; +2025-05-13 11:11:37,152 - INFO - Evaluation: +Curr mae: 6.3979; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1246; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0484; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:11:37,152 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 +2025-05-13 11:12:41,269 - INFO - Training: cls_zice: 6.91386197090149; reg_zipnll: 37.30443077087402; aux_mae_loss_1: 9.748079299926758; aux_mae_loss_2: 1.4302409946918488; aux_mae_loss_4: 0.21002282425761223; cnt_loss: 1.0614249098300934; +2025-05-13 11:12:41,271 - INFO - Evaluation: +Curr mae: 6.4951; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2832; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:12:41,271 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 +2025-05-13 11:13:45,546 - INFO - Training: cls_zice: 7.824357516765595; reg_zipnll: 38.49221210479736; aux_mae_loss_1: 10.871514234542847; aux_mae_loss_2: 1.5648323202133179; aux_mae_loss_4: 0.23837043732404709; cnt_loss: 1.0915797328948975; +2025-05-13 11:13:45,548 - INFO - Evaluation: +Curr mae: 6.5000; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3748; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0499; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:13:45,548 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 +2025-05-13 11:14:49,767 - INFO - Training: cls_zice: 7.0919742092490194; reg_zipnll: 36.880863952636716; aux_mae_loss_1: 9.964253406524659; aux_mae_loss_2: 1.4425591427087783; aux_mae_loss_4: 0.22352135226130485; cnt_loss: 1.0538807278871536; +2025-05-13 11:14:49,769 - INFO - Evaluation: +Curr mae: 6.5463; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4079; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0498; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:14:49,769 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 +2025-05-13 11:15:54,000 - INFO - Training: cls_zice: 7.265148478150368; reg_zipnll: 37.09263816833496; aux_mae_loss_1: 10.21278552532196; aux_mae_loss_2: 1.4672784662246705; aux_mae_loss_4: 0.22703868687152862; cnt_loss: 1.0166026151180267; +2025-05-13 11:15:54,001 - INFO - Evaluation: +Curr mae: 6.5505; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6379; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0490; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:15:54,001 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 +2025-05-13 11:16:58,374 - INFO - Training: cls_zice: 7.398611264228821; reg_zipnll: 39.74016185760498; aux_mae_loss_1: 10.494751234054565; aux_mae_loss_2: 1.5329092395305635; aux_mae_loss_4: 0.23912641540169716; cnt_loss: 1.0487779384851457; +2025-05-13 11:16:58,376 - INFO - Evaluation: +Curr mae: 6.4160; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3421; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:17:30,113 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 +2025-05-13 11:18:32,950 - INFO - Training: cls_zice: 7.671540491580963; reg_zipnll: 38.42588661193847; aux_mae_loss_1: 10.14935809135437; aux_mae_loss_2: 1.4705413341522218; aux_mae_loss_4: 0.22851639613509178; cnt_loss: 1.0931578636169434; +2025-05-13 11:18:32,951 - INFO - Evaluation: +Curr mae: 6.4213; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2591; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0485; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:18:32,951 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 +2025-05-13 11:19:38,263 - INFO - Training: cls_zice: 7.984671628177166; reg_zipnll: 35.16248523712158; aux_mae_loss_1: 10.608980197906494; aux_mae_loss_2: 1.509094122648239; aux_mae_loss_4: 0.2360534557700157; cnt_loss: 1.1640889704227448; +2025-05-13 11:19:38,265 - INFO - Evaluation: +Curr mae: 6.4325; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3288; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:19:38,265 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 +2025-05-13 11:20:43,714 - INFO - Training: cls_zice: 7.458279993534088; reg_zipnll: 35.49478034973144; aux_mae_loss_1: 10.53647988319397; aux_mae_loss_2: 1.5424637520313262; aux_mae_loss_4: 0.2359383599460125; cnt_loss: 1.1859571421146393; +2025-05-13 11:20:43,716 - INFO - Evaluation: +Curr mae: 6.6139; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6684; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0495; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:20:43,716 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 +2025-05-13 11:21:48,706 - INFO - Training: cls_zice: 7.2847614204883575; reg_zipnll: 40.20464153289795; aux_mae_loss_1: 10.369714708328248; aux_mae_loss_2: 1.4871679222583771; aux_mae_loss_4: 0.22909473478794098; cnt_loss: 1.191517870426178; +2025-05-13 11:21:48,707 - INFO - Evaluation: +Curr mae: 6.4289; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2826; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0478; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:21:48,707 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 +2025-05-13 11:22:53,522 - INFO - Training: cls_zice: 7.1327504992485045; reg_zipnll: 37.66888566970825; aux_mae_loss_1: 9.873012385368348; aux_mae_loss_2: 1.462472044825554; aux_mae_loss_4: 0.22882885724306107; cnt_loss: 1.0702725124359131; +2025-05-13 11:22:53,523 - INFO - Evaluation: +Curr mae: 6.3619; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1066; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:22:53,523 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 +2025-05-13 11:23:58,004 - INFO - Training: cls_zice: 7.341253347396851; reg_zipnll: 38.38063301086426; aux_mae_loss_1: 10.014832258224487; aux_mae_loss_2: 1.4607056963443756; aux_mae_loss_4: 0.22119879096746445; cnt_loss: 1.1849641382694245; +2025-05-13 11:23:58,005 - INFO - Evaluation: +Curr mae: 6.4417; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1664; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0487; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:23:58,006 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 +2025-05-13 11:25:02,671 - INFO - Training: cls_zice: 8.11779869556427; reg_zipnll: 38.246707935333255; aux_mae_loss_1: 10.091071848869325; aux_mae_loss_2: 1.443372946381569; aux_mae_loss_4: 0.230884517878294; cnt_loss: 1.1494286096096038; +2025-05-13 11:25:02,672 - INFO - Evaluation: +Curr mae: 6.3592; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3027; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0478; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:25:02,672 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 +2025-05-13 11:26:07,193 - INFO - Training: cls_zice: 7.786978495121002; reg_zipnll: 35.6462497138977; aux_mae_loss_1: 10.644940810203552; aux_mae_loss_2: 1.5656009423732757; aux_mae_loss_4: 0.23799871638417244; cnt_loss: 1.1905658048391343; +2025-05-13 11:26:07,195 - INFO - Evaluation: +Curr mae: 6.4776; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3737; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:26:07,195 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 +2025-05-13 11:27:11,689 - INFO - Training: cls_zice: 7.226988391876221; reg_zipnll: 38.85026874542236; aux_mae_loss_1: 10.166367807388305; aux_mae_loss_2: 1.4961611175537108; aux_mae_loss_4: 0.23114838778972627; cnt_loss: 1.1547339427471162; +2025-05-13 11:27:11,691 - INFO - Evaluation: +Curr mae: 6.4789; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4286; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:27:11,691 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 +2025-05-13 11:28:16,083 - INFO - Training: cls_zice: 7.25587272644043; reg_zipnll: 34.19592546463013; aux_mae_loss_1: 10.005997424125672; aux_mae_loss_2: 1.4172893482446671; aux_mae_loss_4: 0.22448785185813905; cnt_loss: 1.0331152647733688; +2025-05-13 11:28:16,085 - INFO - Evaluation: +Curr mae: 6.4167; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3625; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0478; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:28:16,085 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 +2025-05-13 11:29:20,652 - INFO - Training: cls_zice: 7.143651384115219; reg_zipnll: 37.495154781341554; aux_mae_loss_1: 9.662743735313416; aux_mae_loss_2: 1.3775367534160614; aux_mae_loss_4: 0.21212944701313974; cnt_loss: 0.9901212698221207; +2025-05-13 11:29:20,653 - INFO - Evaluation: +Curr mae: 6.4749; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4586; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0484; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:29:20,653 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 +2025-05-13 11:30:25,150 - INFO - Training: cls_zice: 7.540467920303345; reg_zipnll: 35.606547889709475; aux_mae_loss_1: 10.026638565063477; aux_mae_loss_2: 1.4878604698181153; aux_mae_loss_4: 0.23324426382780075; cnt_loss: 1.0763066256046294; +2025-05-13 11:30:25,152 - INFO - Evaluation: +Curr mae: 6.4959; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4319; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0491; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:30:25,152 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 +2025-05-13 11:31:29,395 - INFO - Training: cls_zice: 7.680606362819671; reg_zipnll: 37.03175838470459; aux_mae_loss_1: 10.11273997783661; aux_mae_loss_2: 1.457874950170517; aux_mae_loss_4: 0.22461653769016265; cnt_loss: 1.0977506053447723; +2025-05-13 11:31:29,396 - INFO - Evaluation: +Curr mae: 6.4694; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3310; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0490; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:31:29,396 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 +2025-05-13 11:32:33,866 - INFO - Training: cls_zice: 7.287780652046203; reg_zipnll: 35.12176166534424; aux_mae_loss_1: 10.096623907089233; aux_mae_loss_2: 1.4525507855415345; aux_mae_loss_4: 0.22643990442156792; cnt_loss: 0.9598837512731552; +2025-05-13 11:32:33,867 - INFO - Evaluation: +Curr mae: 6.3309; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2413; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0475; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:32:33,868 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 +2025-05-13 11:33:38,149 - INFO - Training: cls_zice: 7.129270012378693; reg_zipnll: 37.255663299560545; aux_mae_loss_1: 9.668862800598145; aux_mae_loss_2: 1.400000900030136; aux_mae_loss_4: 0.2160928925871849; cnt_loss: 1.0915468871593474; +2025-05-13 11:33:38,151 - INFO - Evaluation: +Curr mae: 6.4504; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3557; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0486; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:33:38,151 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 +2025-05-13 11:34:42,476 - INFO - Training: cls_zice: 7.824728175401687; reg_zipnll: 38.22581220626831; aux_mae_loss_1: 10.239861316680908; aux_mae_loss_2: 1.4719499838352204; aux_mae_loss_4: 0.22712778374552728; cnt_loss: 1.150552235841751; +2025-05-13 11:34:42,477 - INFO - Evaluation: +Curr mae: 6.4571; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2855; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0493; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:34:42,477 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 +2025-05-13 11:35:46,643 - INFO - Training: cls_zice: 7.393080915808678; reg_zipnll: 36.739188804626465; aux_mae_loss_1: 10.333175368309021; aux_mae_loss_2: 1.5005128479003906; aux_mae_loss_4: 0.22904927641153336; cnt_loss: 1.0684529942274095; +2025-05-13 11:35:46,645 - INFO - Evaluation: +Curr mae: 6.5248; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2479; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0504; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:35:46,645 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 +2025-05-13 11:36:50,831 - INFO - Training: cls_zice: 7.340923764705658; reg_zipnll: 37.64333261489868; aux_mae_loss_1: 10.35275830745697; aux_mae_loss_2: 1.5202455139160156; aux_mae_loss_4: 0.23401535987854005; cnt_loss: 0.9966155219078064; +2025-05-13 11:36:50,833 - INFO - Evaluation: +Curr mae: 6.5079; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3014; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0492; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:36:50,833 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 +2025-05-13 11:37:55,107 - INFO - Training: cls_zice: 7.840483096837997; reg_zipnll: 37.44972412109375; aux_mae_loss_1: 10.17055438041687; aux_mae_loss_2: 1.4268736171722411; aux_mae_loss_4: 0.21894543021917343; cnt_loss: 1.1482611191272736; +2025-05-13 11:37:55,108 - INFO - Evaluation: +Curr mae: 6.3500; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1624; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:37:55,108 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 +2025-05-13 11:38:59,392 - INFO - Training: cls_zice: 7.829095931053161; reg_zipnll: 40.13962968826294; aux_mae_loss_1: 10.305196132659912; aux_mae_loss_2: 1.4994523906707764; aux_mae_loss_4: 0.23488393694162368; cnt_loss: 1.1517257297039032; +2025-05-13 11:38:59,394 - INFO - Evaluation: +Curr mae: 6.3490; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1945; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0481; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:38:59,394 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 +2025-05-13 11:40:03,631 - INFO - Training: cls_zice: 7.676825590133667; reg_zipnll: 35.18450267791748; aux_mae_loss_1: 10.508284635543824; aux_mae_loss_2: 1.5290013509988785; aux_mae_loss_4: 0.23142441615462303; cnt_loss: 0.9976396095752716; +2025-05-13 11:40:03,632 - INFO - Evaluation: +Curr mae: 6.3952; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3314; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:40:03,632 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 +2025-05-13 11:41:08,275 - INFO - Training: cls_zice: 6.945341510772705; reg_zipnll: 38.562447700500485; aux_mae_loss_1: 10.022371425628663; aux_mae_loss_2: 1.4115388977527619; aux_mae_loss_4: 0.21280601024627685; cnt_loss: 1.0028691387176514; +2025-05-13 11:41:08,277 - INFO - Evaluation: +Curr mae: 6.4196; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4131; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0490; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:41:08,277 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 +2025-05-13 11:42:12,771 - INFO - Training: cls_zice: 6.496809033155441; reg_zipnll: 39.006357421875; aux_mae_loss_1: 9.469515504837036; aux_mae_loss_2: 1.3678212988376617; aux_mae_loss_4: 0.2190588940680027; cnt_loss: 0.984387993812561; +2025-05-13 11:42:12,773 - INFO - Evaluation: +Curr mae: 6.4728; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6000; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:42:12,773 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 +2025-05-13 11:43:17,063 - INFO - Training: cls_zice: 7.1550931179523465; reg_zipnll: 37.31369789123535; aux_mae_loss_1: 9.913096494674683; aux_mae_loss_2: 1.4619470357894897; aux_mae_loss_4: 0.22369281604886054; cnt_loss: 1.1583710181713105; +2025-05-13 11:43:17,064 - INFO - Evaluation: +Curr mae: 6.3900; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3285; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:43:17,064 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 +2025-05-13 11:44:21,319 - INFO - Training: cls_zice: 7.162430852651596; reg_zipnll: 39.77376449584961; aux_mae_loss_1: 10.179408664703368; aux_mae_loss_2: 1.470213735103607; aux_mae_loss_4: 0.22346644580364228; cnt_loss: 1.0605965155363082; +2025-05-13 11:44:21,320 - INFO - Evaluation: +Curr mae: 6.4179; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3709; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0488; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:44:21,321 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 +2025-05-13 11:45:25,610 - INFO - Training: cls_zice: 7.315290406942368; reg_zipnll: 39.442283935546875; aux_mae_loss_1: 10.087537097930909; aux_mae_loss_2: 1.4773246669769287; aux_mae_loss_4: 0.22533919230103494; cnt_loss: 1.029527143239975; +2025-05-13 11:45:25,611 - INFO - Evaluation: +Curr mae: 6.4576; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.6063; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:45:25,611 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 +2025-05-13 11:46:30,051 - INFO - Training: cls_zice: 7.396214292049408; reg_zipnll: 40.25034446716309; aux_mae_loss_1: 10.556265034675597; aux_mae_loss_2: 1.5321659243106842; aux_mae_loss_4: 0.23167538955807687; cnt_loss: 1.124710614681244; +2025-05-13 11:46:30,053 - INFO - Evaluation: +Curr mae: 6.4241; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4327; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0481; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:46:30,053 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 +2025-05-13 11:47:34,281 - INFO - Training: cls_zice: 7.169248963594437; reg_zipnll: 36.71771037101745; aux_mae_loss_1: 9.653818655014039; aux_mae_loss_2: 1.3796338760852813; aux_mae_loss_4: 0.20992632113397122; cnt_loss: 1.012401767373085; +2025-05-13 11:47:34,282 - INFO - Evaluation: +Curr mae: 6.4249; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4605; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:47:34,282 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 +2025-05-13 11:48:38,783 - INFO - Training: cls_zice: 6.951208801269531; reg_zipnll: 34.73990123748779; aux_mae_loss_1: 9.854258308410644; aux_mae_loss_2: 1.4236977255344392; aux_mae_loss_4: 0.2211150674521923; cnt_loss: 1.0080830478668212; +2025-05-13 11:48:38,784 - INFO - Evaluation: +Curr mae: 6.4019; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4458; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:48:38,784 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 +2025-05-13 11:49:42,905 - INFO - Training: cls_zice: 7.593719956874847; reg_zipnll: 37.74808921813965; aux_mae_loss_1: 10.22253803730011; aux_mae_loss_2: 1.4377689397335052; aux_mae_loss_4: 0.2215946137905121; cnt_loss: 1.1485508894920349; +2025-05-13 11:49:42,906 - INFO - Evaluation: +Curr mae: 6.3774; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3968; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:49:42,907 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 +2025-05-13 11:50:47,168 - INFO - Training: cls_zice: 6.872037681341172; reg_zipnll: 35.554245986938476; aux_mae_loss_1: 9.341999778747558; aux_mae_loss_2: 1.3362317538261415; aux_mae_loss_4: 0.1994805772602558; cnt_loss: 0.9594760742783547; +2025-05-13 11:50:47,169 - INFO - Evaluation: +Curr mae: 6.4547; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4127; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0489; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:50:47,169 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 +2025-05-13 11:51:51,601 - INFO - Training: cls_zice: 7.470710016489029; reg_zipnll: 37.276129722595215; aux_mae_loss_1: 10.53832706451416; aux_mae_loss_2: 1.518783933520317; aux_mae_loss_4: 0.23879469469189643; cnt_loss: 1.133126727938652; +2025-05-13 11:51:51,603 - INFO - Evaluation: +Curr mae: 6.4354; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4187; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0487; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:51:51,603 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 +2025-05-13 11:52:56,047 - INFO - Training: cls_zice: 7.574832382202149; reg_zipnll: 37.10713928222656; aux_mae_loss_1: 10.24258744239807; aux_mae_loss_2: 1.4608118653297424; aux_mae_loss_4: 0.22916223347187042; cnt_loss: 1.0823072135448455; +2025-05-13 11:52:56,048 - INFO - Evaluation: +Curr mae: 6.4168; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4382; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:52:56,049 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 +2025-05-13 11:54:00,211 - INFO - Training: cls_zice: 8.302114109992981; reg_zipnll: 38.8527600479126; aux_mae_loss_1: 10.93554654598236; aux_mae_loss_2: 1.5666430842876435; aux_mae_loss_4: 0.23869780451059341; cnt_loss: 1.1779250103235244; +2025-05-13 11:54:00,212 - INFO - Evaluation: +Curr mae: 6.3535; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3634; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:54:00,212 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 +2025-05-13 11:55:04,615 - INFO - Training: cls_zice: 7.4154022240638735; reg_zipnll: 36.63984342575073; aux_mae_loss_1: 10.326596851348876; aux_mae_loss_2: 1.4841095530986785; aux_mae_loss_4: 0.23018658697605132; cnt_loss: 1.1375913339853287; +2025-05-13 11:55:04,617 - INFO - Evaluation: +Curr mae: 6.3939; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3242; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:55:04,617 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 +2025-05-13 11:56:09,133 - INFO - Training: cls_zice: 7.265334401130676; reg_zipnll: 37.777159194946286; aux_mae_loss_1: 10.136546368598937; aux_mae_loss_2: 1.4240730202198029; aux_mae_loss_4: 0.22503916800022125; cnt_loss: 1.016202837228775; +2025-05-13 11:56:09,135 - INFO - Evaluation: +Curr mae: 6.3293; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1640; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:56:09,135 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 +2025-05-13 11:57:13,501 - INFO - Training: cls_zice: 7.905688214302063; reg_zipnll: 34.820626220703126; aux_mae_loss_1: 10.823554029464722; aux_mae_loss_2: 1.5333784711360932; aux_mae_loss_4: 0.24562594547867775; cnt_loss: 1.1342830061912537; +2025-05-13 11:57:13,502 - INFO - Evaluation: +Curr mae: 6.3597; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1570; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0478; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:57:13,502 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 +2025-05-13 11:58:17,921 - INFO - Training: cls_zice: 7.800014305114746; reg_zipnll: 37.62459976196289; aux_mae_loss_1: 11.020204105377196; aux_mae_loss_2: 1.579437108039856; aux_mae_loss_4: 0.2409727992117405; cnt_loss: 1.0574214363098144; +2025-05-13 11:58:17,923 - INFO - Evaluation: +Curr mae: 6.3442; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2129; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:58:17,923 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 +2025-05-13 11:59:22,352 - INFO - Training: cls_zice: 7.767712094783783; reg_zipnll: 34.608076610565185; aux_mae_loss_1: 10.830723876953124; aux_mae_loss_2: 1.5518669879436493; aux_mae_loss_4: 0.24003416806459427; cnt_loss: 1.1847818195819855; +2025-05-13 11:59:22,353 - INFO - Evaluation: +Curr mae: 6.3478; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2670; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0475; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 11:59:22,353 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 +2025-05-13 12:00:26,631 - INFO - Training: cls_zice: 6.950139575004577; reg_zipnll: 36.488227348327634; aux_mae_loss_1: 10.471372365951538; aux_mae_loss_2: 1.4969748604297637; aux_mae_loss_4: 0.22706488266587257; cnt_loss: 1.0479037302732468; +2025-05-13 12:00:26,633 - INFO - Evaluation: +Curr mae: 6.3390; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2556; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:00:26,633 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 +2025-05-13 12:01:30,832 - INFO - Training: cls_zice: 7.020450900793076; reg_zipnll: 34.10715776443482; aux_mae_loss_1: 9.85625657081604; aux_mae_loss_2: 1.4526060509681702; aux_mae_loss_4: 0.22739569053053857; cnt_loss: 0.9931553381681443; +2025-05-13 12:01:30,834 - INFO - Evaluation: +Curr mae: 6.3414; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3270; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:01:30,834 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 +2025-05-13 12:02:35,120 - INFO - Training: cls_zice: 7.657692947387695; reg_zipnll: 37.705365114212036; aux_mae_loss_1: 10.378284554481507; aux_mae_loss_2: 1.5133477652072906; aux_mae_loss_4: 0.2332562007009983; cnt_loss: 1.0565909087657928; +2025-05-13 12:02:35,122 - INFO - Evaluation: +Curr mae: 6.3809; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2819; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0484; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:02:35,122 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 +2025-05-13 12:03:39,459 - INFO - Training: cls_zice: 7.307982888221741; reg_zipnll: 37.53716928482056; aux_mae_loss_1: 10.07739514350891; aux_mae_loss_2: 1.4504294312000274; aux_mae_loss_4: 0.22530918926000595; cnt_loss: 1.0332795226573943; +2025-05-13 12:03:39,460 - INFO - Evaluation: +Curr mae: 6.3223; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2415; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0480; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:03:39,460 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 +2025-05-13 12:04:44,155 - INFO - Training: cls_zice: 7.542621319293976; reg_zipnll: 38.97224178314209; aux_mae_loss_1: 10.33808307170868; aux_mae_loss_2: 1.4855340963602066; aux_mae_loss_4: 0.22779332518577575; cnt_loss: 0.9940187561511994; +2025-05-13 12:04:44,156 - INFO - Evaluation: +Curr mae: 6.2418; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0777; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0470; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:04:44,157 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 +2025-05-13 12:05:48,530 - INFO - Training: cls_zice: 7.502869899272919; reg_zipnll: 37.46041724205017; aux_mae_loss_1: 10.282996416091919; aux_mae_loss_2: 1.493350397348404; aux_mae_loss_4: 0.2306641136109829; cnt_loss: 1.1228310370445251; +2025-05-13 12:05:48,531 - INFO - Evaluation: +Curr mae: 6.1981; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0301; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0466; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:05:48,531 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 +2025-05-13 12:06:52,947 - INFO - Training: cls_zice: 7.198207013607025; reg_zipnll: 38.39598070144653; aux_mae_loss_1: 9.7419690990448; aux_mae_loss_2: 1.3896549224853516; aux_mae_loss_4: 0.21226447224617004; cnt_loss: 1.133824474811554; +2025-05-13 12:06:52,948 - INFO - Evaluation: +Curr mae: 6.2449; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0932; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:06:52,948 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 +2025-05-13 12:07:57,435 - INFO - Training: cls_zice: 7.051107740402221; reg_zipnll: 37.14912616729736; aux_mae_loss_1: 9.920843830108643; aux_mae_loss_2: 1.3939778339862823; aux_mae_loss_4: 0.21294161066412925; cnt_loss: 1.00060218334198; +2025-05-13 12:07:57,437 - INFO - Evaluation: +Curr mae: 6.2287; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1164; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0468; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:07:57,437 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 +2025-05-13 12:09:01,731 - INFO - Training: cls_zice: 7.08097578048706; reg_zipnll: 33.729040393829344; aux_mae_loss_1: 10.072602815628052; aux_mae_loss_2: 1.4372730624675751; aux_mae_loss_4: 0.23528385519981385; cnt_loss: 1.0299500262737273; +2025-05-13 12:09:01,733 - INFO - Evaluation: +Curr mae: 6.2145; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0817; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0468; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:09:01,733 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 +2025-05-13 12:10:06,076 - INFO - Training: cls_zice: 7.461608965396881; reg_zipnll: 37.67931243896484; aux_mae_loss_1: 10.402753629684447; aux_mae_loss_2: 1.4981203520298003; aux_mae_loss_4: 0.2224593324959278; cnt_loss: 1.1004609608650207; +2025-05-13 12:10:06,077 - INFO - Evaluation: +Curr mae: 6.3483; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3027; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:10:06,077 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 +2025-05-13 12:11:10,561 - INFO - Training: cls_zice: 7.49891618847847; reg_zipnll: 37.65933917999268; aux_mae_loss_1: 10.291803312301635; aux_mae_loss_2: 1.5047894215583801; aux_mae_loss_4: 0.23369432106614113; cnt_loss: 1.1013686102628708; +2025-05-13 12:11:10,562 - INFO - Evaluation: +Curr mae: 6.2936; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2416; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0469; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:11:29,099 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 +2025-05-13 12:12:32,856 - INFO - Training: cls_zice: 7.715186347961426; reg_zipnll: 37.05004096984863; aux_mae_loss_1: 10.573176517486573; aux_mae_loss_2: 1.4919450891017914; aux_mae_loss_4: 0.22990132436156274; cnt_loss: 1.0084915813803672; +2025-05-13 12:12:32,857 - INFO - Evaluation: +Curr mae: 6.2936; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2233; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0470; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:12:32,857 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 +2025-05-13 12:13:38,508 - INFO - Training: cls_zice: 7.751527893543243; reg_zipnll: 38.68095380306244; aux_mae_loss_1: 10.433793725967407; aux_mae_loss_2: 1.5040698474645615; aux_mae_loss_4: 0.23263396978378295; cnt_loss: 1.1909213930368423; +2025-05-13 12:13:38,509 - INFO - Evaluation: +Curr mae: 6.3178; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1882; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:13:38,510 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 +2025-05-13 12:14:44,063 - INFO - Training: cls_zice: 7.742592008113861; reg_zipnll: 36.473427028656005; aux_mae_loss_1: 10.167106351852418; aux_mae_loss_2: 1.477539610862732; aux_mae_loss_4: 0.22339158847928048; cnt_loss: 1.060185786485672; +2025-05-13 12:14:44,064 - INFO - Evaluation: +Curr mae: 6.3858; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3315; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:14:44,064 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 +2025-05-13 12:15:49,191 - INFO - Training: cls_zice: 7.632143890857696; reg_zipnll: 37.326081867218015; aux_mae_loss_1: 10.366877465248107; aux_mae_loss_2: 1.5103465026617051; aux_mae_loss_4: 0.2351321806013584; cnt_loss: 1.1142191058397293; +2025-05-13 12:15:49,192 - INFO - Evaluation: +Curr mae: 6.3595; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3851; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0472; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:15:49,192 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 +2025-05-13 12:16:54,060 - INFO - Training: cls_zice: 7.355963859558106; reg_zipnll: 36.74203105926514; aux_mae_loss_1: 9.908907918930053; aux_mae_loss_2: 1.4678885436058045; aux_mae_loss_4: 0.22840649157762527; cnt_loss: 1.0530341362953186; +2025-05-13 12:16:54,061 - INFO - Evaluation: +Curr mae: 6.3626; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3480; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:16:54,061 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 +2025-05-13 12:17:58,828 - INFO - Training: cls_zice: 7.477005776166916; reg_zipnll: 37.54955005645752; aux_mae_loss_1: 10.130049748420715; aux_mae_loss_2: 1.427204451560974; aux_mae_loss_4: 0.22424295008182527; cnt_loss: 0.9723947423696518; +2025-05-13 12:17:58,830 - INFO - Evaluation: +Curr mae: 6.3229; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2932; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:17:58,830 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 +2025-05-13 12:19:03,613 - INFO - Training: cls_zice: 7.14277428150177; reg_zipnll: 33.1290403842926; aux_mae_loss_1: 9.924644622802735; aux_mae_loss_2: 1.4340357220172881; aux_mae_loss_4: 0.2256621991097927; cnt_loss: 1.091211684346199; +2025-05-13 12:19:03,615 - INFO - Evaluation: +Curr mae: 6.3096; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1787; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:19:03,615 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 +2025-05-13 12:20:08,320 - INFO - Training: cls_zice: 7.774896315336227; reg_zipnll: 40.226443481445315; aux_mae_loss_1: 10.19826364517212; aux_mae_loss_2: 1.4755915313959123; aux_mae_loss_4: 0.22360693737864495; cnt_loss: 1.1994157350063324; +2025-05-13 12:20:08,321 - INFO - Evaluation: +Curr mae: 6.4183; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3998; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:20:08,321 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 +2025-05-13 12:21:12,855 - INFO - Training: cls_zice: 8.105140281915665; reg_zipnll: 37.61378997802734; aux_mae_loss_1: 10.776342058181763; aux_mae_loss_2: 1.549705103635788; aux_mae_loss_4: 0.23844006180763244; cnt_loss: 1.0540673553943634; +2025-05-13 12:21:12,856 - INFO - Evaluation: +Curr mae: 6.4149; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4646; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:21:12,856 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 +2025-05-13 12:22:17,367 - INFO - Training: cls_zice: 7.431872036457062; reg_zipnll: 37.05186317443847; aux_mae_loss_1: 10.304026899337769; aux_mae_loss_2: 1.4807625567913056; aux_mae_loss_4: 0.22290691286325454; cnt_loss: 1.0587716007232666; +2025-05-13 12:22:17,369 - INFO - Evaluation: +Curr mae: 6.3455; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2423; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0482; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:22:17,369 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 +2025-05-13 12:23:22,426 - INFO - Training: cls_zice: 6.735251364707946; reg_zipnll: 39.08265596389771; aux_mae_loss_1: 9.989730968475342; aux_mae_loss_2: 1.4901579928398132; aux_mae_loss_4: 0.22493585139513017; cnt_loss: 1.044961628317833; +2025-05-13 12:23:22,427 - INFO - Evaluation: +Curr mae: 6.3355; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2898; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0479; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:23:22,427 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 +2025-05-13 12:24:26,791 - INFO - Training: cls_zice: 7.211687933206559; reg_zipnll: 38.55417610168457; aux_mae_loss_1: 10.53489251613617; aux_mae_loss_2: 1.5226150047779083; aux_mae_loss_4: 0.23424865916371346; cnt_loss: 1.1212748718261718; +2025-05-13 12:24:26,793 - INFO - Evaluation: +Curr mae: 6.2811; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1016; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0471; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:24:26,793 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 +2025-05-13 12:25:32,110 - INFO - Training: cls_zice: 7.531726844310761; reg_zipnll: 37.89661903381348; aux_mae_loss_1: 10.184478731155396; aux_mae_loss_2: 1.4913982278108597; aux_mae_loss_4: 0.2270591004192829; cnt_loss: 1.2059540772438049; +2025-05-13 12:25:32,111 - INFO - Evaluation: +Curr mae: 6.2813; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2281; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0472; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:25:32,111 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 +2025-05-13 12:26:36,492 - INFO - Training: cls_zice: 7.251538050174713; reg_zipnll: 36.323056888580325; aux_mae_loss_1: 10.649411067962646; aux_mae_loss_2: 1.5437121069431305; aux_mae_loss_4: 0.23730629920959473; cnt_loss: 1.1313743329048156; +2025-05-13 12:26:36,493 - INFO - Evaluation: +Curr mae: 6.2107; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.0784; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0469; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:26:36,493 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 +2025-05-13 12:27:41,047 - INFO - Training: cls_zice: 7.5443828690052035; reg_zipnll: 38.67353141784668; aux_mae_loss_1: 10.144530572891234; aux_mae_loss_2: 1.437795341014862; aux_mae_loss_4: 0.2264110492169857; cnt_loss: 1.177854418158531; +2025-05-13 12:27:41,048 - INFO - Evaluation: +Curr mae: 6.2523; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1265; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0470; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:27:41,048 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 +2025-05-13 12:28:45,588 - INFO - Training: cls_zice: 7.293150323629379; reg_zipnll: 37.45552375793457; aux_mae_loss_1: 10.189054164886475; aux_mae_loss_2: 1.483799021244049; aux_mae_loss_4: 0.2294146601855755; cnt_loss: 1.068169642686844; +2025-05-13 12:28:45,589 - INFO - Evaluation: +Curr mae: 6.2698; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1185; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0472; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:28:45,589 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 +2025-05-13 12:29:50,021 - INFO - Training: cls_zice: 6.9438121855258945; reg_zipnll: 37.7898881149292; aux_mae_loss_1: 9.828604483604432; aux_mae_loss_2: 1.363192346096039; aux_mae_loss_4: 0.20680054038763046; cnt_loss: 1.1026062732934951; +2025-05-13 12:29:50,023 - INFO - Evaluation: +Curr mae: 6.2758; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1328; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:29:50,023 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 +2025-05-13 12:30:54,485 - INFO - Training: cls_zice: 7.798852663040162; reg_zipnll: 38.49920845031738; aux_mae_loss_1: 10.493120536804199; aux_mae_loss_2: 1.5118036246299744; aux_mae_loss_4: 0.2269187241792679; cnt_loss: 0.9835982221364975; +2025-05-13 12:30:54,487 - INFO - Evaluation: +Curr mae: 6.3288; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3102; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:30:54,487 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 +2025-05-13 12:31:58,832 - INFO - Training: cls_zice: 6.498326559066772; reg_zipnll: 36.60568199157715; aux_mae_loss_1: 9.944070405960083; aux_mae_loss_2: 1.4380287963151932; aux_mae_loss_4: 0.22605488821864128; cnt_loss: 1.113370407819748; +2025-05-13 12:31:58,833 - INFO - Evaluation: +Curr mae: 6.2985; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2601; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0472; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:31:58,834 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 +2025-05-13 12:33:03,197 - INFO - Training: cls_zice: 6.634280815124511; reg_zipnll: 35.62586151123047; aux_mae_loss_1: 9.604427700042725; aux_mae_loss_2: 1.38029904961586; aux_mae_loss_4: 0.2199636423587799; cnt_loss: 0.9604177606105805; +2025-05-13 12:33:03,198 - INFO - Evaluation: +Curr mae: 6.4214; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.5123; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0475; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:33:03,198 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 +2025-05-13 12:34:07,725 - INFO - Training: cls_zice: 6.920061829090119; reg_zipnll: 39.74207176208496; aux_mae_loss_1: 9.405014390945434; aux_mae_loss_2: 1.3374352991580962; aux_mae_loss_4: 0.20208585679531096; cnt_loss: 1.077608027458191; +2025-05-13 12:34:07,726 - INFO - Evaluation: +Curr mae: 6.3515; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2993; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0472; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:34:07,727 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 +2025-05-13 12:35:12,153 - INFO - Training: cls_zice: 7.843392424583435; reg_zipnll: 35.856813983917235; aux_mae_loss_1: 10.596243162155151; aux_mae_loss_2: 1.5003467047214507; aux_mae_loss_4: 0.2365819102525711; cnt_loss: 1.0609914034605026; +2025-05-13 12:35:12,155 - INFO - Evaluation: +Curr mae: 6.3581; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3576; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:35:12,155 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 +2025-05-13 12:36:16,657 - INFO - Training: cls_zice: 7.181709361076355; reg_zipnll: 36.72388391494751; aux_mae_loss_1: 9.888065023422241; aux_mae_loss_2: 1.4100514948368073; aux_mae_loss_4: 0.21478000551462173; cnt_loss: 1.0153787183761596; +2025-05-13 12:36:16,659 - INFO - Evaluation: +Curr mae: 6.3313; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3399; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0472; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:36:16,659 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 +2025-05-13 12:37:20,861 - INFO - Training: cls_zice: 7.352305252552032; reg_zipnll: 36.20457916259765; aux_mae_loss_1: 10.234928207397461; aux_mae_loss_2: 1.4690679037570953; aux_mae_loss_4: 0.22358004555106162; cnt_loss: 1.072540796995163; +2025-05-13 12:37:20,862 - INFO - Evaluation: +Curr mae: 6.3384; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3603; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:37:20,862 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 +2025-05-13 12:38:25,384 - INFO - Training: cls_zice: 6.342930437922478; reg_zipnll: 35.936217594146726; aux_mae_loss_1: 9.284451756477356; aux_mae_loss_2: 1.3552274811267853; aux_mae_loss_4: 0.21040767624974252; cnt_loss: 0.9963106659054756; +2025-05-13 12:38:25,386 - INFO - Evaluation: +Curr mae: 6.2578; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2368; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0470; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:38:25,386 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 +2025-05-13 12:39:29,779 - INFO - Training: cls_zice: 7.945800267457962; reg_zipnll: 35.21886636734009; aux_mae_loss_1: 10.437020206451416; aux_mae_loss_2: 1.4710379755496978; aux_mae_loss_4: 0.2285986116528511; cnt_loss: 1.0590488922595978; +2025-05-13 12:39:29,781 - INFO - Evaluation: +Curr mae: 6.2580; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2163; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0470; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:39:29,781 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 +2025-05-13 12:40:34,100 - INFO - Training: cls_zice: 6.6754188942909245; reg_zipnll: 36.79911994934082; aux_mae_loss_1: 9.826081957817077; aux_mae_loss_2: 1.422990238070488; aux_mae_loss_4: 0.2103053794801235; cnt_loss: 0.995599867105484; +2025-05-13 12:40:34,101 - INFO - Evaluation: +Curr mae: 6.3477; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3727; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:40:34,101 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 +2025-05-13 12:41:38,641 - INFO - Training: cls_zice: 7.135201303958893; reg_zipnll: 37.9198699760437; aux_mae_loss_1: 9.791464262008667; aux_mae_loss_2: 1.4126003730297088; aux_mae_loss_4: 0.21727437958121298; cnt_loss: 1.0693443167209624; +2025-05-13 12:41:38,642 - INFO - Evaluation: +Curr mae: 6.2880; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2354; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:41:38,642 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 +2025-05-13 12:42:42,980 - INFO - Training: cls_zice: 8.499260147809983; reg_zipnll: 37.41256097793579; aux_mae_loss_1: 11.055399785041809; aux_mae_loss_2: 1.552632862329483; aux_mae_loss_4: 0.242807015478611; cnt_loss: 1.0979268378019333; +2025-05-13 12:42:42,981 - INFO - Evaluation: +Curr mae: 6.3005; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2163; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:42:42,981 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 +2025-05-13 12:43:47,453 - INFO - Training: cls_zice: 7.876577925682068; reg_zipnll: 37.74199026107788; aux_mae_loss_1: 10.545982160568236; aux_mae_loss_2: 1.5177726757526397; aux_mae_loss_4: 0.23903693616390229; cnt_loss: 0.9713709104061127; +2025-05-13 12:43:47,454 - INFO - Evaluation: +Curr mae: 6.3989; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3636; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0484; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:43:47,455 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 +2025-05-13 12:44:52,072 - INFO - Training: cls_zice: 7.685994675159455; reg_zipnll: 40.00979396820068; aux_mae_loss_1: 10.112648363113403; aux_mae_loss_2: 1.461716939806938; aux_mae_loss_4: 0.22309838563203813; cnt_loss: 1.0431774652004242; +2025-05-13 12:44:52,073 - INFO - Evaluation: +Curr mae: 6.3650; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3393; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0478; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:44:52,074 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 +2025-05-13 12:45:56,604 - INFO - Training: cls_zice: 7.380283081531525; reg_zipnll: 37.28390859603882; aux_mae_loss_1: 10.0984015083313; aux_mae_loss_2: 1.4392780840396882; aux_mae_loss_4: 0.2238856488466263; cnt_loss: 1.0878007888793946; +2025-05-13 12:45:56,606 - INFO - Evaluation: +Curr mae: 6.3912; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4075; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:45:56,606 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 +2025-05-13 12:47:01,041 - INFO - Training: cls_zice: 6.9688614714145665; reg_zipnll: 37.420307312011715; aux_mae_loss_1: 9.536787085533142; aux_mae_loss_2: 1.382366647720337; aux_mae_loss_4: 0.20836227878928185; cnt_loss: 0.9354385489225387; +2025-05-13 12:47:01,042 - INFO - Evaluation: +Curr mae: 6.3878; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4603; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0478; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:47:01,043 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 +2025-05-13 12:48:05,341 - INFO - Training: cls_zice: 7.691545081138611; reg_zipnll: 36.62130487442017; aux_mae_loss_1: 10.232001209259034; aux_mae_loss_2: 1.4438702082633972; aux_mae_loss_4: 0.22193888045847415; cnt_loss: 1.0340595358610154; +2025-05-13 12:48:05,342 - INFO - Evaluation: +Curr mae: 6.4045; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.4209; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0483; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:48:05,342 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 +2025-05-13 12:49:10,305 - INFO - Training: cls_zice: 6.963612619638443; reg_zipnll: 35.038880825042725; aux_mae_loss_1: 9.653488383293151; aux_mae_loss_2: 1.4202750241756439; aux_mae_loss_4: 0.2196979169547558; cnt_loss: 0.9534420526027679; +2025-05-13 12:49:10,306 - INFO - Evaluation: +Curr mae: 6.3279; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2963; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:49:10,306 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 +2025-05-13 12:50:17,197 - INFO - Training: cls_zice: 7.617789335250855; reg_zipnll: 38.770772514343264; aux_mae_loss_1: 9.981517825126648; aux_mae_loss_2: 1.4131127816438676; aux_mae_loss_4: 0.22108322978019715; cnt_loss: 1.0822743904590606; +2025-05-13 12:50:17,199 - INFO - Evaluation: +Curr mae: 6.3279; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3139; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:50:17,199 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 +2025-05-13 12:51:21,905 - INFO - Training: cls_zice: 6.913375015258789; reg_zipnll: 37.631577262878416; aux_mae_loss_1: 9.546378240585327; aux_mae_loss_2: 1.369928898215294; aux_mae_loss_4: 0.21779225409030914; cnt_loss: 1.0043568938970566; +2025-05-13 12:51:21,906 - INFO - Evaluation: +Curr mae: 6.3331; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2723; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0475; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:51:21,906 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 +2025-05-13 12:52:26,283 - INFO - Training: cls_zice: 7.139355864524841; reg_zipnll: 38.27042835235596; aux_mae_loss_1: 9.64052436351776; aux_mae_loss_2: 1.3737774741649629; aux_mae_loss_4: 0.2100084261596203; cnt_loss: 0.9889566737413407; +2025-05-13 12:52:26,284 - INFO - Evaluation: +Curr mae: 6.3729; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.3275; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:52:26,284 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 +2025-05-13 12:53:30,936 - INFO - Training: cls_zice: 7.592536625862121; reg_zipnll: 36.09780448913574; aux_mae_loss_1: 10.27624444961548; aux_mae_loss_2: 1.4704789090156556; aux_mae_loss_4: 0.23007893979549407; cnt_loss: 1.0258254671096803; +2025-05-13 12:53:30,937 - INFO - Evaluation: +Curr mae: 6.3360; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2418; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0477; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:53:30,937 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 +2025-05-13 12:54:35,573 - INFO - Training: cls_zice: 7.779526937603951; reg_zipnll: 39.322952308654784; aux_mae_loss_1: 10.144628486633302; aux_mae_loss_2: 1.4380485957860947; aux_mae_loss_4: 0.221036374270916; cnt_loss: 1.1978175258636474; +2025-05-13 12:54:35,575 - INFO - Evaluation: +Curr mae: 6.2872; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1716; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0475; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:54:35,575 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 +2025-05-13 12:55:40,331 - INFO - Training: cls_zice: 7.241136064529419; reg_zipnll: 38.6739045715332; aux_mae_loss_1: 10.177468509674073; aux_mae_loss_2: 1.4483982253074645; aux_mae_loss_4: 0.22019873455166816; cnt_loss: 0.9827725410461425; +2025-05-13 12:55:40,332 - INFO - Evaluation: +Curr mae: 6.3166; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1954; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:55:40,332 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 +2025-05-13 12:56:44,850 - INFO - Training: cls_zice: 7.645840560793877; reg_zipnll: 35.1185556602478; aux_mae_loss_1: 10.742573199272156; aux_mae_loss_2: 1.5324810206890107; aux_mae_loss_4: 0.24047933667898178; cnt_loss: 1.0890878462791442; +2025-05-13 12:56:44,852 - INFO - Evaluation: +Curr mae: 6.3158; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2205; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:56:44,852 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 +2025-05-13 12:57:49,339 - INFO - Training: cls_zice: 7.969702591896057; reg_zipnll: 38.67021263122559; aux_mae_loss_1: 10.454391298294068; aux_mae_loss_2: 1.4926104128360749; aux_mae_loss_4: 0.23042794853448867; cnt_loss: 1.0589540475606918; +2025-05-13 12:57:49,340 - INFO - Evaluation: +Curr mae: 6.2583; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1210; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0473; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:57:49,340 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 +2025-05-13 12:58:53,878 - INFO - Training: cls_zice: 8.207265518903732; reg_zipnll: 38.07089771270752; aux_mae_loss_1: 10.259002709388733; aux_mae_loss_2: 1.465053734779358; aux_mae_loss_4: 0.21972579821944238; cnt_loss: 1.099354772567749; +2025-05-13 12:58:53,879 - INFO - Evaluation: +Curr mae: 6.2937; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1829; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:58:53,879 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 +2025-05-13 12:59:58,306 - INFO - Training: cls_zice: 6.508577649593353; reg_zipnll: 38.12175796508789; aux_mae_loss_1: 9.488313846588134; aux_mae_loss_2: 1.3685877108573914; aux_mae_loss_4: 0.20655638620257377; cnt_loss: 1.0411552667617798; +2025-05-13 12:59:58,307 - INFO - Evaluation: +Curr mae: 6.2719; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2032; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0471; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 12:59:58,308 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 +2025-05-13 13:01:03,439 - INFO - Training: cls_zice: 7.227177679538727; reg_zipnll: 36.579382266998294; aux_mae_loss_1: 9.61656346797943; aux_mae_loss_2: 1.38224112033844; aux_mae_loss_4: 0.21381960079073906; cnt_loss: 1.1235363173484803; +2025-05-13 13:01:03,440 - INFO - Evaluation: +Curr mae: 6.2726; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1780; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0472; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 13:01:03,440 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 +2025-05-13 13:02:09,211 - INFO - Training: cls_zice: 7.834005559682846; reg_zipnll: 38.80007349014282; aux_mae_loss_1: 10.793416385650636; aux_mae_loss_2: 1.557443732023239; aux_mae_loss_4: 0.23762993022799492; cnt_loss: 1.0838831079006195; +2025-05-13 13:02:09,213 - INFO - Evaluation: +Curr mae: 6.2931; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2232; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0474; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 13:02:09,213 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 +2025-05-13 13:03:13,652 - INFO - Training: cls_zice: 7.809441749155521; reg_zipnll: 37.68736896514893; aux_mae_loss_1: 10.649925155639648; aux_mae_loss_2: 1.5408271980285644; aux_mae_loss_4: 0.2359260933101177; cnt_loss: 1.0309798967838288; +2025-05-13 13:03:13,654 - INFO - Evaluation: +Curr mae: 6.2575; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.1761; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0470; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 13:03:13,654 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 +2025-05-13 13:04:18,078 - INFO - Training: cls_zice: 7.499981775283813; reg_zipnll: 36.727516412734985; aux_mae_loss_1: 10.363942165374755; aux_mae_loss_2: 1.5251478004455565; aux_mae_loss_4: 0.23878683805465697; cnt_loss: 1.0639094752073288; +2025-05-13 13:04:18,079 - INFO - Evaluation: +Curr mae: 6.3332; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2430; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + + +2025-05-13 13:04:18,079 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 +2025-05-13 13:05:22,413 - INFO - Training: cls_zice: 7.077519626617431; reg_zipnll: 37.380762119293216; aux_mae_loss_1: 9.814320058822632; aux_mae_loss_2: 1.42891093313694; aux_mae_loss_4: 0.22080037176609038; cnt_loss: 1.0223447424173355; +2025-05-13 13:05:22,413 - INFO - Evaluation: +Curr mae: 6.3366; Best mae: 5.6891; 5.7191; 5.7314; 5.7348; 5.7753; +Curr rmse: 11.2741; Best rmse: 9.2233; 9.5370; 9.5562; 9.5769; 9.5944; +Curr nae: 0.0476; Best nae: 0.0448; 0.0454; 0.0457; 0.0459; 0.0459; + + +