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 @@ +2025-05-10 14:12:19,800 - INFO - model_name : mobilenetv4_conv_small_050 +block_size : 16 +clip_weight_name: None +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_p_16_448x1_msmae +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_p_16_448x1_msmae +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] +2025-05-10 14:12:19,805 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 +2025-05-10 14:12:23,919 - INFO - Training: cls_zice: 556.7579693603516; reg_zipnll: 3365.1002978515626; aux_mae_loss_1: 3737.4489306640626; aux_mae_loss_2: 928.6018969726563; aux_mae_loss_4: 231.60817443847657; cnt_loss: 3702.3450537109375; + + +2025-05-10 14:12:23,920 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 +2025-05-10 14:12:26,745 - INFO - Training: cls_zice: 541.1631311035156; reg_zipnll: 2525.1060595703125; aux_mae_loss_1: 2537.6735302734373; aux_mae_loss_2: 628.8400793457031; aux_mae_loss_4: 155.93424896240234; cnt_loss: 2470.8215869140627; + + +2025-05-10 14:12:26,745 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 +2025-05-10 14:12:29,558 - INFO - Training: cls_zice: 513.6455883789063; reg_zipnll: 1923.9361303710937; aux_mae_loss_1: 1814.1523852539062; aux_mae_loss_2: 448.0815759277344; aux_mae_loss_4: 110.72893447875977; cnt_loss: 1747.8865551757813; + + +2025-05-10 14:12:29,558 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 +2025-05-10 14:12:32,294 - INFO - Training: cls_zice: 480.6918835449219; reg_zipnll: 1376.8616772460937; aux_mae_loss_1: 1204.376737060547; aux_mae_loss_2: 295.7302722167969; aux_mae_loss_4: 72.59753677368164; cnt_loss: 1131.0833874511718; + + +2025-05-10 14:12:32,294 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 +2025-05-10 14:12:35,021 - INFO - Training: cls_zice: 403.21736297607424; reg_zipnll: 1033.3212145996094; aux_mae_loss_1: 792.6626794433594; aux_mae_loss_2: 193.6472622680664; aux_mae_loss_4: 47.06551902770996; cnt_loss: 716.3383959960937; + + +2025-05-10 14:12:35,021 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 +2025-05-10 14:12:37,707 - INFO - Training: cls_zice: 342.84572372436526; reg_zipnll: 815.267919921875; aux_mae_loss_1: 550.913687133789; aux_mae_loss_2: 132.7222637939453; aux_mae_loss_4: 31.879360160827638; cnt_loss: 465.4281341552734; + + +2025-05-10 14:12:37,707 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 +2025-05-10 14:12:40,390 - INFO - Training: cls_zice: 262.72375076293946; reg_zipnll: 666.9988024902344; aux_mae_loss_1: 388.94337585449216; aux_mae_loss_2: 92.7445654296875; aux_mae_loss_4: 22.000389251708985; cnt_loss: 304.32190368652346; + + +2025-05-10 14:12:40,391 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 +2025-05-10 14:12:43,340 - INFO - Training: cls_zice: 205.50426528930663; reg_zipnll: 546.2323693847657; aux_mae_loss_1: 295.32023376464844; aux_mae_loss_2: 69.22540069580079; aux_mae_loss_4: 16.068234157562255; cnt_loss: 206.83110656738282; + + +2025-05-10 14:12:43,341 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 +2025-05-10 14:12:46,066 - INFO - Training: cls_zice: 150.76701919555663; reg_zipnll: 435.68370178222654; aux_mae_loss_1: 241.23084167480468; aux_mae_loss_2: 55.9765714263916; aux_mae_loss_4: 12.895513210296631; cnt_loss: 160.4100634765625; + + +2025-05-10 14:12:46,066 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 +2025-05-10 14:12:48,947 - INFO - Training: cls_zice: 120.98037475585937; reg_zipnll: 371.0301275634766; aux_mae_loss_1: 205.4225961303711; aux_mae_loss_2: 46.32594665527344; aux_mae_loss_4: 10.463241577148438; cnt_loss: 121.50377700805664; + + +2025-05-10 14:12:48,947 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 +2025-05-10 14:12:51,733 - INFO - Training: cls_zice: 100.2809373474121; reg_zipnll: 321.169753112793; aux_mae_loss_1: 180.7980419921875; aux_mae_loss_2: 40.12563591003418; aux_mae_loss_4: 8.92820149421692; cnt_loss: 97.49118057250976; + + +2025-05-10 14:12:51,733 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 +2025-05-10 14:12:54,450 - INFO - Training: cls_zice: 86.64028034210205; reg_zipnll: 279.7868899536133; aux_mae_loss_1: 159.47934188842774; aux_mae_loss_2: 34.936981468200685; aux_mae_loss_4: 7.712122707366944; cnt_loss: 79.43984619140625; + + +2025-05-10 14:12:54,451 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 +2025-05-10 14:12:57,289 - INFO - Training: cls_zice: 70.18969863891601; reg_zipnll: 249.5417153930664; aux_mae_loss_1: 143.78682189941406; aux_mae_loss_2: 31.09321647644043; aux_mae_loss_4: 6.750929946899414; cnt_loss: 69.36009857177734; + + +2025-05-10 14:12:57,289 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 +2025-05-10 14:13:00,384 - INFO - Training: cls_zice: 65.66065357208252; reg_zipnll: 230.7788461303711; aux_mae_loss_1: 133.8058476257324; aux_mae_loss_2: 28.45164863586426; aux_mae_loss_4: 6.089524574279785; cnt_loss: 57.535897750854495; + + +2025-05-10 14:13:00,384 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 +2025-05-10 14:13:03,101 - INFO - Training: cls_zice: 58.95786787033081; reg_zipnll: 219.67442626953124; aux_mae_loss_1: 124.81071365356445; aux_mae_loss_2: 25.956498260498048; aux_mae_loss_4: 5.440425205230713; cnt_loss: 49.9717289352417; + + +2025-05-10 14:13:03,114 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 +2025-05-10 14:13:05,914 - INFO - Training: cls_zice: 53.186849155426025; reg_zipnll: 204.29606536865234; aux_mae_loss_1: 115.15170654296875; aux_mae_loss_2: 23.552645111083983; aux_mae_loss_4: 4.8747129726409915; cnt_loss: 42.38529529571533; + + +2025-05-10 14:13:05,914 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 +2025-05-10 14:13:08,608 - INFO - Training: cls_zice: 48.539455547332764; reg_zipnll: 188.37992599487305; aux_mae_loss_1: 109.34417114257812; aux_mae_loss_2: 21.989945526123048; aux_mae_loss_4: 4.498972125053406; cnt_loss: 39.80434505462647; + + +2025-05-10 14:13:08,609 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 +2025-05-10 14:13:11,337 - INFO - Training: cls_zice: 47.14561706542969; reg_zipnll: 182.9613998413086; aux_mae_loss_1: 108.4088557434082; aux_mae_loss_2: 21.533172931671142; aux_mae_loss_4: 4.271395516395569; cnt_loss: 35.057407245635986; + + +2025-05-10 14:13:11,337 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 +2025-05-10 14:13:14,094 - INFO - Training: cls_zice: 42.47279664039612; reg_zipnll: 177.5221125793457; aux_mae_loss_1: 100.45582061767578; aux_mae_loss_2: 19.68707643508911; aux_mae_loss_4: 3.9035760307312013; cnt_loss: 33.889354095458984; + + +2025-05-10 14:13:14,094 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 +2025-05-10 14:13:16,816 - INFO - Training: cls_zice: 43.37352521896362; reg_zipnll: 167.68078582763673; aux_mae_loss_1: 99.54249969482422; aux_mae_loss_2: 19.029050197601318; aux_mae_loss_4: 3.693805203437805; cnt_loss: 30.842816314697266; + + +2025-05-10 14:13:16,817 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 +2025-05-10 14:13:19,507 - INFO - Training: cls_zice: 40.28387537479401; reg_zipnll: 163.95249603271483; aux_mae_loss_1: 93.45674621582032; aux_mae_loss_2: 17.49471357345581; aux_mae_loss_4: 3.332840542793274; cnt_loss: 25.73234811782837; + + +2025-05-10 14:13:19,508 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 +2025-05-10 14:13:22,308 - INFO - Training: cls_zice: 37.579572649002074; reg_zipnll: 154.48914596557617; aux_mae_loss_1: 91.72501602172852; aux_mae_loss_2: 17.128625011444093; aux_mae_loss_4: 3.24493670463562; cnt_loss: 26.240986261367798; + + +2025-05-10 14:13:22,308 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 +2025-05-10 14:13:24,939 - INFO - Training: cls_zice: 35.886290516853336; reg_zipnll: 149.83370086669922; aux_mae_loss_1: 86.7463013458252; aux_mae_loss_2: 15.987122688293457; aux_mae_loss_4: 3.008954508304596; cnt_loss: 25.39768335342407; + + +2025-05-10 14:13:24,940 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 +2025-05-10 14:13:27,606 - INFO - Training: cls_zice: 34.68645477294922; reg_zipnll: 151.0613278198242; aux_mae_loss_1: 87.01278717041015; aux_mae_loss_2: 15.594405441284179; aux_mae_loss_4: 2.8435044956207274; cnt_loss: 22.50158155441284; + + +2025-05-10 14:13:27,607 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 +2025-05-10 14:13:30,423 - INFO - Training: cls_zice: 35.38257147789002; reg_zipnll: 149.43125778198242; aux_mae_loss_1: 88.31234802246094; aux_mae_loss_2: 15.908429908752442; aux_mae_loss_4: 3.008305616378784; cnt_loss: 26.95072994232178; + + +2025-05-10 14:13:30,424 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 +2025-05-10 14:13:33,201 - INFO - Training: cls_zice: 34.57574436187744; reg_zipnll: 139.79895401000977; aux_mae_loss_1: 83.30764831542969; aux_mae_loss_2: 14.829872646331786; aux_mae_loss_4: 2.7318058085441588; cnt_loss: 22.93247013092041; + + +2025-05-10 14:13:33,201 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 +2025-05-10 14:13:35,978 - INFO - Training: cls_zice: 34.45617462158203; reg_zipnll: 142.48010467529298; aux_mae_loss_1: 84.32035835266113; aux_mae_loss_2: 14.685296821594239; aux_mae_loss_4: 2.676710584163666; cnt_loss: 24.29400846481323; + + +2025-05-10 14:13:35,979 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 +2025-05-10 14:13:38,685 - INFO - Training: cls_zice: 34.67227077484131; reg_zipnll: 141.6108268737793; aux_mae_loss_1: 86.34180435180664; aux_mae_loss_2: 14.86875093460083; aux_mae_loss_4: 2.6917886424064634; cnt_loss: 23.218395509719848; + + +2025-05-10 14:13:38,685 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 +2025-05-10 14:13:41,403 - INFO - Training: cls_zice: 32.91407375335693; reg_zipnll: 134.4871012878418; aux_mae_loss_1: 81.62438690185547; aux_mae_loss_2: 13.979054145812988; aux_mae_loss_4: 2.5366365766525267; cnt_loss: 21.485084114074706; + + +2025-05-10 14:13:41,404 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 +2025-05-10 14:13:44,089 - INFO - Training: cls_zice: 31.317640113830567; reg_zipnll: 136.5957405090332; aux_mae_loss_1: 79.270375289917; aux_mae_loss_2: 13.344761142730713; aux_mae_loss_4: 2.302455244064331; cnt_loss: 17.595193290710448; + + +2025-05-10 14:13:44,089 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 +2025-05-10 14:13:46,925 - INFO - Training: cls_zice: 32.142146263122555; reg_zipnll: 132.710936126709; aux_mae_loss_1: 81.02175941467286; aux_mae_loss_2: 13.701344470977784; aux_mae_loss_4: 2.4250093507766723; cnt_loss: 20.744370403289796; + + +2025-05-10 14:13:46,926 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 +2025-05-10 14:13:49,721 - INFO - Training: cls_zice: 32.31560201644898; reg_zipnll: 137.19597961425782; aux_mae_loss_1: 82.403423538208; aux_mae_loss_2: 14.080904684066773; aux_mae_loss_4: 2.533628888130188; cnt_loss: 23.102935428619386; + + +2025-05-10 14:13:49,721 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 +2025-05-10 14:13:52,615 - INFO - Training: cls_zice: 30.53140790939331; reg_zipnll: 133.05652725219727; aux_mae_loss_1: 78.21519325256348; aux_mae_loss_2: 13.308762292861939; aux_mae_loss_4: 2.372205674648285; cnt_loss: 20.835067644119263; + + +2025-05-10 14:13:52,615 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 +2025-05-10 14:13:55,313 - INFO - Training: cls_zice: 29.610545220375062; reg_zipnll: 129.04344017028808; aux_mae_loss_1: 76.37100143432617; aux_mae_loss_2: 12.704761238098145; aux_mae_loss_4: 2.2246454668045046; cnt_loss: 18.334397401809692; + + +2025-05-10 14:13:55,313 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 +2025-05-10 14:13:58,122 - INFO - Training: cls_zice: 32.778632698059084; reg_zipnll: 131.6806248474121; aux_mae_loss_1: 81.58461196899414; aux_mae_loss_2: 13.594616603851318; aux_mae_loss_4: 2.403138611316681; cnt_loss: 22.300186491012575; + + +2025-05-10 14:13:58,123 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 +2025-05-10 14:14:00,995 - INFO - Training: cls_zice: 30.545818643569945; reg_zipnll: 125.21735610961915; aux_mae_loss_1: 77.33597442626953; aux_mae_loss_2: 12.764596128463745; aux_mae_loss_4: 2.248018617630005; cnt_loss: 19.029656085968018; + + +2025-05-10 14:14:00,995 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 +2025-05-10 14:14:03,690 - INFO - Training: cls_zice: 30.106887140274047; reg_zipnll: 127.42636276245118; aux_mae_loss_1: 78.54334732055663; aux_mae_loss_2: 12.738847637176514; aux_mae_loss_4: 2.181721038818359; cnt_loss: 18.17476625919342; + + +2025-05-10 14:14:03,690 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 +2025-05-10 14:14:06,481 - INFO - Training: cls_zice: 29.163743782043458; reg_zipnll: 130.416258392334; aux_mae_loss_1: 75.98040924072265; aux_mae_loss_2: 12.235530652999877; aux_mae_loss_4: 2.101768128871918; cnt_loss: 16.597797045707704; + + +2025-05-10 14:14:06,481 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 +2025-05-10 14:14:09,448 - INFO - Training: cls_zice: 29.000649366378784; reg_zipnll: 124.25030380249024; aux_mae_loss_1: 76.02998680114746; aux_mae_loss_2: 12.224504976272582; aux_mae_loss_4: 2.054718782901764; cnt_loss: 14.61936086654663; + + +2025-05-10 14:14:09,448 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 +2025-05-10 14:14:12,287 - INFO - Training: cls_zice: 27.51178699493408; reg_zipnll: 122.49679794311524; aux_mae_loss_1: 74.8008348083496; aux_mae_loss_2: 11.992544298171998; aux_mae_loss_4: 2.028609797954559; cnt_loss: 15.920531024932862; + + +2025-05-10 14:14:12,287 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 +2025-05-10 14:14:15,165 - INFO - Training: cls_zice: 29.97785313606262; reg_zipnll: 125.2112841796875; aux_mae_loss_1: 76.83661727905273; aux_mae_loss_2: 12.430400323867797; aux_mae_loss_4: 2.1305515003204345; cnt_loss: 17.729372806549073; + + +2025-05-10 14:14:15,165 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 +2025-05-10 14:14:18,027 - INFO - Training: cls_zice: 29.84971031665802; reg_zipnll: 123.05398483276367; aux_mae_loss_1: 75.95091087341308; aux_mae_loss_2: 12.521411666870117; aux_mae_loss_4: 2.2008736872673036; cnt_loss: 19.32076593399048; + + +2025-05-10 14:14:18,027 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 +2025-05-10 14:14:20,751 - INFO - Training: cls_zice: 32.87764737129211; reg_zipnll: 128.29813125610352; aux_mae_loss_1: 81.28715385437012; aux_mae_loss_2: 13.194676780700684; aux_mae_loss_4: 2.3136590409278868; cnt_loss: 19.22361562728882; + + +2025-05-10 14:14:20,752 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 +2025-05-10 14:14:23,512 - INFO - Training: cls_zice: 30.03174600124359; reg_zipnll: 125.26189308166504; aux_mae_loss_1: 76.22308197021485; aux_mae_loss_2: 12.115203323364257; aux_mae_loss_4: 2.065175747871399; cnt_loss: 15.81704574584961; + + +2025-05-10 14:14:23,512 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 +2025-05-10 14:14:26,242 - INFO - Training: cls_zice: 29.596507129669188; reg_zipnll: 123.21970642089843; aux_mae_loss_1: 78.379462890625; aux_mae_loss_2: 12.434060611724853; aux_mae_loss_4: 2.15410370349884; cnt_loss: 18.47996997833252; + + +2025-05-10 14:14:26,243 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 +2025-05-10 14:14:28,972 - INFO - Training: cls_zice: 30.275278987884523; reg_zipnll: 121.9888858795166; aux_mae_loss_1: 76.36261978149415; aux_mae_loss_2: 12.182347621917724; aux_mae_loss_4: 2.1065580463409423; cnt_loss: 17.652566413879395; + + +2025-05-10 14:14:28,973 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 +2025-05-10 14:14:31,801 - INFO - Training: cls_zice: 28.40375343322754; reg_zipnll: 122.32591857910157; aux_mae_loss_1: 74.38017562866212; aux_mae_loss_2: 11.780345525741577; aux_mae_loss_4: 2.036574966907501; cnt_loss: 17.63166766166687; + + +2025-05-10 14:14:31,802 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 +2025-05-10 14:14:34,482 - INFO - Training: cls_zice: 28.081903219223022; reg_zipnll: 120.26019668579102; aux_mae_loss_1: 74.3816887664795; aux_mae_loss_2: 11.639223918914794; aux_mae_loss_4: 1.9632437634468078; cnt_loss: 16.357530488967896; + + +2025-05-10 14:14:34,483 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 +2025-05-10 14:14:37,360 - INFO - Training: cls_zice: 30.939104871749876; reg_zipnll: 124.78396133422852; aux_mae_loss_1: 78.24884117126464; aux_mae_loss_2: 12.231374835968017; aux_mae_loss_4: 2.044329035282135; cnt_loss: 15.593597326278687; + + +2025-05-10 14:14:37,360 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 +2025-05-10 14:14:40,150 - INFO - Training: cls_zice: 28.936090631484987; reg_zipnll: 120.30632629394532; aux_mae_loss_1: 74.87810844421386; aux_mae_loss_2: 11.778126583099365; aux_mae_loss_4: 2.0366838121414186; cnt_loss: 18.95416853904724; + + +2025-05-10 14:14:40,378 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 +2025-05-10 14:14:43,111 - INFO - Training: cls_zice: 29.804561610221864; reg_zipnll: 117.30241577148438; aux_mae_loss_1: 73.85790565490723; aux_mae_loss_2: 11.466936178207398; aux_mae_loss_4: 1.9403174805641175; cnt_loss: 14.433267517089844; + + +2025-05-10 14:14:43,111 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 +2025-05-10 14:14:46,162 - INFO - Training: cls_zice: 28.786824579238893; reg_zipnll: 118.13702926635742; aux_mae_loss_1: 73.83149246215821; aux_mae_loss_2: 11.29226957321167; aux_mae_loss_4: 1.8797195720672608; cnt_loss: 14.106829290390015; + + +2025-05-10 14:14:46,163 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 +2025-05-10 14:14:48,889 - INFO - Training: cls_zice: 28.209322481155397; reg_zipnll: 114.84009117126465; aux_mae_loss_1: 72.94651992797851; aux_mae_loss_2: 11.262723035812378; aux_mae_loss_4: 1.862548063993454; cnt_loss: 13.53101203918457; + + +2025-05-10 14:14:48,889 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 +2025-05-10 14:14:51,598 - INFO - Training: cls_zice: 30.98326392173767; reg_zipnll: 115.75315002441407; aux_mae_loss_1: 76.1083731842041; aux_mae_loss_2: 11.542224950790406; aux_mae_loss_4: 1.9436324167251586; cnt_loss: 14.740171747207642; + + +2025-05-10 14:14:51,598 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 +2025-05-10 14:14:54,515 - INFO - Training: cls_zice: 29.800590796470644; reg_zipnll: 116.99238021850586; aux_mae_loss_1: 75.33141052246094; aux_mae_loss_2: 11.54601119041443; aux_mae_loss_4: 1.8950214743614198; cnt_loss: 13.458932294845582; + + +2025-05-10 14:14:54,515 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 +2025-05-10 14:14:57,234 - INFO - Training: cls_zice: 31.365490913391113; reg_zipnll: 121.54961318969727; aux_mae_loss_1: 77.76126091003418; aux_mae_loss_2: 11.663265275955201; aux_mae_loss_4: 1.925725965499878; cnt_loss: 13.919293823242187; + + +2025-05-10 14:14:57,235 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 +2025-05-10 14:14:59,941 - INFO - Training: cls_zice: 30.316655349731445; reg_zipnll: 116.7699787902832; aux_mae_loss_1: 74.65380432128906; aux_mae_loss_2: 11.42472092628479; aux_mae_loss_4: 1.8847019600868224; cnt_loss: 14.002265529632568; + + +2025-05-10 14:14:59,941 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 +2025-05-10 14:15:02,851 - INFO - Training: cls_zice: 30.359075145721434; reg_zipnll: 120.51691307067871; aux_mae_loss_1: 77.01247489929199; aux_mae_loss_2: 11.62183690071106; aux_mae_loss_4: 1.8912788510322571; cnt_loss: 13.180622863769532; + + +2025-05-10 14:15:02,852 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 +2025-05-10 14:15:05,712 - INFO - Training: cls_zice: 28.5073139667511; reg_zipnll: 116.64598587036133; aux_mae_loss_1: 74.11908493041992; aux_mae_loss_2: 11.193968057632446; aux_mae_loss_4: 1.8324327421188356; cnt_loss: 13.52958312034607; + + +2025-05-10 14:15:05,713 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 +2025-05-10 14:15:08,493 - INFO - Training: cls_zice: 27.751068539619446; reg_zipnll: 118.62300178527832; aux_mae_loss_1: 71.97023406982422; aux_mae_loss_2: 10.790864601135254; aux_mae_loss_4: 1.7543004512786866; cnt_loss: 12.25434555053711; + + +2025-05-10 14:15:08,493 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 +2025-05-10 14:15:11,256 - INFO - Training: cls_zice: 28.61759256362915; reg_zipnll: 117.38610679626464; aux_mae_loss_1: 74.69876930236816; aux_mae_loss_2: 11.625592775344849; aux_mae_loss_4: 2.0251019382476807; cnt_loss: 17.87424063682556; + + +2025-05-10 14:15:11,256 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 +2025-05-10 14:15:14,002 - INFO - Training: cls_zice: 28.840502331256868; reg_zipnll: 119.35306701660156; aux_mae_loss_1: 74.77442329406739; aux_mae_loss_2: 11.691431303024292; aux_mae_loss_4: 2.0267652344703673; cnt_loss: 17.290827980041502; + + +2025-05-10 14:15:14,002 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 +2025-05-10 14:15:16,863 - INFO - Training: cls_zice: 28.207329177856444; reg_zipnll: 119.78385177612304; aux_mae_loss_1: 73.09534355163574; aux_mae_loss_2: 11.21708402633667; aux_mae_loss_4: 1.883561944961548; cnt_loss: 15.187888178825379; + + +2025-05-10 14:15:16,863 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 +2025-05-10 14:15:19,779 - INFO - Training: cls_zice: 31.03817491531372; reg_zipnll: 114.23468566894532; aux_mae_loss_1: 76.94989227294921; aux_mae_loss_2: 11.856625757217408; aux_mae_loss_4: 2.025019443035126; cnt_loss: 16.29656744003296; + + +2025-05-10 14:15:19,780 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 +2025-05-10 14:15:22,572 - INFO - Training: cls_zice: 28.40081317424774; reg_zipnll: 115.49810562133788; aux_mae_loss_1: 71.68636627197266; aux_mae_loss_2: 10.854568815231323; aux_mae_loss_4: 1.8117405557632447; cnt_loss: 15.196242380142213; + + +2025-05-10 14:15:22,572 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 +2025-05-10 14:15:25,372 - INFO - Training: cls_zice: 29.436449489593507; reg_zipnll: 118.64334075927735; aux_mae_loss_1: 75.69953002929688; aux_mae_loss_2: 11.522778282165527; aux_mae_loss_4: 1.982703697681427; cnt_loss: 17.627605752944945; + + +2025-05-10 14:15:25,372 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 +2025-05-10 14:15:28,022 - INFO - Training: cls_zice: 27.81479896068573; reg_zipnll: 112.08900856018066; aux_mae_loss_1: 71.14842613220215; aux_mae_loss_2: 10.836634550094605; aux_mae_loss_4: 1.8382930111885072; cnt_loss: 14.395402927398681; + + +2025-05-10 14:15:28,023 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 +2025-05-10 14:15:30,732 - INFO - Training: cls_zice: 25.548029789924623; reg_zipnll: 109.57871955871582; aux_mae_loss_1: 69.40450103759765; aux_mae_loss_2: 10.596352367401122; aux_mae_loss_4: 1.7713883435726165; cnt_loss: 14.121422843933106; + + +2025-05-10 14:15:30,732 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 +2025-05-10 14:15:33,491 - INFO - Training: cls_zice: 25.77322280883789; reg_zipnll: 111.04133514404298; aux_mae_loss_1: 69.75876068115234; aux_mae_loss_2: 10.675482721328736; aux_mae_loss_4: 1.8606905436515808; cnt_loss: 16.023211822509765; + + +2025-05-10 14:15:33,491 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 +2025-05-10 14:15:36,237 - INFO - Training: cls_zice: 29.666802291870116; reg_zipnll: 116.56266952514649; aux_mae_loss_1: 74.86144485473633; aux_mae_loss_2: 11.369285469055177; aux_mae_loss_4: 1.9556307148933412; cnt_loss: 17.11541603088379; + + +2025-05-10 14:15:36,237 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 +2025-05-10 14:15:39,122 - INFO - Training: cls_zice: 28.0922513961792; reg_zipnll: 115.63148620605469; aux_mae_loss_1: 72.97840263366699; aux_mae_loss_2: 10.882088537216186; aux_mae_loss_4: 1.83917564868927; cnt_loss: 15.808675298690796; + + +2025-05-10 14:15:39,123 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 +2025-05-10 14:15:41,816 - INFO - Training: cls_zice: 30.32356152534485; reg_zipnll: 115.2530778503418; aux_mae_loss_1: 73.98375068664551; aux_mae_loss_2: 11.446872158050537; aux_mae_loss_4: 2.0245728945732115; cnt_loss: 19.896651215553284; + + +2025-05-10 14:15:41,817 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 +2025-05-10 14:15:44,698 - INFO - Training: cls_zice: 29.656244049072267; reg_zipnll: 114.52868343353272; aux_mae_loss_1: 73.87208015441894; aux_mae_loss_2: 11.064346179962158; aux_mae_loss_4: 1.8587159943580627; cnt_loss: 15.00488748550415; + + +2025-05-10 14:15:44,698 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 +2025-05-10 14:15:47,488 - INFO - Training: cls_zice: 29.26915922164917; reg_zipnll: 111.36094116210937; aux_mae_loss_1: 71.44795333862305; aux_mae_loss_2: 10.681891803741456; aux_mae_loss_4: 1.7849557304382324; cnt_loss: 14.89813554763794; + + +2025-05-10 14:15:47,488 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 +2025-05-10 14:15:50,288 - INFO - Training: cls_zice: 28.01003882408142; reg_zipnll: 110.96936279296875; aux_mae_loss_1: 71.48614570617676; aux_mae_loss_2: 10.511731977462768; aux_mae_loss_4: 1.7047312712669374; cnt_loss: 13.140363397598266; + + +2025-05-10 14:15:50,289 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 +2025-05-10 14:15:53,138 - INFO - Training: cls_zice: 28.220482778549194; reg_zipnll: 109.76332748413085; aux_mae_loss_1: 71.7187321472168; aux_mae_loss_2: 10.59940203666687; aux_mae_loss_4: 1.7676245093345642; cnt_loss: 15.434390406608582; + + +2025-05-10 14:15:53,138 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 +2025-05-10 14:15:56,079 - INFO - Training: cls_zice: 26.810071420669555; reg_zipnll: 106.17150398254394; aux_mae_loss_1: 67.07179054260254; aux_mae_loss_2: 9.743652610778808; aux_mae_loss_4: 1.5988937151432037; cnt_loss: 11.581730623245239; + + +2025-05-10 14:15:56,079 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 +2025-05-10 14:15:58,859 - INFO - Training: cls_zice: 27.473191475868227; reg_zipnll: 107.48631614685058; aux_mae_loss_1: 69.24816326141358; aux_mae_loss_2: 10.061644353866576; aux_mae_loss_4: 1.6692224276065826; cnt_loss: 12.73180567741394; + + +2025-05-10 14:15:58,859 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 +2025-05-10 14:16:01,646 - INFO - Training: cls_zice: 27.270740442276; reg_zipnll: 105.53874679565429; aux_mae_loss_1: 68.4186329650879; aux_mae_loss_2: 9.99968141555786; aux_mae_loss_4: 1.638962607383728; cnt_loss: 12.320197601318359; + + +2025-05-10 14:16:01,647 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 +2025-05-10 14:16:04,377 - INFO - Training: cls_zice: 27.980712966918944; reg_zipnll: 110.51662376403809; aux_mae_loss_1: 70.18056770324706; aux_mae_loss_2: 10.250012149810791; aux_mae_loss_4: 1.664838502407074; cnt_loss: 12.520501298904419; + + +2025-05-10 14:16:04,378 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 +2025-05-10 14:16:07,345 - INFO - Training: cls_zice: 27.06166437149048; reg_zipnll: 104.39074523925781; aux_mae_loss_1: 68.04587371826172; aux_mae_loss_2: 9.864956321716308; aux_mae_loss_4: 1.6051434183120727; cnt_loss: 11.978326711654663; + + +2025-05-10 14:16:07,346 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 +2025-05-10 14:16:10,110 - INFO - Training: cls_zice: 28.090551896095278; reg_zipnll: 109.83469970703125; aux_mae_loss_1: 70.93283439636231; aux_mae_loss_2: 10.239330835342408; aux_mae_loss_4: 1.6396074390411377; cnt_loss: 12.144238471984863; + + +2025-05-10 14:16:10,111 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 +2025-05-10 14:16:12,922 - INFO - Training: cls_zice: 28.293736577033997; reg_zipnll: 103.5904914855957; aux_mae_loss_1: 68.19653114318848; aux_mae_loss_2: 9.95859073638916; aux_mae_loss_4: 1.6158481597900392; cnt_loss: 11.33706705570221; + + +2025-05-10 14:16:12,922 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 +2025-05-10 14:16:15,934 - INFO - Training: cls_zice: 26.810832300186156; reg_zipnll: 103.17375213623046; aux_mae_loss_1: 67.63189079284668; aux_mae_loss_2: 9.832248525619507; aux_mae_loss_4: 1.594574247598648; cnt_loss: 11.562873754501343; + + +2025-05-10 14:16:15,934 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 +2025-05-10 14:16:18,683 - INFO - Training: cls_zice: 29.22075189590454; reg_zipnll: 103.64639762878419; aux_mae_loss_1: 69.26848411560059; aux_mae_loss_2: 10.030429487228394; aux_mae_loss_4: 1.64536496758461; cnt_loss: 12.106095566749573; + + +2025-05-10 14:16:18,683 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 +2025-05-10 14:16:21,410 - INFO - Training: cls_zice: 28.032002325057984; reg_zipnll: 108.65371726989746; aux_mae_loss_1: 69.47236877441406; aux_mae_loss_2: 10.235784406661987; aux_mae_loss_4: 1.6867865931987762; cnt_loss: 13.353921408653258; + + +2025-05-10 14:16:21,411 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 +2025-05-10 14:16:24,135 - INFO - Training: cls_zice: 26.191000671386718; reg_zipnll: 106.03103210449218; aux_mae_loss_1: 67.82494010925294; aux_mae_loss_2: 9.846772270202637; aux_mae_loss_4: 1.6294492173194886; cnt_loss: 13.067807130813598; + + +2025-05-10 14:16:24,135 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 +2025-05-10 14:16:26,803 - INFO - Training: cls_zice: 27.987510766983032; reg_zipnll: 104.73917579650879; aux_mae_loss_1: 68.72207069396973; aux_mae_loss_2: 9.836962623596191; aux_mae_loss_4: 1.5801890647411347; cnt_loss: 11.236885261535644; + + +2025-05-10 14:16:26,804 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 +2025-05-10 14:16:29,468 - INFO - Training: cls_zice: 25.624133701324464; reg_zipnll: 106.76201858520508; aux_mae_loss_1: 67.19056953430176; aux_mae_loss_2: 9.616750993728637; aux_mae_loss_4: 1.5463485324382782; cnt_loss: 11.244967079162597; + + +2025-05-10 14:16:29,469 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 +2025-05-10 14:16:32,289 - INFO - Training: cls_zice: 26.914957897663115; reg_zipnll: 105.87755218505859; aux_mae_loss_1: 68.49990333557129; aux_mae_loss_2: 9.745588846206665; aux_mae_loss_4: 1.59030615568161; cnt_loss: 11.559788093566894; + + +2025-05-10 14:16:32,289 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 +2025-05-10 14:16:35,137 - INFO - Training: cls_zice: 25.862854747772218; reg_zipnll: 103.78505424499512; aux_mae_loss_1: 64.56354621887208; aux_mae_loss_2: 9.220646266937257; aux_mae_loss_4: 1.453923635482788; cnt_loss: 9.504454593658448; + + +2025-05-10 14:16:35,137 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 +2025-05-10 14:16:37,954 - INFO - Training: cls_zice: 30.075637040138243; reg_zipnll: 107.32549140930176; aux_mae_loss_1: 71.92715438842774; aux_mae_loss_2: 10.252844686508178; aux_mae_loss_4: 1.6578446209430695; cnt_loss: 12.267150602340699; + + +2025-05-10 14:16:37,955 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 +2025-05-10 14:16:40,751 - INFO - Training: cls_zice: 27.045414390563966; reg_zipnll: 104.15506942749023; aux_mae_loss_1: 67.07125129699708; aux_mae_loss_2: 9.583014392852784; aux_mae_loss_4: 1.5396124231815338; cnt_loss: 10.667822823524475; + + +2025-05-10 14:16:40,752 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 +2025-05-10 14:16:43,597 - INFO - Training: cls_zice: 28.076831150054932; reg_zipnll: 106.95896858215332; aux_mae_loss_1: 69.55579612731934; aux_mae_loss_2: 9.926111078262329; aux_mae_loss_4: 1.5765005671977996; cnt_loss: 10.159044637680054; + + +2025-05-10 14:16:43,597 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 +2025-05-10 14:16:46,387 - INFO - Training: cls_zice: 27.216810417175292; reg_zipnll: 102.04469123840332; aux_mae_loss_1: 66.1876067352295; aux_mae_loss_2: 9.459367990493774; aux_mae_loss_4: 1.5048688232898713; cnt_loss: 9.571919941902161; + + +2025-05-10 14:16:46,388 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 +2025-05-10 14:16:49,252 - INFO - Training: cls_zice: 25.903450498580934; reg_zipnll: 105.62854751586914; aux_mae_loss_1: 66.68051338195801; aux_mae_loss_2: 9.553202419281005; aux_mae_loss_4: 1.4977712583541871; cnt_loss: 9.816056275367737; + + +2025-05-10 14:16:49,252 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 +2025-05-10 14:16:51,950 - INFO - Training: cls_zice: 27.756912002563478; reg_zipnll: 104.7134999847412; aux_mae_loss_1: 67.61199111938477; aux_mae_loss_2: 9.58474398612976; aux_mae_loss_4: 1.5145955324172973; cnt_loss: 9.36567458152771; + + +2025-05-10 14:16:51,950 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 +2025-05-10 14:16:54,834 - INFO - Training: cls_zice: 26.62443193435669; reg_zipnll: 100.76672943115234; aux_mae_loss_1: 66.90527931213379; aux_mae_loss_2: 9.58021484375; aux_mae_loss_4: 1.5386680221557618; cnt_loss: 10.169632482528687; + + +2025-05-10 14:16:54,834 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 +2025-05-10 14:16:57,538 - INFO - Training: cls_zice: 29.278180165290834; reg_zipnll: 105.96364418029785; aux_mae_loss_1: 70.04672714233398; aux_mae_loss_2: 9.980735454559326; aux_mae_loss_4: 1.5634083664417266; cnt_loss: 9.222184529304505; + + +2025-05-10 14:16:57,538 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 +2025-05-10 14:17:00,172 - INFO - Training: cls_zice: 25.557525618076326; reg_zipnll: 99.54930686950684; aux_mae_loss_1: 64.61806529998779; aux_mae_loss_2: 9.164010462760926; aux_mae_loss_4: 1.4584592247009278; cnt_loss: 9.404259214401245; + + +2025-05-10 14:17:00,344 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 +2025-05-10 14:17:03,225 - INFO - Training: cls_zice: 28.151404814720152; reg_zipnll: 107.0803302001953; aux_mae_loss_1: 69.47146797180176; aux_mae_loss_2: 10.106460800170899; aux_mae_loss_4: 1.6786805033683776; cnt_loss: 13.038512868881226; + + +2025-05-10 14:17:03,226 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 +2025-05-10 14:17:06,070 - INFO - Training: cls_zice: 28.154134106636047; reg_zipnll: 108.08169204711913; aux_mae_loss_1: 69.43832435607911; aux_mae_loss_2: 10.757957859039307; aux_mae_loss_4: 1.905999608039856; cnt_loss: 19.34913181781769; + + +2025-05-10 14:17:06,071 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 +2025-05-10 14:17:09,100 - INFO - Training: cls_zice: 29.699028415679933; reg_zipnll: 108.03800430297852; aux_mae_loss_1: 71.22549377441406; aux_mae_loss_2: 10.62454348564148; aux_mae_loss_4: 1.8067848539352418; cnt_loss: 14.86620819568634; + + +2025-05-10 14:17:09,100 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 +2025-05-10 14:17:11,928 - INFO - Training: cls_zice: 27.96831066131592; reg_zipnll: 104.09120643615722; aux_mae_loss_1: 66.98717109680176; aux_mae_loss_2: 9.79106032371521; aux_mae_loss_4: 1.6128820383548736; cnt_loss: 12.472298383712769; + + +2025-05-10 14:17:11,929 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 +2025-05-10 14:17:14,712 - INFO - Training: cls_zice: 26.63941674232483; reg_zipnll: 102.7792911529541; aux_mae_loss_1: 65.36727127075196; aux_mae_loss_2: 9.76291377067566; aux_mae_loss_4: 1.634898931980133; cnt_loss: 14.24877863407135; + + +2025-05-10 14:17:14,712 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 +2025-05-10 14:17:17,471 - INFO - Training: cls_zice: 28.30674108028412; reg_zipnll: 106.51322288513184; aux_mae_loss_1: 68.90501308441162; aux_mae_loss_2: 10.299582071304322; aux_mae_loss_4: 1.7654438591003419; cnt_loss: 15.760054340362549; + + +2025-05-10 14:17:17,471 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 +2025-05-10 14:17:20,358 - INFO - Training: cls_zice: 30.711775531768797; reg_zipnll: 104.10333305358887; aux_mae_loss_1: 70.32568321228027; aux_mae_loss_2: 10.429759578704834; aux_mae_loss_4: 1.73609907746315; cnt_loss: 14.078589096069337; + + +2025-05-10 14:17:20,358 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 +2025-05-10 14:17:23,202 - INFO - Training: cls_zice: 29.601817989349364; reg_zipnll: 103.1815252685547; aux_mae_loss_1: 69.9610417175293; aux_mae_loss_2: 10.370415496826173; aux_mae_loss_4: 1.7071720504760741; cnt_loss: 12.942271699905396; + + +2025-05-10 14:17:23,203 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 +2025-05-10 14:17:26,102 - INFO - Training: cls_zice: 28.504372873306274; reg_zipnll: 102.13251358032227; aux_mae_loss_1: 67.18563899993896; aux_mae_loss_2: 10.083493614196778; aux_mae_loss_4: 1.704588475227356; cnt_loss: 14.089190874099732; + + +2025-05-10 14:17:26,103 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 +2025-05-10 14:17:28,958 - INFO - Training: cls_zice: 28.136308851242067; reg_zipnll: 102.16827667236328; aux_mae_loss_1: 65.33070220947266; aux_mae_loss_2: 9.482821617126465; aux_mae_loss_4: 1.5497544968128205; cnt_loss: 10.763672037124634; + + +2025-05-10 14:17:28,958 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 +2025-05-10 14:17:31,853 - INFO - Training: cls_zice: 28.555886402130128; reg_zipnll: 100.00532791137695; aux_mae_loss_1: 65.23415435791016; aux_mae_loss_2: 9.656514024734497; aux_mae_loss_4: 1.5854629051685334; cnt_loss: 11.546073861122132; + + +2025-05-10 14:17:31,853 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 +2025-05-10 14:17:34,639 - INFO - Training: cls_zice: 27.769842014312744; reg_zipnll: 101.53993896484376; aux_mae_loss_1: 65.49981407165528; aux_mae_loss_2: 9.722581748962403; aux_mae_loss_4: 1.63908433675766; cnt_loss: 13.495578718185424; + + +2025-05-10 14:17:34,640 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 +2025-05-10 14:17:37,359 - INFO - Training: cls_zice: 27.356532440185546; reg_zipnll: 98.00523162841797; aux_mae_loss_1: 63.06282188415528; aux_mae_loss_2: 9.273811674118042; aux_mae_loss_4: 1.5362739968299866; cnt_loss: 11.453137171268462; + + +2025-05-10 14:17:37,359 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 +2025-05-10 14:17:40,094 - INFO - Training: cls_zice: 27.318059520721434; reg_zipnll: 98.4593327331543; aux_mae_loss_1: 63.99172019958496; aux_mae_loss_2: 9.516663022041321; aux_mae_loss_4: 1.6121036171913148; cnt_loss: 13.74647961616516; + + +2025-05-10 14:17:40,094 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 +2025-05-10 14:17:43,038 - INFO - Training: cls_zice: 26.53833239555359; reg_zipnll: 98.55174407958984; aux_mae_loss_1: 63.08016471862793; aux_mae_loss_2: 9.325243806838989; aux_mae_loss_4: 1.5925487995147705; cnt_loss: 13.839363822937012; + + +2025-05-10 14:17:43,039 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 +2025-05-10 14:17:45,840 - INFO - Training: cls_zice: 26.850681762695313; reg_zipnll: 98.9989900970459; aux_mae_loss_1: 63.69117958068848; aux_mae_loss_2: 9.530582180023194; aux_mae_loss_4: 1.5882048559188844; cnt_loss: 12.299873023033141; + + +2025-05-10 14:17:45,840 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 +2025-05-10 14:17:48,593 - INFO - Training: cls_zice: 27.880595874786376; reg_zipnll: 100.35099685668945; aux_mae_loss_1: 65.12882194519042; aux_mae_loss_2: 9.747709722518922; aux_mae_loss_4: 1.6691398644447326; cnt_loss: 14.124492034912109; + + +2025-05-10 14:17:48,593 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 +2025-05-10 14:17:51,506 - INFO - Training: cls_zice: 27.919250712394714; reg_zipnll: 100.58955825805664; aux_mae_loss_1: 64.4548193359375; aux_mae_loss_2: 9.509725894927978; aux_mae_loss_4: 1.5864984226226806; cnt_loss: 12.722180247306824; + + +2025-05-10 14:17:51,506 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 +2025-05-10 14:17:54,248 - INFO - Training: cls_zice: 27.878980865478514; reg_zipnll: 97.8157127380371; aux_mae_loss_1: 63.84106498718262; aux_mae_loss_2: 9.679658098220825; aux_mae_loss_4: 1.6676685261726378; cnt_loss: 14.801575164794922; + + +2025-05-10 14:17:54,248 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 +2025-05-10 14:17:56,981 - INFO - Training: cls_zice: 26.59166829586029; reg_zipnll: 97.51274864196778; aux_mae_loss_1: 63.46064826965332; aux_mae_loss_2: 9.469611282348632; aux_mae_loss_4: 1.601270545721054; cnt_loss: 12.831761646270753; + + +2025-05-10 14:17:56,982 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 +2025-05-10 14:17:59,769 - INFO - Training: cls_zice: 25.90588629245758; reg_zipnll: 96.3819189453125; aux_mae_loss_1: 60.952139129638674; aux_mae_loss_2: 9.127555980682374; aux_mae_loss_4: 1.5426396989822388; cnt_loss: 13.286498160362244; + + +2025-05-10 14:17:59,769 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 +2025-05-10 14:18:02,516 - INFO - Training: cls_zice: 25.983871235847474; reg_zipnll: 96.1916024017334; aux_mae_loss_1: 61.66351058959961; aux_mae_loss_2: 9.027226171493531; aux_mae_loss_4: 1.4670359933376311; cnt_loss: 9.962199339866638; + + +2025-05-10 14:18:02,516 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 +2025-05-10 14:18:05,262 - INFO - Training: cls_zice: 26.124585857391356; reg_zipnll: 92.82513893127441; aux_mae_loss_1: 61.035679779052735; aux_mae_loss_2: 8.96216227531433; aux_mae_loss_4: 1.4845487654209137; cnt_loss: 11.504285140037537; + + +2025-05-10 14:18:05,263 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 +2025-05-10 14:18:08,052 - INFO - Training: cls_zice: 27.937373332977295; reg_zipnll: 99.08292510986328; aux_mae_loss_1: 63.214278030395505; aux_mae_loss_2: 9.201438961029053; aux_mae_loss_4: 1.4935865581035614; cnt_loss: 11.00853636264801; + + +2025-05-10 14:18:08,053 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 +2025-05-10 14:18:10,813 - INFO - Training: cls_zice: 27.734581489562988; reg_zipnll: 97.97085433959961; aux_mae_loss_1: 62.0175687789917; aux_mae_loss_2: 8.991905403137206; aux_mae_loss_4: 1.4450790393352508; cnt_loss: 10.294220175743103; + + +2025-05-10 14:18:10,814 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 +2025-05-10 14:18:13,613 - INFO - Training: cls_zice: 27.117577848434447; reg_zipnll: 99.65857246398926; aux_mae_loss_1: 62.97957015991211; aux_mae_loss_2: 9.31285782814026; aux_mae_loss_4: 1.5366233777999878; cnt_loss: 12.376418910026551; + + +2025-05-10 14:18:13,614 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 +2025-05-10 14:18:16,338 - INFO - Training: cls_zice: 26.23508553981781; reg_zipnll: 96.55845825195313; aux_mae_loss_1: 61.19302505493164; aux_mae_loss_2: 9.007408456802368; aux_mae_loss_4: 1.4832491040229798; cnt_loss: 11.631989741325379; + + +2025-05-10 14:18:16,339 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 +2025-05-10 14:18:19,510 - INFO - Training: cls_zice: 28.04355529785156; reg_zipnll: 97.28917068481445; aux_mae_loss_1: 62.68007415771484; aux_mae_loss_2: 9.070514068603515; aux_mae_loss_4: 1.4583786916732788; cnt_loss: 9.786751384735107; + + +2025-05-10 14:18:19,511 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 +2025-05-10 14:18:22,286 - INFO - Training: cls_zice: 27.558569540977476; reg_zipnll: 95.22031295776367; aux_mae_loss_1: 61.842074394226074; aux_mae_loss_2: 8.992551069259644; aux_mae_loss_4: 1.4286097812652587; cnt_loss: 9.445051021575928; + + +2025-05-10 14:18:22,287 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 +2025-05-10 14:18:25,000 - INFO - Training: cls_zice: 25.71273077249527; reg_zipnll: 92.29495693206788; aux_mae_loss_1: 58.86594310760498; aux_mae_loss_2: 8.50965742111206; aux_mae_loss_4: 1.3866687035560608; cnt_loss: 9.971463055610657; + + +2025-05-10 14:18:25,000 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 +2025-05-10 14:18:27,900 - INFO - Training: cls_zice: 26.434234572649004; reg_zipnll: 90.61415405273438; aux_mae_loss_1: 60.23810848236084; aux_mae_loss_2: 8.785393824577332; aux_mae_loss_4: 1.4277509379386901; cnt_loss: 10.150471405982971; + + +2025-05-10 14:18:27,900 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 +2025-05-10 14:18:30,578 - INFO - Training: cls_zice: 26.608833060264587; reg_zipnll: 96.33790901184082; aux_mae_loss_1: 60.55121002197266; aux_mae_loss_2: 8.928879890441895; aux_mae_loss_4: 1.4891867804527283; cnt_loss: 11.149934449195861; + + +2025-05-10 14:18:30,578 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 +2025-05-10 14:18:33,401 - INFO - Training: cls_zice: 28.20562289237976; reg_zipnll: 94.87839553833008; aux_mae_loss_1: 63.09362064361572; aux_mae_loss_2: 9.280924186706542; aux_mae_loss_4: 1.519439091682434; cnt_loss: 11.378367586135864; + + +2025-05-10 14:18:33,402 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 +2025-05-10 14:18:36,301 - INFO - Training: cls_zice: 25.743483760356902; reg_zipnll: 89.35260028839112; aux_mae_loss_1: 58.14120738983154; aux_mae_loss_2: 8.43012043952942; aux_mae_loss_4: 1.3761727654933928; cnt_loss: 10.166433820724487; + + +2025-05-10 14:18:36,302 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 +2025-05-10 14:18:39,159 - INFO - Training: cls_zice: 26.78123761177063; reg_zipnll: 95.1777014541626; aux_mae_loss_1: 60.03492622375488; aux_mae_loss_2: 8.536897706985474; aux_mae_loss_4: 1.3605642247200012; cnt_loss: 8.892239799499512; + + +2025-05-10 14:18:39,159 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 +2025-05-10 14:18:41,905 - INFO - Training: cls_zice: 24.7993088054657; reg_zipnll: 92.2664115524292; aux_mae_loss_1: 58.71251308441162; aux_mae_loss_2: 8.458309478759766; aux_mae_loss_4: 1.3664782047271729; cnt_loss: 9.57570404291153; + + +2025-05-10 14:18:41,905 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 +2025-05-10 14:18:44,638 - INFO - Training: cls_zice: 27.21211486816406; reg_zipnll: 97.54599605560303; aux_mae_loss_1: 60.79884914398193; aux_mae_loss_2: 8.685355310440064; aux_mae_loss_4: 1.372367856502533; cnt_loss: 8.625976285934449; + + +2025-05-10 14:18:44,639 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 +2025-05-10 14:18:47,603 - INFO - Training: cls_zice: 25.272251834869383; reg_zipnll: 94.04643188476562; aux_mae_loss_1: 58.088306732177735; aux_mae_loss_2: 8.34886450767517; aux_mae_loss_4: 1.3388234984874725; cnt_loss: 9.184888591766358; + + +2025-05-10 14:18:47,603 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 +2025-05-10 14:18:50,251 - INFO - Training: cls_zice: 26.373513008356095; reg_zipnll: 96.26958488464355; aux_mae_loss_1: 60.573278274536136; aux_mae_loss_2: 8.767042407989502; aux_mae_loss_4: 1.4442168974876404; cnt_loss: 12.358423027992249; + + +2025-05-10 14:18:50,251 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 +2025-05-10 14:18:53,169 - INFO - Training: cls_zice: 26.977269706726073; reg_zipnll: 90.49156356811524; aux_mae_loss_1: 58.35874259948731; aux_mae_loss_2: 8.48766321182251; aux_mae_loss_4: 1.3699270176887512; cnt_loss: 9.973969178199768; + + +2025-05-10 14:18:53,169 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 +2025-05-10 14:18:56,004 - INFO - Training: cls_zice: 27.531542198657988; reg_zipnll: 95.54745727539063; aux_mae_loss_1: 61.06895610809326; aux_mae_loss_2: 8.869507417678832; aux_mae_loss_4: 1.4473257780075073; cnt_loss: 11.121679124832154; + + +2025-05-10 14:18:56,004 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 +2025-05-10 14:18:58,849 - INFO - Training: cls_zice: 25.34606460571289; reg_zipnll: 90.44474609375; aux_mae_loss_1: 56.59358608245849; aux_mae_loss_2: 8.250780324935914; aux_mae_loss_4: 1.3040129518508912; cnt_loss: 9.040438585281372; + + +2025-05-10 14:18:58,850 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 +2025-05-10 14:19:01,642 - INFO - Training: cls_zice: 26.014056663513184; reg_zipnll: 95.35121662139892; aux_mae_loss_1: 59.07570838928223; aux_mae_loss_2: 8.381930170059205; aux_mae_loss_4: 1.315217616558075; cnt_loss: 8.310064239501953; + + +2025-05-10 14:19:01,642 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 +2025-05-10 14:19:04,267 - INFO - Training: cls_zice: 24.569420642852783; reg_zipnll: 90.09501640319824; aux_mae_loss_1: 55.976029319763185; aux_mae_loss_2: 8.063313293457032; aux_mae_loss_4: 1.2822533321380616; cnt_loss: 8.523339915275574; + + +2025-05-10 14:19:04,267 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 +2025-05-10 14:19:06,982 - INFO - Training: cls_zice: 25.44085283279419; reg_zipnll: 88.9271826171875; aux_mae_loss_1: 56.672707633972166; aux_mae_loss_2: 8.094932804107666; aux_mae_loss_4: 1.287819801568985; cnt_loss: 8.06519953250885; + + +2025-05-10 14:19:06,983 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 +2025-05-10 14:19:09,876 - INFO - Training: cls_zice: 25.987807321548463; reg_zipnll: 91.79754188537598; aux_mae_loss_1: 57.895847129821775; aux_mae_loss_2: 8.276050338745117; aux_mae_loss_4: 1.3001933157444001; cnt_loss: 8.252928891181945; + + +2025-05-10 14:19:09,877 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 +2025-05-10 14:19:12,722 - INFO - Training: cls_zice: 25.33415021896362; reg_zipnll: 93.01351493835449; aux_mae_loss_1: 58.043540954589844; aux_mae_loss_2: 8.225765857696533; aux_mae_loss_4: 1.2889118719100952; cnt_loss: 8.402124891281128; + + +2025-05-10 14:19:12,723 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 +2025-05-10 14:19:15,518 - INFO - Training: cls_zice: 26.64373003959656; reg_zipnll: 92.02228805541992; aux_mae_loss_1: 58.055155220031736; aux_mae_loss_2: 8.11550470352173; aux_mae_loss_4: 1.2759645748138428; cnt_loss: 7.329633164405823; + + +2025-05-10 14:19:15,519 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 +2025-05-10 14:19:18,374 - INFO - Training: cls_zice: 23.780484325885773; reg_zipnll: 85.22865924835205; aux_mae_loss_1: 54.235894222259525; aux_mae_loss_2: 7.885844116210937; aux_mae_loss_4: 1.2677840495109558; cnt_loss: 9.046191453933716; + + +2025-05-10 14:19:18,374 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 +2025-05-10 14:19:34,819 - INFO - Training: cls_zice: 26.419999237060548; reg_zipnll: 91.9372151184082; aux_mae_loss_1: 58.54296504974365; aux_mae_loss_2: 8.26775933265686; aux_mae_loss_4: 1.2959027898311615; cnt_loss: 7.480266611576081; +2025-05-10 14:19:35,001 - INFO - Evaluation: +Curr mae: 10.8606; Best mae: 10.8606; inf; inf; inf; inf; +Curr rmse: 17.6442; Best rmse: 17.6442; inf; inf; inf; inf; +Curr nae: 0.0916; Best nae: 0.0916; inf; inf; inf; inf; + + + +2025-05-10 14:19:35,165 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 +2025-05-10 14:19:51,766 - INFO - Training: cls_zice: 27.582536764144898; reg_zipnll: 92.14642532348633; aux_mae_loss_1: 58.773984565734864; aux_mae_loss_2: 8.255834922790527; aux_mae_loss_4: 1.3004464519023895; cnt_loss: 8.19576856136322; +2025-05-10 14:19:51,940 - INFO - Evaluation: +Curr mae: 12.6100; Best mae: 10.8606; 12.6100; inf; inf; inf; +Curr rmse: 19.9883; Best rmse: 17.6442; 19.9883; inf; inf; inf; +Curr nae: 0.1040; Best nae: 0.0916; 0.1040; inf; inf; inf; + + + +2025-05-10 14:19:51,940 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 +2025-05-10 14:20:08,206 - INFO - Training: cls_zice: 24.388121519088745; reg_zipnll: 91.53054061889648; aux_mae_loss_1: 55.36278202056885; aux_mae_loss_2: 7.857071619033814; aux_mae_loss_4: 1.2595525395870208; cnt_loss: 8.40276780128479; +2025-05-10 14:20:08,396 - INFO - Evaluation: +Curr mae: 10.8667; Best mae: 10.8606; 10.8667; 12.6100; inf; inf; +Curr rmse: 17.2258; Best rmse: 17.2258; 17.6442; 19.9883; inf; inf; +Curr nae: 0.0969; Best nae: 0.0916; 0.0969; 0.1040; inf; inf; + + + +2025-05-10 14:20:08,397 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 +2025-05-10 14:20:24,877 - INFO - Training: cls_zice: 27.254081983566284; reg_zipnll: 92.18069473266601; aux_mae_loss_1: 58.57917350769043; aux_mae_loss_2: 8.257273740768433; aux_mae_loss_4: 1.3221672284603119; cnt_loss: 8.553126606941223; +2025-05-10 14:20:25,081 - INFO - Evaluation: +Curr mae: 10.7111; Best mae: 10.7111; 10.8606; 10.8667; 12.6100; inf; +Curr rmse: 17.4186; Best rmse: 17.2258; 17.4186; 17.6442; 19.9883; inf; +Curr nae: 0.0885; Best nae: 0.0885; 0.0916; 0.0969; 0.1040; inf; + + + +2025-05-10 14:20:25,081 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 +2025-05-10 14:20:41,479 - INFO - Training: cls_zice: 25.43854751586914; reg_zipnll: 89.78908081054688; aux_mae_loss_1: 55.82586624145508; aux_mae_loss_2: 7.7277908039093015; aux_mae_loss_4: 1.1853064703941345; cnt_loss: 6.484515891075135; +2025-05-10 14:20:41,671 - INFO - Evaluation: +Curr mae: 11.4568; Best mae: 10.7111; 10.8606; 10.8667; 11.4568; 12.6100; +Curr rmse: 17.9432; Best rmse: 17.2258; 17.4186; 17.6442; 17.9432; 19.9883; +Curr nae: 0.0931; Best nae: 0.0885; 0.0916; 0.0931; 0.0969; 0.1040; + + + +2025-05-10 14:20:41,671 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 +2025-05-10 14:20:58,060 - INFO - Training: cls_zice: 24.34288230419159; reg_zipnll: 88.15228740692139; aux_mae_loss_1: 55.535397148132326; aux_mae_loss_2: 7.793246755599975; aux_mae_loss_4: 1.202873808145523; cnt_loss: 7.016479802131653; +2025-05-10 14:20:58,272 - INFO - Evaluation: +Curr mae: 10.5080; Best mae: 10.5080; 10.7111; 10.8606; 10.8667; 11.4568; +Curr rmse: 16.8048; Best rmse: 16.8048; 17.2258; 17.4186; 17.6442; 17.9432; +Curr nae: 0.0891; Best nae: 0.0885; 0.0891; 0.0916; 0.0931; 0.0969; + + + +2025-05-10 14:20:58,272 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 +2025-05-10 14:21:14,749 - INFO - Training: cls_zice: 25.815126304626464; reg_zipnll: 92.2271964263916; aux_mae_loss_1: 57.17267517089844; aux_mae_loss_2: 7.989419488906861; aux_mae_loss_4: 1.265200105905533; cnt_loss: 7.819876751899719; +2025-05-10 14:21:14,932 - INFO - Evaluation: +Curr mae: 10.5399; Best mae: 10.5080; 10.5399; 10.7111; 10.8606; 10.8667; +Curr rmse: 16.5216; Best rmse: 16.5216; 16.8048; 17.2258; 17.4186; 17.6442; +Curr nae: 0.0921; Best nae: 0.0885; 0.0891; 0.0916; 0.0921; 0.0931; + + + +2025-05-10 14:21:14,933 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 +2025-05-10 14:21:31,564 - INFO - Training: cls_zice: 26.48744801044464; reg_zipnll: 93.20075157165527; aux_mae_loss_1: 58.5624674987793; aux_mae_loss_2: 8.150561647415161; aux_mae_loss_4: 1.2756345760822296; cnt_loss: 8.056368980407715; +2025-05-10 14:21:31,764 - INFO - Evaluation: +Curr mae: 10.3278; Best mae: 10.3278; 10.5080; 10.5399; 10.7111; 10.8606; +Curr rmse: 16.6108; Best rmse: 16.5216; 16.6108; 16.8048; 17.2258; 17.4186; +Curr nae: 0.0879; Best nae: 0.0879; 0.0885; 0.0891; 0.0916; 0.0921; + + + +2025-05-10 14:21:31,764 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 +2025-05-10 14:21:48,308 - INFO - Training: cls_zice: 26.346162023544313; reg_zipnll: 88.89855140686035; aux_mae_loss_1: 57.871546592712406; aux_mae_loss_2: 8.24469744682312; aux_mae_loss_4: 1.2954637956619264; cnt_loss: 7.872845764160156; +2025-05-10 14:21:48,505 - INFO - Evaluation: +Curr mae: 10.7936; Best mae: 10.3278; 10.5080; 10.5399; 10.7111; 10.7936; +Curr rmse: 17.1084; Best rmse: 16.5216; 16.6108; 16.8048; 17.1084; 17.2258; +Curr nae: 0.0885; Best nae: 0.0879; 0.0885; 0.0885; 0.0891; 0.0916; + + + +2025-05-10 14:21:48,505 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 +2025-05-10 14:22:04,956 - INFO - Training: cls_zice: 27.66615801811218; reg_zipnll: 94.78677040100098; aux_mae_loss_1: 59.796534843444825; aux_mae_loss_2: 8.352417011260986; aux_mae_loss_4: 1.3246729624271394; cnt_loss: 8.232385244369507; +2025-05-10 14:22:05,149 - INFO - Evaluation: +Curr mae: 10.5154; Best mae: 10.3278; 10.5080; 10.5154; 10.5399; 10.7111; +Curr rmse: 16.9781; Best rmse: 16.5216; 16.6108; 16.8048; 16.9781; 17.1084; +Curr nae: 0.0880; Best nae: 0.0879; 0.0880; 0.0885; 0.0885; 0.0891; + + + +2025-05-10 14:22:05,149 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 +2025-05-10 14:22:21,680 - INFO - Training: cls_zice: 27.110452880859373; reg_zipnll: 87.19297584533692; aux_mae_loss_1: 58.69595718383789; aux_mae_loss_2: 8.178179693222045; aux_mae_loss_4: 1.2606603920459747; cnt_loss: 6.5929202198982235; +2025-05-10 14:22:21,681 - INFO - Evaluation: +Curr mae: 11.0662; Best mae: 10.3278; 10.5080; 10.5154; 10.5399; 10.7111; +Curr rmse: 17.2933; Best rmse: 16.5216; 16.6108; 16.8048; 16.9781; 17.1084; +Curr nae: 0.0908; Best nae: 0.0879; 0.0880; 0.0885; 0.0885; 0.0891; + + + +2025-05-10 14:22:21,681 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 +2025-05-10 14:22:37,933 - INFO - Training: cls_zice: 27.27986729621887; reg_zipnll: 91.18803001403809; aux_mae_loss_1: 58.2388196182251; aux_mae_loss_2: 8.220100755691528; aux_mae_loss_4: 1.2889922606945037; cnt_loss: 7.514923703670502; +2025-05-10 14:22:38,053 - INFO - Evaluation: +Curr mae: 10.8046; Best mae: 10.3278; 10.5080; 10.5154; 10.5399; 10.7111; +Curr rmse: 17.0697; Best rmse: 16.5216; 16.6108; 16.8048; 16.9781; 17.0697; +Curr nae: 0.0887; Best nae: 0.0879; 0.0880; 0.0885; 0.0885; 0.0887; + + + +2025-05-10 14:22:38,054 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 +2025-05-10 14:22:54,568 - INFO - Training: cls_zice: 26.289661993980406; reg_zipnll: 90.15093238830566; aux_mae_loss_1: 56.80574031829834; aux_mae_loss_2: 7.936745061874389; aux_mae_loss_4: 1.212888822555542; cnt_loss: 6.3586083602905275; +2025-05-10 14:22:54,712 - INFO - Evaluation: +Curr mae: 10.6952; Best mae: 10.3278; 10.5080; 10.5154; 10.5399; 10.6952; +Curr rmse: 17.0208; Best rmse: 16.5216; 16.6108; 16.8048; 16.9781; 17.0208; +Curr nae: 0.0888; Best nae: 0.0879; 0.0880; 0.0885; 0.0885; 0.0887; + + + +2025-05-10 14:22:54,712 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 +2025-05-10 14:23:11,070 - INFO - Training: cls_zice: 24.476841115951537; reg_zipnll: 88.50710838317872; aux_mae_loss_1: 55.19861625671387; aux_mae_loss_2: 7.735596284866333; aux_mae_loss_4: 1.2050113832950593; cnt_loss: 7.100070090293884; +2025-05-10 14:23:11,071 - INFO - Evaluation: +Curr mae: 10.9424; Best mae: 10.3278; 10.5080; 10.5154; 10.5399; 10.6952; +Curr rmse: 17.4353; Best rmse: 16.5216; 16.6108; 16.8048; 16.9781; 17.0208; +Curr nae: 0.0907; Best nae: 0.0879; 0.0880; 0.0885; 0.0885; 0.0887; + + + +2025-05-10 14:23:11,071 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 +2025-05-10 14:23:27,394 - INFO - Training: cls_zice: 25.60451961517334; reg_zipnll: 89.80974689483642; aux_mae_loss_1: 56.54447593688965; aux_mae_loss_2: 7.859885859489441; aux_mae_loss_4: 1.2136839067935943; cnt_loss: 6.639905209541321; +2025-05-10 14:23:27,519 - INFO - Evaluation: +Curr mae: 10.3920; Best mae: 10.3278; 10.3920; 10.5080; 10.5154; 10.5399; +Curr rmse: 16.4103; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9781; +Curr nae: 0.0894; Best nae: 0.0879; 0.0880; 0.0885; 0.0885; 0.0887; + + + +2025-05-10 14:23:27,519 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 +2025-05-10 14:23:44,879 - INFO - Training: cls_zice: 25.903628835678102; reg_zipnll: 90.92840873718262; aux_mae_loss_1: 56.53381607055664; aux_mae_loss_2: 7.951507406234741; aux_mae_loss_4: 1.2104772222042084; cnt_loss: 6.556199655532837; +2025-05-10 14:23:44,913 - INFO - Evaluation: +Curr mae: 10.6054; Best mae: 10.3278; 10.3920; 10.5080; 10.5154; 10.5399; +Curr rmse: 17.2670; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9781; +Curr nae: 0.0892; Best nae: 0.0879; 0.0880; 0.0885; 0.0885; 0.0887; + + + +2025-05-10 14:23:44,913 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 +2025-05-10 14:24:01,599 - INFO - Training: cls_zice: 25.415351133346558; reg_zipnll: 89.77630424499512; aux_mae_loss_1: 56.455916023254396; aux_mae_loss_2: 7.92109130859375; aux_mae_loss_4: 1.2218715393543242; cnt_loss: 6.527399077415466; +2025-05-10 14:24:01,599 - INFO - Evaluation: +Curr mae: 10.6777; Best mae: 10.3278; 10.3920; 10.5080; 10.5154; 10.5399; +Curr rmse: 17.1425; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9781; +Curr nae: 0.0904; Best nae: 0.0879; 0.0880; 0.0885; 0.0885; 0.0887; + + + +2025-05-10 14:24:01,600 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 +2025-05-10 14:24:17,890 - INFO - Training: cls_zice: 24.407514934539794; reg_zipnll: 88.05702507019043; aux_mae_loss_1: 54.4478023147583; aux_mae_loss_2: 7.595138006210327; aux_mae_loss_4: 1.1555153787136079; cnt_loss: 5.744167981147766; +2025-05-10 14:24:18,034 - INFO - Evaluation: +Curr mae: 10.5953; Best mae: 10.3278; 10.3920; 10.5080; 10.5154; 10.5399; +Curr rmse: 16.9121; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9121; +Curr nae: 0.0884; Best nae: 0.0879; 0.0880; 0.0884; 0.0885; 0.0885; + + + +2025-05-10 14:24:18,034 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 +2025-05-10 14:24:34,454 - INFO - Training: cls_zice: 22.425943014025687; reg_zipnll: 87.63269214630127; aux_mae_loss_1: 52.494048805236815; aux_mae_loss_2: 7.389283437728881; aux_mae_loss_4: 1.1532015854120254; cnt_loss: 6.212330617904663; +2025-05-10 14:24:34,455 - INFO - Evaluation: +Curr mae: 10.7969; Best mae: 10.3278; 10.3920; 10.5080; 10.5154; 10.5399; +Curr rmse: 17.4738; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9121; +Curr nae: 0.0899; Best nae: 0.0879; 0.0880; 0.0884; 0.0885; 0.0885; + + + +2025-05-10 14:24:34,455 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 +2025-05-10 14:24:50,837 - INFO - Training: cls_zice: 26.25010515213013; reg_zipnll: 89.395184135437; aux_mae_loss_1: 56.51651332855224; aux_mae_loss_2: 7.8572407245635985; aux_mae_loss_4: 1.1993097233772279; cnt_loss: 6.038205361366272; +2025-05-10 14:24:50,960 - INFO - Evaluation: +Curr mae: 10.4621; Best mae: 10.3278; 10.3920; 10.4621; 10.5080; 10.5154; +Curr rmse: 17.2073; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9121; +Curr nae: 0.0857; Best nae: 0.0857; 0.0879; 0.0880; 0.0884; 0.0885; + + + +2025-05-10 14:24:50,960 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 +2025-05-10 14:25:07,398 - INFO - Training: cls_zice: 25.90983158111572; reg_zipnll: 92.08953422546386; aux_mae_loss_1: 57.32208793640137; aux_mae_loss_2: 8.06079231262207; aux_mae_loss_4: 1.2207322609424591; cnt_loss: 6.104145140647888; +2025-05-10 14:25:07,461 - INFO - Evaluation: +Curr mae: 10.5549; Best mae: 10.3278; 10.3920; 10.4621; 10.5080; 10.5154; +Curr rmse: 17.2353; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9121; +Curr nae: 0.0866; Best nae: 0.0857; 0.0866; 0.0879; 0.0880; 0.0884; + + + +2025-05-10 14:25:07,462 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 +2025-05-10 14:25:23,877 - INFO - Training: cls_zice: 23.48839842557907; reg_zipnll: 85.6453229522705; aux_mae_loss_1: 53.0279093170166; aux_mae_loss_2: 7.292049508094788; aux_mae_loss_4: 1.0941860246658326; cnt_loss: 5.117672693729401; +2025-05-10 14:25:24,088 - INFO - Evaluation: +Curr mae: 10.5021; Best mae: 10.3278; 10.3920; 10.4621; 10.5021; 10.5080; +Curr rmse: 17.2081; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9121; +Curr nae: 0.0869; Best nae: 0.0857; 0.0866; 0.0869; 0.0879; 0.0880; + + + +2025-05-10 14:25:24,088 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 +2025-05-10 14:25:40,561 - INFO - Training: cls_zice: 26.919199254512787; reg_zipnll: 90.74130546569825; aux_mae_loss_1: 57.52281795501709; aux_mae_loss_2: 7.940764379501343; aux_mae_loss_4: 1.1963244795799255; cnt_loss: 5.981700639724732; +2025-05-10 14:25:40,562 - INFO - Evaluation: +Curr mae: 10.5513; Best mae: 10.3278; 10.3920; 10.4621; 10.5021; 10.5080; +Curr rmse: 17.1535; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9121; +Curr nae: 0.0902; Best nae: 0.0857; 0.0866; 0.0869; 0.0879; 0.0880; + + + +2025-05-10 14:25:40,562 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 +2025-05-10 14:25:57,093 - INFO - Training: cls_zice: 24.093749618530275; reg_zipnll: 89.21046669006347; aux_mae_loss_1: 54.9380086517334; aux_mae_loss_2: 7.630673189163208; aux_mae_loss_4: 1.1642062747478485; cnt_loss: 6.106435227394104; +2025-05-10 14:25:57,093 - INFO - Evaluation: +Curr mae: 10.5121; Best mae: 10.3278; 10.3920; 10.4621; 10.5021; 10.5080; +Curr rmse: 17.0323; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9121; +Curr nae: 0.0896; Best nae: 0.0857; 0.0866; 0.0869; 0.0879; 0.0880; + + + +2025-05-10 14:25:57,094 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 +2025-05-10 14:26:13,591 - INFO - Training: cls_zice: 23.820797271728516; reg_zipnll: 85.93562240600586; aux_mae_loss_1: 53.29858684539795; aux_mae_loss_2: 7.306402053833008; aux_mae_loss_4: 1.1341962158679961; cnt_loss: 5.48010050535202; +2025-05-10 14:26:13,592 - INFO - Evaluation: +Curr mae: 10.5477; Best mae: 10.3278; 10.3920; 10.4621; 10.5021; 10.5080; +Curr rmse: 17.1118; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.9121; +Curr nae: 0.0886; Best nae: 0.0857; 0.0866; 0.0869; 0.0879; 0.0880; + + + +2025-05-10 14:26:13,592 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 +2025-05-10 14:26:29,824 - INFO - Training: cls_zice: 28.258155975341797; reg_zipnll: 89.63835861206054; aux_mae_loss_1: 58.5344217300415; aux_mae_loss_2: 8.009248170852661; aux_mae_loss_4: 1.2116858339309693; cnt_loss: 6.004556818008423; +2025-05-10 14:26:30,006 - INFO - Evaluation: +Curr mae: 10.3371; Best mae: 10.3278; 10.3371; 10.3920; 10.4621; 10.5021; +Curr rmse: 16.8606; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.8606; +Curr nae: 0.0871; Best nae: 0.0857; 0.0866; 0.0869; 0.0871; 0.0879; + + + +2025-05-10 14:26:30,006 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 +2025-05-10 14:26:46,345 - INFO - Training: cls_zice: 26.07073037147522; reg_zipnll: 89.158521194458; aux_mae_loss_1: 57.5936722946167; aux_mae_loss_2: 8.028779916763305; aux_mae_loss_4: 1.232662398815155; cnt_loss: 6.313288192749024; +2025-05-10 14:26:46,635 - INFO - Evaluation: +Curr mae: 10.2445; Best mae: 10.2445; 10.3278; 10.3371; 10.3920; 10.4621; +Curr rmse: 16.8400; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.8400; +Curr nae: 0.0864; Best nae: 0.0857; 0.0864; 0.0866; 0.0869; 0.0871; + + + +2025-05-10 14:26:46,635 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 +2025-05-10 14:27:03,178 - INFO - Training: cls_zice: 25.231015605926515; reg_zipnll: 91.33789367675782; aux_mae_loss_1: 55.62552993774414; aux_mae_loss_2: 7.766076011657715; aux_mae_loss_4: 1.1810281097888946; cnt_loss: 5.746609830856324; +2025-05-10 14:27:03,302 - INFO - Evaluation: +Curr mae: 10.2903; Best mae: 10.2445; 10.2903; 10.3278; 10.3371; 10.3920; +Curr rmse: 16.9345; Best rmse: 16.4103; 16.5216; 16.6108; 16.8048; 16.8400; +Curr nae: 0.0860; Best nae: 0.0857; 0.0860; 0.0864; 0.0866; 0.0869; + + + +2025-05-10 14:27:03,302 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 +2025-05-10 14:27:19,842 - INFO - Training: cls_zice: 24.936203265190123; reg_zipnll: 90.53804779052734; aux_mae_loss_1: 56.350516166687015; aux_mae_loss_2: 7.770007104873657; aux_mae_loss_4: 1.1600889658927918; cnt_loss: 5.652832803726196; +2025-05-10 14:27:20,214 - INFO - Evaluation: +Curr mae: 10.3498; Best mae: 10.2445; 10.2903; 10.3278; 10.3371; 10.3498; +Curr rmse: 16.7306; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8048; +Curr nae: 0.0858; Best nae: 0.0857; 0.0858; 0.0860; 0.0864; 0.0866; + + + +2025-05-10 14:27:20,215 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 +2025-05-10 14:27:36,692 - INFO - Training: cls_zice: 27.007206382751466; reg_zipnll: 88.02833549499512; aux_mae_loss_1: 57.13204109191894; aux_mae_loss_2: 7.995047626495361; aux_mae_loss_4: 1.2215905058383942; cnt_loss: 6.073671293258667; +2025-05-10 14:27:36,975 - INFO - Evaluation: +Curr mae: 10.2920; Best mae: 10.2445; 10.2903; 10.2920; 10.3278; 10.3371; +Curr rmse: 16.8034; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.0859; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0864; + + + +2025-05-10 14:27:36,975 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 +2025-05-10 14:27:53,741 - INFO - Training: cls_zice: 24.56591283798218; reg_zipnll: 90.00680877685546; aux_mae_loss_1: 54.72244113922119; aux_mae_loss_2: 7.613514919281005; aux_mae_loss_4: 1.1572951531410218; cnt_loss: 5.533524215221405; +2025-05-10 14:27:53,906 - INFO - Evaluation: +Curr mae: 10.2724; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 16.8412; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.0862; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:27:53,907 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 +2025-05-10 14:28:10,273 - INFO - Training: cls_zice: 26.115949954986572; reg_zipnll: 88.32370407104492; aux_mae_loss_1: 57.097455444335935; aux_mae_loss_2: 8.373285808563232; aux_mae_loss_4: 1.3768246817588805; cnt_loss: 10.699016075134278; +2025-05-10 14:28:10,274 - INFO - Evaluation: +Curr mae: 12.0014; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.7461; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1001; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:28:10,274 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 +2025-05-10 14:28:26,785 - INFO - Training: cls_zice: 30.628467512130737; reg_zipnll: 97.37106071472168; aux_mae_loss_1: 62.968540573120116; aux_mae_loss_2: 9.364281997680663; aux_mae_loss_4: 1.5913268876075746; cnt_loss: 13.436275424957275; +2025-05-10 14:28:26,786 - INFO - Evaluation: +Curr mae: 11.6612; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.1606; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1109; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:28:26,786 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 +2025-05-10 14:28:43,175 - INFO - Training: cls_zice: 25.093627939224245; reg_zipnll: 92.6516015625; aux_mae_loss_1: 57.50610248565674; aux_mae_loss_2: 8.591818342208862; aux_mae_loss_4: 1.4546558499336242; cnt_loss: 11.837202186584472; +2025-05-10 14:28:43,176 - INFO - Evaluation: +Curr mae: 13.3639; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 21.5664; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1150; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:28:43,176 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 +2025-05-10 14:28:59,809 - INFO - Training: cls_zice: 26.692524394989015; reg_zipnll: 92.67388488769531; aux_mae_loss_1: 57.030355262756345; aux_mae_loss_2: 8.395223808288574; aux_mae_loss_4: 1.4133473908901215; cnt_loss: 11.34656107902527; +2025-05-10 14:28:59,810 - INFO - Evaluation: +Curr mae: 13.6903; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 21.9846; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1166; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:28:59,810 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 +2025-05-10 14:29:16,246 - INFO - Training: cls_zice: 27.20273983001709; reg_zipnll: 93.36834518432617; aux_mae_loss_1: 59.24592498779297; aux_mae_loss_2: 9.215721445083618; aux_mae_loss_4: 1.6326426589488983; cnt_loss: 15.613258085250855; +2025-05-10 14:29:16,247 - INFO - Evaluation: +Curr mae: 13.8992; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.5038; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1153; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:29:16,247 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 +2025-05-10 14:29:32,616 - INFO - Training: cls_zice: 28.921739597320556; reg_zipnll: 91.73845710754395; aux_mae_loss_1: 60.816010818481445; aux_mae_loss_2: 9.271566877365112; aux_mae_loss_4: 1.6101195621490478; cnt_loss: 14.018655061721802; +2025-05-10 14:29:32,617 - INFO - Evaluation: +Curr mae: 14.2371; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 21.5733; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1224; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:29:32,618 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 +2025-05-10 14:29:48,945 - INFO - Training: cls_zice: 27.255731105804443; reg_zipnll: 93.6940908050537; aux_mae_loss_1: 59.57410167694092; aux_mae_loss_2: 8.872616128921509; aux_mae_loss_4: 1.4905367064476014; cnt_loss: 12.365771651268005; +2025-05-10 14:29:48,946 - INFO - Evaluation: +Curr mae: 16.5200; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 24.6339; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1228; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:29:48,946 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 +2025-05-10 14:30:05,350 - INFO - Training: cls_zice: 24.58388596534729; reg_zipnll: 89.42315948486328; aux_mae_loss_1: 55.657115058898924; aux_mae_loss_2: 8.412689695358276; aux_mae_loss_4: 1.4591971850395202; cnt_loss: 13.011829690933228; +2025-05-10 14:30:05,351 - INFO - Evaluation: +Curr mae: 14.4105; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 23.3176; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1228; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:30:05,351 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 +2025-05-10 14:30:21,680 - INFO - Training: cls_zice: 26.341129212379457; reg_zipnll: 88.18390914916992; aux_mae_loss_1: 56.91797164916992; aux_mae_loss_2: 8.39649899482727; aux_mae_loss_4: 1.397937833070755; cnt_loss: 10.716209392547608; +2025-05-10 14:30:21,681 - INFO - Evaluation: +Curr mae: 13.9980; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 24.7418; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1114; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:30:21,681 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 +2025-05-10 14:30:38,180 - INFO - Training: cls_zice: 28.13992395401001; reg_zipnll: 90.47188415527344; aux_mae_loss_1: 59.733792533874514; aux_mae_loss_2: 8.732976794242859; aux_mae_loss_4: 1.4420286428928375; cnt_loss: 10.653729147911072; +2025-05-10 14:30:38,181 - INFO - Evaluation: +Curr mae: 16.0876; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 24.3622; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1257; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:30:38,181 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 +2025-05-10 14:30:54,740 - INFO - Training: cls_zice: 25.97704111099243; reg_zipnll: 89.2189023590088; aux_mae_loss_1: 57.04650539398193; aux_mae_loss_2: 8.504601187705994; aux_mae_loss_4: 1.4246988487243653; cnt_loss: 11.121734156608582; +2025-05-10 14:30:54,741 - INFO - Evaluation: +Curr mae: 11.5743; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.7414; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.0986; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:30:54,742 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 +2025-05-10 14:31:11,191 - INFO - Training: cls_zice: 26.762059593200682; reg_zipnll: 93.09546096801758; aux_mae_loss_1: 57.727418479919436; aux_mae_loss_2: 8.831084423065185; aux_mae_loss_4: 1.5564173829555512; cnt_loss: 14.518937559127808; +2025-05-10 14:31:11,192 - INFO - Evaluation: +Curr mae: 12.2055; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.1486; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1005; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:31:11,192 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 +2025-05-10 14:31:27,996 - INFO - Training: cls_zice: 25.115264263153076; reg_zipnll: 90.78962310791016; aux_mae_loss_1: 55.23371307373047; aux_mae_loss_2: 8.282634420394897; aux_mae_loss_4: 1.3719024109840392; cnt_loss: 10.579458575248719; +2025-05-10 14:31:27,997 - INFO - Evaluation: +Curr mae: 12.1993; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.0923; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1098; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:31:27,997 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 +2025-05-10 14:31:44,386 - INFO - Training: cls_zice: 24.669926620721817; reg_zipnll: 87.5153872680664; aux_mae_loss_1: 55.07875164031982; aux_mae_loss_2: 8.01093273639679; aux_mae_loss_4: 1.2919969749450684; cnt_loss: 8.634859380722046; +2025-05-10 14:31:44,386 - INFO - Evaluation: +Curr mae: 12.2379; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.1834; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1066; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:31:44,387 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 +2025-05-10 14:32:02,788 - INFO - Training: cls_zice: 26.45537649154663; reg_zipnll: 88.92230087280274; aux_mae_loss_1: 56.36772331237793; aux_mae_loss_2: 8.271060214042663; aux_mae_loss_4: 1.3711270785331726; cnt_loss: 10.428188161849976; +2025-05-10 14:32:02,788 - INFO - Evaluation: +Curr mae: 13.0050; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.2237; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1108; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:32:02,789 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 +2025-05-10 14:32:19,345 - INFO - Training: cls_zice: 25.93509344100952; reg_zipnll: 87.67801933288574; aux_mae_loss_1: 56.293075485229494; aux_mae_loss_2: 8.14381374359131; aux_mae_loss_4: 1.3043876600265503; cnt_loss: 9.021379299163819; +2025-05-10 14:32:19,350 - INFO - Evaluation: +Curr mae: 13.8206; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 22.1526; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1065; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:32:19,351 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 +2025-05-10 14:32:35,600 - INFO - Training: cls_zice: 25.35833153247833; reg_zipnll: 88.04070823669434; aux_mae_loss_1: 55.16201667785644; aux_mae_loss_2: 8.108681526184082; aux_mae_loss_4: 1.3493588650226593; cnt_loss: 10.871582407951355; +2025-05-10 14:32:35,601 - INFO - Evaluation: +Curr mae: 12.7028; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.2626; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1034; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:32:35,601 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 +2025-05-10 14:32:52,030 - INFO - Training: cls_zice: 27.66833532333374; reg_zipnll: 90.373564453125; aux_mae_loss_1: 59.17299354553223; aux_mae_loss_2: 8.649679908752441; aux_mae_loss_4: 1.4527604222297668; cnt_loss: 10.50768837928772; +2025-05-10 14:32:52,031 - INFO - Evaluation: +Curr mae: 13.1520; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.5826; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1118; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:32:52,031 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 +2025-05-10 14:33:08,333 - INFO - Training: cls_zice: 24.020319740772248; reg_zipnll: 90.93550315856933; aux_mae_loss_1: 53.35305919647217; aux_mae_loss_2: 7.785661578178406; aux_mae_loss_4: 1.2583813083171844; cnt_loss: 8.87870740890503; +2025-05-10 14:33:08,334 - INFO - Evaluation: +Curr mae: 12.1231; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.7734; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1115; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:33:08,334 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 +2025-05-10 14:33:24,673 - INFO - Training: cls_zice: 26.008920865058897; reg_zipnll: 89.74201843261719; aux_mae_loss_1: 56.25034553527832; aux_mae_loss_2: 8.157463665008544; aux_mae_loss_4: 1.3336241745948791; cnt_loss: 9.889721937179566; +2025-05-10 14:33:24,674 - INFO - Evaluation: +Curr mae: 13.0045; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.1217; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1085; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:33:24,840 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 +2025-05-10 14:33:41,393 - INFO - Training: cls_zice: 26.099430418014528; reg_zipnll: 87.95755599975585; aux_mae_loss_1: 56.70250617980957; aux_mae_loss_2: 8.578116703033448; aux_mae_loss_4: 1.5093277347087861; cnt_loss: 13.902343754768372; +2025-05-10 14:33:41,394 - INFO - Evaluation: +Curr mae: 12.9517; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.1279; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1055; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:33:41,394 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 +2025-05-10 14:33:57,719 - INFO - Training: cls_zice: 25.913012943267823; reg_zipnll: 88.65135955810547; aux_mae_loss_1: 55.548513107299804; aux_mae_loss_2: 8.116059865951538; aux_mae_loss_4: 1.3354791045188903; cnt_loss: 9.429511923789978; +2025-05-10 14:33:57,720 - INFO - Evaluation: +Curr mae: 13.6507; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 23.5611; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1078; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:33:57,720 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 +2025-05-10 14:34:13,788 - INFO - Training: cls_zice: 25.16371152639389; reg_zipnll: 84.44019889831543; aux_mae_loss_1: 53.0420560836792; aux_mae_loss_2: 7.9101619625091555; aux_mae_loss_4: 1.3271224176883698; cnt_loss: 10.996489410400391; +2025-05-10 14:34:13,789 - INFO - Evaluation: +Curr mae: 12.8128; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 21.0903; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1012; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:34:13,789 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 +2025-05-10 14:34:29,959 - INFO - Training: cls_zice: 25.929334983825683; reg_zipnll: 87.60599220275878; aux_mae_loss_1: 54.374449005126955; aux_mae_loss_2: 7.976302614212036; aux_mae_loss_4: 1.3296626472473145; cnt_loss: 10.270665085315704; +2025-05-10 14:34:29,960 - INFO - Evaluation: +Curr mae: 11.7853; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.7777; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.0994; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:34:29,960 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 +2025-05-10 14:34:46,451 - INFO - Training: cls_zice: 26.631929121017457; reg_zipnll: 88.58050827026368; aux_mae_loss_1: 56.51944801330566; aux_mae_loss_2: 8.531435041427612; aux_mae_loss_4: 1.4543954920768738; cnt_loss: 11.929696941375733; +2025-05-10 14:34:46,452 - INFO - Evaluation: +Curr mae: 13.0067; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.5072; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1184; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:34:46,452 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 +2025-05-10 14:35:02,675 - INFO - Training: cls_zice: 26.060119705200194; reg_zipnll: 87.30597373962402; aux_mae_loss_1: 54.44644474029541; aux_mae_loss_2: 7.883548440933228; aux_mae_loss_4: 1.2799071407318114; cnt_loss: 8.709205403327942; +2025-05-10 14:35:02,676 - INFO - Evaluation: +Curr mae: 11.7769; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.8246; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1018; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:35:02,677 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 +2025-05-10 14:35:19,120 - INFO - Training: cls_zice: 27.380816402435304; reg_zipnll: 87.82814674377441; aux_mae_loss_1: 56.011117477416995; aux_mae_loss_2: 8.054867219924926; aux_mae_loss_4: 1.3085030651092528; cnt_loss: 9.172433881759643; +2025-05-10 14:35:19,121 - INFO - Evaluation: +Curr mae: 12.9598; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.5246; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.1074; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:35:19,121 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 +2025-05-10 14:35:35,531 - INFO - Training: cls_zice: 23.796485936641695; reg_zipnll: 85.23377285003662; aux_mae_loss_1: 53.65664089202881; aux_mae_loss_2: 7.914691610336304; aux_mae_loss_4: 1.3064819598197936; cnt_loss: 10.104866876602173; +2025-05-10 14:35:35,532 - INFO - Evaluation: +Curr mae: 11.2111; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.2214; Best rmse: 16.4103; 16.5216; 16.6108; 16.7306; 16.8034; +Curr nae: 0.0935; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:35:35,532 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 +2025-05-10 14:35:51,985 - INFO - Training: cls_zice: 22.596060638427733; reg_zipnll: 85.15805030822754; aux_mae_loss_1: 50.795870552062986; aux_mae_loss_2: 7.338320035934448; aux_mae_loss_4: 1.1931788170337676; cnt_loss: 8.259353542327881; +2025-05-10 14:35:52,047 - INFO - Evaluation: +Curr mae: 11.4330; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 16.4695; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1141; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:35:52,047 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 +2025-05-10 14:36:08,487 - INFO - Training: cls_zice: 25.7968932390213; reg_zipnll: 87.40973953247071; aux_mae_loss_1: 53.74819690704346; aux_mae_loss_2: 7.816315097808838; aux_mae_loss_4: 1.2744648098945617; cnt_loss: 8.741562061309814; +2025-05-10 14:36:08,488 - INFO - Evaluation: +Curr mae: 13.1848; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 21.0852; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1062; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:36:08,488 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 +2025-05-10 14:36:24,790 - INFO - Training: cls_zice: 25.153196358680724; reg_zipnll: 83.87376068115235; aux_mae_loss_1: 52.33581001281738; aux_mae_loss_2: 7.680948538780212; aux_mae_loss_4: 1.246910547018051; cnt_loss: 8.362541146278382; +2025-05-10 14:36:24,791 - INFO - Evaluation: +Curr mae: 12.8508; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.1519; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1113; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:36:24,791 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 +2025-05-10 14:36:41,124 - INFO - Training: cls_zice: 23.047040219306947; reg_zipnll: 79.34795364379883; aux_mae_loss_1: 49.8953515625; aux_mae_loss_2: 7.256464214324951; aux_mae_loss_4: 1.1702846390008927; cnt_loss: 7.8472731399536135; +2025-05-10 14:36:41,125 - INFO - Evaluation: +Curr mae: 13.1567; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.8337; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1120; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:36:41,125 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 +2025-05-10 14:36:57,906 - INFO - Training: cls_zice: 26.242198677062987; reg_zipnll: 85.5600309753418; aux_mae_loss_1: 54.49890716552734; aux_mae_loss_2: 7.992682971954346; aux_mae_loss_4: 1.3349647629261017; cnt_loss: 10.685348739624024; +2025-05-10 14:36:57,907 - INFO - Evaluation: +Curr mae: 11.6040; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.1037; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1021; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:36:57,907 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 +2025-05-10 14:37:14,347 - INFO - Training: cls_zice: 26.422048063278197; reg_zipnll: 85.07249565124512; aux_mae_loss_1: 54.44650676727295; aux_mae_loss_2: 7.888696613311768; aux_mae_loss_4: 1.3028127467632293; cnt_loss: 9.445125889778136; +2025-05-10 14:37:14,348 - INFO - Evaluation: +Curr mae: 13.4684; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.2128; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1232; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:37:14,348 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 +2025-05-10 14:37:31,115 - INFO - Training: cls_zice: 21.978189053535463; reg_zipnll: 82.84218551635742; aux_mae_loss_1: 48.86212913513184; aux_mae_loss_2: 7.033345551490783; aux_mae_loss_4: 1.1161238372325897; cnt_loss: 6.736579284667969; +2025-05-10 14:37:31,115 - INFO - Evaluation: +Curr mae: 12.8460; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.6473; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1066; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:37:31,115 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 +2025-05-10 14:37:47,771 - INFO - Training: cls_zice: 26.82485007762909; reg_zipnll: 86.09438026428222; aux_mae_loss_1: 55.37670234680176; aux_mae_loss_2: 8.052225704193114; aux_mae_loss_4: 1.3157991755008698; cnt_loss: 10.375735952854157; +2025-05-10 14:37:47,772 - INFO - Evaluation: +Curr mae: 12.6237; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.9889; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.0965; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:37:47,772 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 +2025-05-10 14:38:04,170 - INFO - Training: cls_zice: 23.77837290763855; reg_zipnll: 83.54239837646485; aux_mae_loss_1: 51.36818077087403; aux_mae_loss_2: 7.59682225227356; aux_mae_loss_4: 1.244178637266159; cnt_loss: 9.185214190483093; +2025-05-10 14:38:04,178 - INFO - Evaluation: +Curr mae: 13.3948; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.0028; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1306; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:38:04,178 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 +2025-05-10 14:38:20,406 - INFO - Training: cls_zice: 23.99430861234665; reg_zipnll: 81.51942077636718; aux_mae_loss_1: 51.12478809356689; aux_mae_loss_2: 7.405754590034485; aux_mae_loss_4: 1.1978549242019654; cnt_loss: 7.908714544773102; +2025-05-10 14:38:20,408 - INFO - Evaluation: +Curr mae: 12.0202; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.0375; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.0998; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:38:20,408 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 +2025-05-10 14:38:36,948 - INFO - Training: cls_zice: 22.96944486618042; reg_zipnll: 82.83280059814453; aux_mae_loss_1: 49.24932949066162; aux_mae_loss_2: 7.092874445915222; aux_mae_loss_4: 1.1525636672973634; cnt_loss: 7.595290188789368; +2025-05-10 14:38:36,949 - INFO - Evaluation: +Curr mae: 11.9765; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.5830; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1072; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:38:36,949 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 +2025-05-10 14:38:53,287 - INFO - Training: cls_zice: 25.88581337928772; reg_zipnll: 85.66913307189941; aux_mae_loss_1: 53.11842025756836; aux_mae_loss_2: 7.62921781539917; aux_mae_loss_4: 1.1972248792648315; cnt_loss: 7.303686842918396; +2025-05-10 14:38:53,288 - INFO - Evaluation: +Curr mae: 14.3205; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 21.3968; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1208; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:38:53,289 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 +2025-05-10 14:39:09,813 - INFO - Training: cls_zice: 28.556410450935363; reg_zipnll: 85.16157409667969; aux_mae_loss_1: 55.65011081695557; aux_mae_loss_2: 7.9096728515625; aux_mae_loss_4: 1.2557735884189605; cnt_loss: 7.400821752548218; +2025-05-10 14:39:09,815 - INFO - Evaluation: +Curr mae: 11.2899; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.6019; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.0904; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:39:09,815 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 +2025-05-10 14:39:26,322 - INFO - Training: cls_zice: 26.237032022476196; reg_zipnll: 84.47997924804687; aux_mae_loss_1: 53.33061695098877; aux_mae_loss_2: 7.717974681854248; aux_mae_loss_4: 1.2589269518852233; cnt_loss: 9.721696925163268; +2025-05-10 14:39:26,323 - INFO - Evaluation: +Curr mae: 11.1130; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.2635; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.0935; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:39:26,324 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 +2025-05-10 14:39:42,730 - INFO - Training: cls_zice: 25.574899787902833; reg_zipnll: 85.64303886413575; aux_mae_loss_1: 52.773641967773436; aux_mae_loss_2: 7.748041410446167; aux_mae_loss_4: 1.2715650653839112; cnt_loss: 9.143022050857544; +2025-05-10 14:39:42,731 - INFO - Evaluation: +Curr mae: 13.9479; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.0624; Best rmse: 16.4103; 16.4695; 16.5216; 16.6108; 16.7306; +Curr nae: 0.1195; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:39:42,731 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 +2025-05-10 14:39:58,943 - INFO - Training: cls_zice: 24.840281314849854; reg_zipnll: 81.9474122619629; aux_mae_loss_1: 51.141054725646974; aux_mae_loss_2: 7.328517622947693; aux_mae_loss_4: 1.164773713350296; cnt_loss: 7.449389128684998; +2025-05-10 14:39:59,007 - INFO - Evaluation: +Curr mae: 10.3396; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 15.6697; Best rmse: 15.6697; 16.4103; 16.4695; 16.5216; 16.6108; +Curr nae: 0.0888; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:39:59,007 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 +2025-05-10 14:40:15,487 - INFO - Training: cls_zice: 24.968218126296996; reg_zipnll: 80.67495338439942; aux_mae_loss_1: 51.092499542236325; aux_mae_loss_2: 7.543141555786133; aux_mae_loss_4: 1.2187810546159745; cnt_loss: 7.55616180896759; +2025-05-10 14:40:15,488 - INFO - Evaluation: +Curr mae: 10.9714; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.5553; Best rmse: 15.6697; 16.4103; 16.4695; 16.5216; 16.6108; +Curr nae: 0.0901; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:40:15,488 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 +2025-05-10 14:40:31,526 - INFO - Training: cls_zice: 25.13981107711792; reg_zipnll: 82.47169006347656; aux_mae_loss_1: 51.444054794311526; aux_mae_loss_2: 7.399554915428162; aux_mae_loss_4: 1.174689415693283; cnt_loss: 7.715767931938172; +2025-05-10 14:40:31,527 - INFO - Evaluation: +Curr mae: 10.9524; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 16.8590; Best rmse: 15.6697; 16.4103; 16.4695; 16.5216; 16.6108; +Curr nae: 0.0984; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:40:31,527 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 +2025-05-10 14:40:50,434 - INFO - Training: cls_zice: 24.108365058898926; reg_zipnll: 85.10147491455078; aux_mae_loss_1: 50.271062774658205; aux_mae_loss_2: 7.184361362457276; aux_mae_loss_4: 1.1561059200763701; cnt_loss: 7.163194141387939; +2025-05-10 14:40:50,435 - INFO - Evaluation: +Curr mae: 11.1370; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.1285; Best rmse: 15.6697; 16.4103; 16.4695; 16.5216; 16.6108; +Curr nae: 0.0951; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:40:50,435 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 +2025-05-10 14:41:06,745 - INFO - Training: cls_zice: 26.21077639579773; reg_zipnll: 84.67316612243653; aux_mae_loss_1: 52.822298774719236; aux_mae_loss_2: 7.5636775684356685; aux_mae_loss_4: 1.1959805333614348; cnt_loss: 7.400531010627747; +2025-05-10 14:41:06,746 - INFO - Evaluation: +Curr mae: 11.1580; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.2113; Best rmse: 15.6697; 16.4103; 16.4695; 16.5216; 16.6108; +Curr nae: 0.0907; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:41:06,746 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 +2025-05-10 14:41:23,309 - INFO - Training: cls_zice: 24.727720197439194; reg_zipnll: 84.98350036621093; aux_mae_loss_1: 51.93522361755371; aux_mae_loss_2: 7.555648746490479; aux_mae_loss_4: 1.2260365855693818; cnt_loss: 8.635652406215668; +2025-05-10 14:41:23,310 - INFO - Evaluation: +Curr mae: 12.0313; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.2000; Best rmse: 15.6697; 16.4103; 16.4695; 16.5216; 16.6108; +Curr nae: 0.1018; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:41:23,310 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 +2025-05-10 14:41:39,849 - INFO - Training: cls_zice: 25.421247005462646; reg_zipnll: 84.41959625244141; aux_mae_loss_1: 51.654196891784665; aux_mae_loss_2: 7.44731068611145; aux_mae_loss_4: 1.1876483237743378; cnt_loss: 7.378883991241455; +2025-05-10 14:41:39,850 - INFO - Evaluation: +Curr mae: 10.7751; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 16.7440; Best rmse: 15.6697; 16.4103; 16.4695; 16.5216; 16.6108; +Curr nae: 0.0912; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:41:39,850 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 +2025-05-10 14:41:57,658 - INFO - Training: cls_zice: 26.754927797317507; reg_zipnll: 81.95593978881836; aux_mae_loss_1: 52.330000953674315; aux_mae_loss_2: 7.587857394218445; aux_mae_loss_4: 1.2183581519126891; cnt_loss: 7.992105894088745; +2025-05-10 14:41:57,659 - INFO - Evaluation: +Curr mae: 11.5166; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.1318; Best rmse: 15.6697; 16.4103; 16.4695; 16.5216; 16.6108; +Curr nae: 0.0965; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:41:57,659 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 +2025-05-10 14:42:13,960 - INFO - Training: cls_zice: 24.352607488632202; reg_zipnll: 81.48986137390136; aux_mae_loss_1: 49.57831832885742; aux_mae_loss_2: 7.116361198425293; aux_mae_loss_4: 1.1540159678459168; cnt_loss: 6.908300721645356; +2025-05-10 14:42:14,043 - INFO - Evaluation: +Curr mae: 10.4700; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 16.0432; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.0887; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:42:14,043 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 +2025-05-10 14:42:30,315 - INFO - Training: cls_zice: 24.239653673171997; reg_zipnll: 81.09041805267334; aux_mae_loss_1: 50.29251892089844; aux_mae_loss_2: 7.071027097702026; aux_mae_loss_4: 1.116435568332672; cnt_loss: 6.915152049064636; +2025-05-10 14:42:30,316 - INFO - Evaluation: +Curr mae: 11.2718; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.7741; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.0936; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:42:30,316 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 +2025-05-10 14:42:46,708 - INFO - Training: cls_zice: 25.774554233551026; reg_zipnll: 82.99321632385254; aux_mae_loss_1: 51.31414920806885; aux_mae_loss_2: 7.3859056901931766; aux_mae_loss_4: 1.1839911985397338; cnt_loss: 7.842328524589538; +2025-05-10 14:42:46,709 - INFO - Evaluation: +Curr mae: 12.0553; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.1368; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.1083; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:42:46,709 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 +2025-05-10 14:43:04,365 - INFO - Training: cls_zice: 24.59930587768555; reg_zipnll: 83.30136299133301; aux_mae_loss_1: 49.5549921798706; aux_mae_loss_2: 7.166754026412963; aux_mae_loss_4: 1.1691615509986877; cnt_loss: 8.279109666347503; +2025-05-10 14:43:04,366 - INFO - Evaluation: +Curr mae: 11.3458; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.7535; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.0934; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:43:04,366 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 +2025-05-10 14:43:20,786 - INFO - Training: cls_zice: 25.562259426116942; reg_zipnll: 84.96915672302246; aux_mae_loss_1: 51.440024871826175; aux_mae_loss_2: 7.439355368614197; aux_mae_loss_4: 1.1734601414203645; cnt_loss: 7.961415810585022; +2025-05-10 14:43:20,787 - INFO - Evaluation: +Curr mae: 11.3311; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 16.6609; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.0963; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:43:20,788 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 +2025-05-10 14:43:37,214 - INFO - Training: cls_zice: 24.586722621917726; reg_zipnll: 84.20123130798339; aux_mae_loss_1: 51.24839290618897; aux_mae_loss_2: 7.423838596343995; aux_mae_loss_4: 1.1958261919021607; cnt_loss: 8.075767560005188; +2025-05-10 14:43:37,215 - INFO - Evaluation: +Curr mae: 11.8666; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.1726; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.0985; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:43:37,216 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 +2025-05-10 14:43:54,059 - INFO - Training: cls_zice: 24.5804328250885; reg_zipnll: 85.94053245544434; aux_mae_loss_1: 50.60834133148193; aux_mae_loss_2: 7.442743129730225; aux_mae_loss_4: 1.2309019827842713; cnt_loss: 9.119098987579346; +2025-05-10 14:43:54,060 - INFO - Evaluation: +Curr mae: 12.1213; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 19.1544; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.1092; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:43:54,060 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 +2025-05-10 14:44:11,516 - INFO - Training: cls_zice: 25.790365171432494; reg_zipnll: 81.46162223815918; aux_mae_loss_1: 51.1723666381836; aux_mae_loss_2: 7.439048061370849; aux_mae_loss_4: 1.1933245849609375; cnt_loss: 7.333712463378906; +2025-05-10 14:44:11,517 - INFO - Evaluation: +Curr mae: 12.5696; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 20.0090; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.1071; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:44:11,517 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 +2025-05-10 14:44:28,024 - INFO - Training: cls_zice: 24.96974739074707; reg_zipnll: 87.10638862609864; aux_mae_loss_1: 52.10585014343262; aux_mae_loss_2: 7.361814475059509; aux_mae_loss_4: 1.1808417308330537; cnt_loss: 7.238609294891358; +2025-05-10 14:44:28,025 - INFO - Evaluation: +Curr mae: 10.8519; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 17.5622; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.0941; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:44:28,025 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 +2025-05-10 14:44:44,502 - INFO - Training: cls_zice: 25.594333934783936; reg_zipnll: 80.37768039703369; aux_mae_loss_1: 50.825403175354005; aux_mae_loss_2: 7.324719958305359; aux_mae_loss_4: 1.1922794783115387; cnt_loss: 8.50198712348938; +2025-05-10 14:44:44,503 - INFO - Evaluation: +Curr mae: 11.4790; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 18.9324; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5216; +Curr nae: 0.1098; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:44:44,503 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 +2025-05-10 14:45:01,684 - INFO - Training: cls_zice: 26.16829605102539; reg_zipnll: 81.34049934387207; aux_mae_loss_1: 51.33085800170898; aux_mae_loss_2: 7.371307215690613; aux_mae_loss_4: 1.1884429168701172; cnt_loss: 7.81933767080307; +2025-05-10 14:45:01,745 - INFO - Evaluation: +Curr mae: 10.4629; Best mae: 10.2445; 10.2724; 10.2903; 10.2920; 10.3278; +Curr rmse: 16.5154; Best rmse: 15.6697; 16.0432; 16.4103; 16.4695; 16.5154; +Curr nae: 0.0927; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:45:01,745 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 +2025-05-10 14:45:18,802 - INFO - Training: cls_zice: 25.811158208847047; reg_zipnll: 85.0038835144043; aux_mae_loss_1: 52.83760166168213; aux_mae_loss_2: 7.524824991226196; aux_mae_loss_4: 1.1633751118183135; cnt_loss: 6.983362793922424; +2025-05-10 14:45:19,072 - INFO - Evaluation: +Curr mae: 10.1003; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 16.1516; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.0884; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:45:19,072 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 +2025-05-10 14:45:35,461 - INFO - Training: cls_zice: 24.826884717941283; reg_zipnll: 82.2927855682373; aux_mae_loss_1: 49.74630382537842; aux_mae_loss_2: 7.08345196723938; aux_mae_loss_4: 1.12749516248703; cnt_loss: 6.793166580200196; +2025-05-10 14:45:35,462 - INFO - Evaluation: +Curr mae: 11.4408; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 17.4236; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.0999; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:45:35,462 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 +2025-05-10 14:45:51,715 - INFO - Training: cls_zice: 23.544409279823302; reg_zipnll: 77.18841300964355; aux_mae_loss_1: 48.024899559020994; aux_mae_loss_2: 6.900262627601624; aux_mae_loss_4: 1.110740790963173; cnt_loss: 6.963609247207642; +2025-05-10 14:45:51,716 - INFO - Evaluation: +Curr mae: 11.8676; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 18.5411; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.1086; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:45:51,717 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 +2025-05-10 14:46:09,273 - INFO - Training: cls_zice: 24.554283571243285; reg_zipnll: 79.60807060241699; aux_mae_loss_1: 49.282695846557615; aux_mae_loss_2: 7.1953315162658695; aux_mae_loss_4: 1.1921610116958619; cnt_loss: 8.34283153772354; +2025-05-10 14:46:09,274 - INFO - Evaluation: +Curr mae: 11.6414; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 18.0359; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.0952; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:46:09,274 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 +2025-05-10 14:46:25,469 - INFO - Training: cls_zice: 23.061338160037995; reg_zipnll: 76.08659854888916; aux_mae_loss_1: 47.55159450531006; aux_mae_loss_2: 6.935257029533386; aux_mae_loss_4: 1.1292144191265105; cnt_loss: 7.439707140922547; +2025-05-10 14:46:25,469 - INFO - Evaluation: +Curr mae: 11.0584; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 18.4839; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.0907; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:46:25,470 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 +2025-05-10 14:46:41,914 - INFO - Training: cls_zice: 23.0493639087677; reg_zipnll: 81.91809585571289; aux_mae_loss_1: 48.01116764068603; aux_mae_loss_2: 6.902369647026062; aux_mae_loss_4: 1.0810343927145005; cnt_loss: 6.086324610710144; +2025-05-10 14:46:41,915 - INFO - Evaluation: +Curr mae: 10.8460; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 16.8437; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.0913; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:46:41,916 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 +2025-05-10 14:46:58,575 - INFO - Training: cls_zice: 25.372392473220824; reg_zipnll: 80.50956100463867; aux_mae_loss_1: 50.829091453552245; aux_mae_loss_2: 7.320387759208679; aux_mae_loss_4: 1.1564552295207977; cnt_loss: 6.372170190811158; +2025-05-10 14:46:58,576 - INFO - Evaluation: +Curr mae: 11.1475; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 17.4928; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.0937; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:46:58,576 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 +2025-05-10 14:47:16,000 - INFO - Training: cls_zice: 25.967166390419006; reg_zipnll: 82.44073432922363; aux_mae_loss_1: 50.556558799743655; aux_mae_loss_2: 7.266650667190552; aux_mae_loss_4: 1.1569643354415893; cnt_loss: 7.717174334526062; +2025-05-10 14:47:16,000 - INFO - Evaluation: +Curr mae: 11.5321; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 18.4951; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.0933; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:47:16,171 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 +2025-05-10 14:47:32,427 - INFO - Training: cls_zice: 25.52651125907898; reg_zipnll: 80.99308563232422; aux_mae_loss_1: 49.757934455871585; aux_mae_loss_2: 7.0859512519836425; aux_mae_loss_4: 1.1111663854122162; cnt_loss: 5.7893563485145565; +2025-05-10 14:47:32,428 - INFO - Evaluation: +Curr mae: 13.9703; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 19.5923; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.1224; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:47:32,428 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 +2025-05-10 14:47:48,630 - INFO - Training: cls_zice: 23.505952682495117; reg_zipnll: 81.23434295654297; aux_mae_loss_1: 48.75116146087647; aux_mae_loss_2: 7.12254379272461; aux_mae_loss_4: 1.1518004047870636; cnt_loss: 8.222620329856873; +2025-05-10 14:47:48,631 - INFO - Evaluation: +Curr mae: 12.8840; Best mae: 10.1003; 10.2445; 10.2724; 10.2903; 10.2920; +Curr rmse: 19.3394; Best rmse: 15.6697; 16.0432; 16.1516; 16.4103; 16.4695; +Curr nae: 0.1031; Best nae: 0.0857; 0.0858; 0.0859; 0.0860; 0.0862; + + + +2025-05-10 14:47:48,631 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 +2025-05-10 14:48:05,159 - INFO - Training: cls_zice: 25.26895778656006; reg_zipnll: 79.93906204223633; aux_mae_loss_1: 49.775510482788086; aux_mae_loss_2: 7.204889554977417; aux_mae_loss_4: 1.1591346299648284; cnt_loss: 8.090714259147644; +2025-05-10 14:48:05,364 - INFO - Evaluation: +Curr mae: 9.7825; Best mae: 9.7825; 10.1003; 10.2445; 10.2724; 10.2903; +Curr rmse: 15.0467; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.4103; +Curr nae: 0.0829; Best nae: 0.0829; 0.0857; 0.0858; 0.0859; 0.0860; + + + +2025-05-10 14:48:05,364 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 +2025-05-10 14:48:22,950 - INFO - Training: cls_zice: 23.978277258872986; reg_zipnll: 79.67006721496583; aux_mae_loss_1: 47.52297718048096; aux_mae_loss_2: 6.78034017086029; aux_mae_loss_4: 1.067202355861664; cnt_loss: 6.33687798500061; +2025-05-10 14:48:22,951 - INFO - Evaluation: +Curr mae: 10.7932; Best mae: 9.7825; 10.1003; 10.2445; 10.2724; 10.2903; +Curr rmse: 16.6838; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.4103; +Curr nae: 0.0901; Best nae: 0.0829; 0.0857; 0.0858; 0.0859; 0.0860; + + + +2025-05-10 14:48:22,951 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 +2025-05-10 14:48:39,424 - INFO - Training: cls_zice: 23.884001817703247; reg_zipnll: 78.51896141052246; aux_mae_loss_1: 48.25602260589599; aux_mae_loss_2: 6.862952737808228; aux_mae_loss_4: 1.081154910326004; cnt_loss: 6.927274551391601; +2025-05-10 14:48:39,425 - INFO - Evaluation: +Curr mae: 11.4494; Best mae: 9.7825; 10.1003; 10.2445; 10.2724; 10.2903; +Curr rmse: 17.2875; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.4103; +Curr nae: 0.0979; Best nae: 0.0829; 0.0857; 0.0858; 0.0859; 0.0860; + + + +2025-05-10 14:48:39,425 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 +2025-05-10 14:48:55,828 - INFO - Training: cls_zice: 23.518026533126832; reg_zipnll: 79.13563484191894; aux_mae_loss_1: 47.461338157653806; aux_mae_loss_2: 6.9808138608932495; aux_mae_loss_4: 1.1298910611867905; cnt_loss: 7.552061183452606; +2025-05-10 14:48:55,829 - INFO - Evaluation: +Curr mae: 10.6836; Best mae: 9.7825; 10.1003; 10.2445; 10.2724; 10.2903; +Curr rmse: 16.5530; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.4103; +Curr nae: 0.0927; Best nae: 0.0829; 0.0857; 0.0858; 0.0859; 0.0860; + + + +2025-05-10 14:48:55,830 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 +2025-05-10 14:49:12,022 - INFO - Training: cls_zice: 23.107068395614625; reg_zipnll: 76.87570381164551; aux_mae_loss_1: 47.42289966583252; aux_mae_loss_2: 6.855057926177978; aux_mae_loss_4: 1.1088154733181; cnt_loss: 6.826853032112122; +2025-05-10 14:49:12,084 - INFO - Evaluation: +Curr mae: 10.2268; Best mae: 9.7825; 10.1003; 10.2268; 10.2445; 10.2724; +Curr rmse: 16.6089; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.4103; +Curr nae: 0.0862; Best nae: 0.0829; 0.0857; 0.0858; 0.0859; 0.0860; + + + +2025-05-10 14:49:12,085 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 +2025-05-10 14:49:30,037 - INFO - Training: cls_zice: 24.828128834962843; reg_zipnll: 78.23362182617187; aux_mae_loss_1: 49.09872535705566; aux_mae_loss_2: 7.030493822097778; aux_mae_loss_4: 1.1258150506019593; cnt_loss: 7.140526237487793; +2025-05-10 14:49:30,306 - INFO - Evaluation: +Curr mae: 10.3482; Best mae: 9.7825; 10.1003; 10.2268; 10.2445; 10.2724; +Curr rmse: 16.1984; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.1984; +Curr nae: 0.0839; Best nae: 0.0829; 0.0839; 0.0857; 0.0858; 0.0859; + + + +2025-05-10 14:49:30,306 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 +2025-05-10 14:49:46,713 - INFO - Training: cls_zice: 22.201506872177124; reg_zipnll: 78.30878364562989; aux_mae_loss_1: 45.49813953399658; aux_mae_loss_2: 6.567301602363586; aux_mae_loss_4: 1.0372611236572267; cnt_loss: 6.634064798355102; +2025-05-10 14:49:46,835 - INFO - Evaluation: +Curr mae: 10.0473; Best mae: 9.7825; 10.0473; 10.1003; 10.2268; 10.2445; +Curr rmse: 16.2330; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.1984; +Curr nae: 0.0852; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:49:46,836 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 +2025-05-10 14:50:03,241 - INFO - Training: cls_zice: 25.580908336639403; reg_zipnll: 77.4361308670044; aux_mae_loss_1: 49.14231258392334; aux_mae_loss_2: 7.100368890762329; aux_mae_loss_4: 1.122497671842575; cnt_loss: 7.003490204811096; +2025-05-10 14:50:03,243 - INFO - Evaluation: +Curr mae: 10.7447; Best mae: 9.7825; 10.0473; 10.1003; 10.2268; 10.2445; +Curr rmse: 17.2764; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.1984; +Curr nae: 0.0881; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:50:03,243 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 +2025-05-10 14:50:19,608 - INFO - Training: cls_zice: 25.122484126091003; reg_zipnll: 79.51800163269043; aux_mae_loss_1: 48.855475997924806; aux_mae_loss_2: 6.977204647064209; aux_mae_loss_4: 1.1053154051303864; cnt_loss: 6.428427534103394; +2025-05-10 14:50:19,609 - INFO - Evaluation: +Curr mae: 10.5397; Best mae: 9.7825; 10.0473; 10.1003; 10.2268; 10.2445; +Curr rmse: 16.8483; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.1984; +Curr nae: 0.0867; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:50:19,609 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 +2025-05-10 14:50:37,138 - INFO - Training: cls_zice: 26.162729740142822; reg_zipnll: 82.80439453125; aux_mae_loss_1: 50.44464153289795; aux_mae_loss_2: 7.08111650466919; aux_mae_loss_4: 1.1248765897750854; cnt_loss: 7.135312585830689; +2025-05-10 14:50:37,200 - INFO - Evaluation: +Curr mae: 10.0467; Best mae: 9.7825; 10.0467; 10.0473; 10.1003; 10.2268; +Curr rmse: 16.4453; Best rmse: 15.0467; 15.6697; 16.0432; 16.1516; 16.1984; +Curr nae: 0.0880; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:50:37,201 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 +2025-05-10 14:50:53,800 - INFO - Training: cls_zice: 24.197163553237914; reg_zipnll: 80.15841537475586; aux_mae_loss_1: 48.037961616516114; aux_mae_loss_2: 6.964439020156861; aux_mae_loss_4: 1.0914184689521789; cnt_loss: 7.379201059341431; +2025-05-10 14:50:53,922 - INFO - Evaluation: +Curr mae: 10.0074; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 15.7124; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0867; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:50:53,922 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 +2025-05-10 14:51:10,502 - INFO - Training: cls_zice: 23.91739300727844; reg_zipnll: 77.47937980651855; aux_mae_loss_1: 47.859462127685546; aux_mae_loss_2: 6.922303838729858; aux_mae_loss_4: 1.0870149505138398; cnt_loss: 6.534430227279663; +2025-05-10 14:51:10,503 - INFO - Evaluation: +Curr mae: 10.7767; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 17.0962; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0927; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:51:10,503 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 +2025-05-10 14:51:26,893 - INFO - Training: cls_zice: 23.445337896347045; reg_zipnll: 78.6001904296875; aux_mae_loss_1: 46.98066795349121; aux_mae_loss_2: 6.639072151184082; aux_mae_loss_4: 1.019146136045456; cnt_loss: 5.108626232147217; +2025-05-10 14:51:26,924 - INFO - Evaluation: +Curr mae: 10.2982; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 17.2757; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0859; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:51:26,924 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 +2025-05-10 14:51:45,377 - INFO - Training: cls_zice: 25.068354778289795; reg_zipnll: 83.1686498260498; aux_mae_loss_1: 49.291028175354; aux_mae_loss_2: 7.018129367828369; aux_mae_loss_4: 1.1034039235115052; cnt_loss: 5.8337331914901736; +2025-05-10 14:51:45,378 - INFO - Evaluation: +Curr mae: 10.8274; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 17.1939; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0908; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:51:45,378 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 +2025-05-10 14:52:03,168 - INFO - Training: cls_zice: 24.725432062149046; reg_zipnll: 80.8794337463379; aux_mae_loss_1: 48.90888298034668; aux_mae_loss_2: 6.913564872741699; aux_mae_loss_4: 1.0666280901432037; cnt_loss: 5.85160388469696; +2025-05-10 14:52:03,169 - INFO - Evaluation: +Curr mae: 11.6091; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 18.1994; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0953; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:52:03,169 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 +2025-05-10 14:52:24,529 - INFO - Training: cls_zice: 26.548660743236542; reg_zipnll: 77.33941299438476; aux_mae_loss_1: 49.162128410339356; aux_mae_loss_2: 6.944920444488526; aux_mae_loss_4: 1.1022012913227082; cnt_loss: 6.211366553306579; +2025-05-10 14:52:24,530 - INFO - Evaluation: +Curr mae: 10.3132; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 16.6249; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0876; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:52:24,530 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 +2025-05-10 14:52:41,110 - INFO - Training: cls_zice: 23.743033981323244; reg_zipnll: 78.58447875976563; aux_mae_loss_1: 46.66824569702148; aux_mae_loss_2: 6.8049067735671995; aux_mae_loss_4: 1.077234875559807; cnt_loss: 7.319198055267334; +2025-05-10 14:52:41,111 - INFO - Evaluation: +Curr mae: 11.7764; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 20.1684; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.1101; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:52:41,111 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 +2025-05-10 14:52:57,391 - INFO - Training: cls_zice: 23.797234649658204; reg_zipnll: 78.85505771636963; aux_mae_loss_1: 47.627445755004885; aux_mae_loss_2: 6.8673008966445925; aux_mae_loss_4: 1.1037056124210358; cnt_loss: 7.1363100337982175; +2025-05-10 14:52:57,392 - INFO - Evaluation: +Curr mae: 10.9490; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 18.6094; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0947; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:52:57,392 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 +2025-05-10 14:53:13,955 - INFO - Training: cls_zice: 23.711178188323974; reg_zipnll: 77.56498123168946; aux_mae_loss_1: 46.82188087463379; aux_mae_loss_2: 6.76960795879364; aux_mae_loss_4: 1.0749395328760147; cnt_loss: 6.162506084442139; +2025-05-10 14:53:13,956 - INFO - Evaluation: +Curr mae: 10.7855; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 18.1173; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0862; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:53:13,956 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 +2025-05-10 14:53:30,364 - INFO - Training: cls_zice: 24.941345701217653; reg_zipnll: 78.98899768829345; aux_mae_loss_1: 48.56519626617432; aux_mae_loss_2: 6.945952458381653; aux_mae_loss_4: 1.0762947225570678; cnt_loss: 6.060534038543701; +2025-05-10 14:53:30,365 - INFO - Evaluation: +Curr mae: 11.0168; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 17.4686; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0902; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:53:30,365 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 +2025-05-10 14:53:48,288 - INFO - Training: cls_zice: 25.342261605262756; reg_zipnll: 77.41796100616455; aux_mae_loss_1: 48.76199451446533; aux_mae_loss_2: 6.934536924362183; aux_mae_loss_4: 1.093053686618805; cnt_loss: 6.692229557037353; +2025-05-10 14:53:48,289 - INFO - Evaluation: +Curr mae: 11.4526; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 17.7090; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0947; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:53:48,289 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 +2025-05-10 14:54:04,467 - INFO - Training: cls_zice: 24.291565437316894; reg_zipnll: 78.32628875732422; aux_mae_loss_1: 47.16333293914795; aux_mae_loss_2: 6.73824330329895; aux_mae_loss_4: 1.0598541712760925; cnt_loss: 6.115260515213013; +2025-05-10 14:54:04,468 - INFO - Evaluation: +Curr mae: 10.3529; Best mae: 9.7825; 10.0074; 10.0467; 10.0473; 10.1003; +Curr rmse: 16.5723; Best rmse: 15.0467; 15.6697; 15.7124; 16.0432; 16.1516; +Curr nae: 0.0872; Best nae: 0.0829; 0.0839; 0.0852; 0.0857; 0.0858; + + + +2025-05-10 14:54:04,468 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 +2025-05-10 14:54:20,651 - INFO - Training: cls_zice: 25.28191171646118; reg_zipnll: 79.00987686157227; aux_mae_loss_1: 48.639879112243655; aux_mae_loss_2: 6.897311782836914; aux_mae_loss_4: 1.065275375843048; cnt_loss: 6.200932288169861; +2025-05-10 14:54:20,845 - INFO - Evaluation: +Curr mae: 9.8091; Best mae: 9.7825; 9.8091; 10.0074; 10.0467; 10.0473; +Curr rmse: 15.7423; Best rmse: 15.0467; 15.6697; 15.7124; 15.7423; 16.0432; +Curr nae: 0.0837; Best nae: 0.0829; 0.0837; 0.0839; 0.0852; 0.0857; + + + +2025-05-10 14:54:20,845 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 +2025-05-10 14:54:37,477 - INFO - Training: cls_zice: 24.70911079406738; reg_zipnll: 80.46687980651855; aux_mae_loss_1: 48.615052757263186; aux_mae_loss_2: 6.841763577461243; aux_mae_loss_4: 1.045428502559662; cnt_loss: 5.682571954727173; +2025-05-10 14:54:37,478 - INFO - Evaluation: +Curr mae: 10.5434; Best mae: 9.7825; 9.8091; 10.0074; 10.0467; 10.0473; +Curr rmse: 16.5778; Best rmse: 15.0467; 15.6697; 15.7124; 15.7423; 16.0432; +Curr nae: 0.0911; Best nae: 0.0829; 0.0837; 0.0839; 0.0852; 0.0857; + + + +2025-05-10 14:54:37,478 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 +2025-05-10 14:54:55,219 - INFO - Training: cls_zice: 23.743748531341552; reg_zipnll: 77.37835475921631; aux_mae_loss_1: 47.16834251403809; aux_mae_loss_2: 6.68322603225708; aux_mae_loss_4: 1.053212411403656; cnt_loss: 5.644202609062194; +2025-05-10 14:54:55,384 - INFO - Evaluation: +Curr mae: 9.9651; Best mae: 9.7825; 9.8091; 9.9651; 10.0074; 10.0467; +Curr rmse: 15.9470; Best rmse: 15.0467; 15.6697; 15.7124; 15.7423; 15.9470; +Curr nae: 0.0878; Best nae: 0.0829; 0.0837; 0.0839; 0.0852; 0.0857; + + + +2025-05-10 14:54:55,385 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 +2025-05-10 14:55:11,807 - INFO - Training: cls_zice: 23.976488327980043; reg_zipnll: 76.37568939208984; aux_mae_loss_1: 47.705191917419434; aux_mae_loss_2: 6.715136890411377; aux_mae_loss_4: 1.0399891340732574; cnt_loss: 5.257627964019775; +2025-05-10 14:55:11,990 - INFO - Evaluation: +Curr mae: 9.8616; Best mae: 9.7825; 9.8091; 9.8616; 9.9651; 10.0074; +Curr rmse: 15.6713; Best rmse: 15.0467; 15.6697; 15.6713; 15.7124; 15.7423; +Curr nae: 0.0820; Best nae: 0.0820; 0.0829; 0.0837; 0.0839; 0.0852; + + + +2025-05-10 14:55:11,990 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 +2025-05-10 14:55:28,442 - INFO - Training: cls_zice: 25.16121560573578; reg_zipnll: 77.86533294677734; aux_mae_loss_1: 48.02610706329346; aux_mae_loss_2: 6.880902791023255; aux_mae_loss_4: 1.0734160506725312; cnt_loss: 5.954527435302734; +2025-05-10 14:55:28,573 - INFO - Evaluation: +Curr mae: 9.9129; Best mae: 9.7825; 9.8091; 9.8616; 9.9129; 9.9651; +Curr rmse: 15.7892; Best rmse: 15.0467; 15.6697; 15.6713; 15.7124; 15.7423; +Curr nae: 0.0834; Best nae: 0.0820; 0.0829; 0.0834; 0.0837; 0.0839; + + + +2025-05-10 14:55:28,573 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 +2025-05-10 14:55:45,605 - INFO - Training: cls_zice: 23.6767494058609; reg_zipnll: 77.68993309020996; aux_mae_loss_1: 46.89040386199951; aux_mae_loss_2: 6.679837555885315; aux_mae_loss_4: 1.0247106617689132; cnt_loss: 5.776148111820221; +2025-05-10 14:55:45,645 - INFO - Evaluation: +Curr mae: 10.2017; Best mae: 9.7825; 9.8091; 9.8616; 9.9129; 9.9651; +Curr rmse: 16.5186; Best rmse: 15.0467; 15.6697; 15.6713; 15.7124; 15.7423; +Curr nae: 0.0854; Best nae: 0.0820; 0.0829; 0.0834; 0.0837; 0.0839; + + + +2025-05-10 14:55:45,645 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 +2025-05-10 14:56:02,529 - INFO - Training: cls_zice: 25.18074342727661; reg_zipnll: 78.60104446411133; aux_mae_loss_1: 48.58453845977783; aux_mae_loss_2: 6.9630188512802125; aux_mae_loss_4: 1.0722862374782562; cnt_loss: 5.828947882652283; +2025-05-10 14:56:02,530 - INFO - Evaluation: +Curr mae: 10.7576; Best mae: 9.7825; 9.8091; 9.8616; 9.9129; 9.9651; +Curr rmse: 17.3726; Best rmse: 15.0467; 15.6697; 15.6713; 15.7124; 15.7423; +Curr nae: 0.0926; Best nae: 0.0820; 0.0829; 0.0834; 0.0837; 0.0839; + + + +2025-05-10 14:56:02,530 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 +2025-05-10 14:56:18,892 - INFO - Training: cls_zice: 23.29199664115906; reg_zipnll: 76.44922145843506; aux_mae_loss_1: 46.285223426818845; aux_mae_loss_2: 6.576128063201904; aux_mae_loss_4: 1.0242670011520385; cnt_loss: 5.278449833393097; +2025-05-10 14:56:18,893 - INFO - Evaluation: +Curr mae: 10.2676; Best mae: 9.7825; 9.8091; 9.8616; 9.9129; 9.9651; +Curr rmse: 16.0744; Best rmse: 15.0467; 15.6697; 15.6713; 15.7124; 15.7423; +Curr nae: 0.0863; Best nae: 0.0820; 0.0829; 0.0834; 0.0837; 0.0839; + + + +2025-05-10 14:56:18,893 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 +2025-05-10 14:56:35,135 - INFO - Training: cls_zice: 24.091046447753907; reg_zipnll: 77.1382145690918; aux_mae_loss_1: 46.20599338531494; aux_mae_loss_2: 6.541572399139405; aux_mae_loss_4: 1.0241130566596985; cnt_loss: 5.634302315711975; +2025-05-10 14:56:35,136 - INFO - Evaluation: +Curr mae: 10.0633; Best mae: 9.7825; 9.8091; 9.8616; 9.9129; 9.9651; +Curr rmse: 15.9677; Best rmse: 15.0467; 15.6697; 15.6713; 15.7124; 15.7423; +Curr nae: 0.0845; Best nae: 0.0820; 0.0829; 0.0834; 0.0837; 0.0839; + + + +2025-05-10 14:56:35,136 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 +2025-05-10 14:56:52,133 - INFO - Training: cls_zice: 25.46346727371216; reg_zipnll: 78.42436908721923; aux_mae_loss_1: 47.5775093460083; aux_mae_loss_2: 6.748621516227722; aux_mae_loss_4: 1.0433250498771667; cnt_loss: 5.439992439746857; +2025-05-10 14:56:52,354 - INFO - Evaluation: +Curr mae: 9.5538; Best mae: 9.5538; 9.7825; 9.8091; 9.8616; 9.9129; +Curr rmse: 15.0511; Best rmse: 15.0467; 15.0511; 15.6697; 15.6713; 15.7124; +Curr nae: 0.0838; Best nae: 0.0820; 0.0829; 0.0834; 0.0837; 0.0838; + + + +2025-05-10 14:56:52,354 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 +2025-05-10 14:57:09,048 - INFO - Training: cls_zice: 24.00175777196884; reg_zipnll: 76.77380596160889; aux_mae_loss_1: 46.94131034851074; aux_mae_loss_2: 6.719587569236755; aux_mae_loss_4: 1.0628503632545472; cnt_loss: 5.74496542930603; +2025-05-10 14:57:09,455 - INFO - Evaluation: +Curr mae: 9.6450; Best mae: 9.5538; 9.6450; 9.7825; 9.8091; 9.8616; +Curr rmse: 15.0598; Best rmse: 15.0467; 15.0511; 15.0598; 15.6697; 15.6713; +Curr nae: 0.0845; Best nae: 0.0820; 0.0829; 0.0834; 0.0837; 0.0838; + + + +2025-05-10 14:57:09,455 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 +2025-05-10 14:57:25,805 - INFO - Training: cls_zice: 24.67273042201996; reg_zipnll: 79.59091201782226; aux_mae_loss_1: 47.98927959442139; aux_mae_loss_2: 6.7225151634216305; aux_mae_loss_4: 1.0315474784374237; cnt_loss: 5.940123558044434; +2025-05-10 14:57:25,994 - INFO - Evaluation: +Curr mae: 9.4851; Best mae: 9.4851; 9.5538; 9.6450; 9.7825; 9.8091; +Curr rmse: 15.0791; Best rmse: 15.0467; 15.0511; 15.0598; 15.0791; 15.6697; +Curr nae: 0.0803; Best nae: 0.0803; 0.0820; 0.0829; 0.0834; 0.0837; + + + +2025-05-10 14:57:25,994 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 +2025-05-10 14:57:42,329 - INFO - Training: cls_zice: 23.63659879207611; reg_zipnll: 76.76689376831055; aux_mae_loss_1: 45.57942008972168; aux_mae_loss_2: 6.468902082443237; aux_mae_loss_4: 1.0144495713710784; cnt_loss: 5.467066864967347; +2025-05-10 14:57:42,601 - INFO - Evaluation: +Curr mae: 9.5090; Best mae: 9.4851; 9.5090; 9.5538; 9.6450; 9.7825; +Curr rmse: 15.1111; Best rmse: 15.0467; 15.0511; 15.0598; 15.0791; 15.1111; +Curr nae: 0.0784; Best nae: 0.0784; 0.0803; 0.0820; 0.0829; 0.0834; + + + +2025-05-10 14:57:42,601 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 +2025-05-10 14:57:59,341 - INFO - Training: cls_zice: 25.33293378829956; reg_zipnll: 79.5764310836792; aux_mae_loss_1: 48.32214401245117; aux_mae_loss_2: 6.823305110931397; aux_mae_loss_4: 1.0549664449691774; cnt_loss: 5.609798152446746; +2025-05-10 14:57:59,421 - INFO - Evaluation: +Curr mae: 9.7899; Best mae: 9.4851; 9.5090; 9.5538; 9.6450; 9.7825; +Curr rmse: 15.2960; Best rmse: 15.0467; 15.0511; 15.0598; 15.0791; 15.1111; +Curr nae: 0.0832; Best nae: 0.0784; 0.0803; 0.0820; 0.0829; 0.0832; + + + +2025-05-10 14:57:59,421 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 +2025-05-10 14:58:15,927 - INFO - Training: cls_zice: 22.602341837882996; reg_zipnll: 79.6193984222412; aux_mae_loss_1: 45.83375957489014; aux_mae_loss_2: 6.532913637161255; aux_mae_loss_4: 0.996841629743576; cnt_loss: 4.910368628501892; +2025-05-10 14:58:15,928 - INFO - Evaluation: +Curr mae: 9.9871; Best mae: 9.4851; 9.5090; 9.5538; 9.6450; 9.7825; +Curr rmse: 15.7934; Best rmse: 15.0467; 15.0511; 15.0598; 15.0791; 15.1111; +Curr nae: 0.0859; Best nae: 0.0784; 0.0803; 0.0820; 0.0829; 0.0832; + + + +2025-05-10 14:58:15,928 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 +2025-05-10 14:58:32,358 - INFO - Training: cls_zice: 23.373640615940094; reg_zipnll: 77.08657981872558; aux_mae_loss_1: 45.78316017150879; aux_mae_loss_2: 6.568746900558471; aux_mae_loss_4: 1.0386340594291688; cnt_loss: 5.562749152183533; +2025-05-10 14:58:32,420 - INFO - Evaluation: +Curr mae: 9.9483; Best mae: 9.4851; 9.5090; 9.5538; 9.6450; 9.7825; +Curr rmse: 15.8911; Best rmse: 15.0467; 15.0511; 15.0598; 15.0791; 15.1111; +Curr nae: 0.0823; Best nae: 0.0784; 0.0803; 0.0820; 0.0823; 0.0829; + + + +2025-05-10 14:58:32,420 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 +2025-05-10 14:58:48,979 - INFO - Training: cls_zice: 24.067076749801636; reg_zipnll: 75.07855529785157; aux_mae_loss_1: 46.30691745758057; aux_mae_loss_2: 6.623158111572265; aux_mae_loss_4: 1.0211937016248702; cnt_loss: 5.215409283638; +2025-05-10 14:58:49,196 - INFO - Evaluation: +Curr mae: 9.5732; Best mae: 9.4851; 9.5090; 9.5538; 9.5732; 9.6450; +Curr rmse: 15.0695; Best rmse: 15.0467; 15.0511; 15.0598; 15.0695; 15.0791; +Curr nae: 0.0816; Best nae: 0.0784; 0.0803; 0.0816; 0.0820; 0.0823; + + + +2025-05-10 14:58:49,196 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 +2025-05-10 14:59:06,019 - INFO - Training: cls_zice: 22.817723517417907; reg_zipnll: 75.2276293182373; aux_mae_loss_1: 45.2740979385376; aux_mae_loss_2: 6.443902387619018; aux_mae_loss_4: 0.9992676466703415; cnt_loss: 5.6413842296600345; +2025-05-10 14:59:06,081 - INFO - Evaluation: +Curr mae: 9.6481; Best mae: 9.4851; 9.5090; 9.5538; 9.5732; 9.6450; +Curr rmse: 15.1338; Best rmse: 15.0467; 15.0511; 15.0598; 15.0695; 15.0791; +Curr nae: 0.0798; Best nae: 0.0784; 0.0798; 0.0803; 0.0816; 0.0820; + + + +2025-05-10 14:59:06,081 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 +2025-05-10 14:59:22,400 - INFO - Training: cls_zice: 23.645259120464324; reg_zipnll: 72.53520080566406; aux_mae_loss_1: 45.67343276977539; aux_mae_loss_2: 6.4691229248046875; aux_mae_loss_4: 0.9891640639305115; cnt_loss: 5.24054723739624; +2025-05-10 14:59:22,401 - INFO - Evaluation: +Curr mae: 9.7517; Best mae: 9.4851; 9.5090; 9.5538; 9.5732; 9.6450; +Curr rmse: 15.2019; Best rmse: 15.0467; 15.0511; 15.0598; 15.0695; 15.0791; +Curr nae: 0.0821; Best nae: 0.0784; 0.0798; 0.0803; 0.0816; 0.0820; + + + +2025-05-10 14:59:22,401 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 +2025-05-10 14:59:38,890 - INFO - Training: cls_zice: 24.055494706630707; reg_zipnll: 76.56506732940674; aux_mae_loss_1: 46.600736656188964; aux_mae_loss_2: 6.664973454475403; aux_mae_loss_4: 1.0023558926582337; cnt_loss: 5.158434355258942; +2025-05-10 14:59:38,953 - INFO - Evaluation: +Curr mae: 9.7196; Best mae: 9.4851; 9.5090; 9.5538; 9.5732; 9.6450; +Curr rmse: 15.5386; Best rmse: 15.0467; 15.0511; 15.0598; 15.0695; 15.0791; +Curr nae: 0.0803; Best nae: 0.0784; 0.0798; 0.0803; 0.0803; 0.0816; + + + +2025-05-10 14:59:38,953 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 +2025-05-10 14:59:55,490 - INFO - Training: cls_zice: 24.415344848632813; reg_zipnll: 75.1216015625; aux_mae_loss_1: 47.03984466552734; aux_mae_loss_2: 6.7467319107055665; aux_mae_loss_4: 1.0277848207950593; cnt_loss: 5.413429410457611; +2025-05-10 14:59:55,528 - INFO - Evaluation: +Curr mae: 9.9903; Best mae: 9.4851; 9.5090; 9.5538; 9.5732; 9.6450; +Curr rmse: 15.9954; Best rmse: 15.0467; 15.0511; 15.0598; 15.0695; 15.0791; +Curr nae: 0.0821; Best nae: 0.0784; 0.0798; 0.0803; 0.0803; 0.0816; + + + +2025-05-10 14:59:55,528 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 +2025-05-10 15:00:12,813 - INFO - Training: cls_zice: 24.526322107315064; reg_zipnll: 77.43191833496094; aux_mae_loss_1: 46.79917083740234; aux_mae_loss_2: 6.707630190849304; aux_mae_loss_4: 1.0199267154932021; cnt_loss: 5.364377079010009; +2025-05-10 15:00:12,814 - INFO - Evaluation: +Curr mae: 10.0179; Best mae: 9.4851; 9.5090; 9.5538; 9.5732; 9.6450; +Curr rmse: 15.8829; Best rmse: 15.0467; 15.0511; 15.0598; 15.0695; 15.0791; +Curr nae: 0.0827; Best nae: 0.0784; 0.0798; 0.0803; 0.0803; 0.0816; + + + +2025-05-10 15:00:12,814 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 +2025-05-10 15:00:29,324 - INFO - Training: cls_zice: 23.596113603115082; reg_zipnll: 75.59949241638184; aux_mae_loss_1: 46.08677467346192; aux_mae_loss_2: 6.452822737693786; aux_mae_loss_4: 0.9716338753700257; cnt_loss: 4.736147570610046; +2025-05-10 15:00:29,468 - INFO - Evaluation: +Curr mae: 9.4545; Best mae: 9.4545; 9.4851; 9.5090; 9.5538; 9.5732; +Curr rmse: 15.0869; Best rmse: 15.0467; 15.0511; 15.0598; 15.0695; 15.0791; +Curr nae: 0.0796; Best nae: 0.0784; 0.0796; 0.0798; 0.0803; 0.0803; + + + +2025-05-10 15:00:29,469 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 +2025-05-10 15:00:45,612 - INFO - Training: cls_zice: 24.26314758300781; reg_zipnll: 77.25462093353272; aux_mae_loss_1: 46.35789596557617; aux_mae_loss_2: 6.525986862182617; aux_mae_loss_4: 0.9814846211671829; cnt_loss: 4.821495871543885; +2025-05-10 15:00:45,837 - INFO - Evaluation: +Curr mae: 9.2042; Best mae: 9.2042; 9.4545; 9.4851; 9.5090; 9.5538; +Curr rmse: 14.6767; Best rmse: 14.6767; 15.0467; 15.0511; 15.0598; 15.0695; +Curr nae: 0.0789; Best nae: 0.0784; 0.0789; 0.0796; 0.0798; 0.0803; + + + +2025-05-10 15:00:45,837 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 +2025-05-10 15:01:02,398 - INFO - Training: cls_zice: 24.142581911087035; reg_zipnll: 77.28071487426757; aux_mae_loss_1: 46.70223827362061; aux_mae_loss_2: 6.642617473602295; aux_mae_loss_4: 1.0109700274467468; cnt_loss: 5.2843251085281375; +2025-05-10 15:01:02,535 - INFO - Evaluation: +Curr mae: 9.4607; Best mae: 9.2042; 9.4545; 9.4607; 9.4851; 9.5090; +Curr rmse: 15.2678; Best rmse: 14.6767; 15.0467; 15.0511; 15.0598; 15.0695; +Curr nae: 0.0780; Best nae: 0.0780; 0.0784; 0.0789; 0.0796; 0.0798; + + + +2025-05-10 15:01:02,535 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 +2025-05-10 15:01:18,907 - INFO - Training: cls_zice: 23.35667660713196; reg_zipnll: 77.67775970458985; aux_mae_loss_1: 46.2820442199707; aux_mae_loss_2: 6.554395184516907; aux_mae_loss_4: 1.0109757006168365; cnt_loss: 5.135494930744171; +2025-05-10 15:01:18,968 - INFO - Evaluation: +Curr mae: 9.5144; Best mae: 9.2042; 9.4545; 9.4607; 9.4851; 9.5090; +Curr rmse: 15.3305; Best rmse: 14.6767; 15.0467; 15.0511; 15.0598; 15.0695; +Curr nae: 0.0790; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0796; + + + +2025-05-10 15:01:19,136 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 +2025-05-10 15:01:35,407 - INFO - Training: cls_zice: 22.384224424362184; reg_zipnll: 74.17857116699219; aux_mae_loss_1: 44.00551208496094; aux_mae_loss_2: 6.271095533370971; aux_mae_loss_4: 0.9585437178611755; cnt_loss: 4.707453982830048; +2025-05-10 15:01:35,539 - INFO - Evaluation: +Curr mae: 9.3861; Best mae: 9.2042; 9.3861; 9.4545; 9.4607; 9.4851; +Curr rmse: 15.4044; Best rmse: 14.6767; 15.0467; 15.0511; 15.0598; 15.0695; +Curr nae: 0.0793; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0793; + + + +2025-05-10 15:01:35,539 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 +2025-05-10 15:01:52,124 - INFO - Training: cls_zice: 23.934363565444947; reg_zipnll: 75.54069358825683; aux_mae_loss_1: 45.42561443328857; aux_mae_loss_2: 6.379390773773193; aux_mae_loss_4: 0.9628279620409012; cnt_loss: 4.34515918970108; +2025-05-10 15:01:52,125 - INFO - Evaluation: +Curr mae: 9.5936; Best mae: 9.2042; 9.3861; 9.4545; 9.4607; 9.4851; +Curr rmse: 15.1286; Best rmse: 14.6767; 15.0467; 15.0511; 15.0598; 15.0695; +Curr nae: 0.0810; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0793; + + + +2025-05-10 15:01:52,125 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 +2025-05-10 15:02:08,410 - INFO - Training: cls_zice: 24.978343660831452; reg_zipnll: 77.18275783538819; aux_mae_loss_1: 47.6447806930542; aux_mae_loss_2: 6.705125255584717; aux_mae_loss_4: 1.044216948747635; cnt_loss: 5.426064081192017; +2025-05-10 15:02:08,411 - INFO - Evaluation: +Curr mae: 9.7939; Best mae: 9.2042; 9.3861; 9.4545; 9.4607; 9.4851; +Curr rmse: 15.5263; Best rmse: 14.6767; 15.0467; 15.0511; 15.0598; 15.0695; +Curr nae: 0.0817; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0793; + + + +2025-05-10 15:02:08,411 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 +2025-05-10 15:02:24,830 - INFO - Training: cls_zice: 23.727850732803343; reg_zipnll: 78.14646507263184; aux_mae_loss_1: 46.73060783386231; aux_mae_loss_2: 6.5888928079605105; aux_mae_loss_4: 1.00534388422966; cnt_loss: 5.196349396705627; +2025-05-10 15:02:24,831 - INFO - Evaluation: +Curr mae: 9.6143; Best mae: 9.2042; 9.3861; 9.4545; 9.4607; 9.4851; +Curr rmse: 15.1201; Best rmse: 14.6767; 15.0467; 15.0511; 15.0598; 15.0695; +Curr nae: 0.0816; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0793; + + + +2025-05-10 15:02:24,831 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 +2025-05-10 15:02:40,954 - INFO - Training: cls_zice: 24.158939995765685; reg_zipnll: 72.2155394744873; aux_mae_loss_1: 45.808474197387696; aux_mae_loss_2: 6.479185719490051; aux_mae_loss_4: 0.9853072386980056; cnt_loss: 5.338812665939331; +2025-05-10 15:02:40,955 - INFO - Evaluation: +Curr mae: 9.8902; Best mae: 9.2042; 9.3861; 9.4545; 9.4607; 9.4851; +Curr rmse: 15.3431; Best rmse: 14.6767; 15.0467; 15.0511; 15.0598; 15.0695; +Curr nae: 0.0805; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0793; + + + +2025-05-10 15:02:40,955 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 +2025-05-10 15:02:57,754 - INFO - Training: cls_zice: 23.069241490364075; reg_zipnll: 78.77750686645508; aux_mae_loss_1: 46.26272552490234; aux_mae_loss_2: 6.540229630470276; aux_mae_loss_4: 0.9951410782337189; cnt_loss: 4.772773911952973; +2025-05-10 15:02:57,888 - INFO - Evaluation: +Curr mae: 9.2908; Best mae: 9.2042; 9.2908; 9.3861; 9.4545; 9.4607; +Curr rmse: 14.7997; Best rmse: 14.6767; 14.7997; 15.0467; 15.0511; 15.0598; +Curr nae: 0.0797; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0793; + + + +2025-05-10 15:02:57,889 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 +2025-05-10 15:03:14,494 - INFO - Training: cls_zice: 23.959855213165284; reg_zipnll: 74.40395393371583; aux_mae_loss_1: 45.59317790985107; aux_mae_loss_2: 6.4610675430297855; aux_mae_loss_4: 0.9834898912906647; cnt_loss: 4.421698226928711; +2025-05-10 15:03:14,569 - INFO - Evaluation: +Curr mae: 9.5610; Best mae: 9.2042; 9.2908; 9.3861; 9.4545; 9.4607; +Curr rmse: 15.1151; Best rmse: 14.6767; 14.7997; 15.0467; 15.0511; 15.0598; +Curr nae: 0.0792; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0792; + + + +2025-05-10 15:03:14,569 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 +2025-05-10 15:03:30,964 - INFO - Training: cls_zice: 24.110136165618897; reg_zipnll: 76.43649467468262; aux_mae_loss_1: 46.277527809143066; aux_mae_loss_2: 6.509953374862671; aux_mae_loss_4: 0.9788343989849091; cnt_loss: 4.829558312892914; +2025-05-10 15:03:30,965 - INFO - Evaluation: +Curr mae: 9.6618; Best mae: 9.2042; 9.2908; 9.3861; 9.4545; 9.4607; +Curr rmse: 15.1426; Best rmse: 14.6767; 14.7997; 15.0467; 15.0511; 15.0598; +Curr nae: 0.0828; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0792; + + + +2025-05-10 15:03:30,966 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 +2025-05-10 15:03:47,358 - INFO - Training: cls_zice: 22.06980453491211; reg_zipnll: 76.59383026123047; aux_mae_loss_1: 44.539720153808595; aux_mae_loss_2: 6.315921502113342; aux_mae_loss_4: 0.9537327885627747; cnt_loss: 4.3663997554779055; +2025-05-10 15:03:47,359 - INFO - Evaluation: +Curr mae: 9.7933; Best mae: 9.2042; 9.2908; 9.3861; 9.4545; 9.4607; +Curr rmse: 15.3974; Best rmse: 14.6767; 14.7997; 15.0467; 15.0511; 15.0598; +Curr nae: 0.0836; Best nae: 0.0780; 0.0784; 0.0789; 0.0790; 0.0792; + + + +2025-05-10 15:03:47,359 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 +2025-05-10 15:04:04,851 - INFO - Training: cls_zice: 22.517583599090575; reg_zipnll: 74.2868423461914; aux_mae_loss_1: 44.18843887329101; aux_mae_loss_2: 6.2544425582885745; aux_mae_loss_4: 0.9561023944616318; cnt_loss: 4.574549913406372; +2025-05-10 15:04:05,044 - INFO - Evaluation: +Curr mae: 9.4238; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.0527; Best rmse: 14.6767; 14.7997; 15.0467; 15.0511; 15.0527; +Curr nae: 0.0775; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:04:05,045 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 +2025-05-10 15:04:21,342 - INFO - Training: cls_zice: 23.491932134628296; reg_zipnll: 75.36490180969238; aux_mae_loss_1: 45.51708515167236; aux_mae_loss_2: 6.392790575027465; aux_mae_loss_4: 0.9807084143161774; cnt_loss: 4.585925438404083; +2025-05-10 15:04:21,343 - INFO - Evaluation: +Curr mae: 9.8180; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.4312; Best rmse: 14.6767; 14.7997; 15.0467; 15.0511; 15.0527; +Curr nae: 0.0840; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:04:21,343 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 +2025-05-10 15:04:37,613 - INFO - Training: cls_zice: 21.121656875610352; reg_zipnll: 74.07357536315918; aux_mae_loss_1: 43.25314449310303; aux_mae_loss_2: 6.18518867969513; aux_mae_loss_4: 0.9520798623561859; cnt_loss: 4.565494420528412; +2025-05-10 15:04:37,614 - INFO - Evaluation: +Curr mae: 9.7350; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.1326; Best rmse: 14.6767; 14.7997; 15.0467; 15.0511; 15.0527; +Curr nae: 0.0818; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:04:37,614 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 +2025-05-10 15:04:53,999 - INFO - Training: cls_zice: 25.175609946250916; reg_zipnll: 79.44881072998047; aux_mae_loss_1: 47.93515007019043; aux_mae_loss_2: 6.731848082542419; aux_mae_loss_4: 1.0391178214550019; cnt_loss: 5.227436716556549; +2025-05-10 15:04:54,000 - INFO - Evaluation: +Curr mae: 9.8563; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.3968; Best rmse: 14.6767; 14.7997; 15.0467; 15.0511; 15.0527; +Curr nae: 0.0847; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:04:54,000 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 +2025-05-10 15:05:11,205 - INFO - Training: cls_zice: 24.916768374443055; reg_zipnll: 76.78150135040283; aux_mae_loss_1: 47.321620826721194; aux_mae_loss_2: 6.613871064186096; aux_mae_loss_4: 1.0118901360034942; cnt_loss: 4.833898706436157; +2025-05-10 15:05:11,206 - INFO - Evaluation: +Curr mae: 9.7615; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.4656; Best rmse: 14.6767; 14.7997; 15.0467; 15.0511; 15.0527; +Curr nae: 0.0811; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:05:11,207 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 +2025-05-10 15:05:27,588 - INFO - Training: cls_zice: 21.659165449142456; reg_zipnll: 75.9079621887207; aux_mae_loss_1: 44.22926040649414; aux_mae_loss_2: 6.22645854473114; aux_mae_loss_4: 0.944148976802826; cnt_loss: 4.580012488365173; +2025-05-10 15:05:27,675 - INFO - Evaluation: +Curr mae: 9.5158; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 14.9315; Best rmse: 14.6767; 14.7997; 14.9315; 15.0467; 15.0511; +Curr nae: 0.0798; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:05:27,675 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 +2025-05-10 15:05:44,186 - INFO - Training: cls_zice: 23.73200796365738; reg_zipnll: 71.36929553985595; aux_mae_loss_1: 44.9409338760376; aux_mae_loss_2: 6.441721935272216; aux_mae_loss_4: 1.0025651049613953; cnt_loss: 5.158837199211121; +2025-05-10 15:05:44,187 - INFO - Evaluation: +Curr mae: 10.1227; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.4278; Best rmse: 14.6767; 14.7997; 14.9315; 15.0467; 15.0511; +Curr nae: 0.0853; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:05:44,187 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 +2025-05-10 15:06:00,316 - INFO - Training: cls_zice: 22.967240953445433; reg_zipnll: 73.08447029113769; aux_mae_loss_1: 45.43607841491699; aux_mae_loss_2: 6.473763880729675; aux_mae_loss_4: 0.9919196969270706; cnt_loss: 4.85739226937294; +2025-05-10 15:06:00,317 - INFO - Evaluation: +Curr mae: 9.8491; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.3050; Best rmse: 14.6767; 14.7997; 14.9315; 15.0467; 15.0511; +Curr nae: 0.0835; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:06:00,317 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 +2025-05-10 15:06:17,136 - INFO - Training: cls_zice: 24.145804684758186; reg_zipnll: 76.99403747558594; aux_mae_loss_1: 47.43485855102539; aux_mae_loss_2: 6.662504515647888; aux_mae_loss_4: 1.0040900719165802; cnt_loss: 4.768720066547393; +2025-05-10 15:06:17,212 - INFO - Evaluation: +Curr mae: 9.6615; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.0461; Best rmse: 14.6767; 14.7997; 14.9315; 15.0461; 15.0467; +Curr nae: 0.0801; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:06:17,212 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 +2025-05-10 15:06:33,505 - INFO - Training: cls_zice: 23.69717668533325; reg_zipnll: 75.34260055541992; aux_mae_loss_1: 45.68032947540283; aux_mae_loss_2: 6.372376775741577; aux_mae_loss_4: 0.9736348605155944; cnt_loss: 4.486065111160278; +2025-05-10 15:06:33,506 - INFO - Evaluation: +Curr mae: 9.8438; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.4255; Best rmse: 14.6767; 14.7997; 14.9315; 15.0461; 15.0467; +Curr nae: 0.0821; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:06:33,506 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 +2025-05-10 15:06:49,955 - INFO - Training: cls_zice: 23.327309837341307; reg_zipnll: 76.81944534301758; aux_mae_loss_1: 45.571661376953124; aux_mae_loss_2: 6.427169437408447; aux_mae_loss_4: 0.9462410336732865; cnt_loss: 4.00227843284607; +2025-05-10 15:06:49,956 - INFO - Evaluation: +Curr mae: 9.6509; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.0957; Best rmse: 14.6767; 14.7997; 14.9315; 15.0461; 15.0467; +Curr nae: 0.0818; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:06:49,956 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 +2025-05-10 15:07:08,532 - INFO - Training: cls_zice: 24.176956129074096; reg_zipnll: 76.88664089202881; aux_mae_loss_1: 46.77348541259766; aux_mae_loss_2: 6.590236601829528; aux_mae_loss_4: 0.9959884583950043; cnt_loss: 4.502058277130127; +2025-05-10 15:07:08,532 - INFO - Evaluation: +Curr mae: 9.7052; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.3002; Best rmse: 14.6767; 14.7997; 14.9315; 15.0461; 15.0467; +Curr nae: 0.0815; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:07:08,533 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 +2025-05-10 15:07:25,158 - INFO - Training: cls_zice: 21.935135674476623; reg_zipnll: 75.38376373291015; aux_mae_loss_1: 43.43639556884766; aux_mae_loss_2: 6.121719913482666; aux_mae_loss_4: 0.9246693044900894; cnt_loss: 3.9152539277076723; +2025-05-10 15:07:25,220 - INFO - Evaluation: +Curr mae: 9.5572; Best mae: 9.2042; 9.2908; 9.3861; 9.4238; 9.4545; +Curr rmse: 15.0292; Best rmse: 14.6767; 14.7997; 14.9315; 15.0292; 15.0461; +Curr nae: 0.0802; Best nae: 0.0775; 0.0780; 0.0784; 0.0789; 0.0790; + + + +2025-05-10 15:07:25,220 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 +2025-05-10 15:07:41,347 - INFO - Training: cls_zice: 22.328652584552763; reg_zipnll: 76.2564616394043; aux_mae_loss_1: 44.68197589874268; aux_mae_loss_2: 6.255404376983643; aux_mae_loss_4: 0.9401176440715789; cnt_loss: 4.420755038261413; +2025-05-10 15:07:41,530 - INFO - Evaluation: +Curr mae: 9.4025; Best mae: 9.2042; 9.2908; 9.3861; 9.4025; 9.4238; +Curr rmse: 14.8368; Best rmse: 14.6767; 14.7997; 14.8368; 14.9315; 15.0292; +Curr nae: 0.0785; Best nae: 0.0775; 0.0780; 0.0784; 0.0785; 0.0789; + + + +2025-05-10 15:07:41,530 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 +2025-05-10 15:07:57,955 - INFO - Training: cls_zice: 22.450852575302125; reg_zipnll: 80.36620796203613; aux_mae_loss_1: 45.12933658599854; aux_mae_loss_2: 6.322130150794983; aux_mae_loss_4: 0.938718912601471; cnt_loss: 4.231480751037598; +2025-05-10 15:07:57,956 - INFO - Evaluation: +Curr mae: 9.4895; Best mae: 9.2042; 9.2908; 9.3861; 9.4025; 9.4238; +Curr rmse: 15.0818; Best rmse: 14.6767; 14.7997; 14.8368; 14.9315; 15.0292; +Curr nae: 0.0800; Best nae: 0.0775; 0.0780; 0.0784; 0.0785; 0.0789; + + + +2025-05-10 15:07:57,956 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 +2025-05-10 15:08:15,709 - INFO - Training: cls_zice: 23.59674229621887; reg_zipnll: 76.94356651306153; aux_mae_loss_1: 45.50887596130371; aux_mae_loss_2: 6.350842475891113; aux_mae_loss_4: 0.9359490382671356; cnt_loss: 4.209737319946289; +2025-05-10 15:08:15,776 - INFO - Evaluation: +Curr mae: 9.4363; Best mae: 9.2042; 9.2908; 9.3861; 9.4025; 9.4238; +Curr rmse: 14.9479; Best rmse: 14.6767; 14.7997; 14.8368; 14.9315; 14.9479; +Curr nae: 0.0791; Best nae: 0.0775; 0.0780; 0.0784; 0.0785; 0.0789; + + + +2025-05-10 15:08:15,776 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 +2025-05-10 15:08:32,255 - INFO - Training: cls_zice: 23.396154549121857; reg_zipnll: 74.12445472717285; aux_mae_loss_1: 44.286496047973635; aux_mae_loss_2: 6.2439880418777465; aux_mae_loss_4: 0.9354571586847306; cnt_loss: 3.9567966198921205; +2025-05-10 15:08:32,256 - INFO - Evaluation: +Curr mae: 9.5026; Best mae: 9.2042; 9.2908; 9.3861; 9.4025; 9.4238; +Curr rmse: 15.1870; Best rmse: 14.6767; 14.7997; 14.8368; 14.9315; 14.9479; +Curr nae: 0.0810; Best nae: 0.0775; 0.0780; 0.0784; 0.0785; 0.0789; + + + +2025-05-10 15:08:32,256 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 +2025-05-10 15:08:48,550 - INFO - Training: cls_zice: 25.13739179611206; reg_zipnll: 77.14163131713867; aux_mae_loss_1: 47.43521392822266; aux_mae_loss_2: 6.663201966285706; aux_mae_loss_4: 1.0019307017326355; cnt_loss: 4.2986665630340575; +2025-05-10 15:08:48,551 - INFO - Evaluation: +Curr mae: 9.6516; Best mae: 9.2042; 9.2908; 9.3861; 9.4025; 9.4238; +Curr rmse: 15.2208; Best rmse: 14.6767; 14.7997; 14.8368; 14.9315; 14.9479; +Curr nae: 0.0810; Best nae: 0.0775; 0.0780; 0.0784; 0.0785; 0.0789; + + + +2025-05-10 15:08:48,551 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 +2025-05-10 15:09:05,142 - INFO - Training: cls_zice: 24.34390992164612; reg_zipnll: 77.43125122070313; aux_mae_loss_1: 46.6265832901001; aux_mae_loss_2: 6.422738213539123; aux_mae_loss_4: 0.9765508437156677; cnt_loss: 4.236709702014923; +2025-05-10 15:09:05,143 - INFO - Evaluation: +Curr mae: 9.4987; Best mae: 9.2042; 9.2908; 9.3861; 9.4025; 9.4238; +Curr rmse: 15.0980; Best rmse: 14.6767; 14.7997; 14.8368; 14.9315; 14.9479; +Curr nae: 0.0803; Best nae: 0.0775; 0.0780; 0.0784; 0.0785; 0.0789; + + + +2025-05-10 15:09:05,143 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 +2025-05-10 15:09:22,500 - INFO - Training: cls_zice: 24.003910772800445; reg_zipnll: 76.17013153076172; aux_mae_loss_1: 46.18276809692383; aux_mae_loss_2: 6.509227452278137; aux_mae_loss_4: 0.9938346707820892; cnt_loss: 4.102956998348236; +2025-05-10 15:09:22,501 - INFO - Evaluation: +Curr mae: 9.5347; Best mae: 9.2042; 9.2908; 9.3861; 9.4025; 9.4238; +Curr rmse: 15.0274; Best rmse: 14.6767; 14.7997; 14.8368; 14.9315; 14.9479; +Curr nae: 0.0802; Best nae: 0.0775; 0.0780; 0.0784; 0.0785; 0.0789; + + + +2025-05-10 15:09:22,501 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 +2025-05-10 15:09:38,833 - INFO - Training: cls_zice: 22.174997515678406; reg_zipnll: 75.65502082824707; aux_mae_loss_1: 44.538365020751954; aux_mae_loss_2: 6.162962193489075; aux_mae_loss_4: 0.9365301132202148; cnt_loss: 4.143652536869049; +2025-05-10 15:09:38,834 - INFO - Evaluation: +Curr mae: 9.6622; Best mae: 9.2042; 9.2908; 9.3861; 9.4025; 9.4238; +Curr rmse: 15.1066; Best rmse: 14.6767; 14.7997; 14.8368; 14.9315; 14.9479; +Curr nae: 0.0805; Best nae: 0.0775; 0.0780; 0.0784; 0.0785; 0.0789; + + + +2025-05-10 15:09:38,834 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 +2025-05-10 15:09:55,119 - INFO - Training: cls_zice: 22.938582906723024; reg_zipnll: 75.12690063476562; aux_mae_loss_1: 44.89441577911377; aux_mae_loss_2: 6.300117273330688; aux_mae_loss_4: 0.9408472645282745; cnt_loss: 4.430075173377991; +2025-05-10 15:09:55,307 - INFO - Evaluation: +Curr mae: 9.2164; Best mae: 9.2042; 9.2164; 9.2908; 9.3861; 9.4025; +Curr rmse: 14.6183; Best rmse: 14.6183; 14.6767; 14.7997; 14.8368; 14.9315; +Curr nae: 0.0778; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:09:55,307 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 +2025-05-10 15:10:11,716 - INFO - Training: cls_zice: 23.75423948287964; reg_zipnll: 75.40382915496826; aux_mae_loss_1: 46.28250831604004; aux_mae_loss_2: 6.524004607200623; aux_mae_loss_4: 0.9732219207286835; cnt_loss: 4.19600786447525; +2025-05-10 15:10:11,786 - INFO - Evaluation: +Curr mae: 9.4667; Best mae: 9.2042; 9.2164; 9.2908; 9.3861; 9.4025; +Curr rmse: 14.8508; Best rmse: 14.6183; 14.6767; 14.7997; 14.8368; 14.8508; +Curr nae: 0.0794; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:10:11,786 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 +2025-05-10 15:10:28,046 - INFO - Training: cls_zice: 23.44755509376526; reg_zipnll: 74.59235260009766; aux_mae_loss_1: 45.64232746124267; aux_mae_loss_2: 6.386530194282532; aux_mae_loss_4: 0.9699717569351196; cnt_loss: 4.164106011390686; +2025-05-10 15:10:28,176 - INFO - Evaluation: +Curr mae: 9.3807; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 14.6422; Best rmse: 14.6183; 14.6422; 14.6767; 14.7997; 14.8368; +Curr nae: 0.0801; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:10:28,176 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 +2025-05-10 15:10:44,412 - INFO - Training: cls_zice: 23.685287351608277; reg_zipnll: 74.71251907348633; aux_mae_loss_1: 46.0764582824707; aux_mae_loss_2: 6.490220818519592; aux_mae_loss_4: 0.9866712856292724; cnt_loss: 4.894891481399537; +2025-05-10 15:10:44,413 - INFO - Evaluation: +Curr mae: 9.5383; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 14.9044; Best rmse: 14.6183; 14.6422; 14.6767; 14.7997; 14.8368; +Curr nae: 0.0808; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:10:44,413 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 +2025-05-10 15:11:00,831 - INFO - Training: cls_zice: 24.94316822052002; reg_zipnll: 75.32454849243165; aux_mae_loss_1: 47.060133094787595; aux_mae_loss_2: 6.523509836196899; aux_mae_loss_4: 0.9863528484106063; cnt_loss: 4.252576276063919; +2025-05-10 15:11:00,832 - INFO - Evaluation: +Curr mae: 9.4558; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 14.8803; Best rmse: 14.6183; 14.6422; 14.6767; 14.7997; 14.8368; +Curr nae: 0.0799; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:11:00,832 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 +2025-05-10 15:11:18,649 - INFO - Training: cls_zice: 22.69291389465332; reg_zipnll: 78.14685264587402; aux_mae_loss_1: 45.1085786819458; aux_mae_loss_2: 6.328566775321961; aux_mae_loss_4: 0.9491058087348938; cnt_loss: 3.8410678696632385; +2025-05-10 15:11:18,715 - INFO - Evaluation: +Curr mae: 9.4153; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 14.8172; Best rmse: 14.6183; 14.6422; 14.6767; 14.7997; 14.8172; +Curr nae: 0.0789; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:11:18,715 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 +2025-05-10 15:11:34,994 - INFO - Training: cls_zice: 24.372656879425048; reg_zipnll: 74.01009868621826; aux_mae_loss_1: 46.49605857849121; aux_mae_loss_2: 6.521373162269592; aux_mae_loss_4: 0.9777206188440323; cnt_loss: 3.9590824341773985; +2025-05-10 15:11:34,995 - INFO - Evaluation: +Curr mae: 9.4484; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 14.9501; Best rmse: 14.6183; 14.6422; 14.6767; 14.7997; 14.8172; +Curr nae: 0.0794; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:11:34,995 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 +2025-05-10 15:11:51,446 - INFO - Training: cls_zice: 22.65494393825531; reg_zipnll: 76.47952884674072; aux_mae_loss_1: 44.80724081039429; aux_mae_loss_2: 6.3078841829299925; aux_mae_loss_4: 0.972128438949585; cnt_loss: 4.596476745605469; +2025-05-10 15:11:51,507 - INFO - Evaluation: +Curr mae: 9.3944; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 14.7626; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0789; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:11:51,507 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 +2025-05-10 15:12:07,916 - INFO - Training: cls_zice: 23.84171328544617; reg_zipnll: 76.98164520263671; aux_mae_loss_1: 45.89621147155762; aux_mae_loss_2: 6.412355184555054; aux_mae_loss_4: 0.9652118706703186; cnt_loss: 4.278451771736145; +2025-05-10 15:12:07,917 - INFO - Evaluation: +Curr mae: 9.4595; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 14.9291; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0798; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:12:07,917 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 +2025-05-10 15:12:24,372 - INFO - Training: cls_zice: 23.89085105895996; reg_zipnll: 77.5622908782959; aux_mae_loss_1: 46.48494575500488; aux_mae_loss_2: 6.468617582321167; aux_mae_loss_4: 0.9555705040693283; cnt_loss: 4.015206806659698; +2025-05-10 15:12:24,373 - INFO - Evaluation: +Curr mae: 9.4275; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 14.8849; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0788; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:12:24,374 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 +2025-05-10 15:12:40,784 - INFO - Training: cls_zice: 22.88273094177246; reg_zipnll: 77.26187911987304; aux_mae_loss_1: 46.15255485534668; aux_mae_loss_2: 6.726244106292724; aux_mae_loss_4: 1.0818448913097383; cnt_loss: 7.86868115901947; +2025-05-10 15:12:40,785 - INFO - Evaluation: +Curr mae: 10.5618; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.3648; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0865; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:12:40,785 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 +2025-05-10 15:12:57,302 - INFO - Training: cls_zice: 25.191924104690553; reg_zipnll: 78.51632747650146; aux_mae_loss_1: 48.62570537567139; aux_mae_loss_2: 7.303035612106323; aux_mae_loss_4: 1.2306944572925567; cnt_loss: 9.508059511184692; +2025-05-10 15:12:57,303 - INFO - Evaluation: +Curr mae: 13.0901; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 20.2396; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1131; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:12:57,303 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 +2025-05-10 15:13:13,685 - INFO - Training: cls_zice: 24.796202340126037; reg_zipnll: 77.6455973815918; aux_mae_loss_1: 49.1122993850708; aux_mae_loss_2: 7.373003845214844; aux_mae_loss_4: 1.2533325004577636; cnt_loss: 9.98780698776245; +2025-05-10 15:13:13,686 - INFO - Evaluation: +Curr mae: 11.4305; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.6339; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1049; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:13:13,687 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 +2025-05-10 15:13:30,244 - INFO - Training: cls_zice: 24.241622112989425; reg_zipnll: 77.57797355651856; aux_mae_loss_1: 47.713657493591306; aux_mae_loss_2: 7.120530843734741; aux_mae_loss_4: 1.162426048517227; cnt_loss: 8.266825108528137; +2025-05-10 15:13:30,245 - INFO - Evaluation: +Curr mae: 11.4265; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.3766; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1189; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:13:30,245 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 +2025-05-10 15:13:46,762 - INFO - Training: cls_zice: 25.087937841415407; reg_zipnll: 78.04033340454102; aux_mae_loss_1: 47.781968383789064; aux_mae_loss_2: 7.1827663230895995; aux_mae_loss_4: 1.1855080604553223; cnt_loss: 8.544187974929809; +2025-05-10 15:13:46,762 - INFO - Evaluation: +Curr mae: 12.3668; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.0080; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0950; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:13:46,763 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 +2025-05-10 15:14:03,222 - INFO - Training: cls_zice: 27.50863260269165; reg_zipnll: 79.50276355743408; aux_mae_loss_1: 51.42610687255859; aux_mae_loss_2: 7.46677649974823; aux_mae_loss_4: 1.215132623910904; cnt_loss: 8.659325332641602; +2025-05-10 15:14:03,223 - INFO - Evaluation: +Curr mae: 11.8972; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.2196; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0964; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:14:03,223 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 +2025-05-10 15:14:19,686 - INFO - Training: cls_zice: 25.96347353696823; reg_zipnll: 78.76130451202393; aux_mae_loss_1: 50.168584480285645; aux_mae_loss_2: 7.416364521980285; aux_mae_loss_4: 1.2095262789726258; cnt_loss: 8.631168417930603; +2025-05-10 15:14:19,687 - INFO - Evaluation: +Curr mae: 10.9057; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.8990; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0969; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:14:19,687 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 +2025-05-10 15:14:36,061 - INFO - Training: cls_zice: 23.656693468093874; reg_zipnll: 79.54976722717285; aux_mae_loss_1: 47.214281425476074; aux_mae_loss_2: 7.010956935882568; aux_mae_loss_4: 1.1368802440166474; cnt_loss: 7.497253465652466; +2025-05-10 15:14:36,062 - INFO - Evaluation: +Curr mae: 11.6855; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.3549; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1040; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:14:36,062 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 +2025-05-10 15:14:52,237 - INFO - Training: cls_zice: 25.055144829750063; reg_zipnll: 80.11228973388671; aux_mae_loss_1: 47.885656204223636; aux_mae_loss_2: 7.310833101272583; aux_mae_loss_4: 1.2400146108865737; cnt_loss: 10.460317292213439; +2025-05-10 15:14:52,238 - INFO - Evaluation: +Curr mae: 11.9945; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 20.0765; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1012; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:14:52,238 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 +2025-05-10 15:15:09,233 - INFO - Training: cls_zice: 22.992418847084046; reg_zipnll: 76.52768836975098; aux_mae_loss_1: 45.43992515563965; aux_mae_loss_2: 6.726303133964539; aux_mae_loss_4: 1.0872377866506577; cnt_loss: 6.75446231842041; +2025-05-10 15:15:09,234 - INFO - Evaluation: +Curr mae: 10.1336; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 15.3604; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0933; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:15:09,416 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 +2025-05-10 15:15:25,571 - INFO - Training: cls_zice: 24.522680349349976; reg_zipnll: 79.40069427490235; aux_mae_loss_1: 48.97571197509765; aux_mae_loss_2: 7.463306922912597; aux_mae_loss_4: 1.2338882958889008; cnt_loss: 9.067264087200165; +2025-05-10 15:15:25,572 - INFO - Evaluation: +Curr mae: 11.4398; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.8769; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0935; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:15:25,572 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 +2025-05-10 15:15:41,865 - INFO - Training: cls_zice: 24.919338430166246; reg_zipnll: 80.58103607177735; aux_mae_loss_1: 48.13566253662109; aux_mae_loss_2: 7.33234694480896; aux_mae_loss_4: 1.2725770872831346; cnt_loss: 10.839463515281677; +2025-05-10 15:15:41,866 - INFO - Evaluation: +Curr mae: 14.0305; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 22.9556; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1218; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:15:41,866 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 +2025-05-10 15:15:58,255 - INFO - Training: cls_zice: 25.400217204093934; reg_zipnll: 80.42733825683594; aux_mae_loss_1: 48.3478702545166; aux_mae_loss_2: 7.136764035224915; aux_mae_loss_4: 1.1532603693008423; cnt_loss: 7.6477887105941775; +2025-05-10 15:15:58,256 - INFO - Evaluation: +Curr mae: 12.5245; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.0939; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1067; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:15:58,256 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 +2025-05-10 15:16:14,709 - INFO - Training: cls_zice: 23.535882563591002; reg_zipnll: 77.54580642700195; aux_mae_loss_1: 46.57499881744385; aux_mae_loss_2: 6.84390896320343; aux_mae_loss_4: 1.13592139005661; cnt_loss: 8.58226550102234; +2025-05-10 15:16:14,710 - INFO - Evaluation: +Curr mae: 13.3565; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 21.2861; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1109; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:16:14,710 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 +2025-05-10 15:16:30,972 - INFO - Training: cls_zice: 24.20671154856682; reg_zipnll: 77.06574466705322; aux_mae_loss_1: 47.197369766235354; aux_mae_loss_2: 6.958266019821167; aux_mae_loss_4: 1.119775527715683; cnt_loss: 7.230737886428833; +2025-05-10 15:16:30,973 - INFO - Evaluation: +Curr mae: 11.1095; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.3408; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0982; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:16:30,973 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 +2025-05-10 15:16:47,207 - INFO - Training: cls_zice: 26.178837995529175; reg_zipnll: 79.36256111145019; aux_mae_loss_1: 48.6827649307251; aux_mae_loss_2: 7.195633106231689; aux_mae_loss_4: 1.1707867681980133; cnt_loss: 8.159634909629823; +2025-05-10 15:16:47,208 - INFO - Evaluation: +Curr mae: 11.5793; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.3436; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1128; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:16:47,208 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 +2025-05-10 15:17:03,500 - INFO - Training: cls_zice: 23.935791206359863; reg_zipnll: 78.13514183044434; aux_mae_loss_1: 46.44428272247315; aux_mae_loss_2: 7.079034337997436; aux_mae_loss_4: 1.1881991267204284; cnt_loss: 8.1366814661026; +2025-05-10 15:17:03,501 - INFO - Evaluation: +Curr mae: 13.5352; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 21.0084; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1199; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:17:03,501 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 +2025-05-10 15:17:20,070 - INFO - Training: cls_zice: 24.319493379592895; reg_zipnll: 78.64284549713135; aux_mae_loss_1: 47.3051778793335; aux_mae_loss_2: 7.102570943832397; aux_mae_loss_4: 1.1864807069301606; cnt_loss: 9.09927426815033; +2025-05-10 15:17:20,071 - INFO - Evaluation: +Curr mae: 16.8875; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 25.4270; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1361; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:17:20,071 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 +2025-05-10 15:17:36,711 - INFO - Training: cls_zice: 23.039890253543852; reg_zipnll: 79.91439613342285; aux_mae_loss_1: 46.048318748474124; aux_mae_loss_2: 6.728002185821533; aux_mae_loss_4: 1.0761038398742675; cnt_loss: 6.658347179889679; +2025-05-10 15:17:36,712 - INFO - Evaluation: +Curr mae: 11.6890; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.1620; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0994; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:17:36,712 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 +2025-05-10 15:17:52,974 - INFO - Training: cls_zice: 24.602484283447264; reg_zipnll: 80.59233291625976; aux_mae_loss_1: 47.94368419647217; aux_mae_loss_2: 7.001089634895325; aux_mae_loss_4: 1.106447103023529; cnt_loss: 7.054843764305115; +2025-05-10 15:17:52,974 - INFO - Evaluation: +Curr mae: 12.4391; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.7533; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1074; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:17:52,975 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 +2025-05-10 15:18:10,158 - INFO - Training: cls_zice: 25.266010251045227; reg_zipnll: 76.76354072570801; aux_mae_loss_1: 48.116136627197264; aux_mae_loss_2: 7.0963287448883055; aux_mae_loss_4: 1.1672890710830688; cnt_loss: 8.616610569953918; +2025-05-10 15:18:10,159 - INFO - Evaluation: +Curr mae: 10.4689; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.4810; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0943; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:18:10,159 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 +2025-05-10 15:18:26,445 - INFO - Training: cls_zice: 23.533117804527283; reg_zipnll: 76.13867568969727; aux_mae_loss_1: 44.86080890655518; aux_mae_loss_2: 6.557259798049927; aux_mae_loss_4: 1.0415435791015626; cnt_loss: 6.395713324546814; +2025-05-10 15:18:26,445 - INFO - Evaluation: +Curr mae: 11.1950; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 18.1860; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0946; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:18:26,446 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 +2025-05-10 15:18:42,580 - INFO - Training: cls_zice: 22.52196573257446; reg_zipnll: 74.9610245513916; aux_mae_loss_1: 44.14126480102539; aux_mae_loss_2: 6.5292085266113284; aux_mae_loss_4: 1.0554518270492554; cnt_loss: 7.047181015014648; +2025-05-10 15:18:42,582 - INFO - Evaluation: +Curr mae: 10.4772; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.2703; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0910; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:18:42,582 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 +2025-05-10 15:18:59,009 - INFO - Training: cls_zice: 24.725455265045166; reg_zipnll: 76.7132495880127; aux_mae_loss_1: 47.578962631225586; aux_mae_loss_2: 7.138666296005249; aux_mae_loss_4: 1.1565453648567199; cnt_loss: 8.004545660018922; +2025-05-10 15:18:59,010 - INFO - Evaluation: +Curr mae: 10.3294; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.1959; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0981; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:18:59,010 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 +2025-05-10 15:19:15,547 - INFO - Training: cls_zice: 24.451497430801393; reg_zipnll: 72.41677734375; aux_mae_loss_1: 45.995331077575685; aux_mae_loss_2: 6.8696268987655635; aux_mae_loss_4: 1.1082107663154601; cnt_loss: 7.32599633693695; +2025-05-10 15:19:15,548 - INFO - Evaluation: +Curr mae: 11.2824; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 18.5464; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0953; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:19:15,548 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 +2025-05-10 15:19:31,712 - INFO - Training: cls_zice: 23.3692071390152; reg_zipnll: 76.84070526123047; aux_mae_loss_1: 45.646961269378664; aux_mae_loss_2: 6.69013813495636; aux_mae_loss_4: 1.065575932264328; cnt_loss: 6.41388632774353; +2025-05-10 15:19:31,713 - INFO - Evaluation: +Curr mae: 11.2199; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 18.2453; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1078; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:19:31,713 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 +2025-05-10 15:19:48,241 - INFO - Training: cls_zice: 24.08338057041168; reg_zipnll: 77.87284332275391; aux_mae_loss_1: 46.24355926513672; aux_mae_loss_2: 6.855898089408875; aux_mae_loss_4: 1.1104001319408416; cnt_loss: 8.057814638614655; +2025-05-10 15:19:48,242 - INFO - Evaluation: +Curr mae: 12.3452; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.9587; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1086; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:19:48,242 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 +2025-05-10 15:20:04,584 - INFO - Training: cls_zice: 24.63671241760254; reg_zipnll: 77.47859107971192; aux_mae_loss_1: 47.48219058990478; aux_mae_loss_2: 7.1303573417663575; aux_mae_loss_4: 1.1713264501094818; cnt_loss: 7.980830078125; +2025-05-10 15:20:04,585 - INFO - Evaluation: +Curr mae: 12.3168; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.0308; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1053; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:20:04,585 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 +2025-05-10 15:20:20,954 - INFO - Training: cls_zice: 23.916948318481445; reg_zipnll: 73.98149574279785; aux_mae_loss_1: 44.91642433166504; aux_mae_loss_2: 6.6473683261871335; aux_mae_loss_4: 1.0772902023792268; cnt_loss: 7.391357779502869; +2025-05-10 15:20:20,955 - INFO - Evaluation: +Curr mae: 11.6972; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 20.1593; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1058; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:20:20,955 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 +2025-05-10 15:20:37,031 - INFO - Training: cls_zice: 21.45593484401703; reg_zipnll: 74.26181251525878; aux_mae_loss_1: 42.6529887008667; aux_mae_loss_2: 6.3424366855621335; aux_mae_loss_4: 1.0324767696857453; cnt_loss: 6.669063975811005; +2025-05-10 15:20:37,032 - INFO - Evaluation: +Curr mae: 10.7184; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.2030; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0996; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:20:37,032 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 +2025-05-10 15:20:53,359 - INFO - Training: cls_zice: 24.39622709274292; reg_zipnll: 78.97437507629394; aux_mae_loss_1: 46.632696647644046; aux_mae_loss_2: 6.770359759330749; aux_mae_loss_4: 1.0956349682807922; cnt_loss: 6.954779052734375; +2025-05-10 15:20:53,360 - INFO - Evaluation: +Curr mae: 10.5930; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.7509; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0897; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:20:53,360 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 +2025-05-10 15:21:09,852 - INFO - Training: cls_zice: 23.647104654312134; reg_zipnll: 78.1345262145996; aux_mae_loss_1: 44.71320858001709; aux_mae_loss_2: 6.589436135292053; aux_mae_loss_4: 1.0507688105106354; cnt_loss: 7.044872126579285; +2025-05-10 15:21:09,853 - INFO - Evaluation: +Curr mae: 11.1044; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.3274; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0987; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:21:09,853 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 +2025-05-10 15:21:25,971 - INFO - Training: cls_zice: 23.672492847442626; reg_zipnll: 78.9795878982544; aux_mae_loss_1: 45.78111846923828; aux_mae_loss_2: 6.854293298721314; aux_mae_loss_4: 1.1247323417663575; cnt_loss: 7.862962055206299; +2025-05-10 15:21:25,972 - INFO - Evaluation: +Curr mae: 11.1984; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.9449; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0946; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:21:25,972 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 +2025-05-10 15:21:42,067 - INFO - Training: cls_zice: 24.30725031852722; reg_zipnll: 74.64997665405274; aux_mae_loss_1: 46.0081290435791; aux_mae_loss_2: 6.871432952880859; aux_mae_loss_4: 1.1472467052936555; cnt_loss: 8.3486585688591; +2025-05-10 15:21:42,068 - INFO - Evaluation: +Curr mae: 11.7323; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.9736; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1013; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:21:42,068 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 +2025-05-10 15:21:58,456 - INFO - Training: cls_zice: 24.381010837554932; reg_zipnll: 80.23463943481445; aux_mae_loss_1: 46.98948547363281; aux_mae_loss_2: 6.822637643814087; aux_mae_loss_4: 1.0688780760765075; cnt_loss: 6.3322770357131954; +2025-05-10 15:21:58,457 - INFO - Evaluation: +Curr mae: 11.4073; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 18.6593; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0970; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:21:58,457 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 +2025-05-10 15:22:14,606 - INFO - Training: cls_zice: 25.658521423339845; reg_zipnll: 77.8320458984375; aux_mae_loss_1: 47.96941585540772; aux_mae_loss_2: 7.179987826347351; aux_mae_loss_4: 1.177133766412735; cnt_loss: 9.118153066635132; +2025-05-10 15:22:14,606 - INFO - Evaluation: +Curr mae: 11.6547; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.0267; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1000; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:22:14,606 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 +2025-05-10 15:22:30,846 - INFO - Training: cls_zice: 24.43137967467308; reg_zipnll: 76.63756538391114; aux_mae_loss_1: 46.05310104370117; aux_mae_loss_2: 6.7492803287506105; aux_mae_loss_4: 1.093003968000412; cnt_loss: 7.88487485408783; +2025-05-10 15:22:30,847 - INFO - Evaluation: +Curr mae: 10.3577; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 15.3242; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0938; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:22:30,847 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 +2025-05-10 15:22:47,345 - INFO - Training: cls_zice: 23.22301242351532; reg_zipnll: 75.25845069885254; aux_mae_loss_1: 44.809571990966795; aux_mae_loss_2: 6.644840235710144; aux_mae_loss_4: 1.057189836502075; cnt_loss: 6.821478621959686; +2025-05-10 15:22:47,346 - INFO - Evaluation: +Curr mae: 10.3966; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 15.7351; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0938; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:22:47,346 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 +2025-05-10 15:23:03,737 - INFO - Training: cls_zice: 24.120396509170533; reg_zipnll: 77.23123538970947; aux_mae_loss_1: 45.768373069763186; aux_mae_loss_2: 6.764028282165527; aux_mae_loss_4: 1.102738516330719; cnt_loss: 7.545062055587769; +2025-05-10 15:23:03,738 - INFO - Evaluation: +Curr mae: 11.3654; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.5273; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0942; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:23:03,738 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 +2025-05-10 15:23:20,040 - INFO - Training: cls_zice: 23.07394779205322; reg_zipnll: 74.47876564025879; aux_mae_loss_1: 44.82169666290283; aux_mae_loss_2: 6.7498312664031985; aux_mae_loss_4: 1.1052802038192748; cnt_loss: 8.300953197479249; +2025-05-10 15:23:20,041 - INFO - Evaluation: +Curr mae: 15.4714; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 25.5844; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1155; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:23:20,041 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 +2025-05-10 15:23:36,281 - INFO - Training: cls_zice: 24.82606985092163; reg_zipnll: 79.09406814575195; aux_mae_loss_1: 46.39800186157227; aux_mae_loss_2: 6.982521257400513; aux_mae_loss_4: 1.156066700220108; cnt_loss: 8.427563190460205; +2025-05-10 15:23:36,282 - INFO - Evaluation: +Curr mae: 11.5133; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 18.0145; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0962; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:23:36,282 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 +2025-05-10 15:23:52,483 - INFO - Training: cls_zice: 24.71861258029938; reg_zipnll: 77.8081954574585; aux_mae_loss_1: 47.872662773132326; aux_mae_loss_2: 7.2551153993606565; aux_mae_loss_4: 1.1900827193260193; cnt_loss: 8.545055500268937; +2025-05-10 15:23:52,483 - INFO - Evaluation: +Curr mae: 11.0839; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 18.0072; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1027; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:23:52,484 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 +2025-05-10 15:24:08,695 - INFO - Training: cls_zice: 23.128734431266786; reg_zipnll: 76.08406837463379; aux_mae_loss_1: 44.85787994384766; aux_mae_loss_2: 6.717207622528076; aux_mae_loss_4: 1.0730540418624879; cnt_loss: 7.460459263324737; +2025-05-10 15:24:08,696 - INFO - Evaluation: +Curr mae: 10.3823; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.3722; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0930; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:24:08,696 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 +2025-05-10 15:24:25,040 - INFO - Training: cls_zice: 23.140980925559997; reg_zipnll: 74.26457466125488; aux_mae_loss_1: 44.05879287719726; aux_mae_loss_2: 6.528886127471924; aux_mae_loss_4: 1.0487806010246277; cnt_loss: 6.998924169540405; +2025-05-10 15:24:25,041 - INFO - Evaluation: +Curr mae: 12.1510; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 19.2396; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0990; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:24:25,041 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 +2025-05-10 15:24:41,158 - INFO - Training: cls_zice: 25.3271257686615; reg_zipnll: 76.30964286804199; aux_mae_loss_1: 46.905846977233885; aux_mae_loss_2: 6.944192261695862; aux_mae_loss_4: 1.1203934156894684; cnt_loss: 7.703485713005066; +2025-05-10 15:24:41,159 - INFO - Evaluation: +Curr mae: 11.0373; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.5345; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0927; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:24:41,159 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 +2025-05-10 15:24:57,617 - INFO - Training: cls_zice: 24.533611679077147; reg_zipnll: 74.65738235473633; aux_mae_loss_1: 46.69689739227295; aux_mae_loss_2: 6.907131452560424; aux_mae_loss_4: 1.1087672889232636; cnt_loss: 7.645470576286316; +2025-05-10 15:24:57,621 - INFO - Evaluation: +Curr mae: 11.0072; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.6066; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1020; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:24:57,622 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 +2025-05-10 15:25:13,897 - INFO - Training: cls_zice: 24.63226162433624; reg_zipnll: 76.22711944580078; aux_mae_loss_1: 45.80977718353272; aux_mae_loss_2: 6.886630873680115; aux_mae_loss_4: 1.0961778593063354; cnt_loss: 7.657709746360779; +2025-05-10 15:25:13,898 - INFO - Evaluation: +Curr mae: 10.1862; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.0627; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0858; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:25:13,898 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 +2025-05-10 15:25:30,080 - INFO - Training: cls_zice: 23.68197462081909; reg_zipnll: 72.0688980102539; aux_mae_loss_1: 44.93937057495117; aux_mae_loss_2: 6.813242092132568; aux_mae_loss_4: 1.1237043011188508; cnt_loss: 9.0406103849411; +2025-05-10 15:25:30,080 - INFO - Evaluation: +Curr mae: 10.9484; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 18.5085; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0976; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:25:30,081 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 +2025-05-10 15:25:46,285 - INFO - Training: cls_zice: 26.00493673324585; reg_zipnll: 79.27253303527831; aux_mae_loss_1: 47.425124969482425; aux_mae_loss_2: 6.996443066596985; aux_mae_loss_4: 1.1284112918376923; cnt_loss: 6.887193048000336; +2025-05-10 15:25:46,286 - INFO - Evaluation: +Curr mae: 11.6884; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 18.8994; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0932; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:25:46,286 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 +2025-05-10 15:26:02,809 - INFO - Training: cls_zice: 24.565229225158692; reg_zipnll: 77.60293296813965; aux_mae_loss_1: 46.49524356842041; aux_mae_loss_2: 6.988587722778321; aux_mae_loss_4: 1.1399039769172667; cnt_loss: 7.905612835884094; +2025-05-10 15:26:02,810 - INFO - Evaluation: +Curr mae: 11.1124; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.7728; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0960; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:26:02,810 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 +2025-05-10 15:26:19,171 - INFO - Training: cls_zice: 24.252236728668212; reg_zipnll: 74.22438106536865; aux_mae_loss_1: 44.5347868347168; aux_mae_loss_2: 6.691133298873901; aux_mae_loss_4: 1.0589555382728577; cnt_loss: 5.802583410739898; +2025-05-10 15:26:19,172 - INFO - Evaluation: +Curr mae: 11.3678; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 18.1071; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0964; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:26:19,172 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 +2025-05-10 15:26:35,499 - INFO - Training: cls_zice: 22.704043102264404; reg_zipnll: 75.10174362182617; aux_mae_loss_1: 43.52957752227783; aux_mae_loss_2: 6.461813368797302; aux_mae_loss_4: 1.044097900390625; cnt_loss: 7.065815348625183; +2025-05-10 15:26:35,500 - INFO - Evaluation: +Curr mae: 9.7563; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 15.3640; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0835; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:26:35,500 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 +2025-05-10 15:26:52,140 - INFO - Training: cls_zice: 24.845299768447877; reg_zipnll: 73.458173828125; aux_mae_loss_1: 45.97689704895019; aux_mae_loss_2: 6.827983641624451; aux_mae_loss_4: 1.0711770725250245; cnt_loss: 6.258248023986816; +2025-05-10 15:26:52,141 - INFO - Evaluation: +Curr mae: 10.8244; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.6971; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0873; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:26:52,141 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 +2025-05-10 15:27:08,604 - INFO - Training: cls_zice: 22.69250524520874; reg_zipnll: 74.22842597961426; aux_mae_loss_1: 42.903593368530274; aux_mae_loss_2: 6.330305166244507; aux_mae_loss_4: 1.007495971918106; cnt_loss: 6.034224288463593; +2025-05-10 15:27:08,605 - INFO - Evaluation: +Curr mae: 11.4129; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.4756; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.1010; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:27:08,606 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 +2025-05-10 15:27:25,123 - INFO - Training: cls_zice: 23.384577264785765; reg_zipnll: 74.70797149658203; aux_mae_loss_1: 43.76316497802734; aux_mae_loss_2: 6.460861110687256; aux_mae_loss_4: 1.0175621151924132; cnt_loss: 6.266315984725952; +2025-05-10 15:27:25,124 - INFO - Evaluation: +Curr mae: 10.2821; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 15.5235; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0918; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:27:25,124 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 +2025-05-10 15:27:41,293 - INFO - Training: cls_zice: 26.00900778770447; reg_zipnll: 74.12275360107422; aux_mae_loss_1: 45.78461711883545; aux_mae_loss_2: 6.82436017036438; aux_mae_loss_4: 1.085037357211113; cnt_loss: 7.038472397327423; +2025-05-10 15:27:41,294 - INFO - Evaluation: +Curr mae: 10.6057; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.9200; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0916; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:27:41,294 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 +2025-05-10 15:27:57,513 - INFO - Training: cls_zice: 26.522355766296386; reg_zipnll: 75.2900853729248; aux_mae_loss_1: 47.63742897033691; aux_mae_loss_2: 7.024903001785279; aux_mae_loss_4: 1.1256875884532929; cnt_loss: 7.467575430870056; +2025-05-10 15:27:57,514 - INFO - Evaluation: +Curr mae: 10.5754; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.0196; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0882; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:27:57,514 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 +2025-05-10 15:28:13,612 - INFO - Training: cls_zice: 23.907826328277586; reg_zipnll: 74.0518469619751; aux_mae_loss_1: 44.96915782928467; aux_mae_loss_2: 6.656791000366211; aux_mae_loss_4: 1.0633474385738373; cnt_loss: 6.863722958564758; +2025-05-10 15:28:13,613 - INFO - Evaluation: +Curr mae: 10.7072; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.6436; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0973; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:28:13,613 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 +2025-05-10 15:28:29,964 - INFO - Training: cls_zice: 24.88234443128109; reg_zipnll: 73.21245761871337; aux_mae_loss_1: 45.30918447494507; aux_mae_loss_2: 6.698717188835144; aux_mae_loss_4: 1.0864502823352813; cnt_loss: 6.703132829666138; +2025-05-10 15:28:29,965 - INFO - Evaluation: +Curr mae: 11.0258; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.6104; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0985; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:28:29,966 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 +2025-05-10 15:28:46,643 - INFO - Training: cls_zice: 24.562778768539427; reg_zipnll: 74.29953666687011; aux_mae_loss_1: 45.28349182128906; aux_mae_loss_2: 6.674888429641723; aux_mae_loss_4: 1.0760668396949769; cnt_loss: 6.723431272506714; +2025-05-10 15:28:46,644 - INFO - Evaluation: +Curr mae: 10.2926; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 16.0886; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0897; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:28:46,813 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 +2025-05-10 15:29:03,334 - INFO - Training: cls_zice: 23.814780087471007; reg_zipnll: 73.26517257690429; aux_mae_loss_1: 44.24945062637329; aux_mae_loss_2: 6.609072880744934; aux_mae_loss_4: 1.0609620463848115; cnt_loss: 6.695493986606598; +2025-05-10 15:29:03,335 - INFO - Evaluation: +Curr mae: 10.6244; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 17.3416; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0967; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:29:03,335 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 +2025-05-10 15:29:19,815 - INFO - Training: cls_zice: 22.38108464241028; reg_zipnll: 74.2503872680664; aux_mae_loss_1: 42.779149780273436; aux_mae_loss_2: 6.362123489379883; aux_mae_loss_4: 0.9978798502683639; cnt_loss: 6.016023027896881; +2025-05-10 15:29:19,816 - INFO - Evaluation: +Curr mae: 9.5946; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 15.2438; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0874; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:29:19,816 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 +2025-05-10 15:29:36,307 - INFO - Training: cls_zice: 23.523930697441102; reg_zipnll: 74.6087483215332; aux_mae_loss_1: 43.87960327148438; aux_mae_loss_2: 6.4498826694488525; aux_mae_loss_4: 1.0293177962303162; cnt_loss: 6.326819849014282; +2025-05-10 15:29:36,308 - INFO - Evaluation: +Curr mae: 9.9665; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 15.4646; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0895; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:29:36,308 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 +2025-05-10 15:29:52,631 - INFO - Training: cls_zice: 22.889797506332396; reg_zipnll: 75.03029739379883; aux_mae_loss_1: 43.473993644714355; aux_mae_loss_2: 6.46287504196167; aux_mae_loss_4: 1.0220919120311738; cnt_loss: 6.466831879615784; +2025-05-10 15:29:52,632 - INFO - Evaluation: +Curr mae: 10.4407; Best mae: 9.2042; 9.2164; 9.2908; 9.3807; 9.3861; +Curr rmse: 15.8551; Best rmse: 14.6183; 14.6422; 14.6767; 14.7626; 14.7997; +Curr nae: 0.0932; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:29:52,632 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 +2025-05-10 15:30:08,916 - INFO - Training: cls_zice: 23.136987419128417; reg_zipnll: 69.2326388168335; aux_mae_loss_1: 43.34920906066895; aux_mae_loss_2: 6.448998408317566; aux_mae_loss_4: 1.0389700579643248; cnt_loss: 6.268681054115295; +2025-05-10 15:30:09,041 - INFO - Evaluation: +Curr mae: 9.2704; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 14.6464; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0803; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:30:09,042 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 +2025-05-10 15:30:25,663 - INFO - Training: cls_zice: 25.14500220298767; reg_zipnll: 74.5804379272461; aux_mae_loss_1: 45.71075546264648; aux_mae_loss_2: 6.790106897354126; aux_mae_loss_4: 1.102316427230835; cnt_loss: 7.419983797073364; +2025-05-10 15:30:25,664 - INFO - Evaluation: +Curr mae: 11.5178; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.2048; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0974; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:30:25,664 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 +2025-05-10 15:30:42,041 - INFO - Training: cls_zice: 24.064614186286928; reg_zipnll: 74.35712440490722; aux_mae_loss_1: 43.61898948669434; aux_mae_loss_2: 6.415569181442261; aux_mae_loss_4: 1.0329963791370391; cnt_loss: 5.706757574081421; +2025-05-10 15:30:42,042 - INFO - Evaluation: +Curr mae: 11.0045; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.4714; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0928; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:30:42,042 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 +2025-05-10 15:30:58,478 - INFO - Training: cls_zice: 23.170084187984468; reg_zipnll: 73.40199394226075; aux_mae_loss_1: 43.29689414978027; aux_mae_loss_2: 6.364935803413391; aux_mae_loss_4: 1.0127809464931488; cnt_loss: 6.127413926124572; +2025-05-10 15:30:58,479 - INFO - Evaluation: +Curr mae: 10.3847; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.7796; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0949; Best nae: 0.0775; 0.0778; 0.0780; 0.0784; 0.0785; + + + +2025-05-10 15:30:58,479 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 +2025-05-10 15:31:14,927 - INFO - Training: cls_zice: 20.931988296508788; reg_zipnll: 75.85322059631348; aux_mae_loss_1: 41.86568878173828; aux_mae_loss_2: 6.2088383436203; aux_mae_loss_4: 0.9712460017204285; cnt_loss: 5.793737320899964; +2025-05-10 15:31:14,991 - INFO - Evaluation: +Curr mae: 9.5813; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.5633; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0775; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:31:14,991 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 +2025-05-10 15:31:31,499 - INFO - Training: cls_zice: 25.792749757766725; reg_zipnll: 74.42868972778321; aux_mae_loss_1: 46.65425231933594; aux_mae_loss_2: 6.811074442863465; aux_mae_loss_4: 1.062651515007019; cnt_loss: 6.141285614967346; +2025-05-10 15:31:31,500 - INFO - Evaluation: +Curr mae: 10.3626; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.2563; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0891; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:31:31,500 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 +2025-05-10 15:31:48,836 - INFO - Training: cls_zice: 24.197744998931885; reg_zipnll: 74.53634441375732; aux_mae_loss_1: 44.78076984405518; aux_mae_loss_2: 6.651317825317383; aux_mae_loss_4: 1.050119355916977; cnt_loss: 6.5510369443893435; +2025-05-10 15:31:48,878 - INFO - Evaluation: +Curr mae: 10.5077; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.5784; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0893; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:31:48,878 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 +2025-05-10 15:32:06,242 - INFO - Training: cls_zice: 23.865071392059328; reg_zipnll: 73.82297332763672; aux_mae_loss_1: 43.92253269195557; aux_mae_loss_2: 6.515790491104126; aux_mae_loss_4: 1.0169961899518967; cnt_loss: 6.603290050029755; +2025-05-10 15:32:06,243 - INFO - Evaluation: +Curr mae: 11.2316; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.2055; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.1077; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:32:06,243 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 +2025-05-10 15:32:22,545 - INFO - Training: cls_zice: 23.17826316833496; reg_zipnll: 72.12336761474609; aux_mae_loss_1: 43.390790176391604; aux_mae_loss_2: 6.503182706832885; aux_mae_loss_4: 1.0410218280553818; cnt_loss: 6.738851170539856; +2025-05-10 15:32:22,546 - INFO - Evaluation: +Curr mae: 11.6271; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.7245; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.1084; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:32:22,546 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 +2025-05-10 15:32:39,220 - INFO - Training: cls_zice: 23.380662040710448; reg_zipnll: 75.77121368408203; aux_mae_loss_1: 43.14405261993408; aux_mae_loss_2: 6.359932231903076; aux_mae_loss_4: 0.9913914763927459; cnt_loss: 5.640609321594238; +2025-05-10 15:32:39,221 - INFO - Evaluation: +Curr mae: 11.0286; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.3252; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0948; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:32:39,221 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 +2025-05-10 15:32:55,597 - INFO - Training: cls_zice: 24.237217383384703; reg_zipnll: 75.36289291381836; aux_mae_loss_1: 44.65961971282959; aux_mae_loss_2: 6.538058586120606; aux_mae_loss_4: 1.0410084640979766; cnt_loss: 6.510841431617737; +2025-05-10 15:32:55,598 - INFO - Evaluation: +Curr mae: 10.1988; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.1770; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0875; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:32:55,598 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 +2025-05-10 15:33:11,977 - INFO - Training: cls_zice: 22.26954843044281; reg_zipnll: 72.35473369598388; aux_mae_loss_1: 42.30395236968994; aux_mae_loss_2: 6.316307206153869; aux_mae_loss_4: 1.003111608028412; cnt_loss: 6.297636587619781; +2025-05-10 15:33:11,978 - INFO - Evaluation: +Curr mae: 11.6358; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 19.2801; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.1052; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:33:11,978 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 +2025-05-10 15:33:28,767 - INFO - Training: cls_zice: 21.121797533035277; reg_zipnll: 70.81023956298829; aux_mae_loss_1: 41.15047779083252; aux_mae_loss_2: 6.311795043945312; aux_mae_loss_4: 1.03091525554657; cnt_loss: 6.801630430221557; +2025-05-10 15:33:28,768 - INFO - Evaluation: +Curr mae: 11.2583; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.8412; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0952; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:33:28,768 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 +2025-05-10 15:33:45,002 - INFO - Training: cls_zice: 23.170260744094847; reg_zipnll: 73.5355931854248; aux_mae_loss_1: 42.97697694778442; aux_mae_loss_2: 6.344710216522217; aux_mae_loss_4: 1.0110640358924865; cnt_loss: 6.929234609603882; +2025-05-10 15:33:45,003 - INFO - Evaluation: +Curr mae: 10.8546; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.3677; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0967; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:33:45,003 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 +2025-05-10 15:34:01,455 - INFO - Training: cls_zice: 24.163972063064577; reg_zipnll: 74.88379150390625; aux_mae_loss_1: 44.33201400756836; aux_mae_loss_2: 6.668715658187867; aux_mae_loss_4: 1.0920309114456177; cnt_loss: 7.360489673614502; +2025-05-10 15:34:01,456 - INFO - Evaluation: +Curr mae: 11.1901; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.4049; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0947; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:34:01,456 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 +2025-05-10 15:34:17,799 - INFO - Training: cls_zice: 23.82969477176666; reg_zipnll: 74.75664123535157; aux_mae_loss_1: 44.163763198852536; aux_mae_loss_2: 6.664099197387696; aux_mae_loss_4: 1.0781276392936707; cnt_loss: 7.81693733215332; +2025-05-10 15:34:17,800 - INFO - Evaluation: +Curr mae: 10.6400; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.5395; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0925; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:34:17,800 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 +2025-05-10 15:34:34,081 - INFO - Training: cls_zice: 22.923716592788697; reg_zipnll: 70.52648708343506; aux_mae_loss_1: 42.34220630645752; aux_mae_loss_2: 6.228166432380676; aux_mae_loss_4: 0.9893842768669129; cnt_loss: 6.401686339378357; +2025-05-10 15:34:34,082 - INFO - Evaluation: +Curr mae: 10.0156; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.3451; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0907; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:34:34,082 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 +2025-05-10 15:34:50,232 - INFO - Training: cls_zice: 23.845146770477296; reg_zipnll: 73.71582496643066; aux_mae_loss_1: 43.5458358001709; aux_mae_loss_2: 6.349004006385803; aux_mae_loss_4: 0.9988104796409607; cnt_loss: 6.266006672382355; +2025-05-10 15:34:50,232 - INFO - Evaluation: +Curr mae: 11.0180; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 18.0788; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0945; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:34:50,232 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 +2025-05-10 15:35:06,544 - INFO - Training: cls_zice: 23.119488573074342; reg_zipnll: 71.46102291107178; aux_mae_loss_1: 43.13432163238525; aux_mae_loss_2: 6.421131820678711; aux_mae_loss_4: 1.0107544541358948; cnt_loss: 6.118086700439453; +2025-05-10 15:35:06,545 - INFO - Evaluation: +Curr mae: 11.4920; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.8669; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.1063; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:35:06,545 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 +2025-05-10 15:35:23,196 - INFO - Training: cls_zice: 22.266794691085817; reg_zipnll: 72.3915512084961; aux_mae_loss_1: 42.294382934570315; aux_mae_loss_2: 6.311835732460022; aux_mae_loss_4: 1.0036787205934525; cnt_loss: 6.466787824630737; +2025-05-10 15:35:23,197 - INFO - Evaluation: +Curr mae: 10.0470; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.2803; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0851; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:35:23,197 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 +2025-05-10 15:35:39,397 - INFO - Training: cls_zice: 23.62257559776306; reg_zipnll: 74.83501731872559; aux_mae_loss_1: 42.97563575744629; aux_mae_loss_2: 6.35677710056305; aux_mae_loss_4: 0.9966350609064102; cnt_loss: 5.9143451929092405; +2025-05-10 15:35:39,397 - INFO - Evaluation: +Curr mae: 10.1470; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.5903; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0827; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:35:39,398 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 +2025-05-10 15:35:56,027 - INFO - Training: cls_zice: 23.528292875289917; reg_zipnll: 69.52746524810792; aux_mae_loss_1: 42.40004177093506; aux_mae_loss_2: 6.276734914779663; aux_mae_loss_4: 0.9953108048439026; cnt_loss: 5.600250718593597; +2025-05-10 15:35:56,029 - INFO - Evaluation: +Curr mae: 10.2475; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.7906; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0877; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:35:56,029 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 +2025-05-10 15:36:12,570 - INFO - Training: cls_zice: 23.77388114929199; reg_zipnll: 75.11681930541992; aux_mae_loss_1: 43.04321632385254; aux_mae_loss_2: 6.383143258094788; aux_mae_loss_4: 0.9984580928087234; cnt_loss: 6.4461119270324705; +2025-05-10 15:36:12,571 - INFO - Evaluation: +Curr mae: 10.0644; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.1016; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0882; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:36:12,572 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 +2025-05-10 15:36:28,872 - INFO - Training: cls_zice: 25.12919635772705; reg_zipnll: 72.77695610046386; aux_mae_loss_1: 44.93040817260742; aux_mae_loss_2: 6.723302626609803; aux_mae_loss_4: 1.0705448698997497; cnt_loss: 6.543464326858521; +2025-05-10 15:36:28,873 - INFO - Evaluation: +Curr mae: 12.8919; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 19.7080; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.1160; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:36:28,873 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 +2025-05-10 15:36:45,148 - INFO - Training: cls_zice: 23.868265425562857; reg_zipnll: 72.88665809631348; aux_mae_loss_1: 43.85153240203857; aux_mae_loss_2: 6.523088216781616; aux_mae_loss_4: 1.0210568630695342; cnt_loss: 6.250446858406067; +2025-05-10 15:36:45,149 - INFO - Evaluation: +Curr mae: 10.1802; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.0475; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0838; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:36:45,149 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 +2025-05-10 15:37:01,564 - INFO - Training: cls_zice: 22.211784057617187; reg_zipnll: 72.20385471343994; aux_mae_loss_1: 41.923432693481445; aux_mae_loss_2: 6.232511558532715; aux_mae_loss_4: 0.9922257554531098; cnt_loss: 6.156889848709106; +2025-05-10 15:37:01,565 - INFO - Evaluation: +Curr mae: 12.0266; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 18.3488; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0957; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:37:01,565 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 +2025-05-10 15:37:18,006 - INFO - Training: cls_zice: 23.91153648376465; reg_zipnll: 72.54497596740723; aux_mae_loss_1: 43.52620841979981; aux_mae_loss_2: 6.465537338256836; aux_mae_loss_4: 1.0259036600589753; cnt_loss: 6.295233521461487; +2025-05-10 15:37:18,007 - INFO - Evaluation: +Curr mae: 10.6624; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.0035; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0881; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:37:18,007 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 +2025-05-10 15:37:34,085 - INFO - Training: cls_zice: 22.36832120895386; reg_zipnll: 72.90152225494384; aux_mae_loss_1: 42.5476155090332; aux_mae_loss_2: 6.418254389762878; aux_mae_loss_4: 1.04540482878685; cnt_loss: 6.781951711177826; +2025-05-10 15:37:34,086 - INFO - Evaluation: +Curr mae: 10.5906; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.2007; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0888; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:37:34,086 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 +2025-05-10 15:37:50,653 - INFO - Training: cls_zice: 23.72317120552063; reg_zipnll: 73.29670864105225; aux_mae_loss_1: 43.394266548156736; aux_mae_loss_2: 6.390125436782837; aux_mae_loss_4: 1.026020519733429; cnt_loss: 6.278472352027893; +2025-05-10 15:37:50,654 - INFO - Evaluation: +Curr mae: 9.9639; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.3353; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0887; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:37:50,654 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 +2025-05-10 15:38:07,006 - INFO - Training: cls_zice: 26.02383596420288; reg_zipnll: 74.52506103515626; aux_mae_loss_1: 46.371336135864254; aux_mae_loss_2: 6.819774236679077; aux_mae_loss_4: 1.0824074578285217; cnt_loss: 6.192911567687989; +2025-05-10 15:38:07,007 - INFO - Evaluation: +Curr mae: 10.0813; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.5911; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0878; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:38:07,007 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 +2025-05-10 15:38:23,242 - INFO - Training: cls_zice: 23.713510179519652; reg_zipnll: 74.07139991760253; aux_mae_loss_1: 43.251394996643064; aux_mae_loss_2: 6.563922591209412; aux_mae_loss_4: 1.0684624314308167; cnt_loss: 7.8338818883895875; +2025-05-10 15:38:23,243 - INFO - Evaluation: +Curr mae: 10.5784; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.6886; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0859; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:38:23,243 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 +2025-05-10 15:38:39,561 - INFO - Training: cls_zice: 21.446907675266267; reg_zipnll: 67.9352167892456; aux_mae_loss_1: 40.3686874961853; aux_mae_loss_2: 6.071426348686218; aux_mae_loss_4: 0.9836170989274978; cnt_loss: 6.6137302470207215; +2025-05-10 15:38:39,561 - INFO - Evaluation: +Curr mae: 10.5392; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.5628; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0932; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:38:39,562 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 +2025-05-10 15:38:55,781 - INFO - Training: cls_zice: 23.720523247718813; reg_zipnll: 71.05774677276611; aux_mae_loss_1: 43.757046928405764; aux_mae_loss_2: 6.539889764785767; aux_mae_loss_4: 1.0745709478855132; cnt_loss: 7.132539710998535; +2025-05-10 15:38:55,782 - INFO - Evaluation: +Curr mae: 10.9043; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.7303; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0978; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:38:55,782 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 +2025-05-10 15:39:11,966 - INFO - Training: cls_zice: 23.209520006179808; reg_zipnll: 71.80880939483643; aux_mae_loss_1: 42.72571540832519; aux_mae_loss_2: 6.334610071182251; aux_mae_loss_4: 1.0088014459609986; cnt_loss: 6.055815923213959; +2025-05-10 15:39:11,967 - INFO - Evaluation: +Curr mae: 10.4772; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.6960; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0922; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:39:11,967 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 +2025-05-10 15:39:28,437 - INFO - Training: cls_zice: 25.886657218933106; reg_zipnll: 73.43948875427246; aux_mae_loss_1: 45.67377342224121; aux_mae_loss_2: 6.807364082336425; aux_mae_loss_4: 1.0742328131198884; cnt_loss: 6.365195801258087; +2025-05-10 15:39:28,438 - INFO - Evaluation: +Curr mae: 13.6579; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 18.6085; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.1145; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:39:28,438 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 +2025-05-10 15:39:45,218 - INFO - Training: cls_zice: 23.902674078941345; reg_zipnll: 72.42675498962403; aux_mae_loss_1: 43.24000782012939; aux_mae_loss_2: 6.403907246589661; aux_mae_loss_4: 1.0164072442054748; cnt_loss: 6.4222323298454285; +2025-05-10 15:39:45,219 - INFO - Evaluation: +Curr mae: 10.0269; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.8270; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0828; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:39:45,219 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 +2025-05-10 15:40:01,622 - INFO - Training: cls_zice: 22.53232310295105; reg_zipnll: 70.64857528686524; aux_mae_loss_1: 41.79452396392822; aux_mae_loss_2: 6.194360132217407; aux_mae_loss_4: 0.9894610607624054; cnt_loss: 6.384549422264099; +2025-05-10 15:40:01,623 - INFO - Evaluation: +Curr mae: 10.3593; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.0156; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0881; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:40:01,623 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 +2025-05-10 15:40:17,749 - INFO - Training: cls_zice: 24.531389169692993; reg_zipnll: 72.86395484924316; aux_mae_loss_1: 43.95529266357422; aux_mae_loss_2: 6.475519042015076; aux_mae_loss_4: 1.0308454608917237; cnt_loss: 6.236124820709229; +2025-05-10 15:40:17,749 - INFO - Evaluation: +Curr mae: 10.3593; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.2760; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0868; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:40:17,750 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 +2025-05-10 15:40:34,113 - INFO - Training: cls_zice: 23.771786289215086; reg_zipnll: 71.38172710418701; aux_mae_loss_1: 42.7133521270752; aux_mae_loss_2: 6.323480024337768; aux_mae_loss_4: 1.0164372217655182; cnt_loss: 6.515229768753052; +2025-05-10 15:40:34,114 - INFO - Evaluation: +Curr mae: 10.8511; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.5463; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0950; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:40:34,114 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 +2025-05-10 15:40:50,504 - INFO - Training: cls_zice: 23.733177070617675; reg_zipnll: 72.61416717529296; aux_mae_loss_1: 42.96702896118164; aux_mae_loss_2: 6.346897988319397; aux_mae_loss_4: 0.9918009769916535; cnt_loss: 5.681310558319092; +2025-05-10 15:40:50,505 - INFO - Evaluation: +Curr mae: 9.4867; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 14.9166; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0860; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:40:50,505 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 +2025-05-10 15:41:06,853 - INFO - Training: cls_zice: 23.058436908721923; reg_zipnll: 72.73764511108398; aux_mae_loss_1: 42.500362701416016; aux_mae_loss_2: 6.337015209197998; aux_mae_loss_4: 1.0173590135574342; cnt_loss: 6.521981472969055; +2025-05-10 15:41:06,854 - INFO - Evaluation: +Curr mae: 11.3477; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.1834; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0953; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:41:06,854 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 +2025-05-10 15:41:23,258 - INFO - Training: cls_zice: 21.802401695251465; reg_zipnll: 72.20863342285156; aux_mae_loss_1: 40.16141620635986; aux_mae_loss_2: 6.023423266410828; aux_mae_loss_4: 0.9365448331832886; cnt_loss: 5.612818377017975; +2025-05-10 15:41:23,259 - INFO - Evaluation: +Curr mae: 9.8368; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.1883; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0837; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:41:23,259 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 +2025-05-10 15:41:39,754 - INFO - Training: cls_zice: 25.583142404556273; reg_zipnll: 75.2811442565918; aux_mae_loss_1: 44.733531856536864; aux_mae_loss_2: 6.55356767654419; aux_mae_loss_4: 1.0116213846206665; cnt_loss: 5.844252789020539; +2025-05-10 15:41:39,755 - INFO - Evaluation: +Curr mae: 11.0721; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.7120; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0893; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:41:39,755 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 +2025-05-10 15:41:56,220 - INFO - Training: cls_zice: 23.53467538356781; reg_zipnll: 70.25146759033203; aux_mae_loss_1: 41.877322883605956; aux_mae_loss_2: 6.246864309310913; aux_mae_loss_4: 0.9978771662712097; cnt_loss: 6.509433310031891; +2025-05-10 15:41:56,220 - INFO - Evaluation: +Curr mae: 10.8742; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.9732; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0942; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:41:56,221 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 +2025-05-10 15:42:12,479 - INFO - Training: cls_zice: 24.369283113479614; reg_zipnll: 74.37779693603515; aux_mae_loss_1: 43.689215965270996; aux_mae_loss_2: 6.4179711389541625; aux_mae_loss_4: 1.0187930303812027; cnt_loss: 6.230192708969116; +2025-05-10 15:42:12,480 - INFO - Evaluation: +Curr mae: 10.1858; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.9394; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0850; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:42:12,480 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 +2025-05-10 15:42:28,707 - INFO - Training: cls_zice: 23.0048007106781; reg_zipnll: 72.05530982971192; aux_mae_loss_1: 41.94093963623047; aux_mae_loss_2: 6.292433853149414; aux_mae_loss_4: 1.0203356444835663; cnt_loss: 7.840664620399475; +2025-05-10 15:42:28,708 - INFO - Evaluation: +Curr mae: 10.1211; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.9244; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0882; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:42:28,979 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 +2025-05-10 15:42:45,444 - INFO - Training: cls_zice: 24.247258834838867; reg_zipnll: 72.23336334228516; aux_mae_loss_1: 42.71375377655029; aux_mae_loss_2: 6.266770524978638; aux_mae_loss_4: 0.982159161567688; cnt_loss: 5.749549887180328; +2025-05-10 15:42:45,445 - INFO - Evaluation: +Curr mae: 10.3560; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.3788; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0876; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:42:45,445 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 +2025-05-10 15:43:01,715 - INFO - Training: cls_zice: 22.948793449401855; reg_zipnll: 70.63586109161378; aux_mae_loss_1: 41.17049472808838; aux_mae_loss_2: 6.086187410354614; aux_mae_loss_4: 0.9598103380203247; cnt_loss: 5.371192045211792; +2025-05-10 15:43:01,716 - INFO - Evaluation: +Curr mae: 10.3965; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.7947; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0911; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:43:01,716 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 +2025-05-10 15:43:18,145 - INFO - Training: cls_zice: 25.091477584838866; reg_zipnll: 72.66584999084472; aux_mae_loss_1: 43.577358627319335; aux_mae_loss_2: 6.344703478813171; aux_mae_loss_4: 0.9796822673082352; cnt_loss: 5.503195436000824; +2025-05-10 15:43:18,146 - INFO - Evaluation: +Curr mae: 10.6963; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.8583; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0906; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:43:18,146 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 +2025-05-10 15:43:34,547 - INFO - Training: cls_zice: 23.617667570114136; reg_zipnll: 74.13495979309081; aux_mae_loss_1: 42.7188903427124; aux_mae_loss_2: 6.320960922241211; aux_mae_loss_4: 0.9763919734954833; cnt_loss: 5.518245069980622; +2025-05-10 15:43:34,548 - INFO - Evaluation: +Curr mae: 9.6713; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.2022; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0791; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:43:34,548 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 +2025-05-10 15:43:50,904 - INFO - Training: cls_zice: 24.558591575622557; reg_zipnll: 74.90199378967286; aux_mae_loss_1: 44.68635841369629; aux_mae_loss_2: 6.59704391002655; aux_mae_loss_4: 1.050492023229599; cnt_loss: 6.811737854480743; +2025-05-10 15:43:50,905 - INFO - Evaluation: +Curr mae: 10.7003; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.7706; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0977; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:43:50,905 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 +2025-05-10 15:44:07,285 - INFO - Training: cls_zice: 23.049595193862913; reg_zipnll: 70.61477157592773; aux_mae_loss_1: 41.11032508850098; aux_mae_loss_2: 6.0546496915817265; aux_mae_loss_4: 0.9499610221385956; cnt_loss: 5.314593906402588; +2025-05-10 15:44:07,286 - INFO - Evaluation: +Curr mae: 11.9651; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 18.5690; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0913; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:44:07,286 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 +2025-05-10 15:44:23,606 - INFO - Training: cls_zice: 23.444099464416503; reg_zipnll: 72.0401851272583; aux_mae_loss_1: 42.39582977294922; aux_mae_loss_2: 6.293561835289001; aux_mae_loss_4: 1.004593698978424; cnt_loss: 6.350445847511292; +2025-05-10 15:44:23,607 - INFO - Evaluation: +Curr mae: 9.7524; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 14.9406; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0858; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:44:23,607 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 +2025-05-10 15:44:39,909 - INFO - Training: cls_zice: 20.4930615234375; reg_zipnll: 67.7222985458374; aux_mae_loss_1: 37.821407585144044; aux_mae_loss_2: 5.615448045730591; aux_mae_loss_4: 0.891046370267868; cnt_loss: 5.45376380443573; +2025-05-10 15:44:39,910 - INFO - Evaluation: +Curr mae: 10.4821; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.3121; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0859; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:44:39,910 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 +2025-05-10 15:44:56,416 - INFO - Training: cls_zice: 23.998419017791747; reg_zipnll: 70.16198390960693; aux_mae_loss_1: 42.56756244659424; aux_mae_loss_2: 6.2967285585403445; aux_mae_loss_4: 0.9857801139354706; cnt_loss: 6.129006409645081; +2025-05-10 15:44:56,417 - INFO - Evaluation: +Curr mae: 10.2302; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.5298; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0872; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:44:56,417 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 +2025-05-10 15:45:12,880 - INFO - Training: cls_zice: 21.4866592502594; reg_zipnll: 73.52913673400879; aux_mae_loss_1: 40.64238243103027; aux_mae_loss_2: 6.04605772972107; aux_mae_loss_4: 0.954633264541626; cnt_loss: 6.243861570358276; +2025-05-10 15:45:12,881 - INFO - Evaluation: +Curr mae: 10.2004; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.0949; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0873; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:45:12,881 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 +2025-05-10 15:45:29,509 - INFO - Training: cls_zice: 22.461650080680847; reg_zipnll: 69.48176446914673; aux_mae_loss_1: 40.93109962463379; aux_mae_loss_2: 6.036716742515564; aux_mae_loss_4: 0.9285300314426422; cnt_loss: 5.529572370052338; +2025-05-10 15:45:29,510 - INFO - Evaluation: +Curr mae: 10.1519; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.0985; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0848; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:45:29,510 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 +2025-05-10 15:45:46,108 - INFO - Training: cls_zice: 23.510991830825805; reg_zipnll: 70.58686988830567; aux_mae_loss_1: 41.355719032287595; aux_mae_loss_2: 6.082789616584778; aux_mae_loss_4: 0.9630956941843033; cnt_loss: 5.752718839645386; +2025-05-10 15:45:46,109 - INFO - Evaluation: +Curr mae: 10.2425; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.6747; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0842; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:45:46,109 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 +2025-05-10 15:46:02,516 - INFO - Training: cls_zice: 24.358818216323854; reg_zipnll: 69.83056735992432; aux_mae_loss_1: 43.75635707855225; aux_mae_loss_2: 6.491643404960632; aux_mae_loss_4: 1.0160165405273438; cnt_loss: 6.425095772743225; +2025-05-10 15:46:02,517 - INFO - Evaluation: +Curr mae: 10.9093; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 17.0288; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0948; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:46:02,518 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 +2025-05-10 15:46:18,767 - INFO - Training: cls_zice: 24.51077070236206; reg_zipnll: 74.07693122863769; aux_mae_loss_1: 42.89130867004395; aux_mae_loss_2: 6.2714735841751095; aux_mae_loss_4: 0.9750675296783448; cnt_loss: 6.142022275924683; +2025-05-10 15:46:18,768 - INFO - Evaluation: +Curr mae: 10.2972; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.2824; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0848; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:46:18,769 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 +2025-05-10 15:46:35,389 - INFO - Training: cls_zice: 22.318326053619383; reg_zipnll: 68.22238723754883; aux_mae_loss_1: 40.9188737487793; aux_mae_loss_2: 6.087806143760681; aux_mae_loss_4: 0.9558188128471374; cnt_loss: 5.221565732955932; +2025-05-10 15:46:35,390 - INFO - Evaluation: +Curr mae: 9.8290; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.5117; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0846; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:46:35,390 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 +2025-05-10 15:46:51,677 - INFO - Training: cls_zice: 22.223263902664186; reg_zipnll: 70.19919006347656; aux_mae_loss_1: 40.77039646148682; aux_mae_loss_2: 5.925530662536621; aux_mae_loss_4: 0.9242384481430054; cnt_loss: 5.190389113426209; +2025-05-10 15:46:51,678 - INFO - Evaluation: +Curr mae: 9.4907; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 14.8328; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0841; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:46:51,679 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 +2025-05-10 15:47:07,899 - INFO - Training: cls_zice: 23.11080699920654; reg_zipnll: 71.01451194763183; aux_mae_loss_1: 41.05813648223877; aux_mae_loss_2: 6.026381378173828; aux_mae_loss_4: 0.948428144454956; cnt_loss: 5.843227801322937; +2025-05-10 15:47:07,900 - INFO - Evaluation: +Curr mae: 10.7491; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.1574; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0933; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:47:07,900 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 +2025-05-10 15:47:24,354 - INFO - Training: cls_zice: 22.204194875955583; reg_zipnll: 71.88352119445801; aux_mae_loss_1: 40.76541145324707; aux_mae_loss_2: 6.023149118423462; aux_mae_loss_4: 0.9330917519330978; cnt_loss: 5.897585763931274; +2025-05-10 15:47:24,355 - INFO - Evaluation: +Curr mae: 10.2111; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.9084; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0868; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:47:24,355 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 +2025-05-10 15:47:40,688 - INFO - Training: cls_zice: 22.72808069229126; reg_zipnll: 70.08914993286133; aux_mae_loss_1: 41.45012134552002; aux_mae_loss_2: 6.037942342758178; aux_mae_loss_4: 0.9263733720779419; cnt_loss: 5.055367798805237; +2025-05-10 15:47:40,689 - INFO - Evaluation: +Curr mae: 10.4509; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.7194; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0990; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:47:40,689 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 +2025-05-10 15:47:57,026 - INFO - Training: cls_zice: 23.794060945510864; reg_zipnll: 69.91387088775635; aux_mae_loss_1: 42.187310752868655; aux_mae_loss_2: 6.193806433677674; aux_mae_loss_4: 0.9600602495670318; cnt_loss: 5.421942601203918; +2025-05-10 15:47:57,027 - INFO - Evaluation: +Curr mae: 10.1438; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.7638; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0862; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:47:57,027 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 +2025-05-10 15:48:13,324 - INFO - Training: cls_zice: 23.11526327610016; reg_zipnll: 70.69464042663574; aux_mae_loss_1: 41.72196105957031; aux_mae_loss_2: 6.049868636131286; aux_mae_loss_4: 0.9296052432060242; cnt_loss: 5.127644076347351; +2025-05-10 15:48:13,325 - INFO - Evaluation: +Curr mae: 10.3158; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.1720; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0960; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:48:13,325 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 +2025-05-10 15:48:29,806 - INFO - Training: cls_zice: 24.681675000190737; reg_zipnll: 72.0411386871338; aux_mae_loss_1: 43.973049087524416; aux_mae_loss_2: 6.533576650619507; aux_mae_loss_4: 1.0405410885810853; cnt_loss: 6.432574234008789; +2025-05-10 15:48:29,807 - INFO - Evaluation: +Curr mae: 10.6231; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.5318; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0861; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:48:29,807 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 +2025-05-10 15:48:46,267 - INFO - Training: cls_zice: 23.737253227233886; reg_zipnll: 68.78978443145752; aux_mae_loss_1: 41.95547973632812; aux_mae_loss_2: 6.175316600799561; aux_mae_loss_4: 0.9647151851654052; cnt_loss: 5.3009084129333495; +2025-05-10 15:48:46,268 - INFO - Evaluation: +Curr mae: 10.3497; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.3822; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0881; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:48:46,268 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 +2025-05-10 15:49:02,683 - INFO - Training: cls_zice: 23.751826207637787; reg_zipnll: 71.82844417572022; aux_mae_loss_1: 42.62789016723633; aux_mae_loss_2: 6.308734579086304; aux_mae_loss_4: 1.0016155022382736; cnt_loss: 6.647837462425232; +2025-05-10 15:49:02,684 - INFO - Evaluation: +Curr mae: 9.7799; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.5234; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0858; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:49:02,684 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 +2025-05-10 15:49:18,868 - INFO - Training: cls_zice: 24.008993043899537; reg_zipnll: 72.95489250183105; aux_mae_loss_1: 42.13203788757324; aux_mae_loss_2: 6.3323808717727665; aux_mae_loss_4: 1.0108513152599334; cnt_loss: 6.620086946487427; +2025-05-10 15:49:18,869 - INFO - Evaluation: +Curr mae: 9.9073; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.2507; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.7626; +Curr nae: 0.0847; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:49:18,869 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 +2025-05-10 15:49:35,397 - INFO - Training: cls_zice: 23.726439704895018; reg_zipnll: 70.76917663574218; aux_mae_loss_1: 42.08819522857666; aux_mae_loss_2: 6.187413482666016; aux_mae_loss_4: 0.9429237574338913; cnt_loss: 5.003185820579529; +2025-05-10 15:49:35,458 - INFO - Evaluation: +Curr mae: 9.4075; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 14.6916; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.6916; +Curr nae: 0.0807; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:49:35,459 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 +2025-05-10 15:49:51,879 - INFO - Training: cls_zice: 22.37113967895508; reg_zipnll: 67.37956649780273; aux_mae_loss_1: 40.44050384521484; aux_mae_loss_2: 5.954524445533752; aux_mae_loss_4: 0.9373956769704819; cnt_loss: 5.301911337375641; +2025-05-10 15:49:51,880 - INFO - Evaluation: +Curr mae: 10.0389; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.2502; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.6916; +Curr nae: 0.0858; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:49:51,880 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 +2025-05-10 15:50:08,045 - INFO - Training: cls_zice: 21.604754539728166; reg_zipnll: 69.90114067077637; aux_mae_loss_1: 40.0213317489624; aux_mae_loss_2: 5.863790173530578; aux_mae_loss_4: 0.9143518197536469; cnt_loss: 5.649045898914337; +2025-05-10 15:50:08,046 - INFO - Evaluation: +Curr mae: 9.8454; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.2095; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.6916; +Curr nae: 0.0863; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:50:08,046 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 +2025-05-10 15:50:24,391 - INFO - Training: cls_zice: 22.582357172966002; reg_zipnll: 72.41380680084228; aux_mae_loss_1: 41.54663509368896; aux_mae_loss_2: 6.0996746063232425; aux_mae_loss_4: 0.9637019717693329; cnt_loss: 5.8764121723175045; +2025-05-10 15:50:24,391 - INFO - Evaluation: +Curr mae: 11.0334; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 16.3566; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.6916; +Curr nae: 0.0971; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:50:24,392 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 +2025-05-10 15:50:41,199 - INFO - Training: cls_zice: 22.172489008903504; reg_zipnll: 70.92115112304687; aux_mae_loss_1: 40.29811666488647; aux_mae_loss_2: 6.038944611549377; aux_mae_loss_4: 0.9694325476884842; cnt_loss: 6.189173445701599; +2025-05-10 15:50:41,200 - INFO - Evaluation: +Curr mae: 10.0711; Best mae: 9.2042; 9.2164; 9.2704; 9.2908; 9.3807; +Curr rmse: 15.3703; Best rmse: 14.6183; 14.6422; 14.6464; 14.6767; 14.6916; +Curr nae: 0.0878; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:50:41,200 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 +2025-05-10 15:50:57,428 - INFO - Training: cls_zice: 23.632040362358094; reg_zipnll: 71.0207211303711; aux_mae_loss_1: 41.83649242401123; aux_mae_loss_2: 6.138247408866882; aux_mae_loss_4: 0.9394343018531799; cnt_loss: 5.17296941280365; +2025-05-10 15:50:57,568 - INFO - Evaluation: +Curr mae: 9.1487; Best mae: 9.1487; 9.2042; 9.2164; 9.2704; 9.2908; +Curr rmse: 14.3007; Best rmse: 14.3007; 14.6183; 14.6422; 14.6464; 14.6767; +Curr nae: 0.0802; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:50:57,568 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 +2025-05-10 15:51:14,123 - INFO - Training: cls_zice: 22.007239589691164; reg_zipnll: 66.44760669708252; aux_mae_loss_1: 39.688546142578126; aux_mae_loss_2: 5.906882472038269; aux_mae_loss_4: 0.9366245865821838; cnt_loss: 5.080815947055816; +2025-05-10 15:51:14,199 - INFO - Evaluation: +Curr mae: 9.5968; Best mae: 9.1487; 9.2042; 9.2164; 9.2704; 9.2908; +Curr rmse: 14.6391; Best rmse: 14.3007; 14.6183; 14.6391; 14.6422; 14.6464; +Curr nae: 0.0806; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:51:14,199 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 +2025-05-10 15:51:30,757 - INFO - Training: cls_zice: 20.765202782154084; reg_zipnll: 70.44257354736328; aux_mae_loss_1: 38.74944961547852; aux_mae_loss_2: 5.726081123352051; aux_mae_loss_4: 0.883235455751419; cnt_loss: 4.831850800514221; +2025-05-10 15:51:30,758 - INFO - Evaluation: +Curr mae: 9.8378; Best mae: 9.1487; 9.2042; 9.2164; 9.2704; 9.2908; +Curr rmse: 15.8743; Best rmse: 14.3007; 14.6183; 14.6391; 14.6422; 14.6464; +Curr nae: 0.0822; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:51:30,758 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 +2025-05-10 15:51:47,261 - INFO - Training: cls_zice: 22.06302810192108; reg_zipnll: 69.28111492156982; aux_mae_loss_1: 40.226938819885255; aux_mae_loss_2: 6.005372452735901; aux_mae_loss_4: 0.9432124370336532; cnt_loss: 5.930016858577728; +2025-05-10 15:51:47,262 - INFO - Evaluation: +Curr mae: 9.6411; Best mae: 9.1487; 9.2042; 9.2164; 9.2704; 9.2908; +Curr rmse: 14.8374; Best rmse: 14.3007; 14.6183; 14.6391; 14.6422; 14.6464; +Curr nae: 0.0860; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:51:47,262 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 +2025-05-10 15:52:03,576 - INFO - Training: cls_zice: 21.596979053020476; reg_zipnll: 69.85969734191895; aux_mae_loss_1: 39.74880516052246; aux_mae_loss_2: 5.912871837615967; aux_mae_loss_4: 0.9541462647914887; cnt_loss: 6.051672668457031; +2025-05-10 15:52:03,577 - INFO - Evaluation: +Curr mae: 10.6697; Best mae: 9.1487; 9.2042; 9.2164; 9.2704; 9.2908; +Curr rmse: 17.1988; Best rmse: 14.3007; 14.6183; 14.6391; 14.6422; 14.6464; +Curr nae: 0.0888; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:52:03,577 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 +2025-05-10 15:52:20,050 - INFO - Training: cls_zice: 23.12843628883362; reg_zipnll: 71.60686321258545; aux_mae_loss_1: 41.557362747192386; aux_mae_loss_2: 6.0385531282424925; aux_mae_loss_4: 0.9266677689552307; cnt_loss: 5.0827323961257935; +2025-05-10 15:52:20,051 - INFO - Evaluation: +Curr mae: 9.8606; Best mae: 9.1487; 9.2042; 9.2164; 9.2704; 9.2908; +Curr rmse: 15.0395; Best rmse: 14.3007; 14.6183; 14.6391; 14.6422; 14.6464; +Curr nae: 0.0864; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:52:20,051 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 +2025-05-10 15:52:36,424 - INFO - Training: cls_zice: 21.173438544273377; reg_zipnll: 67.05724536895752; aux_mae_loss_1: 38.70133792877197; aux_mae_loss_2: 5.710318622589111; aux_mae_loss_4: 0.8850907850265503; cnt_loss: 3.955146732330322; +2025-05-10 15:52:36,425 - INFO - Evaluation: +Curr mae: 9.6777; Best mae: 9.1487; 9.2042; 9.2164; 9.2704; 9.2908; +Curr rmse: 14.7683; Best rmse: 14.3007; 14.6183; 14.6391; 14.6422; 14.6464; +Curr nae: 0.0845; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:52:36,425 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 +2025-05-10 15:52:52,646 - INFO - Training: cls_zice: 22.798093128204346; reg_zipnll: 71.119594745636; aux_mae_loss_1: 40.75254875183106; aux_mae_loss_2: 5.936089844703674; aux_mae_loss_4: 0.9172688484191894; cnt_loss: 5.4694536638259885; +2025-05-10 15:52:52,647 - INFO - Evaluation: +Curr mae: 9.9647; Best mae: 9.1487; 9.2042; 9.2164; 9.2704; 9.2908; +Curr rmse: 15.0979; Best rmse: 14.3007; 14.6183; 14.6391; 14.6422; 14.6464; +Curr nae: 0.0856; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:52:52,647 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 +2025-05-10 15:53:09,211 - INFO - Training: cls_zice: 22.94467441558838; reg_zipnll: 69.39375286102295; aux_mae_loss_1: 41.15292377471924; aux_mae_loss_2: 6.090915155410767; aux_mae_loss_4: 0.9569165647029877; cnt_loss: 5.472533750534057; +2025-05-10 15:53:09,212 - INFO - Evaluation: +Curr mae: 9.8838; Best mae: 9.1487; 9.2042; 9.2164; 9.2704; 9.2908; +Curr rmse: 15.6087; Best rmse: 14.3007; 14.6183; 14.6391; 14.6422; 14.6464; +Curr nae: 0.0795; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:53:09,212 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 +2025-05-10 15:53:25,602 - INFO - Training: cls_zice: 21.302853679656984; reg_zipnll: 67.73987655639648; aux_mae_loss_1: 39.2181795501709; aux_mae_loss_2: 5.801255865097046; aux_mae_loss_4: 0.9104720968008041; cnt_loss: 6.106337947845459; +2025-05-10 15:53:25,732 - INFO - Evaluation: +Curr mae: 9.1369; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 14.3816; Best rmse: 14.3007; 14.3816; 14.6183; 14.6391; 14.6422; +Curr nae: 0.0798; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:53:25,732 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 +2025-05-10 15:53:42,185 - INFO - Training: cls_zice: 23.66633533477783; reg_zipnll: 68.64302953720093; aux_mae_loss_1: 41.2750411605835; aux_mae_loss_2: 6.133393330574036; aux_mae_loss_4: 0.9862940156459808; cnt_loss: 6.661708493232727; +2025-05-10 15:53:42,186 - INFO - Evaluation: +Curr mae: 10.1032; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.9230; Best rmse: 14.3007; 14.3816; 14.6183; 14.6391; 14.6422; +Curr nae: 0.0836; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:53:42,186 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 +2025-05-10 15:53:58,741 - INFO - Training: cls_zice: 23.555192623138428; reg_zipnll: 71.6175821685791; aux_mae_loss_1: 41.7324722290039; aux_mae_loss_2: 6.11712718963623; aux_mae_loss_4: 0.9377781569957733; cnt_loss: 4.406560537815094; +2025-05-10 15:53:58,742 - INFO - Evaluation: +Curr mae: 9.6888; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.3223; Best rmse: 14.3007; 14.3816; 14.6183; 14.6391; 14.6422; +Curr nae: 0.0800; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:53:58,742 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 +2025-05-10 15:54:15,057 - INFO - Training: cls_zice: 25.031228184700012; reg_zipnll: 73.55761363983154; aux_mae_loss_1: 42.96923198699951; aux_mae_loss_2: 6.373642344474792; aux_mae_loss_4: 0.9926975119113922; cnt_loss: 6.043587527275085; +2025-05-10 15:54:15,058 - INFO - Evaluation: +Curr mae: 10.7120; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 16.2898; Best rmse: 14.3007; 14.3816; 14.6183; 14.6391; 14.6422; +Curr nae: 0.0871; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:54:15,058 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 +2025-05-10 15:54:31,441 - INFO - Training: cls_zice: 22.606183576583863; reg_zipnll: 67.02534614562988; aux_mae_loss_1: 39.88279445648193; aux_mae_loss_2: 5.877789545059204; aux_mae_loss_4: 0.945814545750618; cnt_loss: 5.744486980438232; +2025-05-10 15:54:31,503 - INFO - Evaluation: +Curr mae: 9.5156; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 14.5897; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0811; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:54:31,503 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 +2025-05-10 15:54:48,192 - INFO - Training: cls_zice: 23.413897342681885; reg_zipnll: 73.65804000854492; aux_mae_loss_1: 41.22639831542969; aux_mae_loss_2: 6.026732997894287; aux_mae_loss_4: 0.9386842262744903; cnt_loss: 5.225311028957367; +2025-05-10 15:54:48,193 - INFO - Evaluation: +Curr mae: 10.2295; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.5348; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0914; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:54:48,193 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 +2025-05-10 15:55:04,717 - INFO - Training: cls_zice: 22.748498845100404; reg_zipnll: 70.50447952270508; aux_mae_loss_1: 41.26570014953613; aux_mae_loss_2: 6.046524176597595; aux_mae_loss_4: 0.9472842371463776; cnt_loss: 5.215405223369598; +2025-05-10 15:55:04,717 - INFO - Evaluation: +Curr mae: 10.2427; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 16.1820; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0909; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:55:04,718 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 +2025-05-10 15:55:21,537 - INFO - Training: cls_zice: 21.000657935142517; reg_zipnll: 67.83633979797364; aux_mae_loss_1: 38.764904441833494; aux_mae_loss_2: 5.672000226974487; aux_mae_loss_4: 0.88644322514534; cnt_loss: 5.167270971536636; +2025-05-10 15:55:21,538 - INFO - Evaluation: +Curr mae: 10.0749; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.6833; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0856; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:55:21,538 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 +2025-05-10 15:55:37,999 - INFO - Training: cls_zice: 21.0145551776886; reg_zipnll: 65.82831817626953; aux_mae_loss_1: 38.22378688812256; aux_mae_loss_2: 5.630396399497986; aux_mae_loss_4: 0.8583349406719207; cnt_loss: 4.54625165939331; +2025-05-10 15:55:38,000 - INFO - Evaluation: +Curr mae: 12.1620; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 17.7902; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0949; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:55:38,000 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 +2025-05-10 15:55:54,365 - INFO - Training: cls_zice: 23.801654815673828; reg_zipnll: 70.90650466918946; aux_mae_loss_1: 41.315217628479004; aux_mae_loss_2: 6.05005331993103; aux_mae_loss_4: 0.9411940705776215; cnt_loss: 4.897913453578949; +2025-05-10 15:55:54,366 - INFO - Evaluation: +Curr mae: 9.4270; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.0676; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0825; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:55:54,366 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 +2025-05-10 15:56:10,660 - INFO - Training: cls_zice: 23.476499104499815; reg_zipnll: 70.44265928268433; aux_mae_loss_1: 41.98187435150147; aux_mae_loss_2: 6.198820786476135; aux_mae_loss_4: 0.9775576770305634; cnt_loss: 5.814929137229919; +2025-05-10 15:56:10,660 - INFO - Evaluation: +Curr mae: 9.5742; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 14.8477; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0805; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:56:10,831 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 +2025-05-10 15:56:27,160 - INFO - Training: cls_zice: 23.05076856613159; reg_zipnll: 68.98825889587403; aux_mae_loss_1: 39.9053564453125; aux_mae_loss_2: 5.8359098672866825; aux_mae_loss_4: 0.8866950964927673; cnt_loss: 4.818710384368896; +2025-05-10 15:56:27,161 - INFO - Evaluation: +Curr mae: 10.8830; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 17.0287; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0906; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:56:27,161 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 +2025-05-10 15:56:43,411 - INFO - Training: cls_zice: 23.1762038230896; reg_zipnll: 70.45769386291504; aux_mae_loss_1: 41.11015977859497; aux_mae_loss_2: 6.03377813577652; aux_mae_loss_4: 0.9195650029182434; cnt_loss: 5.525643973350525; +2025-05-10 15:56:43,412 - INFO - Evaluation: +Curr mae: 10.2277; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 16.3302; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0913; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:56:43,412 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 +2025-05-10 15:56:59,693 - INFO - Training: cls_zice: 24.155490584373474; reg_zipnll: 69.08143688201905; aux_mae_loss_1: 41.47483146667481; aux_mae_loss_2: 6.132140097618103; aux_mae_loss_4: 0.9731051242351532; cnt_loss: 6.598869867324829; +2025-05-10 15:56:59,694 - INFO - Evaluation: +Curr mae: 9.6698; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 14.9370; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0834; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:56:59,694 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 +2025-05-10 15:57:16,058 - INFO - Training: cls_zice: 21.957823436260224; reg_zipnll: 68.85711605072021; aux_mae_loss_1: 38.66187473297119; aux_mae_loss_2: 5.656147623062134; aux_mae_loss_4: 0.8570340830087662; cnt_loss: 4.801918978691101; +2025-05-10 15:57:16,059 - INFO - Evaluation: +Curr mae: 9.7002; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.3171; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0849; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:57:16,059 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 +2025-05-10 15:57:32,260 - INFO - Training: cls_zice: 23.15949653625488; reg_zipnll: 68.34419187545777; aux_mae_loss_1: 40.74811954498291; aux_mae_loss_2: 5.960827803611755; aux_mae_loss_4: 0.9101229250431061; cnt_loss: 5.112442607879639; +2025-05-10 15:57:32,261 - INFO - Evaluation: +Curr mae: 9.9065; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.1957; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0844; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:57:32,261 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 +2025-05-10 15:57:48,646 - INFO - Training: cls_zice: 23.61071700334549; reg_zipnll: 68.58421112060547; aux_mae_loss_1: 41.17392433166504; aux_mae_loss_2: 6.003308734893799; aux_mae_loss_4: 0.9349732369184494; cnt_loss: 5.585876834392548; +2025-05-10 15:57:48,647 - INFO - Evaluation: +Curr mae: 9.3196; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 14.7385; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0797; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:57:48,647 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 +2025-05-10 15:58:05,164 - INFO - Training: cls_zice: 21.967279920578004; reg_zipnll: 70.84558605194091; aux_mae_loss_1: 39.581458282470706; aux_mae_loss_2: 5.899514575004577; aux_mae_loss_4: 0.9158694732189179; cnt_loss: 5.01928919672966; +2025-05-10 15:58:05,165 - INFO - Evaluation: +Curr mae: 9.8640; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.2778; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0886; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:58:05,165 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 +2025-05-10 15:58:21,619 - INFO - Training: cls_zice: 21.7542818069458; reg_zipnll: 67.8229334640503; aux_mae_loss_1: 38.271413803100586; aux_mae_loss_2: 5.605864148139954; aux_mae_loss_4: 0.856316214799881; cnt_loss: 4.6085907030105595; +2025-05-10 15:58:21,620 - INFO - Evaluation: +Curr mae: 9.6409; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.2336; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0841; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:58:21,620 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 +2025-05-10 15:58:38,535 - INFO - Training: cls_zice: 22.597238602638246; reg_zipnll: 68.64803070068359; aux_mae_loss_1: 40.08815017700195; aux_mae_loss_2: 5.846319527626037; aux_mae_loss_4: 0.9008900111913681; cnt_loss: 4.993447647094727; +2025-05-10 15:58:38,536 - INFO - Evaluation: +Curr mae: 9.3944; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 14.6982; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0810; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:58:38,537 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 +2025-05-10 15:58:54,745 - INFO - Training: cls_zice: 22.76475179672241; reg_zipnll: 68.46737556457519; aux_mae_loss_1: 39.961535987854006; aux_mae_loss_2: 5.772804932594299; aux_mae_loss_4: 0.885481430888176; cnt_loss: 4.5423024463653565; +2025-05-10 15:58:54,746 - INFO - Evaluation: +Curr mae: 9.9705; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.0298; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0915; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:58:54,746 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 +2025-05-10 15:59:11,087 - INFO - Training: cls_zice: 22.014724864959717; reg_zipnll: 69.97513771057129; aux_mae_loss_1: 39.380249977111816; aux_mae_loss_2: 5.734116501808167; aux_mae_loss_4: 0.8708415365219117; cnt_loss: 4.9561139941215515; +2025-05-10 15:59:11,088 - INFO - Evaluation: +Curr mae: 9.7512; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.1428; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0864; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:59:11,088 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 +2025-05-10 15:59:27,491 - INFO - Training: cls_zice: 24.11536350250244; reg_zipnll: 69.3117465209961; aux_mae_loss_1: 41.546504707336425; aux_mae_loss_2: 6.120538654327393; aux_mae_loss_4: 0.9479644709825515; cnt_loss: 5.856083045005798; +2025-05-10 15:59:27,492 - INFO - Evaluation: +Curr mae: 9.8913; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.6698; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0869; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:59:27,492 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 +2025-05-10 15:59:43,587 - INFO - Training: cls_zice: 22.845314846038818; reg_zipnll: 70.42685718536377; aux_mae_loss_1: 40.09786392211914; aux_mae_loss_2: 5.804004440307617; aux_mae_loss_4: 0.8895568299293518; cnt_loss: 4.825406767129898; +2025-05-10 15:59:43,588 - INFO - Evaluation: +Curr mae: 9.9230; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.6453; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0819; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:59:43,589 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 +2025-05-10 15:59:59,998 - INFO - Training: cls_zice: 20.70108297109604; reg_zipnll: 66.53637062072754; aux_mae_loss_1: 37.84642930984497; aux_mae_loss_2: 5.5328834438323975; aux_mae_loss_4: 0.8508470648527146; cnt_loss: 4.752665772438049; +2025-05-10 15:59:59,999 - INFO - Evaluation: +Curr mae: 9.8136; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.6168; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0854; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 15:59:59,999 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 +2025-05-10 16:00:16,373 - INFO - Training: cls_zice: 21.84004776954651; reg_zipnll: 68.45054389953613; aux_mae_loss_1: 39.34300491333008; aux_mae_loss_2: 5.741989922523499; aux_mae_loss_4: 0.8888346433639527; cnt_loss: 4.974688701629638; +2025-05-10 16:00:16,374 - INFO - Evaluation: +Curr mae: 9.8938; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.6309; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0836; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 16:00:16,374 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 +2025-05-10 16:00:33,133 - INFO - Training: cls_zice: 21.56966444969177; reg_zipnll: 65.01901346206665; aux_mae_loss_1: 38.679225540161134; aux_mae_loss_2: 5.719398350715637; aux_mae_loss_4: 0.8915410041809082; cnt_loss: 5.151014239788055; +2025-05-10 16:00:33,134 - INFO - Evaluation: +Curr mae: 9.7123; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 14.8991; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0866; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 16:00:33,135 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 +2025-05-10 16:00:49,419 - INFO - Training: cls_zice: 23.545826597213747; reg_zipnll: 71.62993324279785; aux_mae_loss_1: 40.661557083129885; aux_mae_loss_2: 5.920249724388123; aux_mae_loss_4: 0.9000755250453949; cnt_loss: 4.567711253166198; +2025-05-10 16:00:49,420 - INFO - Evaluation: +Curr mae: 10.8670; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 16.6703; Best rmse: 14.3007; 14.3816; 14.5897; 14.6183; 14.6391; +Curr nae: 0.0903; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 16:00:49,420 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 +2025-05-10 16:01:06,080 - INFO - Training: cls_zice: 23.234610929489136; reg_zipnll: 68.97428863525391; aux_mae_loss_1: 40.59845520019531; aux_mae_loss_2: 5.841190919876099; aux_mae_loss_4: 0.8956251966953278; cnt_loss: 4.726205523014069; +2025-05-10 16:01:06,153 - INFO - Evaluation: +Curr mae: 9.5021; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 14.4436; Best rmse: 14.3007; 14.3816; 14.4436; 14.5897; 14.6183; +Curr nae: 0.0801; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 16:01:06,153 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 +2025-05-10 16:01:22,784 - INFO - Training: cls_zice: 22.214926075935363; reg_zipnll: 70.04255462646485; aux_mae_loss_1: 40.001055603027346; aux_mae_loss_2: 5.822500858306885; aux_mae_loss_4: 0.8824564898014069; cnt_loss: 4.706911418437958; +2025-05-10 16:01:22,848 - INFO - Evaluation: +Curr mae: 9.3872; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 14.2115; Best rmse: 14.2115; 14.3007; 14.3816; 14.4436; 14.5897; +Curr nae: 0.0844; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 16:01:22,849 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 +2025-05-10 16:01:39,454 - INFO - Training: cls_zice: 22.61996286869049; reg_zipnll: 69.68095962524414; aux_mae_loss_1: 40.78196346282959; aux_mae_loss_2: 5.942525272369385; aux_mae_loss_4: 0.897377820611; cnt_loss: 4.682968344688415; +2025-05-10 16:01:39,455 - INFO - Evaluation: +Curr mae: 9.9615; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 15.3562; Best rmse: 14.2115; 14.3007; 14.3816; 14.4436; 14.5897; +Curr nae: 0.0851; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 16:01:39,455 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 +2025-05-10 16:01:55,937 - INFO - Training: cls_zice: 22.39667949914932; reg_zipnll: 65.44666954040527; aux_mae_loss_1: 39.22665914535523; aux_mae_loss_2: 5.780397558212281; aux_mae_loss_4: 0.9121357154846191; cnt_loss: 4.450338826179505; +2025-05-10 16:01:56,012 - INFO - Evaluation: +Curr mae: 9.3666; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 13.9475; Best rmse: 13.9475; 14.2115; 14.3007; 14.3816; 14.4436; +Curr nae: 0.0815; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 16:01:56,012 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 +2025-05-10 16:02:12,348 - INFO - Training: cls_zice: 23.414688971042633; reg_zipnll: 67.62629760742188; aux_mae_loss_1: 40.49664337158203; aux_mae_loss_2: 5.947224233150482; aux_mae_loss_4: 0.9130805402994155; cnt_loss: 4.546862332820893; +2025-05-10 16:02:12,412 - INFO - Evaluation: +Curr mae: 9.3647; Best mae: 9.1369; 9.1487; 9.2042; 9.2164; 9.2704; +Curr rmse: 13.9466; Best rmse: 13.9466; 13.9475; 14.2115; 14.3007; 14.3816; +Curr nae: 0.0790; Best nae: 0.0775; 0.0775; 0.0778; 0.0780; 0.0784; + + + +2025-05-10 16:02:12,412 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 +2025-05-10 16:02:28,755 - INFO - Training: cls_zice: 21.601938190460206; reg_zipnll: 67.04539581298827; aux_mae_loss_1: 38.77869972229004; aux_mae_loss_2: 5.678427405357361; aux_mae_loss_4: 0.8762311029434204; cnt_loss: 4.465252580642701; +2025-05-10 16:02:28,948 - INFO - Evaluation: +Curr mae: 8.8699; Best mae: 8.8699; 9.1369; 9.1487; 9.2042; 9.2164; +Curr rmse: 13.6598; Best rmse: 13.6598; 13.9466; 13.9475; 14.2115; 14.3007; +Curr nae: 0.0768; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:02:28,948 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 +2025-05-10 16:02:45,390 - INFO - Training: cls_zice: 21.747802138328552; reg_zipnll: 69.99802421569824; aux_mae_loss_1: 39.192924423217775; aux_mae_loss_2: 5.683019981384278; aux_mae_loss_4: 0.8821243619918824; cnt_loss: 4.4287567043304445; +2025-05-10 16:02:45,391 - INFO - Evaluation: +Curr mae: 9.3815; Best mae: 8.8699; 9.1369; 9.1487; 9.2042; 9.2164; +Curr rmse: 14.3529; Best rmse: 13.6598; 13.9466; 13.9475; 14.2115; 14.3007; +Curr nae: 0.0800; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:02:45,391 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 +2025-05-10 16:03:01,586 - INFO - Training: cls_zice: 22.66387493133545; reg_zipnll: 68.68969318389892; aux_mae_loss_1: 39.71863363265991; aux_mae_loss_2: 5.864409756660462; aux_mae_loss_4: 0.9250713789463043; cnt_loss: 5.401126825809479; +2025-05-10 16:03:01,590 - INFO - Evaluation: +Curr mae: 9.4118; Best mae: 8.8699; 9.1369; 9.1487; 9.2042; 9.2164; +Curr rmse: 14.4431; Best rmse: 13.6598; 13.9466; 13.9475; 14.2115; 14.3007; +Curr nae: 0.0836; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:03:01,590 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 +2025-05-10 16:03:18,138 - INFO - Training: cls_zice: 20.493914890289307; reg_zipnll: 68.79009578704834; aux_mae_loss_1: 38.166143913269046; aux_mae_loss_2: 5.637688293457031; aux_mae_loss_4: 0.8874564754962921; cnt_loss: 5.800474357604981; +2025-05-10 16:03:18,139 - INFO - Evaluation: +Curr mae: 9.4443; Best mae: 8.8699; 9.1369; 9.1487; 9.2042; 9.2164; +Curr rmse: 14.4823; Best rmse: 13.6598; 13.9466; 13.9475; 14.2115; 14.3007; +Curr nae: 0.0816; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:03:18,139 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 +2025-05-10 16:03:34,381 - INFO - Training: cls_zice: 21.25347743034363; reg_zipnll: 68.35922035217285; aux_mae_loss_1: 38.43734497070312; aux_mae_loss_2: 5.633478140830993; aux_mae_loss_4: 0.8684500420093536; cnt_loss: 4.3666652488708495; +2025-05-10 16:03:34,382 - INFO - Evaluation: +Curr mae: 9.9151; Best mae: 8.8699; 9.1369; 9.1487; 9.2042; 9.2164; +Curr rmse: 15.0215; Best rmse: 13.6598; 13.9466; 13.9475; 14.2115; 14.3007; +Curr nae: 0.0874; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:03:34,383 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 +2025-05-10 16:03:50,736 - INFO - Training: cls_zice: 22.0658876991272; reg_zipnll: 70.65342182159424; aux_mae_loss_1: 39.999796028137204; aux_mae_loss_2: 5.846222620010376; aux_mae_loss_4: 0.882532114982605; cnt_loss: 4.401296119689942; +2025-05-10 16:03:50,810 - INFO - Evaluation: +Curr mae: 9.2580; Best mae: 8.8699; 9.1369; 9.1487; 9.2042; 9.2164; +Curr rmse: 14.2364; Best rmse: 13.6598; 13.9466; 13.9475; 14.2115; 14.2364; +Curr nae: 0.0791; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:03:50,810 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 +2025-05-10 16:04:07,213 - INFO - Training: cls_zice: 20.203477602005005; reg_zipnll: 66.32996879577637; aux_mae_loss_1: 36.518403396606445; aux_mae_loss_2: 5.321095461845398; aux_mae_loss_4: 0.8045660465955734; cnt_loss: 4.057918462753296; +2025-05-10 16:04:07,341 - INFO - Evaluation: +Curr mae: 9.0822; Best mae: 8.8699; 9.0822; 9.1369; 9.1487; 9.2042; +Curr rmse: 14.0991; Best rmse: 13.6598; 13.9466; 13.9475; 14.0991; 14.2115; +Curr nae: 0.0786; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:04:07,342 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 +2025-05-10 16:04:23,929 - INFO - Training: cls_zice: 21.174352316856385; reg_zipnll: 69.05830856323242; aux_mae_loss_1: 38.20427803039551; aux_mae_loss_2: 5.652135877609253; aux_mae_loss_4: 0.8716862869262695; cnt_loss: 4.8202840113639835; +2025-05-10 16:04:23,930 - INFO - Evaluation: +Curr mae: 9.3852; Best mae: 8.8699; 9.0822; 9.1369; 9.1487; 9.2042; +Curr rmse: 14.2784; Best rmse: 13.6598; 13.9466; 13.9475; 14.0991; 14.2115; +Curr nae: 0.0792; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:04:23,930 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 +2025-05-10 16:04:40,223 - INFO - Training: cls_zice: 19.9579478263855; reg_zipnll: 67.58386154174805; aux_mae_loss_1: 37.204594421386716; aux_mae_loss_2: 5.408174586296082; aux_mae_loss_4: 0.820847858786583; cnt_loss: 4.482488720417023; +2025-05-10 16:04:40,224 - INFO - Evaluation: +Curr mae: 9.4775; Best mae: 8.8699; 9.0822; 9.1369; 9.1487; 9.2042; +Curr rmse: 14.6873; Best rmse: 13.6598; 13.9466; 13.9475; 14.0991; 14.2115; +Curr nae: 0.0800; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:04:40,224 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 +2025-05-10 16:04:56,699 - INFO - Training: cls_zice: 22.21527063369751; reg_zipnll: 71.83118896484375; aux_mae_loss_1: 39.75687355041504; aux_mae_loss_2: 5.807414774894714; aux_mae_loss_4: 0.8922924339771271; cnt_loss: 4.771166145801544; +2025-05-10 16:04:56,771 - INFO - Evaluation: +Curr mae: 9.2179; Best mae: 8.8699; 9.0822; 9.1369; 9.1487; 9.2042; +Curr rmse: 14.1891; Best rmse: 13.6598; 13.9466; 13.9475; 14.0991; 14.1891; +Curr nae: 0.0822; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:04:56,772 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 +2025-05-10 16:05:13,133 - INFO - Training: cls_zice: 24.11043746471405; reg_zipnll: 70.2372713470459; aux_mae_loss_1: 41.465632858276365; aux_mae_loss_2: 6.043634009361267; aux_mae_loss_4: 0.9229333901405334; cnt_loss: 5.572888336181641; +2025-05-10 16:05:13,134 - INFO - Evaluation: +Curr mae: 9.4684; Best mae: 8.8699; 9.0822; 9.1369; 9.1487; 9.2042; +Curr rmse: 14.5071; Best rmse: 13.6598; 13.9466; 13.9475; 14.0991; 14.1891; +Curr nae: 0.0831; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:05:13,134 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 +2025-05-10 16:05:29,696 - INFO - Training: cls_zice: 22.236022782325744; reg_zipnll: 70.81074806213378; aux_mae_loss_1: 40.047649154663084; aux_mae_loss_2: 5.790897431373597; aux_mae_loss_4: 0.8892723256349564; cnt_loss: 4.5307856774330135; +2025-05-10 16:05:29,821 - INFO - Evaluation: +Curr mae: 8.9747; Best mae: 8.8699; 8.9747; 9.0822; 9.1369; 9.1487; +Curr rmse: 13.9576; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0786; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:05:29,821 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 +2025-05-10 16:05:46,342 - INFO - Training: cls_zice: 21.225422306060793; reg_zipnll: 68.08723625183106; aux_mae_loss_1: 38.126513977050784; aux_mae_loss_2: 5.630963244438171; aux_mae_loss_4: 0.8798407882452011; cnt_loss: 4.641741602420807; +2025-05-10 16:05:46,343 - INFO - Evaluation: +Curr mae: 9.7821; Best mae: 8.8699; 8.9747; 9.0822; 9.1369; 9.1487; +Curr rmse: 15.4580; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0851; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:05:46,343 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 +2025-05-10 16:06:02,635 - INFO - Training: cls_zice: 21.619105463027953; reg_zipnll: 68.71195457458496; aux_mae_loss_1: 37.97351142883301; aux_mae_loss_2: 5.5175788831710815; aux_mae_loss_4: 0.8378607934713364; cnt_loss: 4.306955151557922; +2025-05-10 16:06:02,636 - INFO - Evaluation: +Curr mae: 9.9333; Best mae: 8.8699; 8.9747; 9.0822; 9.1369; 9.1487; +Curr rmse: 15.3393; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0933; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:06:02,636 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 +2025-05-10 16:06:18,828 - INFO - Training: cls_zice: 21.771667852401734; reg_zipnll: 68.21197921752929; aux_mae_loss_1: 39.06277345657349; aux_mae_loss_2: 5.656329836845398; aux_mae_loss_4: 0.8743012273311614; cnt_loss: 4.334495000839233; +2025-05-10 16:06:18,900 - INFO - Evaluation: +Curr mae: 9.1094; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.2060; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0795; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:06:18,900 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 +2025-05-10 16:06:35,514 - INFO - Training: cls_zice: 21.744805785417558; reg_zipnll: 69.2084606552124; aux_mae_loss_1: 39.067193870544436; aux_mae_loss_2: 5.73721549987793; aux_mae_loss_4: 0.8778397941589355; cnt_loss: 4.544852845668792; +2025-05-10 16:06:35,515 - INFO - Evaluation: +Curr mae: 9.6347; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.6424; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0826; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:06:35,515 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 +2025-05-10 16:06:51,755 - INFO - Training: cls_zice: 20.209618952274322; reg_zipnll: 65.27248435974121; aux_mae_loss_1: 36.95396839141846; aux_mae_loss_2: 5.376527547836304; aux_mae_loss_4: 0.8344147723913192; cnt_loss: 4.437411253452301; +2025-05-10 16:06:51,756 - INFO - Evaluation: +Curr mae: 9.2094; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.6135; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0804; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:06:51,757 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 +2025-05-10 16:07:08,188 - INFO - Training: cls_zice: 22.672645778656005; reg_zipnll: 68.97919929504394; aux_mae_loss_1: 39.7898152923584; aux_mae_loss_2: 5.795779981613159; aux_mae_loss_4: 0.8826659828424454; cnt_loss: 4.799546422958374; +2025-05-10 16:07:08,189 - INFO - Evaluation: +Curr mae: 10.0348; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.8038; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0892; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:07:08,189 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 +2025-05-10 16:07:24,664 - INFO - Training: cls_zice: 22.224339084625242; reg_zipnll: 67.25673362731933; aux_mae_loss_1: 39.31591159820557; aux_mae_loss_2: 5.7331550550460815; aux_mae_loss_4: 0.8584442257881164; cnt_loss: 3.854440393447876; +2025-05-10 16:07:24,665 - INFO - Evaluation: +Curr mae: 9.3811; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.1804; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0822; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:07:24,665 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 +2025-05-10 16:07:40,962 - INFO - Training: cls_zice: 21.611813201904297; reg_zipnll: 68.01674209594727; aux_mae_loss_1: 38.68288467407226; aux_mae_loss_2: 5.660747556686402; aux_mae_loss_4: 0.8668144005537033; cnt_loss: 4.229049174785614; +2025-05-10 16:07:40,963 - INFO - Evaluation: +Curr mae: 9.8267; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 15.2910; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0871; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:07:40,963 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 +2025-05-10 16:07:57,338 - INFO - Training: cls_zice: 21.29974467277527; reg_zipnll: 67.56775257110596; aux_mae_loss_1: 38.87797687530517; aux_mae_loss_2: 5.7253940343856815; aux_mae_loss_4: 0.8881138837337494; cnt_loss: 5.254917945861816; +2025-05-10 16:07:57,339 - INFO - Evaluation: +Curr mae: 10.3811; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 16.1242; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0991; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:07:57,339 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 +2025-05-10 16:08:13,871 - INFO - Training: cls_zice: 23.607798709869385; reg_zipnll: 69.24696327209473; aux_mae_loss_1: 41.126560859680175; aux_mae_loss_2: 5.946589407920837; aux_mae_loss_4: 0.8982921189069748; cnt_loss: 4.305735998153686; +2025-05-10 16:08:13,872 - INFO - Evaluation: +Curr mae: 9.8110; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 15.1970; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0852; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:08:13,873 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 +2025-05-10 16:08:30,460 - INFO - Training: cls_zice: 22.033303899765016; reg_zipnll: 69.91065490722656; aux_mae_loss_1: 39.42235786437988; aux_mae_loss_2: 5.715340809822083; aux_mae_loss_4: 0.8725024217367172; cnt_loss: 4.336121459007263; +2025-05-10 16:08:30,461 - INFO - Evaluation: +Curr mae: 9.1750; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.2002; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0802; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:08:30,461 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 +2025-05-10 16:08:46,931 - INFO - Training: cls_zice: 21.754853281974793; reg_zipnll: 69.12862483978272; aux_mae_loss_1: 38.93906356811524; aux_mae_loss_2: 5.69383810043335; aux_mae_loss_4: 0.86980064868927; cnt_loss: 4.354392318725586; +2025-05-10 16:08:46,932 - INFO - Evaluation: +Curr mae: 9.8151; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 15.0322; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0991; +Curr nae: 0.0873; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:08:46,932 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 +2025-05-10 16:09:03,340 - INFO - Training: cls_zice: 20.437192583084105; reg_zipnll: 66.75546943664551; aux_mae_loss_1: 37.56651866912842; aux_mae_loss_2: 5.433873524665833; aux_mae_loss_4: 0.8273342162370682; cnt_loss: 3.923216675519943; +2025-05-10 16:09:03,422 - INFO - Evaluation: +Curr mae: 9.1421; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.0806; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0831; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:09:03,423 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 +2025-05-10 16:09:19,907 - INFO - Training: cls_zice: 22.793195791244507; reg_zipnll: 71.22645153045654; aux_mae_loss_1: 40.58623352050781; aux_mae_loss_2: 5.879052538871765; aux_mae_loss_4: 0.9048693239688873; cnt_loss: 4.431757175922394; +2025-05-10 16:09:19,908 - INFO - Evaluation: +Curr mae: 9.6123; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.9012; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0815; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:09:19,908 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 +2025-05-10 16:09:36,278 - INFO - Training: cls_zice: 22.434635314941406; reg_zipnll: 70.46414283752442; aux_mae_loss_1: 39.516870651245114; aux_mae_loss_2: 5.704938354492188; aux_mae_loss_4: 0.8720842969417572; cnt_loss: 4.414576435089112; +2025-05-10 16:09:36,279 - INFO - Evaluation: +Curr mae: 9.3489; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.6255; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0806; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:09:36,279 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 +2025-05-10 16:09:52,532 - INFO - Training: cls_zice: 20.962256484031677; reg_zipnll: 68.21398124694824; aux_mae_loss_1: 38.13482604980469; aux_mae_loss_2: 5.592555685043335; aux_mae_loss_4: 0.8451719623804093; cnt_loss: 4.288419051170349; +2025-05-10 16:09:52,533 - INFO - Evaluation: +Curr mae: 9.3893; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.7175; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0785; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:09:52,704 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 +2025-05-10 16:10:08,936 - INFO - Training: cls_zice: 22.852362189292908; reg_zipnll: 68.12476280212402; aux_mae_loss_1: 39.665887603759764; aux_mae_loss_2: 5.737452893257141; aux_mae_loss_4: 0.8753219991922379; cnt_loss: 4.068789858818054; +2025-05-10 16:10:08,938 - INFO - Evaluation: +Curr mae: 9.5683; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.6959; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0812; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:10:08,938 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 +2025-05-10 16:10:25,637 - INFO - Training: cls_zice: 21.759099669456482; reg_zipnll: 68.04872703552246; aux_mae_loss_1: 37.78041904449463; aux_mae_loss_2: 5.517305417060852; aux_mae_loss_4: 0.843585644364357; cnt_loss: 3.992147960662842; +2025-05-10 16:10:25,638 - INFO - Evaluation: +Curr mae: 9.2931; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.6272; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0831; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:10:25,638 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 +2025-05-10 16:10:42,023 - INFO - Training: cls_zice: 23.28293162345886; reg_zipnll: 68.48468849182129; aux_mae_loss_1: 40.53322586059571; aux_mae_loss_2: 5.863365082740784; aux_mae_loss_4: 0.9109696578979493; cnt_loss: 4.506039457321167; +2025-05-10 16:10:42,024 - INFO - Evaluation: +Curr mae: 9.3637; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1369; +Curr rmse: 14.2705; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0855; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:10:42,024 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 +2025-05-10 16:10:58,545 - INFO - Training: cls_zice: 24.26102169036865; reg_zipnll: 69.0895051574707; aux_mae_loss_1: 40.41128837585449; aux_mae_loss_2: 5.821666579246521; aux_mae_loss_4: 0.8865572357177735; cnt_loss: 4.170652694702149; +2025-05-10 16:10:58,606 - INFO - Evaluation: +Curr mae: 9.1099; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1099; +Curr rmse: 14.2662; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0792; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:10:58,606 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 +2025-05-10 16:11:14,856 - INFO - Training: cls_zice: 22.087603526115416; reg_zipnll: 64.73991146087647; aux_mae_loss_1: 38.72701601028442; aux_mae_loss_2: 5.657860593795776; aux_mae_loss_4: 0.8476537716388702; cnt_loss: 4.612846975326538; +2025-05-10 16:11:14,857 - INFO - Evaluation: +Curr mae: 9.4073; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1099; +Curr rmse: 14.3594; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0821; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:11:14,857 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 +2025-05-10 16:11:31,217 - INFO - Training: cls_zice: 22.066984014511107; reg_zipnll: 68.83676551818847; aux_mae_loss_1: 38.808171367645265; aux_mae_loss_2: 5.617558584213257; aux_mae_loss_4: 0.8471419167518616; cnt_loss: 4.187084083557129; +2025-05-10 16:11:31,218 - INFO - Evaluation: +Curr mae: 9.3151; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1099; +Curr rmse: 14.2158; Best rmse: 13.6598; 13.9466; 13.9475; 13.9576; 14.0806; +Curr nae: 0.0807; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:11:31,218 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 +2025-05-10 16:11:48,156 - INFO - Training: cls_zice: 22.524030952453614; reg_zipnll: 67.16850513458252; aux_mae_loss_1: 38.63419921875; aux_mae_loss_2: 5.609129815101624; aux_mae_loss_4: 0.8492836570739746; cnt_loss: 4.468361995220184; +2025-05-10 16:11:48,234 - INFO - Evaluation: +Curr mae: 9.3403; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1099; +Curr rmse: 13.8898; Best rmse: 13.6598; 13.8898; 13.9466; 13.9475; 13.9576; +Curr nae: 0.0804; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:11:48,234 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 +2025-05-10 16:12:04,521 - INFO - Training: cls_zice: 19.75840062022209; reg_zipnll: 66.60663066864014; aux_mae_loss_1: 36.4435721206665; aux_mae_loss_2: 5.3115842819213865; aux_mae_loss_4: 0.814797882437706; cnt_loss: 4.200629539489746; +2025-05-10 16:12:04,522 - INFO - Evaluation: +Curr mae: 9.3010; Best mae: 8.8699; 8.9747; 9.0822; 9.1094; 9.1099; +Curr rmse: 14.3764; Best rmse: 13.6598; 13.8898; 13.9466; 13.9475; 13.9576; +Curr nae: 0.0795; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:12:04,522 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 +2025-05-10 16:12:20,968 - INFO - Training: cls_zice: 23.18961817741394; reg_zipnll: 69.58204956054688; aux_mae_loss_1: 40.034411888122555; aux_mae_loss_2: 5.810099015235901; aux_mae_loss_4: 0.8826566302776336; cnt_loss: 4.143451012372971; +2025-05-10 16:12:21,031 - INFO - Evaluation: +Curr mae: 9.0057; Best mae: 8.8699; 8.9747; 9.0057; 9.0822; 9.1094; +Curr rmse: 14.0061; Best rmse: 13.6598; 13.8898; 13.9466; 13.9475; 13.9576; +Curr nae: 0.0808; Best nae: 0.0768; 0.0775; 0.0775; 0.0778; 0.0780; + + + +2025-05-10 16:12:21,031 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 +2025-05-10 16:12:37,474 - INFO - Training: cls_zice: 22.699272582530977; reg_zipnll: 67.37193298339844; aux_mae_loss_1: 39.124958000183106; aux_mae_loss_2: 5.622638878822326; aux_mae_loss_4: 0.860119080543518; cnt_loss: 4.017968897819519; +2025-05-10 16:12:37,684 - INFO - Evaluation: +Curr mae: 9.0039; Best mae: 8.8699; 8.9747; 9.0039; 9.0057; 9.0822; +Curr rmse: 13.8743; Best rmse: 13.6598; 13.8743; 13.8898; 13.9466; 13.9475; +Curr nae: 0.0776; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:12:37,684 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 +2025-05-10 16:12:53,960 - INFO - Training: cls_zice: 21.871837358474732; reg_zipnll: 66.75148487091064; aux_mae_loss_1: 38.481169815063474; aux_mae_loss_2: 5.621259064674377; aux_mae_loss_4: 0.8470362085103988; cnt_loss: 4.360469324588776; +2025-05-10 16:12:53,961 - INFO - Evaluation: +Curr mae: 9.3967; Best mae: 8.8699; 8.9747; 9.0039; 9.0057; 9.0822; +Curr rmse: 14.3981; Best rmse: 13.6598; 13.8743; 13.8898; 13.9466; 13.9475; +Curr nae: 0.0793; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:12:53,961 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 +2025-05-10 16:13:10,265 - INFO - Training: cls_zice: 22.31904769897461; reg_zipnll: 69.72526527404786; aux_mae_loss_1: 38.58941230773926; aux_mae_loss_2: 5.609632868766784; aux_mae_loss_4: 0.8454745465517044; cnt_loss: 4.089113972187042; +2025-05-10 16:13:10,266 - INFO - Evaluation: +Curr mae: 9.3415; Best mae: 8.8699; 8.9747; 9.0039; 9.0057; 9.0822; +Curr rmse: 14.0363; Best rmse: 13.6598; 13.8743; 13.8898; 13.9466; 13.9475; +Curr nae: 0.0813; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:13:10,266 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 +2025-05-10 16:13:26,649 - INFO - Training: cls_zice: 21.249557136297227; reg_zipnll: 64.69019107818603; aux_mae_loss_1: 37.85723171234131; aux_mae_loss_2: 5.545930571556092; aux_mae_loss_4: 0.8377845287322998; cnt_loss: 3.840875144004822; +2025-05-10 16:13:26,774 - INFO - Evaluation: +Curr mae: 8.9446; Best mae: 8.8699; 8.9446; 8.9747; 9.0039; 9.0057; +Curr rmse: 13.8740; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0794; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:13:26,774 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 +2025-05-10 16:13:43,161 - INFO - Training: cls_zice: 21.309329910278322; reg_zipnll: 68.76602325439453; aux_mae_loss_1: 38.69588020324707; aux_mae_loss_2: 5.63248306274414; aux_mae_loss_4: 0.8550078791379928; cnt_loss: 4.478942034244537; +2025-05-10 16:13:43,162 - INFO - Evaluation: +Curr mae: 9.3031; Best mae: 8.8699; 8.9446; 8.9747; 9.0039; 9.0057; +Curr rmse: 14.5334; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0842; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:13:43,162 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 +2025-05-10 16:13:59,554 - INFO - Training: cls_zice: 23.067614369392395; reg_zipnll: 67.8254377746582; aux_mae_loss_1: 39.81429481506348; aux_mae_loss_2: 5.6797578287124635; aux_mae_loss_4: 0.8597499072551728; cnt_loss: 3.9067179989814758; +2025-05-10 16:13:59,555 - INFO - Evaluation: +Curr mae: 9.2090; Best mae: 8.8699; 8.9446; 8.9747; 9.0039; 9.0057; +Curr rmse: 14.5922; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0798; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:13:59,555 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 +2025-05-10 16:14:16,021 - INFO - Training: cls_zice: 21.065192313194274; reg_zipnll: 66.96791290283203; aux_mae_loss_1: 37.453139324188236; aux_mae_loss_2: 5.462264626026154; aux_mae_loss_4: 0.8422765457630157; cnt_loss: 4.198626255989074; +2025-05-10 16:14:16,021 - INFO - Evaluation: +Curr mae: 9.3336; Best mae: 8.8699; 8.9446; 8.9747; 9.0039; 9.0057; +Curr rmse: 14.6944; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0807; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:14:16,022 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 +2025-05-10 16:14:32,686 - INFO - Training: cls_zice: 21.427598152160645; reg_zipnll: 68.63198078155517; aux_mae_loss_1: 38.15934463500977; aux_mae_loss_2: 5.541475729942322; aux_mae_loss_4: 0.841850351691246; cnt_loss: 4.235861909389496; +2025-05-10 16:14:32,687 - INFO - Evaluation: +Curr mae: 9.9674; Best mae: 8.8699; 8.9446; 8.9747; 9.0039; 9.0057; +Curr rmse: 15.1262; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0887; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:14:32,687 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 +2025-05-10 16:14:49,320 - INFO - Training: cls_zice: 21.89888639450073; reg_zipnll: 65.69868095397949; aux_mae_loss_1: 38.25625068664551; aux_mae_loss_2: 5.584642796516419; aux_mae_loss_4: 0.8341697829961777; cnt_loss: 4.064726831912995; +2025-05-10 16:14:49,321 - INFO - Evaluation: +Curr mae: 9.7354; Best mae: 8.8699; 8.9446; 8.9747; 9.0039; 9.0057; +Curr rmse: 15.9142; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0829; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:14:49,321 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 +2025-05-10 16:15:05,888 - INFO - Training: cls_zice: 23.566704235076905; reg_zipnll: 65.61831634521485; aux_mae_loss_1: 40.163914318084714; aux_mae_loss_2: 5.790524563789368; aux_mae_loss_4: 0.8599680811166763; cnt_loss: 3.9861719584465027; +2025-05-10 16:15:05,889 - INFO - Evaluation: +Curr mae: 9.2705; Best mae: 8.8699; 8.9446; 8.9747; 9.0039; 9.0057; +Curr rmse: 14.2949; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0809; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:15:05,889 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 +2025-05-10 16:15:22,316 - INFO - Training: cls_zice: 21.846544847488403; reg_zipnll: 69.92785209655761; aux_mae_loss_1: 38.25701663970947; aux_mae_loss_2: 5.54912317276001; aux_mae_loss_4: 0.8366396796703338; cnt_loss: 4.039054601192475; +2025-05-10 16:15:22,317 - INFO - Evaluation: +Curr mae: 9.1175; Best mae: 8.8699; 8.9446; 8.9747; 9.0039; 9.0057; +Curr rmse: 14.1135; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0784; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:15:22,317 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 +2025-05-10 16:15:38,994 - INFO - Training: cls_zice: 21.2021426486969; reg_zipnll: 68.33146690368652; aux_mae_loss_1: 37.42054588317871; aux_mae_loss_2: 5.369038662910461; aux_mae_loss_4: 0.8119400799274444; cnt_loss: 3.7322537899017334; +2025-05-10 16:15:38,995 - INFO - Evaluation: +Curr mae: 9.7125; Best mae: 8.8699; 8.9446; 8.9747; 9.0039; 9.0057; +Curr rmse: 14.6934; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0844; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:15:38,995 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 +2025-05-10 16:15:55,671 - INFO - Training: cls_zice: 22.32294630050659; reg_zipnll: 69.53745859146119; aux_mae_loss_1: 39.15889806747437; aux_mae_loss_2: 5.65063766002655; aux_mae_loss_4: 0.849887279868126; cnt_loss: 3.674375771284103; +2025-05-10 16:15:55,734 - INFO - Evaluation: +Curr mae: 8.9243; Best mae: 8.8699; 8.9243; 8.9446; 8.9747; 9.0039; +Curr rmse: 14.0672; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0793; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:15:55,735 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 +2025-05-10 16:16:12,375 - INFO - Training: cls_zice: 19.169377360343933; reg_zipnll: 67.16760833740234; aux_mae_loss_1: 35.64972270965576; aux_mae_loss_2: 5.235432696342468; aux_mae_loss_4: 0.7836963373422623; cnt_loss: 3.3963369977474214; +2025-05-10 16:16:12,376 - INFO - Evaluation: +Curr mae: 9.1211; Best mae: 8.8699; 8.9243; 8.9446; 8.9747; 9.0039; +Curr rmse: 14.1538; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0818; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:16:12,376 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 +2025-05-10 16:16:28,917 - INFO - Training: cls_zice: 24.14506514072418; reg_zipnll: 71.91975902557373; aux_mae_loss_1: 41.094530220031736; aux_mae_loss_2: 5.887913136482239; aux_mae_loss_4: 0.8984982615709305; cnt_loss: 4.1765310049057005; +2025-05-10 16:16:28,917 - INFO - Evaluation: +Curr mae: 9.1134; Best mae: 8.8699; 8.9243; 8.9446; 8.9747; 9.0039; +Curr rmse: 14.0712; Best rmse: 13.6598; 13.8740; 13.8743; 13.8898; 13.9466; +Curr nae: 0.0796; Best nae: 0.0768; 0.0775; 0.0775; 0.0776; 0.0778; + + + +2025-05-10 16:16:28,918 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 +2025-05-10 16:16:45,347 - INFO - Training: cls_zice: 22.570326852798463; reg_zipnll: 65.01787384033203; aux_mae_loss_1: 38.87411624908447; aux_mae_loss_2: 5.628189692497253; aux_mae_loss_4: 0.8467501455545425; cnt_loss: 3.796827108860016; +2025-05-10 16:16:45,547 - INFO - Evaluation: +Curr mae: 8.7236; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 13.8491; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0770; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:16:45,547 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 +2025-05-10 16:17:01,986 - INFO - Training: cls_zice: 23.048961510658263; reg_zipnll: 66.72401359558106; aux_mae_loss_1: 38.92102741241455; aux_mae_loss_2: 5.607944993972779; aux_mae_loss_4: 0.8450384151935577; cnt_loss: 4.283497290611267; +2025-05-10 16:17:01,987 - INFO - Evaluation: +Curr mae: 9.3429; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.8671; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0858; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:17:01,987 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 +2025-05-10 16:17:18,558 - INFO - Training: cls_zice: 21.13045675396919; reg_zipnll: 67.24783588409424; aux_mae_loss_1: 37.594064979553224; aux_mae_loss_2: 5.4025789165496825; aux_mae_loss_4: 0.8138995862007141; cnt_loss: 3.7565098857879637; +2025-05-10 16:17:18,559 - INFO - Evaluation: +Curr mae: 9.0680; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.5659; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0839; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:17:18,559 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 +2025-05-10 16:17:34,733 - INFO - Training: cls_zice: 21.853529615402223; reg_zipnll: 71.30745761871339; aux_mae_loss_1: 39.21349147796631; aux_mae_loss_2: 5.7352410364151005; aux_mae_loss_4: 0.8734994256496429; cnt_loss: 4.007491364479065; +2025-05-10 16:17:34,734 - INFO - Evaluation: +Curr mae: 9.2858; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.4753; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0829; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:17:34,734 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 +2025-05-10 16:17:51,192 - INFO - Training: cls_zice: 22.26112319946289; reg_zipnll: 62.97067977905274; aux_mae_loss_1: 38.24720153808594; aux_mae_loss_2: 5.535709047317505; aux_mae_loss_4: 0.8300689911842346; cnt_loss: 3.3681655955314636; +2025-05-10 16:17:51,193 - INFO - Evaluation: +Curr mae: 9.1206; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.0837; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0837; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:17:51,193 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 +2025-05-10 16:18:07,500 - INFO - Training: cls_zice: 21.904142838716506; reg_zipnll: 67.23035650253296; aux_mae_loss_1: 38.42315105438232; aux_mae_loss_2: 5.580167050361633; aux_mae_loss_4: 0.8274092531204223; cnt_loss: 4.054140202999115; +2025-05-10 16:18:07,501 - INFO - Evaluation: +Curr mae: 9.1863; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.1511; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0881; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:18:07,501 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 +2025-05-10 16:18:23,955 - INFO - Training: cls_zice: 22.09114369869232; reg_zipnll: 65.42529438018799; aux_mae_loss_1: 38.171769332885745; aux_mae_loss_2: 5.529180974960327; aux_mae_loss_4: 0.8318050146102905; cnt_loss: 3.828402621746063; +2025-05-10 16:18:23,956 - INFO - Evaluation: +Curr mae: 9.1172; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.5128; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0813; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:18:23,956 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 +2025-05-10 16:18:41,315 - INFO - Training: cls_zice: 22.88177451133728; reg_zipnll: 68.65585433959961; aux_mae_loss_1: 39.40131977081299; aux_mae_loss_2: 5.682013216018677; aux_mae_loss_4: 0.865444962978363; cnt_loss: 3.9604483246803284; +2025-05-10 16:18:41,316 - INFO - Evaluation: +Curr mae: 9.1382; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.6076; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0812; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:18:41,316 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 +2025-05-10 16:18:57,766 - INFO - Training: cls_zice: 21.286138463020325; reg_zipnll: 66.19641204833984; aux_mae_loss_1: 36.91701763153076; aux_mae_loss_2: 5.334913229942321; aux_mae_loss_4: 0.7916958272457123; cnt_loss: 3.7270711779594423; +2025-05-10 16:18:57,767 - INFO - Evaluation: +Curr mae: 9.1565; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.3088; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0829; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:18:57,767 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 +2025-05-10 16:19:14,251 - INFO - Training: cls_zice: 20.751438236236574; reg_zipnll: 67.67471710205078; aux_mae_loss_1: 37.14630725860596; aux_mae_loss_2: 5.43754376411438; aux_mae_loss_4: 0.8200337517261506; cnt_loss: 4.005081925392151; +2025-05-10 16:19:14,252 - INFO - Evaluation: +Curr mae: 9.2183; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.4032; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0822; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:19:14,252 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 +2025-05-10 16:19:30,655 - INFO - Training: cls_zice: 22.477805070877075; reg_zipnll: 69.49855407714844; aux_mae_loss_1: 38.96614826202393; aux_mae_loss_2: 5.688447456359864; aux_mae_loss_4: 0.8454188060760498; cnt_loss: 3.783050124645233; +2025-05-10 16:19:30,656 - INFO - Evaluation: +Curr mae: 9.1967; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.6569; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0809; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:19:30,656 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 +2025-05-10 16:19:47,040 - INFO - Training: cls_zice: 21.40685546398163; reg_zipnll: 65.40522243499755; aux_mae_loss_1: 37.35928325653076; aux_mae_loss_2: 5.438509449958802; aux_mae_loss_4: 0.8082691586017609; cnt_loss: 3.609862062931061; +2025-05-10 16:19:47,041 - INFO - Evaluation: +Curr mae: 9.1874; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.3300; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0813; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:19:47,041 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 +2025-05-10 16:20:03,527 - INFO - Training: cls_zice: 22.17677234649658; reg_zipnll: 66.74722213745117; aux_mae_loss_1: 38.91697204589844; aux_mae_loss_2: 5.6504638671875; aux_mae_loss_4: 0.8449304676055909; cnt_loss: 4.16921620965004; +2025-05-10 16:20:03,528 - INFO - Evaluation: +Curr mae: 9.3962; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.3163; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0854; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:20:03,528 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 +2025-05-10 16:20:19,887 - INFO - Training: cls_zice: 21.12467727661133; reg_zipnll: 65.7132458114624; aux_mae_loss_1: 37.485196895599366; aux_mae_loss_2: 5.449698958396912; aux_mae_loss_4: 0.8068041998147965; cnt_loss: 3.5926997804641725; +2025-05-10 16:20:19,888 - INFO - Evaluation: +Curr mae: 9.6310; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.7052; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0883; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:20:19,889 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 +2025-05-10 16:20:36,389 - INFO - Training: cls_zice: 21.164318618774413; reg_zipnll: 69.09853736877442; aux_mae_loss_1: 38.21227966308594; aux_mae_loss_2: 5.559779539108276; aux_mae_loss_4: 0.8383410423994064; cnt_loss: 3.8993230199813844; +2025-05-10 16:20:36,390 - INFO - Evaluation: +Curr mae: 9.2405; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.3057; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0806; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:20:36,390 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 +2025-05-10 16:20:54,985 - INFO - Training: cls_zice: 22.755712351799012; reg_zipnll: 66.99657566070556; aux_mae_loss_1: 39.16615837097168; aux_mae_loss_2: 5.587257571220398; aux_mae_loss_4: 0.8417495828866959; cnt_loss: 3.7530342626571653; +2025-05-10 16:20:54,986 - INFO - Evaluation: +Curr mae: 9.2356; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 14.4424; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0790; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:20:54,986 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 +2025-05-10 16:21:11,393 - INFO - Training: cls_zice: 20.339981513023375; reg_zipnll: 67.95774425506592; aux_mae_loss_1: 37.05352935791016; aux_mae_loss_2: 5.313532562255859; aux_mae_loss_4: 0.8073508679866791; cnt_loss: 3.7062181663513183; +2025-05-10 16:21:11,394 - INFO - Evaluation: +Curr mae: 10.2205; Best mae: 8.7236; 8.8699; 8.9243; 8.9446; 8.9747; +Curr rmse: 15.2575; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0917; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:21:11,394 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 +2025-05-10 16:21:27,827 - INFO - Training: cls_zice: 20.370977020263673; reg_zipnll: 68.61249359130859; aux_mae_loss_1: 37.02278739929199; aux_mae_loss_2: 5.306394891738892; aux_mae_loss_4: 0.7994051718711853; cnt_loss: 3.596711320877075; +2025-05-10 16:21:27,890 - INFO - Evaluation: +Curr mae: 8.8963; Best mae: 8.7236; 8.8699; 8.8963; 8.9243; 8.9446; +Curr rmse: 14.1541; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0789; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:21:27,890 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 +2025-05-10 16:21:44,027 - INFO - Training: cls_zice: 20.745506720542906; reg_zipnll: 66.72248847961426; aux_mae_loss_1: 37.48703258514404; aux_mae_loss_2: 5.461250829696655; aux_mae_loss_4: 0.8281753122806549; cnt_loss: 3.8933102715015413; +2025-05-10 16:21:44,028 - INFO - Evaluation: +Curr mae: 9.0176; Best mae: 8.7236; 8.8699; 8.8963; 8.9243; 8.9446; +Curr rmse: 14.1935; Best rmse: 13.6598; 13.8491; 13.8740; 13.8743; 13.8898; +Curr nae: 0.0785; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:21:44,028 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 +2025-05-10 16:22:00,531 - INFO - Training: cls_zice: 21.744446811676024; reg_zipnll: 67.28641654968261; aux_mae_loss_1: 38.14452838897705; aux_mae_loss_2: 5.445865049362182; aux_mae_loss_4: 0.8075405722856521; cnt_loss: 3.7398472929000857; +2025-05-10 16:22:00,594 - INFO - Evaluation: +Curr mae: 8.9595; Best mae: 8.7236; 8.8699; 8.8963; 8.9243; 8.9446; +Curr rmse: 13.8536; Best rmse: 13.6598; 13.8491; 13.8536; 13.8740; 13.8743; +Curr nae: 0.0789; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:22:00,594 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 +2025-05-10 16:22:16,919 - INFO - Training: cls_zice: 22.926007137298583; reg_zipnll: 65.22945781707763; aux_mae_loss_1: 38.9888516998291; aux_mae_loss_2: 5.659373064041137; aux_mae_loss_4: 0.8727874898910523; cnt_loss: 4.016679153442383; +2025-05-10 16:22:16,920 - INFO - Evaluation: +Curr mae: 9.0202; Best mae: 8.7236; 8.8699; 8.8963; 8.9243; 8.9446; +Curr rmse: 14.0990; Best rmse: 13.6598; 13.8491; 13.8536; 13.8740; 13.8743; +Curr nae: 0.0809; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:22:16,920 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 +2025-05-10 16:22:33,463 - INFO - Training: cls_zice: 21.956579418182372; reg_zipnll: 69.18959281921387; aux_mae_loss_1: 38.666417579650876; aux_mae_loss_2: 5.57732771396637; aux_mae_loss_4: 0.8503210663795471; cnt_loss: 4.042679026126861; +2025-05-10 16:22:33,464 - INFO - Evaluation: +Curr mae: 8.9506; Best mae: 8.7236; 8.8699; 8.8963; 8.9243; 8.9446; +Curr rmse: 14.0624; Best rmse: 13.6598; 13.8491; 13.8536; 13.8740; 13.8743; +Curr nae: 0.0788; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:22:33,464 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 +2025-05-10 16:22:49,886 - INFO - Training: cls_zice: 20.642554709911348; reg_zipnll: 64.85635334014893; aux_mae_loss_1: 37.28371269226074; aux_mae_loss_2: 5.403137159347534; aux_mae_loss_4: 0.8161300987005233; cnt_loss: 3.5313635802268983; +2025-05-10 16:22:49,887 - INFO - Evaluation: +Curr mae: 9.0381; Best mae: 8.7236; 8.8699; 8.8963; 8.9243; 8.9446; +Curr rmse: 13.9623; Best rmse: 13.6598; 13.8491; 13.8536; 13.8740; 13.8743; +Curr nae: 0.0825; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:22:49,887 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 +2025-05-10 16:23:06,283 - INFO - Training: cls_zice: 21.085664010047914; reg_zipnll: 63.743147201538086; aux_mae_loss_1: 37.06333244323731; aux_mae_loss_2: 5.427763338088989; aux_mae_loss_4: 0.8149748688936234; cnt_loss: 3.568287292718887; +2025-05-10 16:23:06,284 - INFO - Evaluation: +Curr mae: 9.0761; Best mae: 8.7236; 8.8699; 8.8963; 8.9243; 8.9446; +Curr rmse: 14.3063; Best rmse: 13.6598; 13.8491; 13.8536; 13.8740; 13.8743; +Curr nae: 0.0810; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:23:06,284 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 +2025-05-10 16:23:22,736 - INFO - Training: cls_zice: 22.521705522537232; reg_zipnll: 71.70842880249023; aux_mae_loss_1: 39.3307836151123; aux_mae_loss_2: 5.618253526687622; aux_mae_loss_4: 0.8288073408603668; cnt_loss: 3.5136112856864927; +2025-05-10 16:23:22,737 - INFO - Evaluation: +Curr mae: 8.9467; Best mae: 8.7236; 8.8699; 8.8963; 8.9243; 8.9446; +Curr rmse: 14.0821; Best rmse: 13.6598; 13.8491; 13.8536; 13.8740; 13.8743; +Curr nae: 0.0787; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:23:22,737 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 +2025-05-10 16:23:39,213 - INFO - Training: cls_zice: 22.015692586898805; reg_zipnll: 66.53478500366211; aux_mae_loss_1: 38.034651565551755; aux_mae_loss_2: 5.450483546257019; aux_mae_loss_4: 0.8114638155698777; cnt_loss: 3.5020240998268126; +2025-05-10 16:23:39,391 - INFO - Evaluation: +Curr mae: 8.8836; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 13.7598; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0807; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:23:39,660 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 +2025-05-10 16:23:56,133 - INFO - Training: cls_zice: 22.38385209083557; reg_zipnll: 65.57656623840332; aux_mae_loss_1: 37.86777580261231; aux_mae_loss_2: 5.42802737236023; aux_mae_loss_4: 0.8071718388795852; cnt_loss: 3.6456723165512086; +2025-05-10 16:23:56,134 - INFO - Evaluation: +Curr mae: 8.9487; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 13.9850; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0787; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:23:56,134 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 +2025-05-10 16:24:12,476 - INFO - Training: cls_zice: 20.97344892024994; reg_zipnll: 66.51529693603516; aux_mae_loss_1: 36.672209339141844; aux_mae_loss_2: 5.263603510856629; aux_mae_loss_4: 0.7877990508079529; cnt_loss: 3.7059841775894165; +2025-05-10 16:24:12,477 - INFO - Evaluation: +Curr mae: 9.3127; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 14.6060; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0813; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:24:12,477 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 +2025-05-10 16:24:28,981 - INFO - Training: cls_zice: 20.870330219268798; reg_zipnll: 66.665143699646; aux_mae_loss_1: 36.99290168762207; aux_mae_loss_2: 5.36307116985321; aux_mae_loss_4: 0.7970444655418396; cnt_loss: 3.2911479091644287; +2025-05-10 16:24:28,982 - INFO - Evaluation: +Curr mae: 9.2222; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 14.3785; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0830; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:24:28,983 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 +2025-05-10 16:24:45,393 - INFO - Training: cls_zice: 21.46013689994812; reg_zipnll: 67.03312114715577; aux_mae_loss_1: 37.53006647109985; aux_mae_loss_2: 5.383378944396973; aux_mae_loss_4: 0.819495136141777; cnt_loss: 3.354202513694763; +2025-05-10 16:24:45,394 - INFO - Evaluation: +Curr mae: 9.4460; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 14.4594; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0829; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:24:45,394 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 +2025-05-10 16:25:01,905 - INFO - Training: cls_zice: 22.086220321655272; reg_zipnll: 68.9798976135254; aux_mae_loss_1: 38.28736297607422; aux_mae_loss_2: 5.528235120773315; aux_mae_loss_4: 0.8232431977987289; cnt_loss: 3.591649227142334; +2025-05-10 16:25:01,906 - INFO - Evaluation: +Curr mae: 9.2918; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 14.2551; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0830; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:25:01,906 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 +2025-05-10 16:25:18,182 - INFO - Training: cls_zice: 22.303513355255127; reg_zipnll: 68.9461296081543; aux_mae_loss_1: 38.643128929138186; aux_mae_loss_2: 5.571938061714173; aux_mae_loss_4: 0.8199260479211807; cnt_loss: 3.2459519505500793; +2025-05-10 16:25:18,182 - INFO - Evaluation: +Curr mae: 9.0606; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 14.1368; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0814; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:25:18,183 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 +2025-05-10 16:25:34,730 - INFO - Training: cls_zice: 22.22956567287445; reg_zipnll: 64.80816188812256; aux_mae_loss_1: 37.72597732543945; aux_mae_loss_2: 5.419700756072998; aux_mae_loss_4: 0.7966599881649017; cnt_loss: 3.323520338535309; +2025-05-10 16:25:34,731 - INFO - Evaluation: +Curr mae: 9.0715; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 14.1712; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0786; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:25:34,731 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 +2025-05-10 16:25:51,246 - INFO - Training: cls_zice: 22.374596700668334; reg_zipnll: 65.47832672119141; aux_mae_loss_1: 38.49487319946289; aux_mae_loss_2: 5.425700378417969; aux_mae_loss_4: 0.8138381004333496; cnt_loss: 3.329284842014313; +2025-05-10 16:25:51,247 - INFO - Evaluation: +Curr mae: 9.0430; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 14.1114; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0791; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:25:51,247 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 +2025-05-10 16:26:07,767 - INFO - Training: cls_zice: 22.58222076892853; reg_zipnll: 64.40730506896972; aux_mae_loss_1: 38.25311683654785; aux_mae_loss_2: 5.5293964719772335; aux_mae_loss_4: 0.8216009861230851; cnt_loss: 3.8609696769714357; +2025-05-10 16:26:07,768 - INFO - Evaluation: +Curr mae: 9.1487; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 13.9966; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0837; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:26:07,769 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 +2025-05-10 16:26:24,434 - INFO - Training: cls_zice: 21.8281289768219; reg_zipnll: 66.88358158111572; aux_mae_loss_1: 39.01187038421631; aux_mae_loss_2: 5.647832527160644; aux_mae_loss_4: 0.8641641438007355; cnt_loss: 3.766777060031891; +2025-05-10 16:26:24,435 - INFO - Evaluation: +Curr mae: 9.0508; Best mae: 8.7236; 8.8699; 8.8836; 8.8963; 8.9243; +Curr rmse: 14.0474; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0795; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:26:24,436 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 +2025-05-10 16:26:40,956 - INFO - Training: cls_zice: 21.237561782598494; reg_zipnll: 65.84365455627442; aux_mae_loss_1: 37.264645175933836; aux_mae_loss_2: 5.34365596294403; aux_mae_loss_4: 0.7916444462537765; cnt_loss: 3.427533881664276; +2025-05-10 16:26:41,017 - INFO - Evaluation: +Curr mae: 8.8804; Best mae: 8.7236; 8.8699; 8.8804; 8.8836; 8.8963; +Curr rmse: 13.9128; Best rmse: 13.6598; 13.7598; 13.8491; 13.8536; 13.8740; +Curr nae: 0.0783; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:26:41,017 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 +2025-05-10 16:26:57,417 - INFO - Training: cls_zice: 22.714278912544252; reg_zipnll: 66.08715293884278; aux_mae_loss_1: 38.77741504669189; aux_mae_loss_2: 5.5729613828659055; aux_mae_loss_4: 0.8351103299856186; cnt_loss: 3.472697216272354; +2025-05-10 16:26:57,479 - INFO - Evaluation: +Curr mae: 8.9226; Best mae: 8.7236; 8.8699; 8.8804; 8.8836; 8.8963; +Curr rmse: 13.8459; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0800; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:26:57,479 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 +2025-05-10 16:27:13,819 - INFO - Training: cls_zice: 21.130072689056398; reg_zipnll: 62.50568649291992; aux_mae_loss_1: 37.039286041259764; aux_mae_loss_2: 5.401981673240662; aux_mae_loss_4: 0.8008327400684356; cnt_loss: 3.2323674523830412; +2025-05-10 16:27:13,820 - INFO - Evaluation: +Curr mae: 9.1550; Best mae: 8.7236; 8.8699; 8.8804; 8.8836; 8.8963; +Curr rmse: 14.4294; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0797; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:27:13,821 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 +2025-05-10 16:27:30,099 - INFO - Training: cls_zice: 21.830383920669554; reg_zipnll: 64.50822662353515; aux_mae_loss_1: 37.44426540374756; aux_mae_loss_2: 5.388809275627136; aux_mae_loss_4: 0.8072892397642135; cnt_loss: 3.4961513614654542; +2025-05-10 16:27:30,100 - INFO - Evaluation: +Curr mae: 9.1762; Best mae: 8.7236; 8.8699; 8.8804; 8.8836; 8.8963; +Curr rmse: 14.3639; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0808; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:27:30,100 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 +2025-05-10 16:27:46,721 - INFO - Training: cls_zice: 21.298991765975952; reg_zipnll: 66.94258998870849; aux_mae_loss_1: 37.65916851043701; aux_mae_loss_2: 5.459223818778992; aux_mae_loss_4: 0.8235469847917557; cnt_loss: 3.4282940196990968; +2025-05-10 16:27:46,782 - INFO - Evaluation: +Curr mae: 8.8887; Best mae: 8.7236; 8.8699; 8.8804; 8.8836; 8.8887; +Curr rmse: 14.0276; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0777; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:27:46,782 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 +2025-05-10 16:28:03,296 - INFO - Training: cls_zice: 22.27959568321705; reg_zipnll: 66.97457389831543; aux_mae_loss_1: 38.18976463317871; aux_mae_loss_2: 5.522393050193787; aux_mae_loss_4: 0.8210423737764359; cnt_loss: 3.52473699092865; +2025-05-10 16:28:03,297 - INFO - Evaluation: +Curr mae: 8.9256; Best mae: 8.7236; 8.8699; 8.8804; 8.8836; 8.8887; +Curr rmse: 14.1268; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0785; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:28:03,297 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 +2025-05-10 16:28:19,711 - INFO - Training: cls_zice: 19.66670459985733; reg_zipnll: 67.55054599761962; aux_mae_loss_1: 36.355724010467526; aux_mae_loss_2: 5.264218082427979; aux_mae_loss_4: 0.7922625637054443; cnt_loss: 3.6119822096824645; +2025-05-10 16:28:19,712 - INFO - Evaluation: +Curr mae: 9.0755; Best mae: 8.7236; 8.8699; 8.8804; 8.8836; 8.8887; +Curr rmse: 14.3082; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0792; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:28:19,712 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 +2025-05-10 16:28:36,376 - INFO - Training: cls_zice: 21.4592112493515; reg_zipnll: 64.08133125305176; aux_mae_loss_1: 37.77687591552734; aux_mae_loss_2: 5.42978732585907; aux_mae_loss_4: 0.8101137667894364; cnt_loss: 3.2870634150505067; +2025-05-10 16:28:36,439 - INFO - Evaluation: +Curr mae: 8.8345; Best mae: 8.7236; 8.8345; 8.8699; 8.8804; 8.8836; +Curr rmse: 13.8560; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0788; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:28:36,440 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 +2025-05-10 16:28:52,841 - INFO - Training: cls_zice: 20.348345427513124; reg_zipnll: 63.439756851196286; aux_mae_loss_1: 35.843416709899905; aux_mae_loss_2: 5.1283404874801635; aux_mae_loss_4: 0.7718097734451294; cnt_loss: 3.300449559688568; +2025-05-10 16:28:52,917 - INFO - Evaluation: +Curr mae: 8.9178; Best mae: 8.7236; 8.8345; 8.8699; 8.8804; 8.8836; +Curr rmse: 13.9478; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0776; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:28:52,918 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 +2025-05-10 16:29:09,290 - INFO - Training: cls_zice: 22.221059303283692; reg_zipnll: 69.55187397003174; aux_mae_loss_1: 39.29068683624268; aux_mae_loss_2: 5.598046875; aux_mae_loss_4: 0.8440048694610596; cnt_loss: 3.4607695078849794; +2025-05-10 16:29:09,291 - INFO - Evaluation: +Curr mae: 8.9001; Best mae: 8.7236; 8.8345; 8.8699; 8.8804; 8.8836; +Curr rmse: 13.8911; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0792; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:29:09,291 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 +2025-05-10 16:29:25,598 - INFO - Training: cls_zice: 19.584830927848817; reg_zipnll: 68.57542518615723; aux_mae_loss_1: 36.603485107421875; aux_mae_loss_2: 5.250086941719055; aux_mae_loss_4: 0.7918259859085083; cnt_loss: 3.4493349266052244; +2025-05-10 16:29:25,599 - INFO - Evaluation: +Curr mae: 9.3123; Best mae: 8.7236; 8.8345; 8.8699; 8.8804; 8.8836; +Curr rmse: 14.3822; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0853; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:29:25,599 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 +2025-05-10 16:29:41,936 - INFO - Training: cls_zice: 20.288853492736816; reg_zipnll: 63.353975982666014; aux_mae_loss_1: 35.99965766906738; aux_mae_loss_2: 5.1843623495101925; aux_mae_loss_4: 0.7774838703870773; cnt_loss: 3.216886043548584; +2025-05-10 16:29:41,999 - INFO - Evaluation: +Curr mae: 8.8716; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 13.9514; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0788; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:29:41,999 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 +2025-05-10 16:29:58,261 - INFO - Training: cls_zice: 22.58802276611328; reg_zipnll: 66.53253410339356; aux_mae_loss_1: 39.1389656829834; aux_mae_loss_2: 5.610682282447815; aux_mae_loss_4: 0.8435419934988022; cnt_loss: 3.444106147289276; +2025-05-10 16:29:58,261 - INFO - Evaluation: +Curr mae: 9.0950; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 14.0267; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0815; Best nae: 0.0768; 0.0770; 0.0775; 0.0775; 0.0776; + + + +2025-05-10 16:29:58,262 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 +2025-05-10 16:30:14,511 - INFO - Training: cls_zice: 23.35953336715698; reg_zipnll: 65.72170253753661; aux_mae_loss_1: 39.271894187927245; aux_mae_loss_2: 5.595330801010132; aux_mae_loss_4: 0.8318502259254456; cnt_loss: 3.8531081104278564; +2025-05-10 16:30:14,588 - INFO - Evaluation: +Curr mae: 8.9018; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 14.1108; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0770; Best nae: 0.0768; 0.0770; 0.0770; 0.0775; 0.0775; + + + +2025-05-10 16:30:14,588 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 +2025-05-10 16:30:31,037 - INFO - Training: cls_zice: 20.09375292778015; reg_zipnll: 64.27974910736084; aux_mae_loss_1: 36.85360851287842; aux_mae_loss_2: 5.357337522506714; aux_mae_loss_4: 0.8108916640281677; cnt_loss: 3.37959712266922; +2025-05-10 16:30:31,038 - INFO - Evaluation: +Curr mae: 9.0742; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 14.2277; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0793; Best nae: 0.0768; 0.0770; 0.0770; 0.0775; 0.0775; + + + +2025-05-10 16:30:31,038 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 +2025-05-10 16:30:47,479 - INFO - Training: cls_zice: 20.637012729644777; reg_zipnll: 67.80213775634766; aux_mae_loss_1: 36.8998791885376; aux_mae_loss_2: 5.306068487167359; aux_mae_loss_4: 0.7857384771108628; cnt_loss: 3.2842567574977877; +2025-05-10 16:30:47,480 - INFO - Evaluation: +Curr mae: 9.1267; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 14.2994; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0802; Best nae: 0.0768; 0.0770; 0.0770; 0.0775; 0.0775; + + + +2025-05-10 16:30:47,480 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 +2025-05-10 16:31:03,704 - INFO - Training: cls_zice: 20.925212354660033; reg_zipnll: 66.58054218292236; aux_mae_loss_1: 36.802692337036135; aux_mae_loss_2: 5.256130337715149; aux_mae_loss_4: 0.7759442341327667; cnt_loss: 3.305570363998413; +2025-05-10 16:31:03,705 - INFO - Evaluation: +Curr mae: 8.9856; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 14.1217; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0795; Best nae: 0.0768; 0.0770; 0.0770; 0.0775; 0.0775; + + + +2025-05-10 16:31:03,705 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 +2025-05-10 16:31:20,169 - INFO - Training: cls_zice: 21.874922313690185; reg_zipnll: 65.7466934967041; aux_mae_loss_1: 37.328346786499026; aux_mae_loss_2: 5.385141267776489; aux_mae_loss_4: 0.8033110201358795; cnt_loss: 3.347093691825867; +2025-05-10 16:31:20,170 - INFO - Evaluation: +Curr mae: 9.4088; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 14.4002; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0846; Best nae: 0.0768; 0.0770; 0.0770; 0.0775; 0.0775; + + + +2025-05-10 16:31:20,170 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 +2025-05-10 16:31:36,662 - INFO - Training: cls_zice: 21.854338450431825; reg_zipnll: 71.60542419433594; aux_mae_loss_1: 38.86282367706299; aux_mae_loss_2: 5.614128737449646; aux_mae_loss_4: 0.8200618171691895; cnt_loss: 3.5522164344787597; +2025-05-10 16:31:36,663 - INFO - Evaluation: +Curr mae: 9.2058; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 14.2081; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0819; Best nae: 0.0768; 0.0770; 0.0770; 0.0775; 0.0775; + + + +2025-05-10 16:31:36,663 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 +2025-05-10 16:31:52,975 - INFO - Training: cls_zice: 19.9615118765831; reg_zipnll: 66.7852537536621; aux_mae_loss_1: 36.54994449615479; aux_mae_loss_2: 5.287924432754517; aux_mae_loss_4: 0.7954737359285354; cnt_loss: 3.366418523788452; +2025-05-10 16:31:52,976 - INFO - Evaluation: +Curr mae: 9.0920; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 14.0750; Best rmse: 13.6598; 13.7598; 13.8459; 13.8491; 13.8536; +Curr nae: 0.0828; Best nae: 0.0768; 0.0770; 0.0770; 0.0775; 0.0775; + + + +2025-05-10 16:31:52,976 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 +2025-05-10 16:32:09,312 - INFO - Training: cls_zice: 22.69862683057785; reg_zipnll: 65.98957916259765; aux_mae_loss_1: 38.26571540832519; aux_mae_loss_2: 5.485588331222534; aux_mae_loss_4: 0.8179392248392106; cnt_loss: 3.312448053359985; +2025-05-10 16:32:09,375 - INFO - Evaluation: +Curr mae: 8.9018; Best mae: 8.7236; 8.8345; 8.8699; 8.8716; 8.8804; +Curr rmse: 13.8100; Best rmse: 13.6598; 13.7598; 13.8100; 13.8459; 13.8491; +Curr nae: 0.0802; Best nae: 0.0768; 0.0770; 0.0770; 0.0775; 0.0775; + + + +2025-05-10 16:32:09,376 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 +2025-05-10 16:32:25,833 - INFO - Training: cls_zice: 21.25152701854706; reg_zipnll: 65.73076820373535; aux_mae_loss_1: 37.361736888885495; aux_mae_loss_2: 5.396672372817993; aux_mae_loss_4: 0.7945783483982086; cnt_loss: 3.1188176107406616; +2025-05-10 16:32:26,570 - INFO - Evaluation: +Curr mae: 8.8181; Best mae: 8.7236; 8.8181; 8.8345; 8.8699; 8.8716; +Curr rmse: 13.9567; Best rmse: 13.6598; 13.7598; 13.8100; 13.8459; 13.8491; +Curr nae: 0.0777; Best nae: 0.0768; 0.0770; 0.0770; 0.0775; 0.0775; + + + +2025-05-10 16:32:26,570 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 +2025-05-10 16:32:42,847 - INFO - Training: cls_zice: 21.770812644958497; reg_zipnll: 63.310485954284665; aux_mae_loss_1: 37.57476474761963; aux_mae_loss_2: 5.435732583999634; aux_mae_loss_4: 0.7934375715255737; cnt_loss: 2.9612219285964967; +2025-05-10 16:32:43,050 - INFO - Evaluation: +Curr mae: 8.7383; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 13.7809; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0774; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:32:43,050 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 +2025-05-10 16:32:59,465 - INFO - Training: cls_zice: 22.409274250268936; reg_zipnll: 66.85363788604737; aux_mae_loss_1: 39.5975045967102; aux_mae_loss_2: 5.664065060615539; aux_mae_loss_4: 0.8549045079946518; cnt_loss: 3.7500663876533507; +2025-05-10 16:32:59,466 - INFO - Evaluation: +Curr mae: 8.9842; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 14.0566; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0799; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:32:59,466 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 +2025-05-10 16:33:15,769 - INFO - Training: cls_zice: 21.94188154220581; reg_zipnll: 68.15114562988282; aux_mae_loss_1: 37.68294916152954; aux_mae_loss_2: 5.421592450141906; aux_mae_loss_4: 0.8246586197614669; cnt_loss: 3.4182181215286254; +2025-05-10 16:33:15,770 - INFO - Evaluation: +Curr mae: 9.2110; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 14.2481; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0827; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:33:15,770 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 +2025-05-10 16:33:32,824 - INFO - Training: cls_zice: 22.033703517913818; reg_zipnll: 67.05907218933106; aux_mae_loss_1: 38.20213924407959; aux_mae_loss_2: 5.480585808753967; aux_mae_loss_4: 0.8096881312131882; cnt_loss: 3.332042562961578; +2025-05-10 16:33:32,824 - INFO - Evaluation: +Curr mae: 9.0000; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 14.0427; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0798; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:33:32,825 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 +2025-05-10 16:33:49,358 - INFO - Training: cls_zice: 21.497365102767944; reg_zipnll: 69.40870166778565; aux_mae_loss_1: 37.618443984985355; aux_mae_loss_2: 5.4178891229629516; aux_mae_loss_4: 0.8156847429275512; cnt_loss: 3.730020430088043; +2025-05-10 16:33:49,359 - INFO - Evaluation: +Curr mae: 9.4404; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 14.5742; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0830; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:33:49,359 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 +2025-05-10 16:34:05,835 - INFO - Training: cls_zice: 22.509577329158784; reg_zipnll: 64.05072004318237; aux_mae_loss_1: 38.5877140045166; aux_mae_loss_2: 5.597657165527344; aux_mae_loss_4: 0.8458220410346985; cnt_loss: 3.7797613739967346; +2025-05-10 16:34:05,836 - INFO - Evaluation: +Curr mae: 9.1733; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 14.2573; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0810; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:34:05,836 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 +2025-05-10 16:34:22,390 - INFO - Training: cls_zice: 21.144836432933808; reg_zipnll: 64.11829441070557; aux_mae_loss_1: 37.303921661376954; aux_mae_loss_2: 5.3470996737480165; aux_mae_loss_4: 0.8030094826221466; cnt_loss: 3.253093123435974; +2025-05-10 16:34:22,390 - INFO - Evaluation: +Curr mae: 8.9520; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 14.1209; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0783; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:34:22,391 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 +2025-05-10 16:34:38,681 - INFO - Training: cls_zice: 23.778933086395263; reg_zipnll: 70.02560611724853; aux_mae_loss_1: 40.313766136169434; aux_mae_loss_2: 5.782597250938416; aux_mae_loss_4: 0.8534200239181519; cnt_loss: 3.438655710220337; +2025-05-10 16:34:38,682 - INFO - Evaluation: +Curr mae: 8.9274; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 14.1650; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0782; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:34:38,682 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 +2025-05-10 16:34:54,925 - INFO - Training: cls_zice: 21.579802265167235; reg_zipnll: 64.97027168273925; aux_mae_loss_1: 37.52292430877686; aux_mae_loss_2: 5.414194288253785; aux_mae_loss_4: 0.8154424715042115; cnt_loss: 3.5824316120147706; +2025-05-10 16:34:54,926 - INFO - Evaluation: +Curr mae: 9.2538; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 14.3628; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0830; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:34:54,926 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 +2025-05-10 16:35:11,327 - INFO - Training: cls_zice: 21.638922414779664; reg_zipnll: 62.886532344818114; aux_mae_loss_1: 36.80605514526367; aux_mae_loss_2: 5.2621069383621215; aux_mae_loss_4: 0.7836016011238098; cnt_loss: 3.1374477910995484; +2025-05-10 16:35:11,328 - INFO - Evaluation: +Curr mae: 9.1978; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8699; +Curr rmse: 14.3077; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0816; Best nae: 0.0768; 0.0770; 0.0770; 0.0774; 0.0775; + + + +2025-05-10 16:35:11,328 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 +2025-05-10 16:35:27,560 - INFO - Training: cls_zice: 20.283539295196533; reg_zipnll: 66.46495441436768; aux_mae_loss_1: 35.921693840026855; aux_mae_loss_2: 5.099479413032531; aux_mae_loss_4: 0.7513656920194626; cnt_loss: 3.271917610168457; +2025-05-10 16:35:27,706 - INFO - Evaluation: +Curr mae: 8.8385; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8385; +Curr rmse: 13.9541; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0773; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:35:27,707 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 +2025-05-10 16:35:44,178 - INFO - Training: cls_zice: 21.549574246406554; reg_zipnll: 64.05639434814454; aux_mae_loss_1: 37.66060123443604; aux_mae_loss_2: 5.436529049873352; aux_mae_loss_4: 0.8075050938129426; cnt_loss: 3.3745462822914125; +2025-05-10 16:35:44,180 - INFO - Evaluation: +Curr mae: 9.2804; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8385; +Curr rmse: 14.4530; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0829; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:35:44,180 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 +2025-05-10 16:36:00,463 - INFO - Training: cls_zice: 21.17428978085518; reg_zipnll: 65.78554969787598; aux_mae_loss_1: 37.043616180419924; aux_mae_loss_2: 5.281725919246673; aux_mae_loss_4: 0.7830570048093796; cnt_loss: 3.0949766635894775; +2025-05-10 16:36:00,464 - INFO - Evaluation: +Curr mae: 8.9142; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8385; +Curr rmse: 14.0350; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0790; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:36:00,464 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 +2025-05-10 16:36:16,634 - INFO - Training: cls_zice: 21.122095775604247; reg_zipnll: 65.35808456420898; aux_mae_loss_1: 37.24572471618652; aux_mae_loss_2: 5.407747912406921; aux_mae_loss_4: 0.7976161527633667; cnt_loss: 3.751498637199402; +2025-05-10 16:36:16,635 - INFO - Evaluation: +Curr mae: 9.1355; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8385; +Curr rmse: 14.0285; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0825; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:36:16,635 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 +2025-05-10 16:36:33,465 - INFO - Training: cls_zice: 21.423097567558287; reg_zipnll: 67.6392518043518; aux_mae_loss_1: 37.635711135864256; aux_mae_loss_2: 5.354966940879822; aux_mae_loss_4: 0.7989522898197174; cnt_loss: 3.226851217746735; +2025-05-10 16:36:33,466 - INFO - Evaluation: +Curr mae: 9.1122; Best mae: 8.7236; 8.7383; 8.8181; 8.8345; 8.8385; +Curr rmse: 14.2356; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0821; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:36:33,466 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 +2025-05-10 16:36:50,087 - INFO - Training: cls_zice: 22.497082686424257; reg_zipnll: 67.61505378723145; aux_mae_loss_1: 38.209598541259766; aux_mae_loss_2: 5.524895277023315; aux_mae_loss_4: 0.8105204170942306; cnt_loss: 3.5928712463378907; +2025-05-10 16:36:50,152 - INFO - Evaluation: +Curr mae: 8.8013; Best mae: 8.7236; 8.7383; 8.8013; 8.8181; 8.8345; +Curr rmse: 13.9245; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0779; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:36:50,152 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 +2025-05-10 16:37:06,411 - INFO - Training: cls_zice: 20.74204529285431; reg_zipnll: 66.71973350524902; aux_mae_loss_1: 37.219186267852784; aux_mae_loss_2: 5.301805305480957; aux_mae_loss_4: 0.7882582885026932; cnt_loss: 3.2696366024017336; +2025-05-10 16:37:06,412 - INFO - Evaluation: +Curr mae: 8.9274; Best mae: 8.7236; 8.7383; 8.8013; 8.8181; 8.8345; +Curr rmse: 14.0722; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0795; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:37:06,412 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 +2025-05-10 16:37:22,707 - INFO - Training: cls_zice: 22.488470163345337; reg_zipnll: 69.39928298950196; aux_mae_loss_1: 38.68608047485352; aux_mae_loss_2: 5.5537741041183475; aux_mae_loss_4: 0.8112607461214065; cnt_loss: 3.452690554857254; +2025-05-10 16:37:22,708 - INFO - Evaluation: +Curr mae: 9.3441; Best mae: 8.7236; 8.7383; 8.8013; 8.8181; 8.8345; +Curr rmse: 14.4719; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0837; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:37:22,897 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 +2025-05-10 16:37:39,571 - INFO - Training: cls_zice: 22.363344945907592; reg_zipnll: 65.02450229644775; aux_mae_loss_1: 38.111511039733884; aux_mae_loss_2: 5.430039496421814; aux_mae_loss_4: 0.8068521547317505; cnt_loss: 3.3091936647891997; +2025-05-10 16:37:39,572 - INFO - Evaluation: +Curr mae: 9.0457; Best mae: 8.7236; 8.7383; 8.8013; 8.8181; 8.8345; +Curr rmse: 14.1985; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0806; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:37:39,572 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 +2025-05-10 16:37:56,011 - INFO - Training: cls_zice: 22.097386713027955; reg_zipnll: 64.57939819335938; aux_mae_loss_1: 38.130430393218994; aux_mae_loss_2: 5.514575657844543; aux_mae_loss_4: 0.8232518082857132; cnt_loss: 3.1904484534263613; +2025-05-10 16:37:56,012 - INFO - Evaluation: +Curr mae: 9.0544; Best mae: 8.7236; 8.7383; 8.8013; 8.8181; 8.8345; +Curr rmse: 14.0482; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0807; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:37:56,012 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 +2025-05-10 16:38:12,488 - INFO - Training: cls_zice: 23.31970500946045; reg_zipnll: 68.48970783233642; aux_mae_loss_1: 39.40471630096435; aux_mae_loss_2: 5.711638517379761; aux_mae_loss_4: 0.8449191260337829; cnt_loss: 3.286233365535736; +2025-05-10 16:38:12,489 - INFO - Evaluation: +Curr mae: 9.1416; Best mae: 8.7236; 8.7383; 8.8013; 8.8181; 8.8345; +Curr rmse: 14.2408; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0825; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:38:12,489 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 +2025-05-10 16:38:28,822 - INFO - Training: cls_zice: 21.07876163482666; reg_zipnll: 63.21806337356568; aux_mae_loss_1: 37.66171047210693; aux_mae_loss_2: 5.447212724685669; aux_mae_loss_4: 0.813184357881546; cnt_loss: 3.4444617867469787; +2025-05-10 16:38:28,823 - INFO - Evaluation: +Curr mae: 9.1641; Best mae: 8.7236; 8.7383; 8.8013; 8.8181; 8.8345; +Curr rmse: 14.2040; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0832; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0774; + + + +2025-05-10 16:38:28,823 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 +2025-05-10 16:38:45,098 - INFO - Training: cls_zice: 22.43782446861267; reg_zipnll: 63.87823745727539; aux_mae_loss_1: 38.131129608154296; aux_mae_loss_2: 5.432365441322327; aux_mae_loss_4: 0.8041406309604645; cnt_loss: 3.1989308309555056; +2025-05-10 16:38:45,221 - INFO - Evaluation: +Curr mae: 8.7755; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.9604; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0773; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:38:45,221 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 +2025-05-10 16:39:01,586 - INFO - Training: cls_zice: 21.17872682094574; reg_zipnll: 62.965771179199216; aux_mae_loss_1: 37.09658655166626; aux_mae_loss_2: 5.355097169876099; aux_mae_loss_4: 0.7997336357831955; cnt_loss: 3.3971194553375246; +2025-05-10 16:39:01,587 - INFO - Evaluation: +Curr mae: 9.1535; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.1733; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0823; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:39:01,587 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 +2025-05-10 16:39:17,941 - INFO - Training: cls_zice: 22.763453431129456; reg_zipnll: 67.41829818725586; aux_mae_loss_1: 39.045514736175534; aux_mae_loss_2: 5.596826372146606; aux_mae_loss_4: 0.8155862003564834; cnt_loss: 3.3720822858810426; +2025-05-10 16:39:17,942 - INFO - Evaluation: +Curr mae: 9.0632; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.2266; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0794; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:39:17,942 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 +2025-05-10 16:39:34,234 - INFO - Training: cls_zice: 21.032737216949464; reg_zipnll: 68.31934860229492; aux_mae_loss_1: 37.470649604797366; aux_mae_loss_2: 5.389302206039429; aux_mae_loss_4: 0.7919158321619034; cnt_loss: 3.294075084924698; +2025-05-10 16:39:34,235 - INFO - Evaluation: +Curr mae: 9.1097; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.2820; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0809; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:39:34,235 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 +2025-05-10 16:39:50,769 - INFO - Training: cls_zice: 19.751240649223327; reg_zipnll: 63.50934406280518; aux_mae_loss_1: 35.68160688400268; aux_mae_loss_2: 5.109100275039673; aux_mae_loss_4: 0.7679511028528213; cnt_loss: 3.1811940824985503; +2025-05-10 16:39:50,770 - INFO - Evaluation: +Curr mae: 9.2017; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.3034; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0800; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:39:50,770 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 +2025-05-10 16:40:07,380 - INFO - Training: cls_zice: 19.550528354644776; reg_zipnll: 66.50348937988281; aux_mae_loss_1: 36.01401294708252; aux_mae_loss_2: 5.213124051094055; aux_mae_loss_4: 0.7714151817560196; cnt_loss: 3.5276556825637817; +2025-05-10 16:40:07,381 - INFO - Evaluation: +Curr mae: 9.0617; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.2686; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0791; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:40:07,381 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 +2025-05-10 16:40:24,668 - INFO - Training: cls_zice: 21.381540126800537; reg_zipnll: 67.46097343444825; aux_mae_loss_1: 38.46230472564697; aux_mae_loss_2: 5.670671768188477; aux_mae_loss_4: 0.8755354380607605; cnt_loss: 5.195775516033173; +2025-05-10 16:40:24,669 - INFO - Evaluation: +Curr mae: 9.8055; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.7624; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0840; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:40:24,669 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 +2025-05-10 16:40:42,262 - INFO - Training: cls_zice: 21.193630108833315; reg_zipnll: 69.73379722595215; aux_mae_loss_1: 38.24424530029297; aux_mae_loss_2: 5.7503850507736205; aux_mae_loss_4: 0.9121265280246734; cnt_loss: 6.051608927249909; +2025-05-10 16:40:42,263 - INFO - Evaluation: +Curr mae: 10.0465; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0158; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0909; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:40:42,263 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 +2025-05-10 16:40:58,664 - INFO - Training: cls_zice: 23.902822008132933; reg_zipnll: 69.31668678283691; aux_mae_loss_1: 40.553891067504885; aux_mae_loss_2: 6.101143245697021; aux_mae_loss_4: 0.9759160166978836; cnt_loss: 6.123760354518891; +2025-05-10 16:40:58,665 - INFO - Evaluation: +Curr mae: 11.0279; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.7708; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0912; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:40:58,665 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 +2025-05-10 16:41:15,019 - INFO - Training: cls_zice: 23.864885091781616; reg_zipnll: 72.8982243347168; aux_mae_loss_1: 41.527874870300295; aux_mae_loss_2: 6.213813328742981; aux_mae_loss_4: 0.9735261154174805; cnt_loss: 5.696239521503449; +2025-05-10 16:41:15,020 - INFO - Evaluation: +Curr mae: 10.2510; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0022; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0906; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:41:15,021 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 +2025-05-10 16:41:32,173 - INFO - Training: cls_zice: 20.628519936800004; reg_zipnll: 69.1513861465454; aux_mae_loss_1: 38.54764211654663; aux_mae_loss_2: 5.782181224822998; aux_mae_loss_4: 0.9180434983968735; cnt_loss: 5.682550592422485; +2025-05-10 16:41:32,174 - INFO - Evaluation: +Curr mae: 11.5053; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 18.7925; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0938; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:41:32,174 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 +2025-05-10 16:41:48,585 - INFO - Training: cls_zice: 24.159381823539732; reg_zipnll: 69.79990365982056; aux_mae_loss_1: 41.58608860015869; aux_mae_loss_2: 6.115819077491761; aux_mae_loss_4: 0.9564299803972244; cnt_loss: 5.589003121852874; +2025-05-10 16:41:48,586 - INFO - Evaluation: +Curr mae: 10.3927; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3462; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0915; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:41:48,586 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 +2025-05-10 16:42:04,776 - INFO - Training: cls_zice: 21.91458336353302; reg_zipnll: 68.50018867492676; aux_mae_loss_1: 39.68300045013428; aux_mae_loss_2: 6.186083464622498; aux_mae_loss_4: 1.0566097247600554; cnt_loss: 9.043795113563538; +2025-05-10 16:42:04,777 - INFO - Evaluation: +Curr mae: 12.5850; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.1155; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.1095; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:42:04,777 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 +2025-05-10 16:42:21,080 - INFO - Training: cls_zice: 21.246556406021117; reg_zipnll: 68.60620349884033; aux_mae_loss_1: 38.74682880401611; aux_mae_loss_2: 5.752353177070618; aux_mae_loss_4: 0.8989398717880249; cnt_loss: 5.426514508724213; +2025-05-10 16:42:21,081 - INFO - Evaluation: +Curr mae: 10.1107; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5538; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0814; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:42:21,081 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 +2025-05-10 16:42:38,966 - INFO - Training: cls_zice: 21.600791149139404; reg_zipnll: 65.52779438018798; aux_mae_loss_1: 39.680550994873045; aux_mae_loss_2: 5.925545644760132; aux_mae_loss_4: 0.9453679865598679; cnt_loss: 5.795089383125305; +2025-05-10 16:42:38,967 - INFO - Evaluation: +Curr mae: 10.2684; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.6435; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0857; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:42:38,968 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 +2025-05-10 16:42:55,066 - INFO - Training: cls_zice: 22.570572748184205; reg_zipnll: 68.43663703918457; aux_mae_loss_1: 39.83885311126709; aux_mae_loss_2: 5.96040403842926; aux_mae_loss_4: 0.9518953484296798; cnt_loss: 5.891542866230011; +2025-05-10 16:42:55,067 - INFO - Evaluation: +Curr mae: 10.3826; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.4088; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0888; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:42:55,067 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 +2025-05-10 16:43:11,211 - INFO - Training: cls_zice: 23.113110876083375; reg_zipnll: 69.87597900390625; aux_mae_loss_1: 41.43926662445068; aux_mae_loss_2: 6.222868013381958; aux_mae_loss_4: 1.022258952856064; cnt_loss: 6.9254638195037845; +2025-05-10 16:43:11,212 - INFO - Evaluation: +Curr mae: 10.7550; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.3998; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0921; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:43:11,212 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 +2025-05-10 16:43:27,644 - INFO - Training: cls_zice: 22.455471715927125; reg_zipnll: 69.61672588348388; aux_mae_loss_1: 40.40368022918701; aux_mae_loss_2: 5.948850946426392; aux_mae_loss_4: 0.9424233877658844; cnt_loss: 6.172352771759034; +2025-05-10 16:43:27,645 - INFO - Evaluation: +Curr mae: 12.4803; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 19.6149; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0983; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:43:27,645 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 +2025-05-10 16:43:44,137 - INFO - Training: cls_zice: 22.663466205596922; reg_zipnll: 70.71693538665771; aux_mae_loss_1: 40.107849769592285; aux_mae_loss_2: 5.9837779569625855; aux_mae_loss_4: 0.963750616312027; cnt_loss: 6.27293664932251; +2025-05-10 16:43:44,138 - INFO - Evaluation: +Curr mae: 11.4405; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.3943; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0970; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:43:44,138 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 +2025-05-10 16:44:00,575 - INFO - Training: cls_zice: 22.351285285949707; reg_zipnll: 68.53037223815917; aux_mae_loss_1: 39.93697811126709; aux_mae_loss_2: 6.051006002426147; aux_mae_loss_4: 0.9590363997220993; cnt_loss: 6.06292222738266; +2025-05-10 16:44:00,576 - INFO - Evaluation: +Curr mae: 10.2439; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.9211; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0861; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:44:00,576 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 +2025-05-10 16:44:16,806 - INFO - Training: cls_zice: 22.437795722484587; reg_zipnll: 68.63275123596192; aux_mae_loss_1: 39.98860427856445; aux_mae_loss_2: 6.06898943901062; aux_mae_loss_4: 0.9705480802059173; cnt_loss: 6.764466685056687; +2025-05-10 16:44:16,807 - INFO - Evaluation: +Curr mae: 11.4768; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.4875; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0966; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:44:16,807 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 +2025-05-10 16:44:33,184 - INFO - Training: cls_zice: 22.065748748779296; reg_zipnll: 71.31905097961426; aux_mae_loss_1: 40.19504089355469; aux_mae_loss_2: 6.0095970869064335; aux_mae_loss_4: 0.9460211139917374; cnt_loss: 5.957942910194397; +2025-05-10 16:44:33,185 - INFO - Evaluation: +Curr mae: 9.9505; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.0025; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.1049; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:44:33,185 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 +2025-05-10 16:44:49,397 - INFO - Training: cls_zice: 23.245616030693053; reg_zipnll: 71.5443452167511; aux_mae_loss_1: 40.734165802001954; aux_mae_loss_2: 6.071590328216553; aux_mae_loss_4: 0.9668971633911133; cnt_loss: 6.410193835496902; +2025-05-10 16:44:49,398 - INFO - Evaluation: +Curr mae: 11.1265; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.2620; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0935; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:44:49,398 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 +2025-05-10 16:45:05,792 - INFO - Training: cls_zice: 22.635945348739625; reg_zipnll: 68.36079494476319; aux_mae_loss_1: 40.729453239440915; aux_mae_loss_2: 6.029611396789551; aux_mae_loss_4: 0.9445461654663085; cnt_loss: 5.83193174123764; +2025-05-10 16:45:05,793 - INFO - Evaluation: +Curr mae: 10.9509; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.4043; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.1016; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:45:05,793 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 +2025-05-10 16:45:22,289 - INFO - Training: cls_zice: 19.04218405723572; reg_zipnll: 67.78300971984864; aux_mae_loss_1: 36.86919296264649; aux_mae_loss_2: 5.607863602638244; aux_mae_loss_4: 0.8875863897800446; cnt_loss: 5.901170828342438; +2025-05-10 16:45:22,290 - INFO - Evaluation: +Curr mae: 10.8516; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.5810; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0901; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:45:22,290 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 +2025-05-10 16:45:40,193 - INFO - Training: cls_zice: 21.978659534454344; reg_zipnll: 67.3406322479248; aux_mae_loss_1: 39.30178279876709; aux_mae_loss_2: 5.907880382537842; aux_mae_loss_4: 0.9534707188606262; cnt_loss: 6.381955134868622; +2025-05-10 16:45:40,194 - INFO - Evaluation: +Curr mae: 10.7893; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1319; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0866; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:45:40,194 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 +2025-05-10 16:45:56,505 - INFO - Training: cls_zice: 20.89224742889404; reg_zipnll: 67.43573211669921; aux_mae_loss_1: 37.98186670303345; aux_mae_loss_2: 5.654305868148803; aux_mae_loss_4: 0.8878855180740356; cnt_loss: 5.324457879066467; +2025-05-10 16:45:56,506 - INFO - Evaluation: +Curr mae: 10.1832; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.7434; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0870; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:45:56,506 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 +2025-05-10 16:46:12,938 - INFO - Training: cls_zice: 23.123406677246095; reg_zipnll: 70.75547264099121; aux_mae_loss_1: 41.39455402374268; aux_mae_loss_2: 6.200044450759887; aux_mae_loss_4: 1.014292093515396; cnt_loss: 7.428822870254517; +2025-05-10 16:46:12,939 - INFO - Evaluation: +Curr mae: 11.9079; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3917; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.1244; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:46:12,939 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 +2025-05-10 16:46:29,348 - INFO - Training: cls_zice: 23.574738688468933; reg_zipnll: 70.77554592132569; aux_mae_loss_1: 41.88575012207031; aux_mae_loss_2: 6.275684037208557; aux_mae_loss_4: 1.004151291847229; cnt_loss: 6.446750607490539; +2025-05-10 16:46:29,349 - INFO - Evaluation: +Curr mae: 10.9051; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3283; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0996; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:46:29,349 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 +2025-05-10 16:46:45,668 - INFO - Training: cls_zice: 22.896677508354188; reg_zipnll: 67.12430778503418; aux_mae_loss_1: 39.76777816772461; aux_mae_loss_2: 5.966553874015808; aux_mae_loss_4: 0.9432183039188385; cnt_loss: 6.028575091362; +2025-05-10 16:46:45,669 - INFO - Evaluation: +Curr mae: 10.5584; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.9963; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0924; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:46:45,669 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 +2025-05-10 16:47:02,110 - INFO - Training: cls_zice: 22.82671136379242; reg_zipnll: 68.29060028076172; aux_mae_loss_1: 39.75607757568359; aux_mae_loss_2: 5.935027146339417; aux_mae_loss_4: 0.9310806101560593; cnt_loss: 6.050070714950562; +2025-05-10 16:47:02,111 - INFO - Evaluation: +Curr mae: 10.1853; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3964; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0922; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:47:02,111 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 +2025-05-10 16:47:18,368 - INFO - Training: cls_zice: 22.971979026794433; reg_zipnll: 70.05263576507568; aux_mae_loss_1: 40.98914173126221; aux_mae_loss_2: 6.105513553619385; aux_mae_loss_4: 0.964912171959877; cnt_loss: 6.0402639698982235; +2025-05-10 16:47:18,369 - INFO - Evaluation: +Curr mae: 10.2637; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3861; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0873; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:47:18,369 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 +2025-05-10 16:47:35,696 - INFO - Training: cls_zice: 20.70114790916443; reg_zipnll: 69.69105121612549; aux_mae_loss_1: 38.437275390625; aux_mae_loss_2: 5.799547262191773; aux_mae_loss_4: 0.9182151222229004; cnt_loss: 6.02514582157135; +2025-05-10 16:47:35,697 - INFO - Evaluation: +Curr mae: 9.6610; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6571; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0896; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:47:35,697 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 +2025-05-10 16:47:52,600 - INFO - Training: cls_zice: 21.729349365234373; reg_zipnll: 66.65097206115723; aux_mae_loss_1: 38.361452674865724; aux_mae_loss_2: 5.681556005477905; aux_mae_loss_4: 0.9107018637657166; cnt_loss: 5.590818039178848; +2025-05-10 16:47:52,601 - INFO - Evaluation: +Curr mae: 9.3810; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8273; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0826; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:47:52,601 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 +2025-05-10 16:48:09,072 - INFO - Training: cls_zice: 23.29198323249817; reg_zipnll: 69.06459037780762; aux_mae_loss_1: 40.61579935073853; aux_mae_loss_2: 6.154901804924012; aux_mae_loss_4: 1.0044175505638122; cnt_loss: 7.673079342842102; +2025-05-10 16:48:09,073 - INFO - Evaluation: +Curr mae: 11.1579; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3466; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0935; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:48:09,073 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 +2025-05-10 16:48:25,385 - INFO - Training: cls_zice: 23.264337763786315; reg_zipnll: 67.75578674316407; aux_mae_loss_1: 40.87928352355957; aux_mae_loss_2: 6.193135485649109; aux_mae_loss_4: 1.0359947192668915; cnt_loss: 7.500209221839905; +2025-05-10 16:48:25,386 - INFO - Evaluation: +Curr mae: 11.4751; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3513; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.1048; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:48:25,386 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 +2025-05-10 16:48:41,780 - INFO - Training: cls_zice: 22.667436128854753; reg_zipnll: 71.04166816711425; aux_mae_loss_1: 39.555443840026854; aux_mae_loss_2: 5.928385233879089; aux_mae_loss_4: 0.9449871206283569; cnt_loss: 6.416269030570984; +2025-05-10 16:48:41,781 - INFO - Evaluation: +Curr mae: 11.3355; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0123; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.1015; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:48:41,781 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 +2025-05-10 16:48:58,380 - INFO - Training: cls_zice: 20.219963936805726; reg_zipnll: 69.23892967224121; aux_mae_loss_1: 38.46811851501465; aux_mae_loss_2: 5.775425553321838; aux_mae_loss_4: 0.9101999652385712; cnt_loss: 5.61503954410553; +2025-05-10 16:48:58,381 - INFO - Evaluation: +Curr mae: 10.2796; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3831; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0901; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:48:58,381 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 +2025-05-10 16:49:14,783 - INFO - Training: cls_zice: 21.587091093063353; reg_zipnll: 66.77792304992676; aux_mae_loss_1: 38.70653644561767; aux_mae_loss_2: 5.838581547737122; aux_mae_loss_4: 0.9366901630163192; cnt_loss: 6.1029734659194945; +2025-05-10 16:49:14,783 - INFO - Evaluation: +Curr mae: 9.9384; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8677; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0865; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:49:14,784 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 +2025-05-10 16:49:31,138 - INFO - Training: cls_zice: 23.649003915786743; reg_zipnll: 70.5345658493042; aux_mae_loss_1: 41.61717964172363; aux_mae_loss_2: 6.238573322296142; aux_mae_loss_4: 1.0067025232315063; cnt_loss: 6.9269014573097225; +2025-05-10 16:49:31,139 - INFO - Evaluation: +Curr mae: 10.7741; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3013; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0915; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:49:31,139 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 +2025-05-10 16:49:47,627 - INFO - Training: cls_zice: 22.944614725112913; reg_zipnll: 70.49795387268067; aux_mae_loss_1: 39.97058269500732; aux_mae_loss_2: 5.932589931488037; aux_mae_loss_4: 0.9535180366039276; cnt_loss: 6.764166345596314; +2025-05-10 16:49:47,628 - INFO - Evaluation: +Curr mae: 10.3588; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.4149; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0910; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:49:47,628 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 +2025-05-10 16:50:04,063 - INFO - Training: cls_zice: 23.446807041168213; reg_zipnll: 70.64775060653686; aux_mae_loss_1: 40.94206432342529; aux_mae_loss_2: 6.071602482795715; aux_mae_loss_4: 0.9582466113567353; cnt_loss: 5.856508438587189; +2025-05-10 16:50:04,064 - INFO - Evaluation: +Curr mae: 9.1657; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6796; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0774; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:50:04,064 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 +2025-05-10 16:50:20,565 - INFO - Training: cls_zice: 23.0965535736084; reg_zipnll: 68.02471763610839; aux_mae_loss_1: 41.18574119567871; aux_mae_loss_2: 6.181795482635498; aux_mae_loss_4: 0.9944401335716248; cnt_loss: 6.548618080615998; +2025-05-10 16:50:20,566 - INFO - Evaluation: +Curr mae: 10.9247; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1196; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0963; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:50:20,566 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 +2025-05-10 16:50:36,924 - INFO - Training: cls_zice: 23.92095118522644; reg_zipnll: 70.04579139709473; aux_mae_loss_1: 41.17492748260498; aux_mae_loss_2: 6.281730451583862; aux_mae_loss_4: 1.0202823156118392; cnt_loss: 6.909500145912171; +2025-05-10 16:50:36,925 - INFO - Evaluation: +Curr mae: 11.2705; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1116; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0997; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:50:36,925 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 +2025-05-10 16:50:52,973 - INFO - Training: cls_zice: 24.023014335632325; reg_zipnll: 65.49511932373046; aux_mae_loss_1: 40.48661502838135; aux_mae_loss_2: 6.008064918518066; aux_mae_loss_4: 0.9675069612264633; cnt_loss: 6.147118711471558; +2025-05-10 16:50:52,974 - INFO - Evaluation: +Curr mae: 11.9002; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 18.1380; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.1087; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:50:52,975 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 +2025-05-10 16:51:09,336 - INFO - Training: cls_zice: 23.336000232696534; reg_zipnll: 70.74697055816651; aux_mae_loss_1: 40.52439575195312; aux_mae_loss_2: 5.95051194190979; aux_mae_loss_4: 0.9488158965110779; cnt_loss: 6.386858644485474; +2025-05-10 16:51:09,337 - INFO - Evaluation: +Curr mae: 10.2916; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.6905; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0908; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:51:09,512 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 +2025-05-10 16:51:25,783 - INFO - Training: cls_zice: 21.505509986877442; reg_zipnll: 69.0904866027832; aux_mae_loss_1: 38.5546953201294; aux_mae_loss_2: 5.705142917633057; aux_mae_loss_4: 0.9076797831058502; cnt_loss: 5.679529905319214; +2025-05-10 16:51:25,784 - INFO - Evaluation: +Curr mae: 11.2252; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.9747; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.1024; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:51:25,784 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 +2025-05-10 16:51:43,479 - INFO - Training: cls_zice: 23.662244226932525; reg_zipnll: 68.23884700775146; aux_mae_loss_1: 40.760854988098146; aux_mae_loss_2: 6.012100038528442; aux_mae_loss_4: 0.9622488623857498; cnt_loss: 6.170032472610473; +2025-05-10 16:51:43,480 - INFO - Evaluation: +Curr mae: 10.9668; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.8533; Best rmse: 13.6598; 13.7598; 13.7809; 13.8100; 13.8459; +Curr nae: 0.0901; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:51:43,480 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 +2025-05-10 16:52:00,063 - INFO - Training: cls_zice: 21.70079939842224; reg_zipnll: 67.27778232574462; aux_mae_loss_1: 38.667812538146975; aux_mae_loss_2: 5.808197107315063; aux_mae_loss_4: 0.9368001800775528; cnt_loss: 6.039458736181259; +2025-05-10 16:52:00,337 - INFO - Evaluation: +Curr mae: 9.5547; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.6131; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0886; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:52:00,337 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 +2025-05-10 16:52:16,632 - INFO - Training: cls_zice: 23.236896772384643; reg_zipnll: 69.86281707763672; aux_mae_loss_1: 41.231925086975096; aux_mae_loss_2: 6.1145898675918575; aux_mae_loss_4: 0.9965859079360961; cnt_loss: 6.780146398544312; +2025-05-10 16:52:16,633 - INFO - Evaluation: +Curr mae: 9.9953; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5494; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0816; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:52:16,633 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 +2025-05-10 16:52:33,131 - INFO - Training: cls_zice: 24.13076358795166; reg_zipnll: 70.80175704956055; aux_mae_loss_1: 42.10566577911377; aux_mae_loss_2: 6.267122344970703; aux_mae_loss_4: 1.0091475105285646; cnt_loss: 6.447867903709412; +2025-05-10 16:52:33,132 - INFO - Evaluation: +Curr mae: 11.0596; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.8127; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0968; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:52:33,132 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 +2025-05-10 16:52:49,525 - INFO - Training: cls_zice: 21.4067498588562; reg_zipnll: 67.89136009216308; aux_mae_loss_1: 38.247402572631835; aux_mae_loss_2: 5.740778436660767; aux_mae_loss_4: 0.8992980015277863; cnt_loss: 5.351017601490021; +2025-05-10 16:52:49,525 - INFO - Evaluation: +Curr mae: 10.0737; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5447; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0922; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:52:49,526 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 +2025-05-10 16:53:06,068 - INFO - Training: cls_zice: 19.5883172416687; reg_zipnll: 64.35440536499023; aux_mae_loss_1: 36.24954368591309; aux_mae_loss_2: 5.44617350101471; aux_mae_loss_4: 0.8770293962955474; cnt_loss: 5.605841681957245; +2025-05-10 16:53:06,069 - INFO - Evaluation: +Curr mae: 9.6910; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9311; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0817; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:53:06,069 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 +2025-05-10 16:53:22,524 - INFO - Training: cls_zice: 21.69128363609314; reg_zipnll: 69.70106567382813; aux_mae_loss_1: 39.222539024353026; aux_mae_loss_2: 5.792072191238403; aux_mae_loss_4: 0.8963482761383057; cnt_loss: 5.126117148399353; +2025-05-10 16:53:22,525 - INFO - Evaluation: +Curr mae: 11.3040; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.9507; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0946; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:53:22,525 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 +2025-05-10 16:53:40,581 - INFO - Training: cls_zice: 20.70808193206787; reg_zipnll: 66.43231643676758; aux_mae_loss_1: 37.86801528930664; aux_mae_loss_2: 5.60146134853363; aux_mae_loss_4: 0.879209679365158; cnt_loss: 5.207852263450622; +2025-05-10 16:53:40,591 - INFO - Evaluation: +Curr mae: 10.4070; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.6472; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0847; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:53:40,591 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 +2025-05-10 16:53:57,203 - INFO - Training: cls_zice: 21.971685268878936; reg_zipnll: 70.52195762634277; aux_mae_loss_1: 39.76534513473511; aux_mae_loss_2: 5.985141277313232; aux_mae_loss_4: 0.9303978216648102; cnt_loss: 5.60031368970871; +2025-05-10 16:53:57,204 - INFO - Evaluation: +Curr mae: 9.9441; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.7811; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0871; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:53:57,204 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 +2025-05-10 16:54:13,619 - INFO - Training: cls_zice: 21.531939849853515; reg_zipnll: 68.99574333190918; aux_mae_loss_1: 38.01589469909668; aux_mae_loss_2: 5.687151947021484; aux_mae_loss_4: 0.8948170626163483; cnt_loss: 4.84215181350708; +2025-05-10 16:54:13,620 - INFO - Evaluation: +Curr mae: 10.0434; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1861; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0856; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:54:13,620 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 +2025-05-10 16:54:30,064 - INFO - Training: cls_zice: 20.804281568527223; reg_zipnll: 69.07934959411621; aux_mae_loss_1: 37.822555732727054; aux_mae_loss_2: 5.507413721084594; aux_mae_loss_4: 0.8560740768909454; cnt_loss: 5.146213278770447; +2025-05-10 16:54:30,064 - INFO - Evaluation: +Curr mae: 11.2900; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.7353; Best rmse: 13.6131; 13.6598; 13.7598; 13.7809; 13.8100; +Curr nae: 0.0996; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:54:30,064 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 +2025-05-10 16:54:47,355 - INFO - Training: cls_zice: 21.62047013759613; reg_zipnll: 66.35519802093506; aux_mae_loss_1: 38.139259300231934; aux_mae_loss_2: 5.6876250267028805; aux_mae_loss_4: 0.8945645475387574; cnt_loss: 5.272835278511048; +2025-05-10 16:54:47,418 - INFO - Evaluation: +Curr mae: 9.1451; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.6311; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0827; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:54:47,418 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 +2025-05-10 16:55:03,865 - INFO - Training: cls_zice: 22.076960632801057; reg_zipnll: 70.41984191894531; aux_mae_loss_1: 39.4015832901001; aux_mae_loss_2: 5.820117373466491; aux_mae_loss_4: 0.9112235689163208; cnt_loss: 5.616873362064362; +2025-05-10 16:55:03,866 - INFO - Evaluation: +Curr mae: 10.0450; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.9011; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0863; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:55:03,866 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 +2025-05-10 16:55:20,362 - INFO - Training: cls_zice: 20.81498082637787; reg_zipnll: 67.73161540985107; aux_mae_loss_1: 38.3061030960083; aux_mae_loss_2: 5.755529036521912; aux_mae_loss_4: 0.9092718476057052; cnt_loss: 5.412196156978607; +2025-05-10 16:55:20,363 - INFO - Evaluation: +Curr mae: 9.3703; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0961; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0776; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:55:20,363 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 +2025-05-10 16:55:36,709 - INFO - Training: cls_zice: 22.84168948173523; reg_zipnll: 68.14180614471435; aux_mae_loss_1: 39.832464447021486; aux_mae_loss_2: 6.007851729393005; aux_mae_loss_4: 0.967542912364006; cnt_loss: 6.465746581554413; +2025-05-10 16:55:36,710 - INFO - Evaluation: +Curr mae: 9.7666; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3801; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0803; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:55:36,710 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 +2025-05-10 16:55:53,266 - INFO - Training: cls_zice: 23.26414536476135; reg_zipnll: 67.02322027206421; aux_mae_loss_1: 40.28468790054321; aux_mae_loss_2: 6.079415459632873; aux_mae_loss_4: 0.9608807897567749; cnt_loss: 5.69665566444397; +2025-05-10 16:55:53,267 - INFO - Evaluation: +Curr mae: 10.0411; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5218; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0835; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:55:53,267 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 +2025-05-10 16:56:09,621 - INFO - Training: cls_zice: 21.220567984580995; reg_zipnll: 67.70054122924805; aux_mae_loss_1: 38.754453315734864; aux_mae_loss_2: 5.79395899772644; aux_mae_loss_4: 0.9131010496616363; cnt_loss: 5.321759858131409; +2025-05-10 16:56:09,622 - INFO - Evaluation: +Curr mae: 10.0746; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1160; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0853; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:56:09,622 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 +2025-05-10 16:56:25,994 - INFO - Training: cls_zice: 22.49774146080017; reg_zipnll: 64.9277695274353; aux_mae_loss_1: 39.67854625701904; aux_mae_loss_2: 5.912808547019958; aux_mae_loss_4: 0.9351664102077484; cnt_loss: 5.467618348598481; +2025-05-10 16:56:25,995 - INFO - Evaluation: +Curr mae: 10.0237; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3093; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0867; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:56:25,995 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 +2025-05-10 16:56:42,364 - INFO - Training: cls_zice: 23.518146104812622; reg_zipnll: 68.89333969116211; aux_mae_loss_1: 39.995715599060055; aux_mae_loss_2: 5.986479682922363; aux_mae_loss_4: 0.9372979414463043; cnt_loss: 4.991885194778442; +2025-05-10 16:56:42,365 - INFO - Evaluation: +Curr mae: 9.8227; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.4694; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0823; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:56:42,365 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 +2025-05-10 16:56:59,034 - INFO - Training: cls_zice: 22.90488962173462; reg_zipnll: 68.67969944000244; aux_mae_loss_1: 39.665474548339844; aux_mae_loss_2: 5.914393529891968; aux_mae_loss_4: 0.9235513889789582; cnt_loss: 5.859640293121338; +2025-05-10 16:56:59,035 - INFO - Evaluation: +Curr mae: 10.1133; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.8239; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0870; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:56:59,035 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 +2025-05-10 16:57:15,409 - INFO - Training: cls_zice: 22.139878182411195; reg_zipnll: 68.32632865905762; aux_mae_loss_1: 39.19939151763916; aux_mae_loss_2: 5.864048089981079; aux_mae_loss_4: 0.9180369204282761; cnt_loss: 5.18835679769516; +2025-05-10 16:57:15,410 - INFO - Evaluation: +Curr mae: 11.1599; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.1309; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0934; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:57:15,410 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 +2025-05-10 16:57:31,790 - INFO - Training: cls_zice: 24.4744441986084; reg_zipnll: 69.12376583099365; aux_mae_loss_1: 41.52249244689941; aux_mae_loss_2: 6.1617331790924075; aux_mae_loss_4: 0.9525246077775955; cnt_loss: 5.876540722846985; +2025-05-10 16:57:31,791 - INFO - Evaluation: +Curr mae: 10.4083; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3434; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0894; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:57:31,791 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 +2025-05-10 16:57:48,307 - INFO - Training: cls_zice: 22.632705459594728; reg_zipnll: 68.53602153778075; aux_mae_loss_1: 39.403557472229004; aux_mae_loss_2: 5.863873672485352; aux_mae_loss_4: 0.9206007540225982; cnt_loss: 6.060953793525695; +2025-05-10 16:57:48,308 - INFO - Evaluation: +Curr mae: 11.1261; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.2821; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0882; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:57:48,308 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 +2025-05-10 16:58:04,487 - INFO - Training: cls_zice: 21.816885986328124; reg_zipnll: 69.32870597839356; aux_mae_loss_1: 39.5089554977417; aux_mae_loss_2: 5.837893300056457; aux_mae_loss_4: 0.9037129533290863; cnt_loss: 5.047834975719452; +2025-05-10 16:58:04,488 - INFO - Evaluation: +Curr mae: 10.2191; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.7377; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0869; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:58:04,488 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 +2025-05-10 16:58:20,829 - INFO - Training: cls_zice: 23.30897565841675; reg_zipnll: 67.69084491729737; aux_mae_loss_1: 39.37126945495606; aux_mae_loss_2: 5.861315708160401; aux_mae_loss_4: 0.9309059619903565; cnt_loss: 6.260091109275818; +2025-05-10 16:58:20,830 - INFO - Evaluation: +Curr mae: 10.7991; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.9842; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0919; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:58:20,830 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 +2025-05-10 16:58:37,552 - INFO - Training: cls_zice: 22.982809042930604; reg_zipnll: 69.66708305358887; aux_mae_loss_1: 39.47961154937744; aux_mae_loss_2: 5.890035166740417; aux_mae_loss_4: 0.9246871787309646; cnt_loss: 5.731333389282226; +2025-05-10 16:58:37,553 - INFO - Evaluation: +Curr mae: 10.9922; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.4435; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0931; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:58:37,553 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 +2025-05-10 16:58:54,033 - INFO - Training: cls_zice: 22.791311187744142; reg_zipnll: 67.0590369796753; aux_mae_loss_1: 40.016570205688474; aux_mae_loss_2: 5.95404598236084; aux_mae_loss_4: 0.9342101156711579; cnt_loss: 5.999312345981598; +2025-05-10 16:58:54,034 - INFO - Evaluation: +Curr mae: 10.9424; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3319; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0943; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:58:54,034 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 +2025-05-10 16:59:10,511 - INFO - Training: cls_zice: 21.81965332508087; reg_zipnll: 69.05203891754151; aux_mae_loss_1: 38.73708980560303; aux_mae_loss_2: 5.772996621131897; aux_mae_loss_4: 0.915970755815506; cnt_loss: 6.2047394132614135; +2025-05-10 16:59:10,511 - INFO - Evaluation: +Curr mae: 9.7279; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9425; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0823; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:59:10,511 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 +2025-05-10 16:59:26,735 - INFO - Training: cls_zice: 21.010945115089417; reg_zipnll: 64.82340148925782; aux_mae_loss_1: 37.69544605255127; aux_mae_loss_2: 5.592466101646424; aux_mae_loss_4: 0.8901380997896194; cnt_loss: 5.430773406028748; +2025-05-10 16:59:26,736 - INFO - Evaluation: +Curr mae: 9.8108; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5795; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0859; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:59:26,736 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 +2025-05-10 16:59:43,004 - INFO - Training: cls_zice: 21.459339962005615; reg_zipnll: 66.51850841522217; aux_mae_loss_1: 37.47271381378174; aux_mae_loss_2: 5.545736718177795; aux_mae_loss_4: 0.8741014063358307; cnt_loss: 4.927951867580414; +2025-05-10 16:59:43,006 - INFO - Evaluation: +Curr mae: 10.2554; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1901; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0861; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:59:43,006 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 +2025-05-10 16:59:59,324 - INFO - Training: cls_zice: 20.98251554965973; reg_zipnll: 66.3318420791626; aux_mae_loss_1: 37.53182392120361; aux_mae_loss_2: 5.628302536010742; aux_mae_loss_4: 0.895792915225029; cnt_loss: 5.584071829319; +2025-05-10 16:59:59,325 - INFO - Evaluation: +Curr mae: 10.3932; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.7502; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0901; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 16:59:59,325 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 +2025-05-10 17:00:15,888 - INFO - Training: cls_zice: 22.54195467591286; reg_zipnll: 70.48110618591309; aux_mae_loss_1: 39.255460300445556; aux_mae_loss_2: 5.743672108650207; aux_mae_loss_4: 0.8928367704153061; cnt_loss: 5.371885056495667; +2025-05-10 17:00:15,889 - INFO - Evaluation: +Curr mae: 10.5010; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.8385; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0892; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:00:15,889 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 +2025-05-10 17:00:32,509 - INFO - Training: cls_zice: 22.82057681083679; reg_zipnll: 68.8495246887207; aux_mae_loss_1: 39.74348197937012; aux_mae_loss_2: 5.939653902053833; aux_mae_loss_4: 0.9312241888046264; cnt_loss: 5.416731243133545; +2025-05-10 17:00:32,541 - INFO - Evaluation: +Curr mae: 9.8055; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1343; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0824; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:00:32,542 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 +2025-05-10 17:00:49,325 - INFO - Training: cls_zice: 22.70196702003479; reg_zipnll: 66.81949016571045; aux_mae_loss_1: 39.258735542297366; aux_mae_loss_2: 5.82853768825531; aux_mae_loss_4: 0.9273699927330017; cnt_loss: 5.980185313224792; +2025-05-10 17:00:49,326 - INFO - Evaluation: +Curr mae: 10.6021; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0109; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0920; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:00:49,326 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 +2025-05-10 17:01:05,665 - INFO - Training: cls_zice: 22.17932716369629; reg_zipnll: 69.58796531677245; aux_mae_loss_1: 39.07998352050781; aux_mae_loss_2: 5.780232090950012; aux_mae_loss_4: 0.8959155905246735; cnt_loss: 5.13310549736023; +2025-05-10 17:01:05,665 - INFO - Evaluation: +Curr mae: 10.2430; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.8383; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0845; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:01:05,666 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 +2025-05-10 17:01:21,949 - INFO - Training: cls_zice: 21.394623231887817; reg_zipnll: 66.26872859954834; aux_mae_loss_1: 38.08341590881348; aux_mae_loss_2: 5.739583630561828; aux_mae_loss_4: 0.9073913073539734; cnt_loss: 6.150851883888245; +2025-05-10 17:01:21,950 - INFO - Evaluation: +Curr mae: 10.0712; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.6327; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0835; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:01:21,950 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 +2025-05-10 17:01:39,581 - INFO - Training: cls_zice: 23.67203200340271; reg_zipnll: 67.49557075500488; aux_mae_loss_1: 39.195614700317385; aux_mae_loss_2: 5.8326409673690796; aux_mae_loss_4: 0.9122511720657349; cnt_loss: 5.530377836227417; +2025-05-10 17:01:39,588 - INFO - Evaluation: +Curr mae: 10.6981; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.6517; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0905; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:01:39,588 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 +2025-05-10 17:01:55,791 - INFO - Training: cls_zice: 20.560521030426024; reg_zipnll: 67.52996284484863; aux_mae_loss_1: 36.65220676422119; aux_mae_loss_2: 5.3996432638168335; aux_mae_loss_4: 0.844897620677948; cnt_loss: 5.036850190162658; +2025-05-10 17:01:55,792 - INFO - Evaluation: +Curr mae: 10.0730; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9363; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0845; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:01:55,792 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 +2025-05-10 17:02:12,155 - INFO - Training: cls_zice: 22.479145441055298; reg_zipnll: 64.96595966339112; aux_mae_loss_1: 38.377325210571286; aux_mae_loss_2: 5.8136892938613896; aux_mae_loss_4: 0.9289392745494842; cnt_loss: 6.1532220053672795; +2025-05-10 17:02:12,156 - INFO - Evaluation: +Curr mae: 10.6503; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.7803; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0997; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:02:12,157 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 +2025-05-10 17:02:28,524 - INFO - Training: cls_zice: 21.89270088672638; reg_zipnll: 66.84995220184327; aux_mae_loss_1: 39.401698722839356; aux_mae_loss_2: 5.909660081863404; aux_mae_loss_4: 0.9328240764141082; cnt_loss: 6.110796494483948; +2025-05-10 17:02:28,525 - INFO - Evaluation: +Curr mae: 10.5323; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.9003; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0940; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:02:28,526 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 +2025-05-10 17:02:44,984 - INFO - Training: cls_zice: 22.728332586288452; reg_zipnll: 69.0979356765747; aux_mae_loss_1: 39.27934478759766; aux_mae_loss_2: 5.808358206748962; aux_mae_loss_4: 0.8981025213003159; cnt_loss: 5.423532218933105; +2025-05-10 17:02:44,985 - INFO - Evaluation: +Curr mae: 10.2658; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9743; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0952; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:02:44,985 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 +2025-05-10 17:03:01,525 - INFO - Training: cls_zice: 21.955006532669067; reg_zipnll: 69.83576009750367; aux_mae_loss_1: 39.37400665283203; aux_mae_loss_2: 5.827699251174927; aux_mae_loss_4: 0.9071143412590027; cnt_loss: 5.419247763156891; +2025-05-10 17:03:01,526 - INFO - Evaluation: +Curr mae: 10.1651; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.7586; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0847; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:03:01,526 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 +2025-05-10 17:03:18,113 - INFO - Training: cls_zice: 23.283988914489747; reg_zipnll: 67.74201011657715; aux_mae_loss_1: 40.50711238861084; aux_mae_loss_2: 5.979610705375672; aux_mae_loss_4: 0.9519047397375107; cnt_loss: 5.482231347560883; +2025-05-10 17:03:18,114 - INFO - Evaluation: +Curr mae: 11.2454; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1464; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0985; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:03:18,114 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 +2025-05-10 17:03:34,572 - INFO - Training: cls_zice: 22.24025677680969; reg_zipnll: 70.18740631103516; aux_mae_loss_1: 38.7142903137207; aux_mae_loss_2: 5.727912726402283; aux_mae_loss_4: 0.9072598588466644; cnt_loss: 5.5772712254524235; +2025-05-10 17:03:34,575 - INFO - Evaluation: +Curr mae: 11.1040; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.6688; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0960; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:03:34,575 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 +2025-05-10 17:03:51,041 - INFO - Training: cls_zice: 23.665172271728515; reg_zipnll: 67.19512691497803; aux_mae_loss_1: 40.03821666717529; aux_mae_loss_2: 5.992829442024231; aux_mae_loss_4: 0.9315159386396408; cnt_loss: 5.897384979724884; +2025-05-10 17:03:51,042 - INFO - Evaluation: +Curr mae: 10.5528; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1860; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0869; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:03:51,042 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 +2025-05-10 17:04:07,181 - INFO - Training: cls_zice: 23.69130304813385; reg_zipnll: 67.14139125823975; aux_mae_loss_1: 40.52451301574707; aux_mae_loss_2: 6.033380227088928; aux_mae_loss_4: 0.9526999008655548; cnt_loss: 6.270274925231933; +2025-05-10 17:04:07,182 - INFO - Evaluation: +Curr mae: 10.9627; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3910; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0930; Best nae: 0.0768; 0.0770; 0.0770; 0.0773; 0.0773; + + + +2025-05-10 17:04:07,182 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 +2025-05-10 17:04:23,833 - INFO - Training: cls_zice: 22.201271715164186; reg_zipnll: 67.99899597167969; aux_mae_loss_1: 38.43197772979736; aux_mae_loss_2: 5.6282720947265625; aux_mae_loss_4: 0.8868264031410217; cnt_loss: 5.547728984355927; +2025-05-10 17:04:23,896 - INFO - Evaluation: +Curr mae: 8.8737; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.9440; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0767; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:04:23,896 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 +2025-05-10 17:04:39,694 - INFO - Training: cls_zice: 20.868023777008055; reg_zipnll: 66.49366661071777; aux_mae_loss_1: 37.20926071166992; aux_mae_loss_2: 5.498301014900208; aux_mae_loss_4: 0.8671718943119049; cnt_loss: 4.916858105659485; +2025-05-10 17:04:39,695 - INFO - Evaluation: +Curr mae: 9.7903; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9924; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0865; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:04:39,695 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 +2025-05-10 17:04:55,334 - INFO - Training: cls_zice: 22.985574836730958; reg_zipnll: 65.93938457489014; aux_mae_loss_1: 39.66170196533203; aux_mae_loss_2: 5.869358539581299; aux_mae_loss_4: 0.921020103096962; cnt_loss: 5.447139232158661; +2025-05-10 17:04:55,335 - INFO - Evaluation: +Curr mae: 9.8018; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5164; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0809; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:04:55,508 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 +2025-05-10 17:05:10,946 - INFO - Training: cls_zice: 23.251857080459594; reg_zipnll: 69.1577195739746; aux_mae_loss_1: 39.52297752380371; aux_mae_loss_2: 5.888481473922729; aux_mae_loss_4: 0.9415103363990783; cnt_loss: 6.447749662399292; +2025-05-10 17:05:10,947 - INFO - Evaluation: +Curr mae: 11.1753; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.4170; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0917; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:05:10,948 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 +2025-05-10 17:05:26,503 - INFO - Training: cls_zice: 22.44136776924133; reg_zipnll: 66.24328243255616; aux_mae_loss_1: 38.60924129486084; aux_mae_loss_2: 5.728985586166382; aux_mae_loss_4: 0.8790554749965668; cnt_loss: 4.858033094406128; +2025-05-10 17:05:26,504 - INFO - Evaluation: +Curr mae: 9.9943; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.4980; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0856; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:05:26,504 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 +2025-05-10 17:05:42,048 - INFO - Training: cls_zice: 23.849458675384522; reg_zipnll: 67.0960464477539; aux_mae_loss_1: 40.38977626800537; aux_mae_loss_2: 6.001119813919067; aux_mae_loss_4: 0.9878776323795319; cnt_loss: 6.567406949996948; +2025-05-10 17:05:42,049 - INFO - Evaluation: +Curr mae: 9.4943; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6884; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0851; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:05:42,049 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 +2025-05-10 17:05:57,605 - INFO - Training: cls_zice: 21.911893439292907; reg_zipnll: 66.20872940063477; aux_mae_loss_1: 39.09383193969727; aux_mae_loss_2: 5.9257354831695555; aux_mae_loss_4: 0.9702594184875488; cnt_loss: 6.854588365554809; +2025-05-10 17:05:57,607 - INFO - Evaluation: +Curr mae: 9.5072; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3168; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0784; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:05:57,607 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 +2025-05-10 17:06:13,244 - INFO - Training: cls_zice: 22.804261989593506; reg_zipnll: 67.93077026367187; aux_mae_loss_1: 39.259526557922364; aux_mae_loss_2: 5.856271557807922; aux_mae_loss_4: 0.921677617430687; cnt_loss: 5.902415013313293; +2025-05-10 17:06:13,245 - INFO - Evaluation: +Curr mae: 10.1176; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2854; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0887; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:06:13,246 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 +2025-05-10 17:06:28,759 - INFO - Training: cls_zice: 20.905287666320802; reg_zipnll: 67.08841186523438; aux_mae_loss_1: 37.25728652954101; aux_mae_loss_2: 5.569097847938537; aux_mae_loss_4: 0.8898804962635041; cnt_loss: 5.686131043434143; +2025-05-10 17:06:28,760 - INFO - Evaluation: +Curr mae: 9.8970; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0911; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0849; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:06:28,761 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 +2025-05-10 17:06:44,525 - INFO - Training: cls_zice: 22.860647754669188; reg_zipnll: 69.25714179992676; aux_mae_loss_1: 39.040751190185546; aux_mae_loss_2: 5.728101649284363; aux_mae_loss_4: 0.8845815789699555; cnt_loss: 5.308943285942077; +2025-05-10 17:06:44,526 - INFO - Evaluation: +Curr mae: 9.5808; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0822; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0812; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:06:44,527 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 +2025-05-10 17:07:00,224 - INFO - Training: cls_zice: 21.858040981292724; reg_zipnll: 69.34022857666015; aux_mae_loss_1: 38.17817901611328; aux_mae_loss_2: 5.679169244766236; aux_mae_loss_4: 0.8953135764598846; cnt_loss: 5.377997117042542; +2025-05-10 17:07:00,225 - INFO - Evaluation: +Curr mae: 9.6534; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9889; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0849; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:07:00,225 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 +2025-05-10 17:07:15,804 - INFO - Training: cls_zice: 21.90995595932007; reg_zipnll: 68.47836654663087; aux_mae_loss_1: 38.00067905426025; aux_mae_loss_2: 5.70386034488678; aux_mae_loss_4: 0.8933803498744964; cnt_loss: 5.7427730774879455; +2025-05-10 17:07:15,805 - INFO - Evaluation: +Curr mae: 11.6647; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.5573; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0988; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:07:15,805 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 +2025-05-10 17:07:32,235 - INFO - Training: cls_zice: 23.33554932117462; reg_zipnll: 69.19506855010987; aux_mae_loss_1: 40.492479972839355; aux_mae_loss_2: 5.984748129844665; aux_mae_loss_4: 0.9238695484399796; cnt_loss: 5.091992292404175; +2025-05-10 17:07:32,236 - INFO - Evaluation: +Curr mae: 9.6640; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.7970; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0825; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:07:32,237 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 +2025-05-10 17:07:48,124 - INFO - Training: cls_zice: 22.285424802303314; reg_zipnll: 67.36817604064942; aux_mae_loss_1: 39.4237264251709; aux_mae_loss_2: 5.848302569389343; aux_mae_loss_4: 0.9264292287826538; cnt_loss: 5.489653041362763; +2025-05-10 17:07:48,124 - INFO - Evaluation: +Curr mae: 9.9630; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5090; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0950; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:07:48,125 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 +2025-05-10 17:08:03,922 - INFO - Training: cls_zice: 23.698644196987154; reg_zipnll: 68.43805068969726; aux_mae_loss_1: 40.7783810043335; aux_mae_loss_2: 6.077945251464843; aux_mae_loss_4: 0.9536039578914642; cnt_loss: 6.303965137004853; +2025-05-10 17:08:03,923 - INFO - Evaluation: +Curr mae: 11.3576; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.7207; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0982; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:08:03,923 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 +2025-05-10 17:08:19,341 - INFO - Training: cls_zice: 22.20700071334839; reg_zipnll: 67.26057693481445; aux_mae_loss_1: 38.4442903137207; aux_mae_loss_2: 5.6747283315658565; aux_mae_loss_4: 0.8916753554344177; cnt_loss: 5.588728494644165; +2025-05-10 17:08:19,342 - INFO - Evaluation: +Curr mae: 11.5030; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 18.7560; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0994; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:08:19,342 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 +2025-05-10 17:08:36,337 - INFO - Training: cls_zice: 21.38339168548584; reg_zipnll: 68.83707675933837; aux_mae_loss_1: 37.44929988861084; aux_mae_loss_2: 5.47073748588562; aux_mae_loss_4: 0.8667134237289429; cnt_loss: 5.131476972103119; +2025-05-10 17:08:36,338 - INFO - Evaluation: +Curr mae: 10.3396; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.6197; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0929; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:08:36,338 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 +2025-05-10 17:08:51,893 - INFO - Training: cls_zice: 20.803790473937987; reg_zipnll: 66.68097259521484; aux_mae_loss_1: 37.52377674102783; aux_mae_loss_2: 5.563935031890869; aux_mae_loss_4: 0.865562436580658; cnt_loss: 5.005430226325989; +2025-05-10 17:08:51,894 - INFO - Evaluation: +Curr mae: 9.9165; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2284; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0876; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:08:51,894 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 +2025-05-10 17:09:07,250 - INFO - Training: cls_zice: 23.485700446367265; reg_zipnll: 69.13409984588623; aux_mae_loss_1: 40.06963592529297; aux_mae_loss_2: 5.930323333740234; aux_mae_loss_4: 0.914836123585701; cnt_loss: 5.7792644119262695; +2025-05-10 17:09:07,251 - INFO - Evaluation: +Curr mae: 10.1601; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1070; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0924; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:09:07,251 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 +2025-05-10 17:09:22,645 - INFO - Training: cls_zice: 22.681469926834108; reg_zipnll: 66.29346359252929; aux_mae_loss_1: 39.01372501373291; aux_mae_loss_2: 5.83884708404541; aux_mae_loss_4: 0.9316641581058502; cnt_loss: 5.840521667003632; +2025-05-10 17:09:22,646 - INFO - Evaluation: +Curr mae: 10.3743; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.2975; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0909; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:09:22,646 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 +2025-05-10 17:09:38,383 - INFO - Training: cls_zice: 22.23492259025574; reg_zipnll: 69.7587654876709; aux_mae_loss_1: 38.7162378692627; aux_mae_loss_2: 5.718653120994568; aux_mae_loss_4: 0.8890611761808396; cnt_loss: 5.342652106285096; +2025-05-10 17:09:38,384 - INFO - Evaluation: +Curr mae: 10.0183; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2601; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0871; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:09:38,384 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 +2025-05-10 17:09:53,957 - INFO - Training: cls_zice: 19.636839938163757; reg_zipnll: 67.78549430847168; aux_mae_loss_1: 36.120523376464845; aux_mae_loss_2: 5.320580463409424; aux_mae_loss_4: 0.8241873216629029; cnt_loss: 4.378893048763275; +2025-05-10 17:09:53,958 - INFO - Evaluation: +Curr mae: 9.6162; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2096; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0812; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:09:53,958 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 +2025-05-10 17:10:09,299 - INFO - Training: cls_zice: 21.945217199325562; reg_zipnll: 67.68449592590332; aux_mae_loss_1: 38.4367932510376; aux_mae_loss_2: 5.573613996505737; aux_mae_loss_4: 0.849582097530365; cnt_loss: 4.455259866714478; +2025-05-10 17:10:09,300 - INFO - Evaluation: +Curr mae: 10.2161; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3096; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0891; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:10:09,301 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 +2025-05-10 17:10:25,337 - INFO - Training: cls_zice: 20.347618885040283; reg_zipnll: 64.50290813446045; aux_mae_loss_1: 36.39643142700195; aux_mae_loss_2: 5.3721342420578; aux_mae_loss_4: 0.8440193003416061; cnt_loss: 5.332009202241897; +2025-05-10 17:10:25,338 - INFO - Evaluation: +Curr mae: 10.1599; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.7695; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0865; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:10:25,338 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 +2025-05-10 17:10:41,963 - INFO - Training: cls_zice: 22.099646344184876; reg_zipnll: 66.63129997253418; aux_mae_loss_1: 38.52347972869873; aux_mae_loss_2: 5.662737975120544; aux_mae_loss_4: 0.8814996343851089; cnt_loss: 5.179710273742676; +2025-05-10 17:10:41,964 - INFO - Evaluation: +Curr mae: 10.3937; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.8204; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0904; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:10:41,964 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 +2025-05-10 17:10:57,539 - INFO - Training: cls_zice: 21.518953485488893; reg_zipnll: 65.39933263778687; aux_mae_loss_1: 37.74867029190064; aux_mae_loss_2: 5.544951348304749; aux_mae_loss_4: 0.8482525223493576; cnt_loss: 4.858862290382385; +2025-05-10 17:10:57,540 - INFO - Evaluation: +Curr mae: 11.6958; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 18.6189; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0979; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:10:57,540 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 +2025-05-10 17:11:13,442 - INFO - Training: cls_zice: 21.66106927871704; reg_zipnll: 66.32588180541993; aux_mae_loss_1: 38.664892444610594; aux_mae_loss_2: 5.787147078514099; aux_mae_loss_4: 0.9173669725656509; cnt_loss: 5.966921103000641; +2025-05-10 17:11:13,443 - INFO - Evaluation: +Curr mae: 10.5382; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.6443; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0894; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:11:13,444 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 +2025-05-10 17:11:28,829 - INFO - Training: cls_zice: 21.970215339660644; reg_zipnll: 64.41844247817993; aux_mae_loss_1: 37.6958065032959; aux_mae_loss_2: 5.632027125358581; aux_mae_loss_4: 0.895558705329895; cnt_loss: 5.3691011333465575; +2025-05-10 17:11:28,830 - INFO - Evaluation: +Curr mae: 10.8242; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.3647; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0860; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:11:28,831 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 +2025-05-10 17:11:44,475 - INFO - Training: cls_zice: 23.119208188056945; reg_zipnll: 69.49184707641602; aux_mae_loss_1: 39.204883155822756; aux_mae_loss_2: 5.758367066383362; aux_mae_loss_4: 0.883635516166687; cnt_loss: 5.028598973751068; +2025-05-10 17:11:44,476 - INFO - Evaluation: +Curr mae: 10.1196; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.6246; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0859; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:11:44,476 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 +2025-05-10 17:12:00,070 - INFO - Training: cls_zice: 21.196827440261842; reg_zipnll: 68.34493156433105; aux_mae_loss_1: 38.30812038421631; aux_mae_loss_2: 5.6931467294693; aux_mae_loss_4: 0.897064003944397; cnt_loss: 5.384435834884644; +2025-05-10 17:12:00,072 - INFO - Evaluation: +Curr mae: 10.0125; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5459; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0875; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:12:00,072 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 +2025-05-10 17:12:15,642 - INFO - Training: cls_zice: 22.871556091308594; reg_zipnll: 68.39002006530762; aux_mae_loss_1: 39.4272961807251; aux_mae_loss_2: 5.900321578979492; aux_mae_loss_4: 0.9432961124181748; cnt_loss: 5.948769655227661; +2025-05-10 17:12:15,643 - INFO - Evaluation: +Curr mae: 9.8438; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5647; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0834; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:12:15,643 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 +2025-05-10 17:12:31,351 - INFO - Training: cls_zice: 23.29077088356018; reg_zipnll: 67.39472541809081; aux_mae_loss_1: 38.769029502868655; aux_mae_loss_2: 5.708209290504455; aux_mae_loss_4: 0.883258479833603; cnt_loss: 5.1923733329772945; +2025-05-10 17:12:31,352 - INFO - Evaluation: +Curr mae: 9.4550; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5173; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0868; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:12:31,352 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 +2025-05-10 17:12:46,998 - INFO - Training: cls_zice: 20.896491322517395; reg_zipnll: 64.8939193725586; aux_mae_loss_1: 36.3400288772583; aux_mae_loss_2: 5.356598544120788; aux_mae_loss_4: 0.8436787211894989; cnt_loss: 4.415152928829193; +2025-05-10 17:12:46,999 - INFO - Evaluation: +Curr mae: 10.3412; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1401; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0860; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:12:46,999 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 +2025-05-10 17:13:02,569 - INFO - Training: cls_zice: 21.902260394096373; reg_zipnll: 64.8941593170166; aux_mae_loss_1: 37.79476760864258; aux_mae_loss_2: 5.681252536773681; aux_mae_loss_4: 0.9161496490240097; cnt_loss: 6.466241204738617; +2025-05-10 17:13:02,570 - INFO - Evaluation: +Curr mae: 10.1040; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.8316; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0862; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:13:02,570 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 +2025-05-10 17:13:18,145 - INFO - Training: cls_zice: 20.528621299266817; reg_zipnll: 67.53280445098876; aux_mae_loss_1: 37.22312637329102; aux_mae_loss_2: 5.543923153877258; aux_mae_loss_4: 0.8635459744930267; cnt_loss: 5.174202270507813; +2025-05-10 17:13:18,146 - INFO - Evaluation: +Curr mae: 9.8994; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0742; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0838; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:13:18,146 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 +2025-05-10 17:13:33,730 - INFO - Training: cls_zice: 21.55615939617157; reg_zipnll: 66.03093772888184; aux_mae_loss_1: 38.27018594741821; aux_mae_loss_2: 5.79779589176178; aux_mae_loss_4: 0.9155109804868699; cnt_loss: 6.3704550123214725; +2025-05-10 17:13:33,731 - INFO - Evaluation: +Curr mae: 11.1303; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 18.3548; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0999; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:13:33,731 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 +2025-05-10 17:13:49,284 - INFO - Training: cls_zice: 20.81419312477112; reg_zipnll: 65.94362983703613; aux_mae_loss_1: 37.15210096359253; aux_mae_loss_2: 5.497376356124878; aux_mae_loss_4: 0.8720604485273361; cnt_loss: 5.508858301639557; +2025-05-10 17:13:49,285 - INFO - Evaluation: +Curr mae: 10.9802; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 18.3045; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0922; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:13:49,285 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 +2025-05-10 17:14:05,369 - INFO - Training: cls_zice: 23.03524492263794; reg_zipnll: 63.71177097320557; aux_mae_loss_1: 38.67214797973633; aux_mae_loss_2: 5.729211235046387; aux_mae_loss_4: 0.8984575682878494; cnt_loss: 5.291755218505859; +2025-05-10 17:14:05,371 - INFO - Evaluation: +Curr mae: 10.1475; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3829; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0869; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:14:05,371 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 +2025-05-10 17:14:20,924 - INFO - Training: cls_zice: 22.100351419448852; reg_zipnll: 69.78847190856933; aux_mae_loss_1: 37.514254112243655; aux_mae_loss_2: 5.533908424377441; aux_mae_loss_4: 0.8418443638086319; cnt_loss: 4.634800043106079; +2025-05-10 17:14:20,925 - INFO - Evaluation: +Curr mae: 10.3983; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1183; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0889; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:14:20,925 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 +2025-05-10 17:14:36,626 - INFO - Training: cls_zice: 20.5880477809906; reg_zipnll: 65.12709228515625; aux_mae_loss_1: 36.82161567687988; aux_mae_loss_2: 5.539764428138733; aux_mae_loss_4: 0.8847503995895386; cnt_loss: 5.720275073051453; +2025-05-10 17:14:36,627 - INFO - Evaluation: +Curr mae: 10.0555; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.8767; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0876; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:14:36,628 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 +2025-05-10 17:14:51,947 - INFO - Training: cls_zice: 21.854078269004823; reg_zipnll: 66.0106530380249; aux_mae_loss_1: 37.35705142974854; aux_mae_loss_2: 5.41772469997406; aux_mae_loss_4: 0.8362447875738144; cnt_loss: 5.0613600730896; +2025-05-10 17:14:51,949 - INFO - Evaluation: +Curr mae: 10.6251; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.7763; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0893; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:14:51,949 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 +2025-05-10 17:15:07,492 - INFO - Training: cls_zice: 22.809018983840943; reg_zipnll: 66.72281673431397; aux_mae_loss_1: 38.81600154876709; aux_mae_loss_2: 5.86216356754303; aux_mae_loss_4: 0.9315641552209855; cnt_loss: 5.43027459859848; +2025-05-10 17:15:07,493 - INFO - Evaluation: +Curr mae: 10.3647; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.5315; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0917; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:15:07,493 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 +2025-05-10 17:15:22,930 - INFO - Training: cls_zice: 21.17809564590454; reg_zipnll: 66.12258586883544; aux_mae_loss_1: 36.996888313293454; aux_mae_loss_2: 5.481229033470154; aux_mae_loss_4: 0.8606966763734818; cnt_loss: 4.83715185880661; +2025-05-10 17:15:22,931 - INFO - Evaluation: +Curr mae: 10.4127; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0266; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0934; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:15:22,932 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 +2025-05-10 17:15:38,511 - INFO - Training: cls_zice: 22.729713354110718; reg_zipnll: 65.33995998382568; aux_mae_loss_1: 38.19166082382202; aux_mae_loss_2: 5.635427565574646; aux_mae_loss_4: 0.8899042147397995; cnt_loss: 5.284872319698334; +2025-05-10 17:15:38,513 - INFO - Evaluation: +Curr mae: 13.2308; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 19.6923; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.1116; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:15:38,513 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 +2025-05-10 17:15:54,141 - INFO - Training: cls_zice: 20.466536026000977; reg_zipnll: 65.12783325195312; aux_mae_loss_1: 37.20867488861084; aux_mae_loss_2: 5.484799690246582; aux_mae_loss_4: 0.8380234569311142; cnt_loss: 4.526274471282959; +2025-05-10 17:15:54,142 - INFO - Evaluation: +Curr mae: 11.1388; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.3390; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0907; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:15:54,142 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 +2025-05-10 17:16:09,756 - INFO - Training: cls_zice: 23.499504613876343; reg_zipnll: 68.85612167358398; aux_mae_loss_1: 39.199995040893555; aux_mae_loss_2: 5.785792942047119; aux_mae_loss_4: 0.8848824894428253; cnt_loss: 4.947260024547577; +2025-05-10 17:16:09,757 - INFO - Evaluation: +Curr mae: 10.3192; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.4495; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0869; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:16:09,757 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 +2025-05-10 17:16:25,308 - INFO - Training: cls_zice: 22.495102529525756; reg_zipnll: 69.48988876342773; aux_mae_loss_1: 38.955997924804684; aux_mae_loss_2: 5.863504400253296; aux_mae_loss_4: 0.9373963052034378; cnt_loss: 6.021742153167724; +2025-05-10 17:16:25,309 - INFO - Evaluation: +Curr mae: 9.8121; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0861; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0845; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:16:25,309 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 +2025-05-10 17:16:41,026 - INFO - Training: cls_zice: 23.341571073532105; reg_zipnll: 68.12169677734374; aux_mae_loss_1: 39.755239448547364; aux_mae_loss_2: 5.891072750091553; aux_mae_loss_4: 0.913921355009079; cnt_loss: 5.175683524608612; +2025-05-10 17:16:41,027 - INFO - Evaluation: +Curr mae: 9.5989; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.4278; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0860; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:16:41,027 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 +2025-05-10 17:16:56,560 - INFO - Training: cls_zice: 22.683144998550414; reg_zipnll: 66.57775550842285; aux_mae_loss_1: 38.43072719573975; aux_mae_loss_2: 5.642781481742859; aux_mae_loss_4: 0.8881123411655426; cnt_loss: 5.10411416053772; +2025-05-10 17:16:56,561 - INFO - Evaluation: +Curr mae: 9.8542; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8571; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0854; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:16:56,562 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 +2025-05-10 17:17:12,620 - INFO - Training: cls_zice: 22.44540368080139; reg_zipnll: 66.57077278137207; aux_mae_loss_1: 38.40653709411621; aux_mae_loss_2: 5.727227802276611; aux_mae_loss_4: 0.8798652076721192; cnt_loss: 5.0841643381118775; +2025-05-10 17:17:12,621 - INFO - Evaluation: +Curr mae: 10.9041; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.4749; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0925; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:17:12,621 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 +2025-05-10 17:17:28,291 - INFO - Training: cls_zice: 20.67480203151703; reg_zipnll: 66.86541687011719; aux_mae_loss_1: 37.106445121765134; aux_mae_loss_2: 5.539801464080811; aux_mae_loss_4: 0.8731769001483918; cnt_loss: 5.342166152000427; +2025-05-10 17:17:28,292 - INFO - Evaluation: +Curr mae: 9.7815; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.4592; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0836; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:17:28,292 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 +2025-05-10 17:17:43,976 - INFO - Training: cls_zice: 22.108847980499267; reg_zipnll: 65.62223991394043; aux_mae_loss_1: 37.518709602355955; aux_mae_loss_2: 5.497204294204712; aux_mae_loss_4: 0.835682088136673; cnt_loss: 4.296651194095611; +2025-05-10 17:17:43,977 - INFO - Evaluation: +Curr mae: 9.8778; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0181; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0857; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:17:43,977 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 +2025-05-10 17:17:59,410 - INFO - Training: cls_zice: 22.604035930633543; reg_zipnll: 64.44231884002686; aux_mae_loss_1: 38.86960483551025; aux_mae_loss_2: 5.838400754928589; aux_mae_loss_4: 0.9620070767402649; cnt_loss: 6.714509077072144; +2025-05-10 17:17:59,411 - INFO - Evaluation: +Curr mae: 12.7817; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 19.2796; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.1101; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:17:59,586 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 +2025-05-10 17:18:15,155 - INFO - Training: cls_zice: 22.672003698349; reg_zipnll: 67.55293632507325; aux_mae_loss_1: 38.265636348724364; aux_mae_loss_2: 5.617667970657348; aux_mae_loss_4: 0.8833646357059479; cnt_loss: 5.137702450752259; +2025-05-10 17:18:15,156 - INFO - Evaluation: +Curr mae: 10.6813; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.6902; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0902; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:18:15,156 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 +2025-05-10 17:18:30,680 - INFO - Training: cls_zice: 21.905639638900755; reg_zipnll: 66.22055358886719; aux_mae_loss_1: 37.72361068725586; aux_mae_loss_2: 5.533555455207825; aux_mae_loss_4: 0.8677892279624939; cnt_loss: 4.643258113861084; +2025-05-10 17:18:30,682 - INFO - Evaluation: +Curr mae: 9.8862; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.9387; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0823; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:18:30,682 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 +2025-05-10 17:18:46,302 - INFO - Training: cls_zice: 22.03938133239746; reg_zipnll: 67.24929750442504; aux_mae_loss_1: 38.12175624847412; aux_mae_loss_2: 5.625748953819275; aux_mae_loss_4: 0.8628119885921478; cnt_loss: 4.909725060462952; +2025-05-10 17:18:46,303 - INFO - Evaluation: +Curr mae: 10.8250; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.4945; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0922; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:18:46,303 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 +2025-05-10 17:19:01,872 - INFO - Training: cls_zice: 21.043612985610963; reg_zipnll: 63.13461898803711; aux_mae_loss_1: 37.358630027771; aux_mae_loss_2: 5.438007326126098; aux_mae_loss_4: 0.8503745746612549; cnt_loss: 4.971634967327118; +2025-05-10 17:19:01,873 - INFO - Evaluation: +Curr mae: 10.8279; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.2773; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0951; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:19:01,873 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 +2025-05-10 17:19:17,477 - INFO - Training: cls_zice: 22.222227721214296; reg_zipnll: 66.97194480895996; aux_mae_loss_1: 38.2966833114624; aux_mae_loss_2: 5.507696995735168; aux_mae_loss_4: 0.8683075749874115; cnt_loss: 4.412492512464524; +2025-05-10 17:19:17,478 - INFO - Evaluation: +Curr mae: 10.0304; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3956; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0865; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:19:17,479 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 +2025-05-10 17:19:32,876 - INFO - Training: cls_zice: 21.22608276128769; reg_zipnll: 64.8429116821289; aux_mae_loss_1: 37.03453100204468; aux_mae_loss_2: 5.590725383758545; aux_mae_loss_4: 0.8724691152572632; cnt_loss: 5.500618933439255; +2025-05-10 17:19:32,877 - INFO - Evaluation: +Curr mae: 10.2988; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.8975; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0893; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:19:32,877 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 +2025-05-10 17:19:48,540 - INFO - Training: cls_zice: 22.026675591468813; reg_zipnll: 65.99540046691895; aux_mae_loss_1: 37.800759353637694; aux_mae_loss_2: 5.581579966545105; aux_mae_loss_4: 0.8926465266942978; cnt_loss: 5.764770221710205; +2025-05-10 17:19:48,541 - INFO - Evaluation: +Curr mae: 10.0150; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0502; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0878; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:19:48,541 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 +2025-05-10 17:20:04,298 - INFO - Training: cls_zice: 20.033023653030394; reg_zipnll: 62.21989315032959; aux_mae_loss_1: 35.45158107757568; aux_mae_loss_2: 5.263112335205078; aux_mae_loss_4: 0.809049859046936; cnt_loss: 4.548496026992797; +2025-05-10 17:20:04,299 - INFO - Evaluation: +Curr mae: 9.1550; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.1480; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0786; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:20:04,299 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 +2025-05-10 17:20:19,929 - INFO - Training: cls_zice: 20.25132845878601; reg_zipnll: 66.21396804809571; aux_mae_loss_1: 36.90128273010254; aux_mae_loss_2: 5.436294684410095; aux_mae_loss_4: 0.8243842989206314; cnt_loss: 4.495223822593689; +2025-05-10 17:20:19,930 - INFO - Evaluation: +Curr mae: 10.2258; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.4474; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0858; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:20:19,930 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 +2025-05-10 17:20:35,576 - INFO - Training: cls_zice: 21.298386602401735; reg_zipnll: 67.27204856872558; aux_mae_loss_1: 37.58524940490722; aux_mae_loss_2: 5.564393258094787; aux_mae_loss_4: 0.8773458361625671; cnt_loss: 5.599863078594208; +2025-05-10 17:20:35,577 - INFO - Evaluation: +Curr mae: 9.9364; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.3319; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0878; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:20:35,577 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 +2025-05-10 17:20:50,991 - INFO - Training: cls_zice: 21.90855939388275; reg_zipnll: 69.20731580734252; aux_mae_loss_1: 38.15519676208496; aux_mae_loss_2: 5.6240886926651; aux_mae_loss_4: 0.8836543738842011; cnt_loss: 5.686638281345368; +2025-05-10 17:20:50,992 - INFO - Evaluation: +Curr mae: 10.0798; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1584; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0885; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:20:50,992 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 +2025-05-10 17:21:06,525 - INFO - Training: cls_zice: 19.45912108898163; reg_zipnll: 62.0622176361084; aux_mae_loss_1: 35.59290988922119; aux_mae_loss_2: 5.362952384948731; aux_mae_loss_4: 0.8419159579277039; cnt_loss: 5.926532957553864; +2025-05-10 17:21:06,526 - INFO - Evaluation: +Curr mae: 10.2881; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.7168; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0853; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:21:06,526 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 +2025-05-10 17:21:22,408 - INFO - Training: cls_zice: 21.956880626678466; reg_zipnll: 68.053523979187; aux_mae_loss_1: 37.79306331634521; aux_mae_loss_2: 5.589055347442627; aux_mae_loss_4: 0.8768758207559586; cnt_loss: 5.156997997760772; +2025-05-10 17:21:22,409 - INFO - Evaluation: +Curr mae: 10.7839; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0345; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0969; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:21:22,409 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 +2025-05-10 17:21:37,886 - INFO - Training: cls_zice: 21.494066724777223; reg_zipnll: 64.26857872009278; aux_mae_loss_1: 36.974074363708496; aux_mae_loss_2: 5.404421505928039; aux_mae_loss_4: 0.8372357487678528; cnt_loss: 4.991585965156555; +2025-05-10 17:21:37,887 - INFO - Evaluation: +Curr mae: 10.8993; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.8820; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0912; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:21:37,887 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 +2025-05-10 17:21:53,521 - INFO - Training: cls_zice: 22.453801922798156; reg_zipnll: 66.7949760055542; aux_mae_loss_1: 38.75965766906738; aux_mae_loss_2: 5.76473210811615; aux_mae_loss_4: 0.9128177177906036; cnt_loss: 5.752160253524781; +2025-05-10 17:21:53,522 - INFO - Evaluation: +Curr mae: 9.2637; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5743; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0799; Best nae: 0.0767; 0.0768; 0.0770; 0.0770; 0.0773; + + + +2025-05-10 17:21:53,522 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 +2025-05-10 17:22:08,903 - INFO - Training: cls_zice: 22.11180333137512; reg_zipnll: 65.31859848022461; aux_mae_loss_1: 37.72681552886963; aux_mae_loss_2: 5.525148754119873; aux_mae_loss_4: 0.8432550024986267; cnt_loss: 4.0223156619071965; +2025-05-10 17:22:08,973 - INFO - Evaluation: +Curr mae: 9.3140; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9253; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0766; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:22:08,974 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 +2025-05-10 17:22:24,492 - INFO - Training: cls_zice: 23.104911918640138; reg_zipnll: 63.29160625457764; aux_mae_loss_1: 38.2978596496582; aux_mae_loss_2: 5.6542717599868775; aux_mae_loss_4: 0.8985501384735107; cnt_loss: 5.065744762420654; +2025-05-10 17:22:24,493 - INFO - Evaluation: +Curr mae: 9.8871; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.4735; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0847; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:22:24,493 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 +2025-05-10 17:22:40,151 - INFO - Training: cls_zice: 21.09579888343811; reg_zipnll: 64.61451301574706; aux_mae_loss_1: 37.694996757507326; aux_mae_loss_2: 5.703296113014221; aux_mae_loss_4: 0.8971704882383347; cnt_loss: 5.787546470165252; +2025-05-10 17:22:40,152 - INFO - Evaluation: +Curr mae: 8.9922; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.1766; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0773; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:22:40,153 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 +2025-05-10 17:22:55,797 - INFO - Training: cls_zice: 20.38612024307251; reg_zipnll: 64.44370903015137; aux_mae_loss_1: 35.82899181365967; aux_mae_loss_2: 5.338646759986878; aux_mae_loss_4: 0.8434703975915909; cnt_loss: 5.440600309371948; +2025-05-10 17:22:55,798 - INFO - Evaluation: +Curr mae: 12.4230; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 18.3205; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0981; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:22:55,798 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 +2025-05-10 17:23:11,360 - INFO - Training: cls_zice: 21.143385252952577; reg_zipnll: 61.08008476257324; aux_mae_loss_1: 36.700243110656736; aux_mae_loss_2: 5.501460213661193; aux_mae_loss_4: 0.8806999742984771; cnt_loss: 5.774457845687866; +2025-05-10 17:23:11,361 - INFO - Evaluation: +Curr mae: 9.9445; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6887; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0883; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:23:11,361 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 +2025-05-10 17:23:27,046 - INFO - Training: cls_zice: 21.6703187084198; reg_zipnll: 66.33522174835205; aux_mae_loss_1: 37.92443227767944; aux_mae_loss_2: 5.646084022521973; aux_mae_loss_4: 0.9130803054571152; cnt_loss: 6.782738108634948; +2025-05-10 17:23:27,047 - INFO - Evaluation: +Curr mae: 9.5757; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9081; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0812; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:23:27,047 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 +2025-05-10 17:23:42,356 - INFO - Training: cls_zice: 20.714678392410278; reg_zipnll: 66.45311782836914; aux_mae_loss_1: 36.18012763977051; aux_mae_loss_2: 5.438958520889282; aux_mae_loss_4: 0.8702991896867752; cnt_loss: 5.6329482817649845; +2025-05-10 17:23:42,357 - INFO - Evaluation: +Curr mae: 10.1953; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1138; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0856; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:23:42,357 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 +2025-05-10 17:23:57,913 - INFO - Training: cls_zice: 21.17070165872574; reg_zipnll: 63.794610748291014; aux_mae_loss_1: 36.59167133331299; aux_mae_loss_2: 5.361965312957763; aux_mae_loss_4: 0.8349430972337722; cnt_loss: 4.592588450908661; +2025-05-10 17:23:57,914 - INFO - Evaluation: +Curr mae: 9.6473; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0642; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0858; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:23:57,914 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 +2025-05-10 17:24:13,545 - INFO - Training: cls_zice: 21.34114052295685; reg_zipnll: 66.31318269729614; aux_mae_loss_1: 37.80090976715088; aux_mae_loss_2: 5.496001739501953; aux_mae_loss_4: 0.8565869635343552; cnt_loss: 4.727543375492096; +2025-05-10 17:24:13,546 - INFO - Evaluation: +Curr mae: 9.4105; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.4335; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0810; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:24:13,546 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 +2025-05-10 17:24:29,185 - INFO - Training: cls_zice: 21.600930848121642; reg_zipnll: 61.69827331542969; aux_mae_loss_1: 36.944019374847414; aux_mae_loss_2: 5.506554346084595; aux_mae_loss_4: 0.8594163542985916; cnt_loss: 4.73649560213089; +2025-05-10 17:24:29,186 - INFO - Evaluation: +Curr mae: 12.1027; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.7669; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.1066; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:24:29,186 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 +2025-05-10 17:24:44,818 - INFO - Training: cls_zice: 22.133279490470887; reg_zipnll: 64.35397296905518; aux_mae_loss_1: 37.54948617935181; aux_mae_loss_2: 5.604597482681275; aux_mae_loss_4: 0.8728073686361313; cnt_loss: 5.263808962106705; +2025-05-10 17:24:44,819 - INFO - Evaluation: +Curr mae: 11.2814; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 18.1339; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0946; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:24:44,819 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 +2025-05-10 17:25:00,453 - INFO - Training: cls_zice: 21.94297034263611; reg_zipnll: 65.77036598205567; aux_mae_loss_1: 37.36974155426025; aux_mae_loss_2: 5.522250733375549; aux_mae_loss_4: 0.8739241468906402; cnt_loss: 5.27787257194519; +2025-05-10 17:25:00,454 - INFO - Evaluation: +Curr mae: 11.0586; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.6715; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.1026; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:25:00,454 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 +2025-05-10 17:25:16,182 - INFO - Training: cls_zice: 21.1581906414032; reg_zipnll: 64.15675819396972; aux_mae_loss_1: 37.284359550476076; aux_mae_loss_2: 5.541359076499939; aux_mae_loss_4: 0.8794853448867798; cnt_loss: 5.456418681144714; +2025-05-10 17:25:16,183 - INFO - Evaluation: +Curr mae: 10.7856; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.9685; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0940; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:25:16,183 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 +2025-05-10 17:25:31,870 - INFO - Training: cls_zice: 21.201211681365965; reg_zipnll: 66.47934532165527; aux_mae_loss_1: 37.10363857269287; aux_mae_loss_2: 5.532686533927918; aux_mae_loss_4: 0.8640239042043686; cnt_loss: 4.90532327413559; +2025-05-10 17:25:31,871 - INFO - Evaluation: +Curr mae: 10.1431; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6876; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0935; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:25:31,871 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 +2025-05-10 17:25:47,705 - INFO - Training: cls_zice: 21.90108154296875; reg_zipnll: 62.91282859802246; aux_mae_loss_1: 37.79448455810547; aux_mae_loss_2: 5.521810550689697; aux_mae_loss_4: 0.8434211087226867; cnt_loss: 4.667464528083801; +2025-05-10 17:25:47,706 - INFO - Evaluation: +Curr mae: 9.8731; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1782; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0863; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:25:47,706 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 +2025-05-10 17:26:03,254 - INFO - Training: cls_zice: 21.76824058532715; reg_zipnll: 66.3374178314209; aux_mae_loss_1: 36.77057767868042; aux_mae_loss_2: 5.411400856971741; aux_mae_loss_4: 0.8221863931417466; cnt_loss: 4.488956075906754; +2025-05-10 17:26:03,255 - INFO - Evaluation: +Curr mae: 9.9019; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5674; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0859; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:26:03,255 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 +2025-05-10 17:26:18,798 - INFO - Training: cls_zice: 21.084294157028197; reg_zipnll: 66.86435646057129; aux_mae_loss_1: 37.37728351593017; aux_mae_loss_2: 5.489989013671875; aux_mae_loss_4: 0.8313868051767349; cnt_loss: 4.640670175552368; +2025-05-10 17:26:18,799 - INFO - Evaluation: +Curr mae: 9.9177; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.7968; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0858; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:26:18,799 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 +2025-05-10 17:26:34,239 - INFO - Training: cls_zice: 21.05986177444458; reg_zipnll: 65.47149124145508; aux_mae_loss_1: 36.83337471008301; aux_mae_loss_2: 5.411506767272949; aux_mae_loss_4: 0.8466214597225189; cnt_loss: 5.084276492595673; +2025-05-10 17:26:34,240 - INFO - Evaluation: +Curr mae: 9.8777; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3779; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0869; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:26:34,240 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 +2025-05-10 17:26:49,864 - INFO - Training: cls_zice: 20.598389902114867; reg_zipnll: 66.99691230773925; aux_mae_loss_1: 36.19747352600098; aux_mae_loss_2: 5.321707153320313; aux_mae_loss_4: 0.8244573378562927; cnt_loss: 5.09965128660202; +2025-05-10 17:26:49,865 - INFO - Evaluation: +Curr mae: 9.5791; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1872; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0834; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:26:49,865 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 +2025-05-10 17:27:05,323 - INFO - Training: cls_zice: 20.884812841415407; reg_zipnll: 68.19984390258789; aux_mae_loss_1: 36.82039398193359; aux_mae_loss_2: 5.47517008304596; aux_mae_loss_4: 0.8551339900493622; cnt_loss: 4.4983689403533935; +2025-05-10 17:27:05,324 - INFO - Evaluation: +Curr mae: 10.2338; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1119; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0945; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:27:05,324 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 +2025-05-10 17:27:20,907 - INFO - Training: cls_zice: 20.483197348117827; reg_zipnll: 66.45012741088867; aux_mae_loss_1: 36.882090682983396; aux_mae_loss_2: 5.472922606468201; aux_mae_loss_4: 0.8610607731342316; cnt_loss: 5.33391943693161; +2025-05-10 17:27:20,908 - INFO - Evaluation: +Curr mae: 10.8053; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0713; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0981; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:27:20,908 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 +2025-05-10 17:27:36,536 - INFO - Training: cls_zice: 21.691823215484618; reg_zipnll: 63.870277366638184; aux_mae_loss_1: 36.81631004333496; aux_mae_loss_2: 5.469594583511353; aux_mae_loss_4: 0.8652136671543121; cnt_loss: 5.337991223335266; +2025-05-10 17:27:36,537 - INFO - Evaluation: +Curr mae: 10.8297; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.7000; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0980; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:27:36,537 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 +2025-05-10 17:27:52,092 - INFO - Training: cls_zice: 21.682795639038087; reg_zipnll: 68.05570281982422; aux_mae_loss_1: 37.1101802444458; aux_mae_loss_2: 5.507567234039307; aux_mae_loss_4: 0.8581730741262436; cnt_loss: 5.618153791427613; +2025-05-10 17:27:52,093 - INFO - Evaluation: +Curr mae: 9.3710; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6656; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0859; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:27:52,093 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 +2025-05-10 17:28:07,829 - INFO - Training: cls_zice: 21.07713628768921; reg_zipnll: 66.35525352478027; aux_mae_loss_1: 36.77982471466064; aux_mae_loss_2: 5.44584710597992; aux_mae_loss_4: 0.8587885284423828; cnt_loss: 5.218658037185669; +2025-05-10 17:28:07,830 - INFO - Evaluation: +Curr mae: 9.6375; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6736; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0814; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:28:07,831 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 +2025-05-10 17:28:23,417 - INFO - Training: cls_zice: 19.462363888025283; reg_zipnll: 61.50260274887085; aux_mae_loss_1: 35.03637535095215; aux_mae_loss_2: 5.278176226615906; aux_mae_loss_4: 0.8361075568199158; cnt_loss: 5.63751216173172; +2025-05-10 17:28:23,419 - INFO - Evaluation: +Curr mae: 9.5982; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5049; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0811; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:28:23,419 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 +2025-05-10 17:28:40,062 - INFO - Training: cls_zice: 20.81178143501282; reg_zipnll: 63.76800857543945; aux_mae_loss_1: 36.67998743057251; aux_mae_loss_2: 5.427651028633118; aux_mae_loss_4: 0.8379460805654526; cnt_loss: 4.742469263076782; +2025-05-10 17:28:40,063 - INFO - Evaluation: +Curr mae: 9.2911; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.4260; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0817; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:28:40,063 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 +2025-05-10 17:28:55,490 - INFO - Training: cls_zice: 20.29295167684555; reg_zipnll: 66.10029129028321; aux_mae_loss_1: 35.74553291320801; aux_mae_loss_2: 5.237626538276673; aux_mae_loss_4: 0.7966436523199082; cnt_loss: 4.385290098190308; +2025-05-10 17:28:55,491 - INFO - Evaluation: +Curr mae: 9.5317; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.7055; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0871; Best nae: 0.0766; 0.0767; 0.0768; 0.0770; 0.0770; + + + +2025-05-10 17:28:55,491 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 +2025-05-10 17:29:11,184 - INFO - Training: cls_zice: 20.65649868965149; reg_zipnll: 65.83376625061035; aux_mae_loss_1: 37.138700828552246; aux_mae_loss_2: 5.407066445350647; aux_mae_loss_4: 0.8317974615097046; cnt_loss: 4.4761992049217225; +2025-05-10 17:29:11,258 - INFO - Evaluation: +Curr mae: 8.9260; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.2022; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0768; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:29:11,258 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 +2025-05-10 17:29:26,734 - INFO - Training: cls_zice: 22.62169196128845; reg_zipnll: 61.34446271896363; aux_mae_loss_1: 37.18449031829834; aux_mae_loss_2: 5.474726047515869; aux_mae_loss_4: 0.8522417086362839; cnt_loss: 4.846895098686218; +2025-05-10 17:29:26,735 - INFO - Evaluation: +Curr mae: 9.5157; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8829; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0848; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:29:26,735 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 +2025-05-10 17:29:42,488 - INFO - Training: cls_zice: 20.329655199050904; reg_zipnll: 64.29415225982666; aux_mae_loss_1: 35.812472381591796; aux_mae_loss_2: 5.329988851547241; aux_mae_loss_4: 0.8441990625858307; cnt_loss: 5.352235746383667; +2025-05-10 17:29:42,489 - INFO - Evaluation: +Curr mae: 9.2750; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.3438; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0812; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:29:42,489 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 +2025-05-10 17:29:58,037 - INFO - Training: cls_zice: 23.139486865997313; reg_zipnll: 65.7274415588379; aux_mae_loss_1: 38.95614013671875; aux_mae_loss_2: 5.690262699127198; aux_mae_loss_4: 0.8945909959077835; cnt_loss: 5.428962392807007; +2025-05-10 17:29:58,038 - INFO - Evaluation: +Curr mae: 9.8170; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6916; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0816; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:29:58,038 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 +2025-05-10 17:30:13,747 - INFO - Training: cls_zice: 20.95296883583069; reg_zipnll: 69.98713973999024; aux_mae_loss_1: 37.079891471862794; aux_mae_loss_2: 5.5040127515792845; aux_mae_loss_4: 0.8607057845592498; cnt_loss: 5.418402552604675; +2025-05-10 17:30:13,748 - INFO - Evaluation: +Curr mae: 10.2860; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5196; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0882; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:30:13,749 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 +2025-05-10 17:30:29,248 - INFO - Training: cls_zice: 22.079730758666994; reg_zipnll: 65.31063304901123; aux_mae_loss_1: 37.82174886703491; aux_mae_loss_2: 5.581692976951599; aux_mae_loss_4: 0.885131613612175; cnt_loss: 5.709926269054413; +2025-05-10 17:30:29,249 - INFO - Evaluation: +Curr mae: 10.6640; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.4323; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0985; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:30:29,249 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 +2025-05-10 17:30:45,059 - INFO - Training: cls_zice: 21.027015609741213; reg_zipnll: 65.65390794754029; aux_mae_loss_1: 36.40095714569092; aux_mae_loss_2: 5.425538697242737; aux_mae_loss_4: 0.8369427198171615; cnt_loss: 4.372979049682617; +2025-05-10 17:30:45,060 - INFO - Evaluation: +Curr mae: 10.0180; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.4782; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0851; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:30:45,060 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 +2025-05-10 17:31:00,532 - INFO - Training: cls_zice: 22.62846668243408; reg_zipnll: 64.68020332336425; aux_mae_loss_1: 38.02021251678467; aux_mae_loss_2: 5.5717942428588865; aux_mae_loss_4: 0.8636984485387802; cnt_loss: 4.403221364021301; +2025-05-10 17:31:00,533 - INFO - Evaluation: +Curr mae: 9.9448; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8418; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0864; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:31:00,709 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 +2025-05-10 17:31:16,233 - INFO - Training: cls_zice: 20.887639006376265; reg_zipnll: 66.314448928833; aux_mae_loss_1: 36.77342002868652; aux_mae_loss_2: 5.420284428596497; aux_mae_loss_4: 0.8291425096988678; cnt_loss: 4.993144567012787; +2025-05-10 17:31:16,234 - INFO - Evaluation: +Curr mae: 9.3228; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.4871; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0805; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:31:16,234 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 +2025-05-10 17:31:31,920 - INFO - Training: cls_zice: 20.432719154357912; reg_zipnll: 66.90153694152832; aux_mae_loss_1: 36.15296871185303; aux_mae_loss_2: 5.279169001579285; aux_mae_loss_4: 0.817467931509018; cnt_loss: 4.555304899215698; +2025-05-10 17:31:31,924 - INFO - Evaluation: +Curr mae: 9.3890; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.2742; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0823; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:31:31,924 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 +2025-05-10 17:31:47,300 - INFO - Training: cls_zice: 20.849209154844285; reg_zipnll: 63.203052062988284; aux_mae_loss_1: 36.18218574523926; aux_mae_loss_2: 5.328025112152099; aux_mae_loss_4: 0.8510309469699859; cnt_loss: 5.282087194919586; +2025-05-10 17:31:47,301 - INFO - Evaluation: +Curr mae: 10.3618; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.8178; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0813; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:31:47,301 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 +2025-05-10 17:32:02,955 - INFO - Training: cls_zice: 20.81730529785156; reg_zipnll: 64.34797996520996; aux_mae_loss_1: 36.21740119934082; aux_mae_loss_2: 5.3195068359375; aux_mae_loss_4: 0.8121042990684509; cnt_loss: 4.236511466503143; +2025-05-10 17:32:02,955 - INFO - Evaluation: +Curr mae: 10.5732; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.9297; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0863; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:32:02,956 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 +2025-05-10 17:32:18,502 - INFO - Training: cls_zice: 21.312578868865966; reg_zipnll: 68.9227227783203; aux_mae_loss_1: 36.46030776977539; aux_mae_loss_2: 5.301489758491516; aux_mae_loss_4: 0.8124943768978119; cnt_loss: 4.549797043800354; +2025-05-10 17:32:18,503 - INFO - Evaluation: +Curr mae: 10.9896; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.9450; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0968; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:32:18,503 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 +2025-05-10 17:32:34,353 - INFO - Training: cls_zice: 20.966111640930176; reg_zipnll: 61.95511562347412; aux_mae_loss_1: 36.16124103546142; aux_mae_loss_2: 5.365772318840027; aux_mae_loss_4: 0.8422367513179779; cnt_loss: 5.372299518585205; +2025-05-10 17:32:34,355 - INFO - Evaluation: +Curr mae: 11.7003; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.6620; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0969; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:32:34,355 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 +2025-05-10 17:32:49,947 - INFO - Training: cls_zice: 22.485419788360595; reg_zipnll: 66.55374488830566; aux_mae_loss_1: 37.96200462341309; aux_mae_loss_2: 5.543855400085449; aux_mae_loss_4: 0.848112428188324; cnt_loss: 5.03506454706192; +2025-05-10 17:32:49,948 - INFO - Evaluation: +Curr mae: 10.0334; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.6469; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0868; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:32:49,948 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 +2025-05-10 17:33:05,422 - INFO - Training: cls_zice: 21.337244594097136; reg_zipnll: 63.59336624145508; aux_mae_loss_1: 36.95883319854736; aux_mae_loss_2: 5.474021139144898; aux_mae_loss_4: 0.8502036064863205; cnt_loss: 5.073129420280456; +2025-05-10 17:33:05,423 - INFO - Evaluation: +Curr mae: 9.0173; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.0213; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0791; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:33:05,424 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 +2025-05-10 17:33:21,182 - INFO - Training: cls_zice: 20.37782341003418; reg_zipnll: 62.27648288726807; aux_mae_loss_1: 35.048581237792966; aux_mae_loss_2: 5.179846086502075; aux_mae_loss_4: 0.8002142989635468; cnt_loss: 4.62066787481308; +2025-05-10 17:33:21,183 - INFO - Evaluation: +Curr mae: 9.2120; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.1075; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0782; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:33:21,183 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 +2025-05-10 17:33:37,854 - INFO - Training: cls_zice: 22.221434898376465; reg_zipnll: 63.065530395507814; aux_mae_loss_1: 37.13588680267334; aux_mae_loss_2: 5.461502094268798; aux_mae_loss_4: 0.8458404862880706; cnt_loss: 4.714549057483673; +2025-05-10 17:33:37,855 - INFO - Evaluation: +Curr mae: 9.4997; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.0168; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0822; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:33:37,855 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 +2025-05-10 17:33:53,297 - INFO - Training: cls_zice: 19.999739151000977; reg_zipnll: 63.84709201812744; aux_mae_loss_1: 35.466571998596194; aux_mae_loss_2: 5.222910418510437; aux_mae_loss_4: 0.8031473213434219; cnt_loss: 4.5304714012146; +2025-05-10 17:33:53,298 - INFO - Evaluation: +Curr mae: 9.4903; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.4384; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0823; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:33:53,298 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 +2025-05-10 17:34:08,726 - INFO - Training: cls_zice: 21.18420313835144; reg_zipnll: 64.0209407043457; aux_mae_loss_1: 36.20297355651856; aux_mae_loss_2: 5.341831264495849; aux_mae_loss_4: 0.8395777082443238; cnt_loss: 4.937504632472992; +2025-05-10 17:34:08,727 - INFO - Evaluation: +Curr mae: 10.4117; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.5519; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0876; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:34:08,727 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 +2025-05-10 17:34:24,478 - INFO - Training: cls_zice: 21.221566343307494; reg_zipnll: 61.81779041290283; aux_mae_loss_1: 36.365565338134765; aux_mae_loss_2: 5.369772090911865; aux_mae_loss_4: 0.8417112553119659; cnt_loss: 4.798948695659638; +2025-05-10 17:34:24,479 - INFO - Evaluation: +Curr mae: 9.4427; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8311; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0818; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:34:24,479 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 +2025-05-10 17:34:40,098 - INFO - Training: cls_zice: 20.487535705566405; reg_zipnll: 65.30207326889038; aux_mae_loss_1: 36.11152172088623; aux_mae_loss_2: 5.341866431236267; aux_mae_loss_4: 0.8258809298276901; cnt_loss: 5.0939081978797915; +2025-05-10 17:34:40,099 - INFO - Evaluation: +Curr mae: 9.3313; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.4554; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0773; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:34:40,099 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 +2025-05-10 17:34:56,037 - INFO - Training: cls_zice: 21.49063696861267; reg_zipnll: 66.64085443496704; aux_mae_loss_1: 37.10596706390381; aux_mae_loss_2: 5.498508615493774; aux_mae_loss_4: 0.8562537002563476; cnt_loss: 5.406047430038452; +2025-05-10 17:34:56,038 - INFO - Evaluation: +Curr mae: 10.0199; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1450; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0843; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:34:56,038 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 +2025-05-10 17:35:11,637 - INFO - Training: cls_zice: 21.7285835647583; reg_zipnll: 64.48770690917969; aux_mae_loss_1: 36.95414035797119; aux_mae_loss_2: 5.4286415481567385; aux_mae_loss_4: 0.8373369789123535; cnt_loss: 4.65859938621521; +2025-05-10 17:35:11,638 - INFO - Evaluation: +Curr mae: 9.4053; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.4815; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0814; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:35:11,638 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 +2025-05-10 17:35:27,578 - INFO - Training: cls_zice: 21.392153520584106; reg_zipnll: 65.48268905639648; aux_mae_loss_1: 37.376721992492676; aux_mae_loss_2: 5.587897877693177; aux_mae_loss_4: 0.87060351729393; cnt_loss: 5.697658672332763; +2025-05-10 17:35:27,579 - INFO - Evaluation: +Curr mae: 9.7269; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.4076; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0798; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:35:27,579 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 +2025-05-10 17:35:43,198 - INFO - Training: cls_zice: 20.86278528690338; reg_zipnll: 63.811379776000976; aux_mae_loss_1: 36.21440685272217; aux_mae_loss_2: 5.258249230384827; aux_mae_loss_4: 0.8277877253293991; cnt_loss: 5.130662076473236; +2025-05-10 17:35:43,199 - INFO - Evaluation: +Curr mae: 11.0753; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.9354; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0926; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:35:43,199 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 +2025-05-10 17:35:58,586 - INFO - Training: cls_zice: 20.296401047706603; reg_zipnll: 66.7014469909668; aux_mae_loss_1: 36.19574394226074; aux_mae_loss_2: 5.283445911407471; aux_mae_loss_4: 0.8199424684047699; cnt_loss: 4.583956627845764; +2025-05-10 17:35:58,587 - INFO - Evaluation: +Curr mae: 9.1529; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.4302; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0775; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:35:58,587 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 +2025-05-10 17:36:14,049 - INFO - Training: cls_zice: 21.881155166625977; reg_zipnll: 63.31026271820068; aux_mae_loss_1: 36.43400573730469; aux_mae_loss_2: 5.356329526901245; aux_mae_loss_4: 0.8114541161060334; cnt_loss: 4.002973506450653; +2025-05-10 17:36:14,050 - INFO - Evaluation: +Curr mae: 9.3447; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.3938; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0790; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:36:14,051 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 +2025-05-10 17:36:29,477 - INFO - Training: cls_zice: 20.75583971977234; reg_zipnll: 64.54157283782959; aux_mae_loss_1: 36.22525329589844; aux_mae_loss_2: 5.3608633518219; aux_mae_loss_4: 0.8310790342092514; cnt_loss: 4.723575241565705; +2025-05-10 17:36:29,479 - INFO - Evaluation: +Curr mae: 10.5630; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0912; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.1035; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:36:29,479 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 +2025-05-10 17:36:45,309 - INFO - Training: cls_zice: 22.061984243392946; reg_zipnll: 65.45754547119141; aux_mae_loss_1: 37.43765453338623; aux_mae_loss_2: 5.486650094985962; aux_mae_loss_4: 0.8403715193271637; cnt_loss: 4.817982728481293; +2025-05-10 17:36:45,310 - INFO - Evaluation: +Curr mae: 10.6712; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.0074; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0925; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:36:45,310 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 +2025-05-10 17:37:00,751 - INFO - Training: cls_zice: 20.53599596977234; reg_zipnll: 63.57202354431152; aux_mae_loss_1: 34.96887275695801; aux_mae_loss_2: 5.1183201122283934; aux_mae_loss_4: 0.7842721343040466; cnt_loss: 4.332596272230148; +2025-05-10 17:37:00,752 - INFO - Evaluation: +Curr mae: 9.1806; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.8292; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0792; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:37:00,752 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 +2025-05-10 17:37:16,464 - INFO - Training: cls_zice: 19.525473284721375; reg_zipnll: 66.56345180511475; aux_mae_loss_1: 35.69194618225097; aux_mae_loss_2: 5.246704621315002; aux_mae_loss_4: 0.8067812049388885; cnt_loss: 4.3849743509292605; +2025-05-10 17:37:16,465 - INFO - Evaluation: +Curr mae: 9.7398; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0068; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0842; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:37:16,465 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 +2025-05-10 17:37:32,020 - INFO - Training: cls_zice: 18.884887952804565; reg_zipnll: 63.415683860778806; aux_mae_loss_1: 34.483498878479004; aux_mae_loss_2: 5.118895144462585; aux_mae_loss_4: 0.7956229591369629; cnt_loss: 4.68824060678482; +2025-05-10 17:37:32,021 - INFO - Evaluation: +Curr mae: 9.0479; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.0985; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0818; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:37:32,021 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 +2025-05-10 17:37:47,668 - INFO - Training: cls_zice: 22.875375158190728; reg_zipnll: 65.06578495025634; aux_mae_loss_1: 37.83751808166504; aux_mae_loss_2: 5.555228080749512; aux_mae_loss_4: 0.8655882984399795; cnt_loss: 4.746867580413818; +2025-05-10 17:37:47,669 - INFO - Evaluation: +Curr mae: 11.7950; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 18.0221; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.1183; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:37:47,669 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 +2025-05-10 17:38:03,271 - INFO - Training: cls_zice: 20.981766743659975; reg_zipnll: 62.77930004119873; aux_mae_loss_1: 36.449824047088626; aux_mae_loss_2: 5.339714560508728; aux_mae_loss_4: 0.825959456562996; cnt_loss: 4.41955999135971; +2025-05-10 17:38:03,272 - INFO - Evaluation: +Curr mae: 10.3492; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.8710; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0902; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:38:03,272 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 +2025-05-10 17:38:18,674 - INFO - Training: cls_zice: 21.851833679676055; reg_zipnll: 65.28310287475585; aux_mae_loss_1: 37.37302333831787; aux_mae_loss_2: 5.5590145301818845; aux_mae_loss_4: 0.8530156815052032; cnt_loss: 5.2137962913513185; +2025-05-10 17:38:18,675 - INFO - Evaluation: +Curr mae: 11.2085; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 17.2003; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0967; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:38:18,675 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 +2025-05-10 17:38:34,568 - INFO - Training: cls_zice: 21.12892433643341; reg_zipnll: 66.95160400390625; aux_mae_loss_1: 37.3556706237793; aux_mae_loss_2: 5.49496904373169; aux_mae_loss_4: 0.8714294618368149; cnt_loss: 5.810969932079315; +2025-05-10 17:38:34,569 - INFO - Evaluation: +Curr mae: 10.4989; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.8157; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0875; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:38:34,569 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 +2025-05-10 17:38:50,253 - INFO - Training: cls_zice: 20.782758259773253; reg_zipnll: 64.92450481414795; aux_mae_loss_1: 36.63794235229492; aux_mae_loss_2: 5.3312698221206665; aux_mae_loss_4: 0.8164267194271088; cnt_loss: 4.273039276599884; +2025-05-10 17:38:50,254 - INFO - Evaluation: +Curr mae: 12.6167; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 22.8425; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.1384; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:38:50,254 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 +2025-05-10 17:39:05,842 - INFO - Training: cls_zice: 21.415557506084443; reg_zipnll: 64.62155948638916; aux_mae_loss_1: 36.76451026916504; aux_mae_loss_2: 5.4265649795532225; aux_mae_loss_4: 0.8393783712387085; cnt_loss: 4.807839052677155; +2025-05-10 17:39:05,843 - INFO - Evaluation: +Curr mae: 9.1972; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.1059; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0804; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:39:05,843 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 +2025-05-10 17:39:21,226 - INFO - Training: cls_zice: 22.267365283966065; reg_zipnll: 62.54924045562744; aux_mae_loss_1: 36.48880699157715; aux_mae_loss_2: 5.375158519744873; aux_mae_loss_4: 0.8508601838350296; cnt_loss: 4.963621382713318; +2025-05-10 17:39:21,227 - INFO - Evaluation: +Curr mae: 9.7873; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2001; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0813; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:39:21,227 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 +2025-05-10 17:39:36,754 - INFO - Training: cls_zice: 20.374956183433532; reg_zipnll: 64.93070995330811; aux_mae_loss_1: 35.20424585342407; aux_mae_loss_2: 5.193667769432068; aux_mae_loss_4: 0.7985881859064102; cnt_loss: 4.779030752182007; +2025-05-10 17:39:36,755 - INFO - Evaluation: +Curr mae: 10.1568; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5204; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0857; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:39:36,755 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 +2025-05-10 17:39:52,184 - INFO - Training: cls_zice: 22.165513949394224; reg_zipnll: 64.85922714233398; aux_mae_loss_1: 37.317888793945315; aux_mae_loss_2: 5.507401914596557; aux_mae_loss_4: 0.8361895459890366; cnt_loss: 4.160871040821076; +2025-05-10 17:39:52,185 - INFO - Evaluation: +Curr mae: 9.3552; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.1530; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0802; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:39:52,186 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 +2025-05-10 17:40:07,948 - INFO - Training: cls_zice: 21.706008157730103; reg_zipnll: 63.91531700134277; aux_mae_loss_1: 37.250773124694824; aux_mae_loss_2: 5.435435781478882; aux_mae_loss_4: 0.8465565919876099; cnt_loss: 4.9929546761512755; +2025-05-10 17:40:07,949 - INFO - Evaluation: +Curr mae: 9.2852; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5043; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0779; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:40:07,950 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 +2025-05-10 17:40:23,628 - INFO - Training: cls_zice: 21.957106618881227; reg_zipnll: 65.1189796447754; aux_mae_loss_1: 36.1977965927124; aux_mae_loss_2: 5.25057442188263; aux_mae_loss_4: 0.7973432517051697; cnt_loss: 4.277972016334534; +2025-05-10 17:40:23,629 - INFO - Evaluation: +Curr mae: 9.5230; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8842; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0824; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:40:23,629 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 +2025-05-10 17:40:39,173 - INFO - Training: cls_zice: 21.071764855384828; reg_zipnll: 63.93228378295898; aux_mae_loss_1: 35.931240463256835; aux_mae_loss_2: 5.309761729240417; aux_mae_loss_4: 0.7905702024698258; cnt_loss: 4.1038803648948665; +2025-05-10 17:40:39,173 - INFO - Evaluation: +Curr mae: 9.1792; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.9346; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0813; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:40:39,174 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 +2025-05-10 17:40:54,673 - INFO - Training: cls_zice: 20.745168099403383; reg_zipnll: 64.70339813232422; aux_mae_loss_1: 35.54907772064209; aux_mae_loss_2: 5.248401832580567; aux_mae_loss_4: 0.8284215033054352; cnt_loss: 5.6267184638977055; +2025-05-10 17:40:54,675 - INFO - Evaluation: +Curr mae: 10.4500; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5383; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0925; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:40:54,675 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 +2025-05-10 17:41:10,321 - INFO - Training: cls_zice: 21.466733894348145; reg_zipnll: 62.18972030639648; aux_mae_loss_1: 35.690360641479494; aux_mae_loss_2: 5.213838977813721; aux_mae_loss_4: 0.8103772509098053; cnt_loss: 4.604576408863068; +2025-05-10 17:41:10,322 - INFO - Evaluation: +Curr mae: 10.1083; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.6816; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0844; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:41:10,322 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 +2025-05-10 17:41:26,132 - INFO - Training: cls_zice: 20.497169265747072; reg_zipnll: 65.4122467803955; aux_mae_loss_1: 35.38662715911865; aux_mae_loss_2: 5.176867237091065; aux_mae_loss_4: 0.7917796504497528; cnt_loss: 4.3707987856864925; +2025-05-10 17:41:26,134 - INFO - Evaluation: +Curr mae: 9.3501; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.9535; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0802; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:41:26,134 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 +2025-05-10 17:41:41,759 - INFO - Training: cls_zice: 20.22762848377228; reg_zipnll: 64.63330875396728; aux_mae_loss_1: 35.50651050567627; aux_mae_loss_2: 5.235562653541565; aux_mae_loss_4: 0.8072376680374146; cnt_loss: 4.194854717254639; +2025-05-10 17:41:41,760 - INFO - Evaluation: +Curr mae: 9.8486; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9966; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0848; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:41:41,760 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 +2025-05-10 17:41:57,265 - INFO - Training: cls_zice: 19.973452348709106; reg_zipnll: 61.61275215148926; aux_mae_loss_1: 35.1230757522583; aux_mae_loss_2: 5.152035603523254; aux_mae_loss_4: 0.8042808163166046; cnt_loss: 4.2598484206199645; +2025-05-10 17:41:57,267 - INFO - Evaluation: +Curr mae: 9.4344; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8395; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0829; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:41:57,267 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 +2025-05-10 17:42:12,893 - INFO - Training: cls_zice: 20.125503845214844; reg_zipnll: 64.78425262451172; aux_mae_loss_1: 34.74226745605469; aux_mae_loss_2: 5.054582424163819; aux_mae_loss_4: 0.7878974783420563; cnt_loss: 4.61081755399704; +2025-05-10 17:42:12,894 - INFO - Evaluation: +Curr mae: 9.4095; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8576; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0852; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:42:12,894 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 +2025-05-10 17:42:28,379 - INFO - Training: cls_zice: 21.15404969215393; reg_zipnll: 63.91705474853516; aux_mae_loss_1: 35.933017082214356; aux_mae_loss_2: 5.277881126403809; aux_mae_loss_4: 0.8240953058004379; cnt_loss: 4.611661138534546; +2025-05-10 17:42:28,380 - INFO - Evaluation: +Curr mae: 10.6615; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.7407; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0855; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:42:28,380 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 +2025-05-10 17:42:44,092 - INFO - Training: cls_zice: 21.932713265419007; reg_zipnll: 61.9691530418396; aux_mae_loss_1: 36.62613708496094; aux_mae_loss_2: 5.370372524261475; aux_mae_loss_4: 0.824199435710907; cnt_loss: 4.334837019443512; +2025-05-10 17:42:44,093 - INFO - Evaluation: +Curr mae: 9.4173; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9113; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0794; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:42:44,093 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 +2025-05-10 17:42:59,764 - INFO - Training: cls_zice: 22.58445210456848; reg_zipnll: 65.68039367675782; aux_mae_loss_1: 37.06249996185303; aux_mae_loss_2: 5.421521005630493; aux_mae_loss_4: 0.8490909969806671; cnt_loss: 5.046937248706818; +2025-05-10 17:42:59,765 - INFO - Evaluation: +Curr mae: 9.6743; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2923; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0817; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:42:59,765 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 +2025-05-10 17:43:15,297 - INFO - Training: cls_zice: 21.800824251174927; reg_zipnll: 67.42707260131836; aux_mae_loss_1: 37.08009208679199; aux_mae_loss_2: 5.542699446678162; aux_mae_loss_4: 0.8581330674886704; cnt_loss: 4.824608860015869; +2025-05-10 17:43:15,298 - INFO - Evaluation: +Curr mae: 9.4848; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6414; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0803; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:43:15,298 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 +2025-05-10 17:43:30,919 - INFO - Training: cls_zice: 21.377218742370605; reg_zipnll: 63.84039905548096; aux_mae_loss_1: 36.14075946807861; aux_mae_loss_2: 5.306611218452454; aux_mae_loss_4: 0.8218360912799835; cnt_loss: 4.624046223163605; +2025-05-10 17:43:30,920 - INFO - Evaluation: +Curr mae: 9.4871; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8209; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0841; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:43:30,920 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 +2025-05-10 17:43:46,351 - INFO - Training: cls_zice: 19.93132116794586; reg_zipnll: 65.97486892700195; aux_mae_loss_1: 34.71366802215576; aux_mae_loss_2: 5.026124839782715; aux_mae_loss_4: 0.7859464377164841; cnt_loss: 4.129686250686645; +2025-05-10 17:43:46,352 - INFO - Evaluation: +Curr mae: 9.2942; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.4254; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0812; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:43:46,352 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 +2025-05-10 17:44:02,313 - INFO - Training: cls_zice: 21.320299139022826; reg_zipnll: 64.6506587600708; aux_mae_loss_1: 36.77804260253906; aux_mae_loss_2: 5.3186329650878905; aux_mae_loss_4: 0.8038551890850067; cnt_loss: 4.621765449047088; +2025-05-10 17:44:02,314 - INFO - Evaluation: +Curr mae: 9.9828; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3781; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0817; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:44:02,490 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 +2025-05-10 17:44:17,965 - INFO - Training: cls_zice: 21.19932993888855; reg_zipnll: 65.21014633178712; aux_mae_loss_1: 36.178414535522464; aux_mae_loss_2: 5.2057215690612795; aux_mae_loss_4: 0.7840414404869079; cnt_loss: 4.08188688993454; +2025-05-10 17:44:17,966 - INFO - Evaluation: +Curr mae: 9.4423; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1893; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0799; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:44:17,966 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 +2025-05-10 17:44:33,543 - INFO - Training: cls_zice: 21.054545137882233; reg_zipnll: 64.95586711883544; aux_mae_loss_1: 36.05523124694824; aux_mae_loss_2: 5.203387484550476; aux_mae_loss_4: 0.784424022436142; cnt_loss: 4.020946393013; +2025-05-10 17:44:33,544 - INFO - Evaluation: +Curr mae: 9.7701; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5151; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0802; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:44:33,544 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 +2025-05-10 17:44:49,219 - INFO - Training: cls_zice: 21.37280616760254; reg_zipnll: 64.20970085144043; aux_mae_loss_1: 35.80473316192627; aux_mae_loss_2: 5.217306966781616; aux_mae_loss_4: 0.7847877210378646; cnt_loss: 4.0905396687984465; +2025-05-10 17:44:49,220 - INFO - Evaluation: +Curr mae: 9.0825; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.9269; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0777; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:44:49,220 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 +2025-05-10 17:45:04,793 - INFO - Training: cls_zice: 20.222958052158354; reg_zipnll: 61.8137264251709; aux_mae_loss_1: 35.16381595611572; aux_mae_loss_2: 5.14549290895462; aux_mae_loss_4: 0.7746152102947235; cnt_loss: 3.7608663392066957; +2025-05-10 17:45:04,794 - INFO - Evaluation: +Curr mae: 9.2571; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0687; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0844; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:45:04,794 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 +2025-05-10 17:45:20,345 - INFO - Training: cls_zice: 22.238651723861693; reg_zipnll: 61.94608875274658; aux_mae_loss_1: 36.68746385574341; aux_mae_loss_2: 5.362916340827942; aux_mae_loss_4: 0.8359297132492065; cnt_loss: 4.522986493110657; +2025-05-10 17:45:20,346 - INFO - Evaluation: +Curr mae: 9.5359; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.4964; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0797; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:45:20,346 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 +2025-05-10 17:45:35,973 - INFO - Training: cls_zice: 21.343496627807617; reg_zipnll: 64.09252132415772; aux_mae_loss_1: 36.395780639648436; aux_mae_loss_2: 5.345112290382385; aux_mae_loss_4: 0.8263972282409668; cnt_loss: 4.626565732955933; +2025-05-10 17:45:35,975 - INFO - Evaluation: +Curr mae: 9.5458; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2084; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0793; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:45:35,975 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 +2025-05-10 17:45:51,474 - INFO - Training: cls_zice: 19.975341498851776; reg_zipnll: 62.155183486938476; aux_mae_loss_1: 34.20751926422119; aux_mae_loss_2: 5.0131542778015135; aux_mae_loss_4: 0.7764117062091828; cnt_loss: 4.698703272342682; +2025-05-10 17:45:51,475 - INFO - Evaluation: +Curr mae: 9.9239; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.3762; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0851; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:45:51,475 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 +2025-05-10 17:46:07,057 - INFO - Training: cls_zice: 20.172080039978027; reg_zipnll: 64.62467418670654; aux_mae_loss_1: 35.70073421478271; aux_mae_loss_2: 5.26761043548584; aux_mae_loss_4: 0.8263848060369492; cnt_loss: 5.268117423057556; +2025-05-10 17:46:07,058 - INFO - Evaluation: +Curr mae: 10.0821; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.1467; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0849; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:46:07,059 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 +2025-05-10 17:46:22,659 - INFO - Training: cls_zice: 20.56585572719574; reg_zipnll: 65.99171863555908; aux_mae_loss_1: 35.76229278564453; aux_mae_loss_2: 5.243094701766967; aux_mae_loss_4: 0.8119892990589141; cnt_loss: 4.597921612262726; +2025-05-10 17:46:22,660 - INFO - Evaluation: +Curr mae: 9.4723; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6316; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0822; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:46:22,660 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 +2025-05-10 17:46:38,171 - INFO - Training: cls_zice: 19.020788373947145; reg_zipnll: 64.78025756835937; aux_mae_loss_1: 33.874910259246825; aux_mae_loss_2: 5.011855473518372; aux_mae_loss_4: 0.7796794611215592; cnt_loss: 4.852158875465393; +2025-05-10 17:46:38,172 - INFO - Evaluation: +Curr mae: 9.7344; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1213; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0844; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:46:38,172 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 +2025-05-10 17:46:53,856 - INFO - Training: cls_zice: 19.56628759384155; reg_zipnll: 65.14191814422607; aux_mae_loss_1: 34.44737491607666; aux_mae_loss_2: 5.0869539976119995; aux_mae_loss_4: 0.7800527256727219; cnt_loss: 4.740460619926453; +2025-05-10 17:46:53,857 - INFO - Evaluation: +Curr mae: 9.3081; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6492; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0808; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:46:53,857 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 +2025-05-10 17:47:09,441 - INFO - Training: cls_zice: 20.869050006866456; reg_zipnll: 62.34747783660889; aux_mae_loss_1: 35.68384971618652; aux_mae_loss_2: 5.221562609672547; aux_mae_loss_4: 0.7893147963285446; cnt_loss: 4.48879399061203; +2025-05-10 17:47:09,442 - INFO - Evaluation: +Curr mae: 9.5549; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8094; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0810; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:47:09,442 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 +2025-05-10 17:47:25,084 - INFO - Training: cls_zice: 22.571663236618043; reg_zipnll: 66.59202629089356; aux_mae_loss_1: 37.58822196960449; aux_mae_loss_2: 5.606176319122315; aux_mae_loss_4: 0.8935916811227799; cnt_loss: 6.445477697849274; +2025-05-10 17:47:25,085 - INFO - Evaluation: +Curr mae: 10.9365; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.5713; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0940; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:47:25,086 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 +2025-05-10 17:47:40,649 - INFO - Training: cls_zice: 19.677613153457642; reg_zipnll: 65.00132785797119; aux_mae_loss_1: 35.47691581726074; aux_mae_loss_2: 5.248265986442566; aux_mae_loss_4: 0.8299196135997772; cnt_loss: 4.822437057495117; +2025-05-10 17:47:40,654 - INFO - Evaluation: +Curr mae: 9.2076; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5559; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0794; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:47:40,654 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 +2025-05-10 17:47:56,373 - INFO - Training: cls_zice: 20.752375955581666; reg_zipnll: 65.76823589324951; aux_mae_loss_1: 35.51181770324707; aux_mae_loss_2: 5.214640579223633; aux_mae_loss_4: 0.791660236120224; cnt_loss: 4.323417913913727; +2025-05-10 17:47:56,374 - INFO - Evaluation: +Curr mae: 9.6417; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1592; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0824; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:47:56,374 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 +2025-05-10 17:48:12,125 - INFO - Training: cls_zice: 21.06806781768799; reg_zipnll: 63.485757751464845; aux_mae_loss_1: 35.672364730834964; aux_mae_loss_2: 5.267604141235352; aux_mae_loss_4: 0.8143621742725372; cnt_loss: 4.629259346723557; +2025-05-10 17:48:12,126 - INFO - Evaluation: +Curr mae: 9.9100; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2346; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0830; Best nae: 0.0766; 0.0767; 0.0768; 0.0768; 0.0770; + + + +2025-05-10 17:48:12,126 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 +2025-05-10 17:48:27,650 - INFO - Training: cls_zice: 21.44800973892212; reg_zipnll: 66.45983287811279; aux_mae_loss_1: 36.63652725219727; aux_mae_loss_2: 5.4004461431503294; aux_mae_loss_4: 0.825012104511261; cnt_loss: 4.072572586536407; +2025-05-10 17:48:27,721 - INFO - Evaluation: +Curr mae: 9.3662; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2127; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0745; Best nae: 0.0745; 0.0766; 0.0767; 0.0768; 0.0768; + + + +2025-05-10 17:48:27,722 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 +2025-05-10 17:48:43,236 - INFO - Training: cls_zice: 19.99189477920532; reg_zipnll: 60.6220435333252; aux_mae_loss_1: 34.886270141601564; aux_mae_loss_2: 5.122247338294983; aux_mae_loss_4: 0.7889367097616196; cnt_loss: 4.539602217674255; +2025-05-10 17:48:43,237 - INFO - Evaluation: +Curr mae: 9.1124; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.8150; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0784; Best nae: 0.0745; 0.0766; 0.0767; 0.0768; 0.0768; + + + +2025-05-10 17:48:43,237 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 +2025-05-10 17:48:58,976 - INFO - Training: cls_zice: 20.654219689369203; reg_zipnll: 65.96111206054688; aux_mae_loss_1: 35.544745197296145; aux_mae_loss_2: 5.1837946009635925; aux_mae_loss_4: 0.7897717434167862; cnt_loss: 4.4111676692962645; +2025-05-10 17:48:58,977 - INFO - Evaluation: +Curr mae: 9.3848; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.6096; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0785; Best nae: 0.0745; 0.0766; 0.0767; 0.0768; 0.0768; + + + +2025-05-10 17:48:58,977 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 +2025-05-10 17:49:14,826 - INFO - Training: cls_zice: 21.819685430526732; reg_zipnll: 64.5743932723999; aux_mae_loss_1: 36.72328884124756; aux_mae_loss_2: 5.398894190788269; aux_mae_loss_4: 0.8340016892552375; cnt_loss: 4.76638498544693; +2025-05-10 17:49:14,827 - INFO - Evaluation: +Curr mae: 9.4577; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1279; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0811; Best nae: 0.0745; 0.0766; 0.0767; 0.0768; 0.0768; + + + +2025-05-10 17:49:14,827 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 +2025-05-10 17:49:30,428 - INFO - Training: cls_zice: 19.38347851753235; reg_zipnll: 64.8233602142334; aux_mae_loss_1: 34.21149570465088; aux_mae_loss_2: 5.0449073076248165; aux_mae_loss_4: 0.767679306268692; cnt_loss: 4.242905821800232; +2025-05-10 17:49:30,511 - INFO - Evaluation: +Curr mae: 8.9180; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.8921; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0752; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:49:30,511 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 +2025-05-10 17:49:46,047 - INFO - Training: cls_zice: 19.60074643611908; reg_zipnll: 62.90605220794678; aux_mae_loss_1: 34.53380882263183; aux_mae_loss_2: 4.988362846374511; aux_mae_loss_4: 0.7682318764925004; cnt_loss: 4.0522693514823915; +2025-05-10 17:49:46,048 - INFO - Evaluation: +Curr mae: 9.6893; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0877; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0809; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:49:46,048 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 +2025-05-10 17:50:01,844 - INFO - Training: cls_zice: 20.419149646759035; reg_zipnll: 65.3133377456665; aux_mae_loss_1: 35.60690761566162; aux_mae_loss_2: 5.259969134330749; aux_mae_loss_4: 0.8042612314224243; cnt_loss: 4.7226271820068355; +2025-05-10 17:50:01,845 - INFO - Evaluation: +Curr mae: 9.4576; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.8795; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0797; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:50:01,845 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 +2025-05-10 17:50:17,382 - INFO - Training: cls_zice: 20.117575449943544; reg_zipnll: 63.44557876586914; aux_mae_loss_1: 34.843454933166505; aux_mae_loss_2: 5.090659646987915; aux_mae_loss_4: 0.7843476527929306; cnt_loss: 4.255245258808136; +2025-05-10 17:50:17,383 - INFO - Evaluation: +Curr mae: 9.0409; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 13.8948; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0770; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:50:17,383 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 +2025-05-10 17:50:32,944 - INFO - Training: cls_zice: 20.342782808542253; reg_zipnll: 62.34409637451172; aux_mae_loss_1: 35.015891036987306; aux_mae_loss_2: 5.044914197921753; aux_mae_loss_4: 0.7562031668424606; cnt_loss: 3.96362699508667; +2025-05-10 17:50:32,945 - INFO - Evaluation: +Curr mae: 9.4596; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5819; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0802; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:50:32,946 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 +2025-05-10 17:50:48,483 - INFO - Training: cls_zice: 20.444893503189085; reg_zipnll: 63.55191761016846; aux_mae_loss_1: 34.87526569366455; aux_mae_loss_2: 5.0848935604095455; aux_mae_loss_4: 0.7615897154808045; cnt_loss: 4.268617856502533; +2025-05-10 17:50:48,484 - INFO - Evaluation: +Curr mae: 9.3116; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.7077; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0778; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:50:48,484 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 +2025-05-10 17:51:03,945 - INFO - Training: cls_zice: 20.093990678787232; reg_zipnll: 64.28469314575196; aux_mae_loss_1: 34.351048927307126; aux_mae_loss_2: 4.974945588111877; aux_mae_loss_4: 0.7494371193647384; cnt_loss: 3.9001615130901337; +2025-05-10 17:51:03,946 - INFO - Evaluation: +Curr mae: 10.0573; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.8020; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0838; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:51:03,946 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 +2025-05-10 17:51:19,436 - INFO - Training: cls_zice: 21.982445917129517; reg_zipnll: 64.99235496520996; aux_mae_loss_1: 36.74543083190918; aux_mae_loss_2: 5.341120920181274; aux_mae_loss_4: 0.814486277103424; cnt_loss: 4.625138857364655; +2025-05-10 17:51:19,437 - INFO - Evaluation: +Curr mae: 10.2811; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.8892; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.1012; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:51:19,437 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 +2025-05-10 17:51:35,002 - INFO - Training: cls_zice: 19.546740674972533; reg_zipnll: 61.413280448913575; aux_mae_loss_1: 34.68392951965332; aux_mae_loss_2: 5.0822365283966064; aux_mae_loss_4: 0.7737347036600113; cnt_loss: 4.495934557914734; +2025-05-10 17:51:35,003 - INFO - Evaluation: +Curr mae: 9.0072; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5363; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0799; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:51:35,003 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 +2025-05-10 17:51:50,743 - INFO - Training: cls_zice: 20.530553023815155; reg_zipnll: 61.88841201782227; aux_mae_loss_1: 34.6323663520813; aux_mae_loss_2: 5.074453830718994; aux_mae_loss_4: 0.7792247277498245; cnt_loss: 4.577530078887939; +2025-05-10 17:51:50,744 - INFO - Evaluation: +Curr mae: 9.5728; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2508; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0803; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:51:50,744 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 +2025-05-10 17:52:06,407 - INFO - Training: cls_zice: 19.573144006729127; reg_zipnll: 63.818800659179686; aux_mae_loss_1: 34.66408847808838; aux_mae_loss_2: 5.126209921836853; aux_mae_loss_4: 0.7796774929761887; cnt_loss: 4.470504066944122; +2025-05-10 17:52:06,408 - INFO - Evaluation: +Curr mae: 9.3138; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0780; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0801; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:52:06,408 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 +2025-05-10 17:52:21,899 - INFO - Training: cls_zice: 21.87052779197693; reg_zipnll: 63.76158645629883; aux_mae_loss_1: 37.340292053222655; aux_mae_loss_2: 5.430789070129395; aux_mae_loss_4: 0.8280494052171707; cnt_loss: 4.652297501564026; +2025-05-10 17:52:21,901 - INFO - Evaluation: +Curr mae: 9.7569; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.1605; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0831; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:52:21,901 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 +2025-05-10 17:52:37,448 - INFO - Training: cls_zice: 19.466914687156677; reg_zipnll: 61.87911399841309; aux_mae_loss_1: 33.992878437042236; aux_mae_loss_2: 4.96650393486023; aux_mae_loss_4: 0.7726482903957367; cnt_loss: 4.4660484313964846; +2025-05-10 17:52:37,449 - INFO - Evaluation: +Curr mae: 9.7597; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.5967; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0859; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:52:37,449 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 +2025-05-10 17:52:53,011 - INFO - Training: cls_zice: 21.835789184570313; reg_zipnll: 61.26978923797608; aux_mae_loss_1: 35.811317672729494; aux_mae_loss_2: 5.271969256401062; aux_mae_loss_4: 0.8369850182533264; cnt_loss: 4.849431793689728; +2025-05-10 17:52:53,012 - INFO - Evaluation: +Curr mae: 9.6433; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.2616; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0845; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:52:53,012 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 +2025-05-10 17:53:08,673 - INFO - Training: cls_zice: 19.85725381374359; reg_zipnll: 62.920570602416994; aux_mae_loss_1: 34.62975387573242; aux_mae_loss_2: 5.051157207489013; aux_mae_loss_4: 0.7891483789682389; cnt_loss: 4.561509248018265; +2025-05-10 17:53:08,674 - INFO - Evaluation: +Curr mae: 9.4996; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.0377; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0826; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:53:08,674 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 +2025-05-10 17:53:24,502 - INFO - Training: cls_zice: 19.618686714172362; reg_zipnll: 64.52260322570801; aux_mae_loss_1: 34.598498306274415; aux_mae_loss_2: 5.057658476829529; aux_mae_loss_4: 0.758094425201416; cnt_loss: 3.9764884877204896; +2025-05-10 17:53:24,504 - INFO - Evaluation: +Curr mae: 9.6715; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.5843; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0848; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:53:24,504 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 +2025-05-10 17:53:40,097 - INFO - Training: cls_zice: 19.8107328915596; reg_zipnll: 63.361984176635744; aux_mae_loss_1: 33.79837797164917; aux_mae_loss_2: 4.943046090602874; aux_mae_loss_4: 0.7472961407899856; cnt_loss: 3.996408661603928; +2025-05-10 17:53:40,098 - INFO - Evaluation: +Curr mae: 9.9627; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 16.2860; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0816; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:53:40,098 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 +2025-05-10 17:53:55,583 - INFO - Training: cls_zice: 21.118487281799318; reg_zipnll: 63.18576774597168; aux_mae_loss_1: 35.61856460571289; aux_mae_loss_2: 5.152313890457154; aux_mae_loss_4: 0.7855520129203797; cnt_loss: 4.385021300315857; +2025-05-10 17:53:55,584 - INFO - Evaluation: +Curr mae: 10.0329; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 15.8244; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0859; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:53:55,584 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 +2025-05-10 17:54:11,149 - INFO - Training: cls_zice: 21.401100997924804; reg_zipnll: 63.23049041748047; aux_mae_loss_1: 36.240138397216796; aux_mae_loss_2: 5.303489260673523; aux_mae_loss_4: 0.7951222729682922; cnt_loss: 4.290347874164581; +2025-05-10 17:54:11,150 - INFO - Evaluation: +Curr mae: 9.1694; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.7844; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0781; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:54:11,150 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 +2025-05-10 17:54:26,750 - INFO - Training: cls_zice: 20.67275230407715; reg_zipnll: 65.13594499588012; aux_mae_loss_1: 36.2994197845459; aux_mae_loss_2: 5.2021353149414065; aux_mae_loss_4: 0.7803026103973388; cnt_loss: 4.312866201400757; +2025-05-10 17:54:26,751 - INFO - Evaluation: +Curr mae: 9.3329; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.7825; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0822; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:54:26,752 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 +2025-05-10 17:54:42,088 - INFO - Training: cls_zice: 21.565871982574464; reg_zipnll: 64.08171081542969; aux_mae_loss_1: 36.176321296691896; aux_mae_loss_2: 5.22289656162262; aux_mae_loss_4: 0.7994670277833938; cnt_loss: 4.135410146713257; +2025-05-10 17:54:42,089 - INFO - Evaluation: +Curr mae: 9.4898; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.9907; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0828; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:54:42,089 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 +2025-05-10 17:54:57,803 - INFO - Training: cls_zice: 21.555608131885528; reg_zipnll: 61.39817817687988; aux_mae_loss_1: 36.30299770355224; aux_mae_loss_2: 5.231480526924133; aux_mae_loss_4: 0.8071458208560943; cnt_loss: 4.797619442939759; +2025-05-10 17:54:57,804 - INFO - Evaluation: +Curr mae: 9.1681; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.3196; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0839; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:54:57,804 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 +2025-05-10 17:55:13,629 - INFO - Training: cls_zice: 20.838338556289674; reg_zipnll: 61.29164409637451; aux_mae_loss_1: 35.1471549987793; aux_mae_loss_2: 5.148103408813476; aux_mae_loss_4: 0.8017617607116699; cnt_loss: 4.4205872917175295; +2025-05-10 17:55:13,630 - INFO - Evaluation: +Curr mae: 8.9478; Best mae: 8.7236; 8.7383; 8.7755; 8.8013; 8.8181; +Curr rmse: 14.3893; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7809; +Curr nae: 0.0791; Best nae: 0.0745; 0.0752; 0.0766; 0.0767; 0.0768; + + + +2025-05-10 17:55:13,630 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 +2025-05-10 17:55:29,110 - INFO - Training: cls_zice: 19.815738468170167; reg_zipnll: 63.40640869140625; aux_mae_loss_1: 35.09405385971069; aux_mae_loss_2: 5.184362549781799; aux_mae_loss_4: 0.8168173384666443; cnt_loss: 4.816377565860749; +2025-05-10 17:55:29,293 - INFO - Evaluation: +Curr mae: 8.7059; Best mae: 8.7059; 8.7236; 8.7383; 8.7755; 8.8013; +Curr rmse: 13.7617; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7617; +Curr nae: 0.0745; Best nae: 0.0745; 0.0745; 0.0752; 0.0766; 0.0767; + + + +2025-05-10 17:55:29,294 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 +2025-05-10 17:55:44,901 - INFO - Training: cls_zice: 21.601269426345826; reg_zipnll: 65.28050537109375; aux_mae_loss_1: 35.98139213562012; aux_mae_loss_2: 5.186712446212769; aux_mae_loss_4: 0.7848839741945267; cnt_loss: 4.123606450557709; +2025-05-10 17:55:44,902 - INFO - Evaluation: +Curr mae: 9.2830; Best mae: 8.7059; 8.7236; 8.7383; 8.7755; 8.8013; +Curr rmse: 14.4645; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7617; +Curr nae: 0.0803; Best nae: 0.0745; 0.0745; 0.0752; 0.0766; 0.0767; + + + +2025-05-10 17:55:44,902 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 +2025-05-10 17:56:00,549 - INFO - Training: cls_zice: 21.252101669311525; reg_zipnll: 63.15163070678711; aux_mae_loss_1: 35.21904628753662; aux_mae_loss_2: 5.089003405570984; aux_mae_loss_4: 0.7692540997266769; cnt_loss: 3.883049681186676; +2025-05-10 17:56:00,622 - INFO - Evaluation: +Curr mae: 8.9557; Best mae: 8.7059; 8.7236; 8.7383; 8.7755; 8.8013; +Curr rmse: 13.8170; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7617; +Curr nae: 0.0759; Best nae: 0.0745; 0.0745; 0.0752; 0.0759; 0.0766; + + + +2025-05-10 17:56:00,622 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 +2025-05-10 17:56:16,502 - INFO - Training: cls_zice: 21.622324886322023; reg_zipnll: 63.96609100341797; aux_mae_loss_1: 35.63175895690918; aux_mae_loss_2: 5.125337133407593; aux_mae_loss_4: 0.7753185909986496; cnt_loss: 3.956906087398529; +2025-05-10 17:56:16,503 - INFO - Evaluation: +Curr mae: 9.7154; Best mae: 8.7059; 8.7236; 8.7383; 8.7755; 8.8013; +Curr rmse: 15.1256; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7617; +Curr nae: 0.0812; Best nae: 0.0745; 0.0745; 0.0752; 0.0759; 0.0766; + + + +2025-05-10 17:56:16,503 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 +2025-05-10 17:56:32,221 - INFO - Training: cls_zice: 21.869629192352296; reg_zipnll: 65.41242568969727; aux_mae_loss_1: 36.2612064743042; aux_mae_loss_2: 5.261854109764099; aux_mae_loss_4: 0.7981318944692611; cnt_loss: 4.641692819595337; +2025-05-10 17:56:32,222 - INFO - Evaluation: +Curr mae: 9.4866; Best mae: 8.7059; 8.7236; 8.7383; 8.7755; 8.8013; +Curr rmse: 15.2360; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7617; +Curr nae: 0.0826; Best nae: 0.0745; 0.0745; 0.0752; 0.0759; 0.0766; + + + +2025-05-10 17:56:32,222 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 +2025-05-10 17:56:47,822 - INFO - Training: cls_zice: 19.943189692497253; reg_zipnll: 64.36225791931152; aux_mae_loss_1: 34.8722216796875; aux_mae_loss_2: 5.047993502616882; aux_mae_loss_4: 0.768673557639122; cnt_loss: 4.054761924743652; +2025-05-10 17:56:47,824 - INFO - Evaluation: +Curr mae: 9.7736; Best mae: 8.7059; 8.7236; 8.7383; 8.7755; 8.8013; +Curr rmse: 15.0945; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7617; +Curr nae: 0.0851; Best nae: 0.0745; 0.0745; 0.0752; 0.0759; 0.0766; + + + +2025-05-10 17:56:47,824 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 +2025-05-10 17:57:03,534 - INFO - Training: cls_zice: 18.895507640838623; reg_zipnll: 63.955326614379885; aux_mae_loss_1: 32.80561847686768; aux_mae_loss_2: 4.773192481994629; aux_mae_loss_4: 0.7146840882301331; cnt_loss: 3.7984481501579284; +2025-05-10 17:57:03,535 - INFO - Evaluation: +Curr mae: 9.4659; Best mae: 8.7059; 8.7236; 8.7383; 8.7755; 8.8013; +Curr rmse: 15.3112; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7617; +Curr nae: 0.0815; Best nae: 0.0745; 0.0745; 0.0752; 0.0759; 0.0766; + + + +2025-05-10 17:57:03,712 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 +2025-05-10 17:57:19,405 - INFO - Training: cls_zice: 20.935219440460205; reg_zipnll: 64.30646842956543; aux_mae_loss_1: 35.09914173126221; aux_mae_loss_2: 5.104519896507263; aux_mae_loss_4: 0.7898248463869095; cnt_loss: 4.402520663738251; +2025-05-10 17:57:19,406 - INFO - Evaluation: +Curr mae: 9.4437; Best mae: 8.7059; 8.7236; 8.7383; 8.7755; 8.8013; +Curr rmse: 14.8417; Best rmse: 13.6131; 13.6311; 13.6598; 13.7598; 13.7617; +Curr nae: 0.0828; Best nae: 0.0745; 0.0745; 0.0752; 0.0759; 0.0766; + + + +2025-05-10 17:57:19,406 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 +2025-05-10 17:57:34,902 - INFO - Training: cls_zice: 19.7798233795166; reg_zipnll: 63.62031639099121; aux_mae_loss_1: 34.94123691558838; aux_mae_loss_2: 5.018336882591248; aux_mae_loss_4: 0.7654130393266678; cnt_loss: 3.884072244167328; +2025-05-10 17:57:35,091 - INFO - Evaluation: +Curr mae: 8.6541; Best mae: 8.6541; 8.7059; 8.7236; 8.7383; 8.7755; +Curr rmse: 13.3027; Best rmse: 13.3027; 13.6131; 13.6311; 13.6598; 13.7598; +Curr nae: 0.0746; Best nae: 0.0745; 0.0745; 0.0746; 0.0752; 0.0759; + + + +2025-05-10 17:57:35,092 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 +2025-05-10 17:57:50,649 - INFO - Training: cls_zice: 19.086077127456665; reg_zipnll: 61.69848838806152; aux_mae_loss_1: 33.10828111648559; aux_mae_loss_2: 4.849700126647949; aux_mae_loss_4: 0.729847611784935; cnt_loss: 4.381885113716126; +2025-05-10 17:57:50,784 - INFO - Evaluation: +Curr mae: 8.8865; Best mae: 8.6541; 8.7059; 8.7236; 8.7383; 8.7755; +Curr rmse: 13.4216; Best rmse: 13.3027; 13.4216; 13.6131; 13.6311; 13.6598; +Curr nae: 0.0756; Best nae: 0.0745; 0.0745; 0.0746; 0.0752; 0.0756; + + + +2025-05-10 17:57:50,784 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 +2025-05-10 17:58:07,977 - INFO - Training: cls_zice: 21.560286540985107; reg_zipnll: 63.63516979217529; aux_mae_loss_1: 35.772919998168945; aux_mae_loss_2: 5.181474847793579; aux_mae_loss_4: 0.7994689327478409; cnt_loss: 4.42004329919815; +2025-05-10 17:58:07,978 - INFO - Evaluation: +Curr mae: 9.2866; Best mae: 8.6541; 8.7059; 8.7236; 8.7383; 8.7755; +Curr rmse: 14.1329; Best rmse: 13.3027; 13.4216; 13.6131; 13.6311; 13.6598; +Curr nae: 0.0788; Best nae: 0.0745; 0.0745; 0.0746; 0.0752; 0.0756; + + + +2025-05-10 17:58:07,978 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 +2025-05-10 17:58:23,566 - INFO - Training: cls_zice: 21.332964401245118; reg_zipnll: 66.76662773132324; aux_mae_loss_1: 36.02460502624512; aux_mae_loss_2: 5.241690287590027; aux_mae_loss_4: 0.8116285592317581; cnt_loss: 4.704513891935348; +2025-05-10 17:58:23,644 - INFO - Evaluation: +Curr mae: 8.8059; Best mae: 8.6541; 8.7059; 8.7236; 8.7383; 8.7755; +Curr rmse: 13.2250; Best rmse: 13.2250; 13.3027; 13.4216; 13.6131; 13.6311; +Curr nae: 0.0763; Best nae: 0.0745; 0.0745; 0.0746; 0.0752; 0.0756; + + + +2025-05-10 17:58:23,645 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 +2025-05-10 17:58:39,079 - INFO - Training: cls_zice: 20.50779154777527; reg_zipnll: 64.62412780761719; aux_mae_loss_1: 35.480979690551756; aux_mae_loss_2: 5.112718334197998; aux_mae_loss_4: 0.786598093509674; cnt_loss: 4.365599372386932; +2025-05-10 17:58:39,080 - INFO - Evaluation: +Curr mae: 8.7872; Best mae: 8.6541; 8.7059; 8.7236; 8.7383; 8.7755; +Curr rmse: 13.8980; Best rmse: 13.2250; 13.3027; 13.4216; 13.6131; 13.6311; +Curr nae: 0.0766; Best nae: 0.0745; 0.0745; 0.0746; 0.0752; 0.0756; + + + +2025-05-10 17:58:39,080 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 +2025-05-10 17:58:54,892 - INFO - Training: cls_zice: 19.39163474559784; reg_zipnll: 64.78022205352784; aux_mae_loss_1: 33.76935077667236; aux_mae_loss_2: 4.933576626777649; aux_mae_loss_4: 0.7445482504367829; cnt_loss: 3.571516382694244; +2025-05-10 17:58:55,096 - INFO - Evaluation: +Curr mae: 8.6673; Best mae: 8.6541; 8.6673; 8.7059; 8.7236; 8.7383; +Curr rmse: 13.0432; Best rmse: 13.0432; 13.2250; 13.3027; 13.4216; 13.6131; +Curr nae: 0.0747; Best nae: 0.0745; 0.0745; 0.0746; 0.0747; 0.0752; + + + +2025-05-10 17:58:55,096 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 +2025-05-10 17:59:11,015 - INFO - Training: cls_zice: 22.016642961502075; reg_zipnll: 66.73422912597657; aux_mae_loss_1: 36.70175867080688; aux_mae_loss_2: 5.366322364807129; aux_mae_loss_4: 0.8029135084152221; cnt_loss: 4.233387815952301; +2025-05-10 17:59:11,016 - INFO - Evaluation: +Curr mae: 9.1613; Best mae: 8.6541; 8.6673; 8.7059; 8.7236; 8.7383; +Curr rmse: 13.9334; Best rmse: 13.0432; 13.2250; 13.3027; 13.4216; 13.6131; +Curr nae: 0.0785; Best nae: 0.0745; 0.0745; 0.0746; 0.0747; 0.0752; + + + +2025-05-10 17:59:11,016 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 +2025-05-10 17:59:26,621 - INFO - Training: cls_zice: 20.57964376449585; reg_zipnll: 62.01531940460205; aux_mae_loss_1: 35.14766845703125; aux_mae_loss_2: 5.1350133514404295; aux_mae_loss_4: 0.7954456913471222; cnt_loss: 4.824096813201904; +2025-05-10 17:59:26,622 - INFO - Evaluation: +Curr mae: 9.3141; Best mae: 8.6541; 8.6673; 8.7059; 8.7236; 8.7383; +Curr rmse: 14.5548; Best rmse: 13.0432; 13.2250; 13.3027; 13.4216; 13.6131; +Curr nae: 0.0797; Best nae: 0.0745; 0.0745; 0.0746; 0.0747; 0.0752; + + + +2025-05-10 17:59:26,622 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 +2025-05-10 17:59:42,326 - INFO - Training: cls_zice: 20.592630786895754; reg_zipnll: 64.64845832824707; aux_mae_loss_1: 35.713742599487304; aux_mae_loss_2: 5.171702470779419; aux_mae_loss_4: 0.7853270137310028; cnt_loss: 4.361453423500061; +2025-05-10 17:59:42,327 - INFO - Evaluation: +Curr mae: 9.0323; Best mae: 8.6541; 8.6673; 8.7059; 8.7236; 8.7383; +Curr rmse: 14.4937; Best rmse: 13.0432; 13.2250; 13.3027; 13.4216; 13.6131; +Curr nae: 0.0757; Best nae: 0.0745; 0.0745; 0.0746; 0.0747; 0.0752; + + + +2025-05-10 17:59:42,327 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 +2025-05-10 17:59:57,760 - INFO - Training: cls_zice: 22.178286447525025; reg_zipnll: 62.852786445617674; aux_mae_loss_1: 36.35589736938476; aux_mae_loss_2: 5.260445771217346; aux_mae_loss_4: 0.8115523016452789; cnt_loss: 3.9496245646476744; +2025-05-10 17:59:57,761 - INFO - Evaluation: +Curr mae: 8.9617; Best mae: 8.6541; 8.6673; 8.7059; 8.7236; 8.7383; +Curr rmse: 14.1228; Best rmse: 13.0432; 13.2250; 13.3027; 13.4216; 13.6131; +Curr nae: 0.0772; Best nae: 0.0745; 0.0745; 0.0746; 0.0747; 0.0752; + + + +2025-05-10 17:59:57,761 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 +2025-05-10 18:00:13,206 - INFO - Training: cls_zice: 20.201592893600463; reg_zipnll: 61.49028015136719; aux_mae_loss_1: 35.006355381011964; aux_mae_loss_2: 5.07940333366394; aux_mae_loss_4: 0.7906627452373505; cnt_loss: 4.064029812812805; +2025-05-10 18:00:13,328 - INFO - Evaluation: +Curr mae: 8.7971; Best mae: 8.6541; 8.6673; 8.7059; 8.7236; 8.7383; +Curr rmse: 13.3920; Best rmse: 13.0432; 13.2250; 13.3027; 13.3920; 13.4216; +Curr nae: 0.0752; Best nae: 0.0745; 0.0745; 0.0746; 0.0747; 0.0752; + + + +2025-05-10 18:00:13,328 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 +2025-05-10 18:00:28,857 - INFO - Training: cls_zice: 18.200610179901123; reg_zipnll: 62.969868698120116; aux_mae_loss_1: 32.49921195983887; aux_mae_loss_2: 4.755580592155456; aux_mae_loss_4: 0.7164902287721634; cnt_loss: 3.7196781182289125; +2025-05-10 18:00:28,935 - INFO - Evaluation: +Curr mae: 8.7669; Best mae: 8.6541; 8.6673; 8.7059; 8.7236; 8.7383; +Curr rmse: 13.2132; Best rmse: 13.0432; 13.2132; 13.2250; 13.3027; 13.3920; +Curr nae: 0.0780; Best nae: 0.0745; 0.0745; 0.0746; 0.0747; 0.0752; + + + +2025-05-10 18:00:28,935 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 +2025-05-10 18:00:44,378 - INFO - Training: cls_zice: 19.82223973751068; reg_zipnll: 61.84034439086914; aux_mae_loss_1: 34.32305046081543; aux_mae_loss_2: 5.005783922672272; aux_mae_loss_4: 0.7683679962158203; cnt_loss: 3.863734622001648; +2025-05-10 18:00:44,578 - INFO - Evaluation: +Curr mae: 8.4867; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 12.8590; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0729; Best nae: 0.0729; 0.0745; 0.0745; 0.0746; 0.0747; + + + +2025-05-10 18:00:44,578 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 +2025-05-10 18:01:00,204 - INFO - Training: cls_zice: 18.200138120651246; reg_zipnll: 58.9882950592041; aux_mae_loss_1: 32.73146095275879; aux_mae_loss_2: 4.797820553779602; aux_mae_loss_4: 0.742772302031517; cnt_loss: 4.02936173915863; +2025-05-10 18:01:00,266 - INFO - Evaluation: +Curr mae: 9.0062; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 14.3750; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0740; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:01:00,266 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 +2025-05-10 18:01:15,891 - INFO - Training: cls_zice: 19.66544035434723; reg_zipnll: 64.2612378692627; aux_mae_loss_1: 33.79632698059082; aux_mae_loss_2: 4.88864990234375; aux_mae_loss_4: 0.7376942384243012; cnt_loss: 4.454863982200623; +2025-05-10 18:01:15,892 - INFO - Evaluation: +Curr mae: 9.2114; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 13.7833; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0796; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:01:15,892 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 +2025-05-10 18:01:31,408 - INFO - Training: cls_zice: 20.663104343414307; reg_zipnll: 61.39640741348266; aux_mae_loss_1: 34.32284839630127; aux_mae_loss_2: 5.017824826240539; aux_mae_loss_4: 0.7681038111448288; cnt_loss: 4.1654114294052125; +2025-05-10 18:01:31,409 - INFO - Evaluation: +Curr mae: 8.8671; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 14.0785; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0749; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:01:31,409 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 +2025-05-10 18:01:47,027 - INFO - Training: cls_zice: 20.0834721660614; reg_zipnll: 63.35857624053955; aux_mae_loss_1: 34.64393932342529; aux_mae_loss_2: 5.140238728523254; aux_mae_loss_4: 0.7551615953445434; cnt_loss: 3.8157764291763305; +2025-05-10 18:01:47,029 - INFO - Evaluation: +Curr mae: 8.9042; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 13.8909; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0767; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:01:47,029 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 +2025-05-10 18:02:02,565 - INFO - Training: cls_zice: 21.112483386993407; reg_zipnll: 61.011535720825194; aux_mae_loss_1: 35.33669910430908; aux_mae_loss_2: 5.157500638961792; aux_mae_loss_4: 0.794702936410904; cnt_loss: 3.721942138671875; +2025-05-10 18:02:02,566 - INFO - Evaluation: +Curr mae: 8.9330; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 13.7628; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0777; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:02:02,566 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 +2025-05-10 18:02:18,064 - INFO - Training: cls_zice: 21.107433042526246; reg_zipnll: 63.368098182678224; aux_mae_loss_1: 35.503080139160154; aux_mae_loss_2: 5.0791228485107425; aux_mae_loss_4: 0.7719719725847244; cnt_loss: 4.0742790269851685; +2025-05-10 18:02:18,065 - INFO - Evaluation: +Curr mae: 9.0249; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 14.1676; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0754; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:02:18,065 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 +2025-05-10 18:02:33,767 - INFO - Training: cls_zice: 20.706155376434324; reg_zipnll: 65.08805839538574; aux_mae_loss_1: 35.164485931396484; aux_mae_loss_2: 5.112647461891174; aux_mae_loss_4: 0.7707261103391647; cnt_loss: 4.332531707286835; +2025-05-10 18:02:33,768 - INFO - Evaluation: +Curr mae: 9.3012; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 14.1725; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0754; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:02:33,768 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 +2025-05-10 18:02:49,529 - INFO - Training: cls_zice: 19.401844062805175; reg_zipnll: 61.87947452545166; aux_mae_loss_1: 33.47054565429688; aux_mae_loss_2: 4.8663321161270146; aux_mae_loss_4: 0.7385463893413544; cnt_loss: 3.87617618560791; +2025-05-10 18:02:49,530 - INFO - Evaluation: +Curr mae: 9.3021; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 14.3787; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0791; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:02:49,530 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 +2025-05-10 18:03:05,274 - INFO - Training: cls_zice: 20.6154989528656; reg_zipnll: 63.00813074111939; aux_mae_loss_1: 35.79596393585205; aux_mae_loss_2: 5.212075099945069; aux_mae_loss_4: 0.7909296000003815; cnt_loss: 3.7230732011795045; +2025-05-10 18:03:05,275 - INFO - Evaluation: +Curr mae: 8.8364; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 13.8055; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0774; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:03:05,275 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 +2025-05-10 18:03:20,612 - INFO - Training: cls_zice: 20.128797558546065; reg_zipnll: 60.74403575897217; aux_mae_loss_1: 34.29065752029419; aux_mae_loss_2: 5.024911963939667; aux_mae_loss_4: 0.7687667644023896; cnt_loss: 3.9832044684886934; +2025-05-10 18:03:20,613 - INFO - Evaluation: +Curr mae: 9.0609; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 14.1366; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0777; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:03:20,613 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 +2025-05-10 18:03:36,179 - INFO - Training: cls_zice: 20.25075704574585; reg_zipnll: 64.09202758789063; aux_mae_loss_1: 34.826222610473636; aux_mae_loss_2: 5.116553440093994; aux_mae_loss_4: 0.7774403202533722; cnt_loss: 4.291405835151672; +2025-05-10 18:03:36,180 - INFO - Evaluation: +Curr mae: 9.0427; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 14.0578; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0780; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:03:36,181 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 +2025-05-10 18:03:51,982 - INFO - Training: cls_zice: 20.07881342411041; reg_zipnll: 63.847133827209475; aux_mae_loss_1: 34.05996837615967; aux_mae_loss_2: 4.976460294723511; aux_mae_loss_4: 0.7521302407979965; cnt_loss: 4.048996977806091; +2025-05-10 18:03:51,983 - INFO - Evaluation: +Curr mae: 9.4362; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 14.6009; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0818; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:03:51,983 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 +2025-05-10 18:04:07,544 - INFO - Training: cls_zice: 20.19599157333374; reg_zipnll: 63.14371974945068; aux_mae_loss_1: 34.59478950500488; aux_mae_loss_2: 4.980456447601318; aux_mae_loss_4: 0.7639371538162232; cnt_loss: 4.058630599975586; +2025-05-10 18:04:07,545 - INFO - Evaluation: +Curr mae: 9.6467; Best mae: 8.4867; 8.6541; 8.6673; 8.7059; 8.7236; +Curr rmse: 14.4058; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0777; Best nae: 0.0729; 0.0740; 0.0745; 0.0745; 0.0746; + + + +2025-05-10 18:04:07,545 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 +2025-05-10 18:04:23,188 - INFO - Training: cls_zice: 20.073507986068726; reg_zipnll: 59.68294429779053; aux_mae_loss_1: 33.671169662475585; aux_mae_loss_2: 4.861351571083069; aux_mae_loss_4: 0.7494747531414032; cnt_loss: 3.879814350605011; +2025-05-10 18:04:23,325 - INFO - Evaluation: +Curr mae: 8.6614; Best mae: 8.4867; 8.6541; 8.6614; 8.6673; 8.7059; +Curr rmse: 13.8079; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0736; Best nae: 0.0729; 0.0736; 0.0740; 0.0745; 0.0745; + + + +2025-05-10 18:04:23,325 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 +2025-05-10 18:04:38,860 - INFO - Training: cls_zice: 20.126707525253295; reg_zipnll: 61.288481369018555; aux_mae_loss_1: 34.920591278076174; aux_mae_loss_2: 5.1257211780548095; aux_mae_loss_4: 0.7902668076753616; cnt_loss: 4.2902390885353086; +2025-05-10 18:04:38,862 - INFO - Evaluation: +Curr mae: 9.0053; Best mae: 8.4867; 8.6541; 8.6614; 8.6673; 8.7059; +Curr rmse: 14.0493; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0791; Best nae: 0.0729; 0.0736; 0.0740; 0.0745; 0.0745; + + + +2025-05-10 18:04:38,862 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 +2025-05-10 18:04:54,649 - INFO - Training: cls_zice: 21.11514094799757; reg_zipnll: 63.47462791442871; aux_mae_loss_1: 35.55674909591675; aux_mae_loss_2: 5.122511751651764; aux_mae_loss_4: 0.7812043303251266; cnt_loss: 3.909747531414032; +2025-05-10 18:04:54,650 - INFO - Evaluation: +Curr mae: 8.7729; Best mae: 8.4867; 8.6541; 8.6614; 8.6673; 8.7059; +Curr rmse: 13.5044; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0758; Best nae: 0.0729; 0.0736; 0.0740; 0.0745; 0.0745; + + + +2025-05-10 18:04:54,650 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 +2025-05-10 18:05:10,499 - INFO - Training: cls_zice: 20.733652982711792; reg_zipnll: 61.98243103027344; aux_mae_loss_1: 35.05040824890137; aux_mae_loss_2: 5.063781032562256; aux_mae_loss_4: 0.7621753352880478; cnt_loss: 3.9141206419467927; +2025-05-10 18:05:10,501 - INFO - Evaluation: +Curr mae: 8.7997; Best mae: 8.4867; 8.6541; 8.6614; 8.6673; 8.7059; +Curr rmse: 13.3764; Best rmse: 12.8590; 13.0432; 13.2132; 13.2250; 13.3027; +Curr nae: 0.0755; Best nae: 0.0729; 0.0736; 0.0740; 0.0745; 0.0745; + + + +2025-05-10 18:05:10,501 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 +2025-05-10 18:05:26,304 - INFO - Training: cls_zice: 21.494126939773558; reg_zipnll: 62.369167251586916; aux_mae_loss_1: 34.53184387207031; aux_mae_loss_2: 5.023431677818298; aux_mae_loss_4: 0.7641002094745636; cnt_loss: 3.7664776706695555; +2025-05-10 18:05:26,488 - INFO - Evaluation: +Curr mae: 8.5643; Best mae: 8.4867; 8.5643; 8.6541; 8.6614; 8.6673; +Curr rmse: 13.0106; Best rmse: 12.8590; 13.0106; 13.0432; 13.2132; 13.2250; +Curr nae: 0.0741; Best nae: 0.0729; 0.0736; 0.0740; 0.0741; 0.0745; + + + +2025-05-10 18:05:26,488 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 +2025-05-10 18:05:42,105 - INFO - Training: cls_zice: 20.425665655136108; reg_zipnll: 61.519735946655274; aux_mae_loss_1: 34.204745044708254; aux_mae_loss_2: 4.9794238090515135; aux_mae_loss_4: 0.7487720346450806; cnt_loss: 3.692686982154846; +2025-05-10 18:05:42,326 - INFO - Evaluation: +Curr mae: 8.2455; Best mae: 8.2455; 8.4867; 8.5643; 8.6541; 8.6614; +Curr rmse: 12.6242; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0718; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:05:42,326 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 +2025-05-10 18:05:57,909 - INFO - Training: cls_zice: 21.26801586151123; reg_zipnll: 63.28702127456665; aux_mae_loss_1: 35.714074211120604; aux_mae_loss_2: 5.149364886283874; aux_mae_loss_4: 0.7843951219320298; cnt_loss: 4.218815350532532; +2025-05-10 18:05:57,910 - INFO - Evaluation: +Curr mae: 9.1232; Best mae: 8.2455; 8.4867; 8.5643; 8.6541; 8.6614; +Curr rmse: 14.1143; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0798; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:05:57,910 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 +2025-05-10 18:06:13,489 - INFO - Training: cls_zice: 19.933205201625825; reg_zipnll: 63.0885279083252; aux_mae_loss_1: 33.73816156387329; aux_mae_loss_2: 4.876418061256409; aux_mae_loss_4: 0.7338669472932815; cnt_loss: 3.6257353615760803; +2025-05-10 18:06:13,491 - INFO - Evaluation: +Curr mae: 9.0872; Best mae: 8.2455; 8.4867; 8.5643; 8.6541; 8.6614; +Curr rmse: 14.1086; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0768; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:06:13,491 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 +2025-05-10 18:06:29,070 - INFO - Training: cls_zice: 22.182544651031495; reg_zipnll: 59.5517960357666; aux_mae_loss_1: 35.80456325531006; aux_mae_loss_2: 5.14839316368103; aux_mae_loss_4: 0.8033572137355804; cnt_loss: 4.338012211322784; +2025-05-10 18:06:29,071 - INFO - Evaluation: +Curr mae: 9.1088; Best mae: 8.2455; 8.4867; 8.5643; 8.6541; 8.6614; +Curr rmse: 13.9641; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0768; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:06:29,072 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 +2025-05-10 18:06:44,536 - INFO - Training: cls_zice: 20.762053661346435; reg_zipnll: 62.34140975952148; aux_mae_loss_1: 35.280282764434816; aux_mae_loss_2: 5.158810453414917; aux_mae_loss_4: 0.7893738359212875; cnt_loss: 4.082185204029083; +2025-05-10 18:06:44,598 - INFO - Evaluation: +Curr mae: 8.6189; Best mae: 8.2455; 8.4867; 8.5643; 8.6189; 8.6541; +Curr rmse: 13.5318; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0759; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:06:44,598 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 +2025-05-10 18:07:00,042 - INFO - Training: cls_zice: 19.829909014701844; reg_zipnll: 60.01162055969238; aux_mae_loss_1: 33.18741903305054; aux_mae_loss_2: 4.8351374530792235; aux_mae_loss_4: 0.7385860931873321; cnt_loss: 3.808567533493042; +2025-05-10 18:07:00,043 - INFO - Evaluation: +Curr mae: 9.3536; Best mae: 8.2455; 8.4867; 8.5643; 8.6189; 8.6541; +Curr rmse: 14.2299; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0860; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:07:00,044 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 +2025-05-10 18:07:15,753 - INFO - Training: cls_zice: 21.245618715286255; reg_zipnll: 64.83964164733887; aux_mae_loss_1: 35.9927477645874; aux_mae_loss_2: 5.232666220664978; aux_mae_loss_4: 0.7928305685520172; cnt_loss: 4.441448349952697; +2025-05-10 18:07:15,754 - INFO - Evaluation: +Curr mae: 9.0363; Best mae: 8.2455; 8.4867; 8.5643; 8.6189; 8.6541; +Curr rmse: 14.4484; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0772; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:07:15,754 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 +2025-05-10 18:07:31,305 - INFO - Training: cls_zice: 20.49354688167572; reg_zipnll: 64.39017684936523; aux_mae_loss_1: 35.14577880859375; aux_mae_loss_2: 5.103720526695252; aux_mae_loss_4: 0.7858997666835785; cnt_loss: 4.321980092525482; +2025-05-10 18:07:31,306 - INFO - Evaluation: +Curr mae: 10.3347; Best mae: 8.2455; 8.4867; 8.5643; 8.6189; 8.6541; +Curr rmse: 15.2185; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0867; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:07:31,306 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 +2025-05-10 18:07:46,817 - INFO - Training: cls_zice: 19.759415798187256; reg_zipnll: 59.44020404815674; aux_mae_loss_1: 32.98700103759766; aux_mae_loss_2: 4.803982901573181; aux_mae_loss_4: 0.7360772114992141; cnt_loss: 4.065144140720367; +2025-05-10 18:07:46,818 - INFO - Evaluation: +Curr mae: 8.9594; Best mae: 8.2455; 8.4867; 8.5643; 8.6189; 8.6541; +Curr rmse: 13.9562; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0753; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:07:46,818 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 +2025-05-10 18:08:02,444 - INFO - Training: cls_zice: 20.777934980392455; reg_zipnll: 62.62677322387695; aux_mae_loss_1: 34.9018204498291; aux_mae_loss_2: 5.026041436195373; aux_mae_loss_4: 0.7815199661254882; cnt_loss: 4.620663318634033; +2025-05-10 18:08:02,445 - INFO - Evaluation: +Curr mae: 8.9591; Best mae: 8.2455; 8.4867; 8.5643; 8.6189; 8.6541; +Curr rmse: 13.8130; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0807; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:08:02,445 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 +2025-05-10 18:08:18,158 - INFO - Training: cls_zice: 20.388537821769713; reg_zipnll: 64.40664001464843; aux_mae_loss_1: 34.41711158752442; aux_mae_loss_2: 4.94431167602539; aux_mae_loss_4: 0.7568563765287399; cnt_loss: 3.8854232811927796; +2025-05-10 18:08:18,160 - INFO - Evaluation: +Curr mae: 9.5593; Best mae: 8.2455; 8.4867; 8.5643; 8.6189; 8.6541; +Curr rmse: 14.1040; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0916; Best nae: 0.0718; 0.0729; 0.0736; 0.0740; 0.0741; + + + +2025-05-10 18:08:18,160 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 +2025-05-10 18:08:33,707 - INFO - Training: cls_zice: 19.99842393875122; reg_zipnll: 59.85043682098389; aux_mae_loss_1: 34.13817710876465; aux_mae_loss_2: 4.963501029014587; aux_mae_loss_4: 0.759165757894516; cnt_loss: 4.011397502422333; +2025-05-10 18:08:33,846 - INFO - Evaluation: +Curr mae: 8.6433; Best mae: 8.2455; 8.4867; 8.5643; 8.6189; 8.6433; +Curr rmse: 13.3744; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0732; Best nae: 0.0718; 0.0729; 0.0732; 0.0736; 0.0740; + + + +2025-05-10 18:08:33,846 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 +2025-05-10 18:08:49,541 - INFO - Training: cls_zice: 22.105514640808106; reg_zipnll: 63.70269912719726; aux_mae_loss_1: 35.87737913131714; aux_mae_loss_2: 5.145049195289612; aux_mae_loss_4: 0.7712080496549606; cnt_loss: 4.013677840232849; +2025-05-10 18:08:49,609 - INFO - Evaluation: +Curr mae: 8.6247; Best mae: 8.2455; 8.4867; 8.5643; 8.6189; 8.6247; +Curr rmse: 13.2390; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0759; Best nae: 0.0718; 0.0729; 0.0732; 0.0736; 0.0740; + + + +2025-05-10 18:08:49,610 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 +2025-05-10 18:09:05,131 - INFO - Training: cls_zice: 19.98502607345581; reg_zipnll: 64.35769607543945; aux_mae_loss_1: 34.29185771942139; aux_mae_loss_2: 4.925377173423767; aux_mae_loss_4: 0.7344331318140029; cnt_loss: 3.668195140361786; +2025-05-10 18:09:05,204 - INFO - Evaluation: +Curr mae: 8.6147; Best mae: 8.2455; 8.4867; 8.5643; 8.6147; 8.6189; +Curr rmse: 13.2444; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0744; Best nae: 0.0718; 0.0729; 0.0732; 0.0736; 0.0740; + + + +2025-05-10 18:09:05,205 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 +2025-05-10 18:09:20,822 - INFO - Training: cls_zice: 21.06068009853363; reg_zipnll: 63.985751686096194; aux_mae_loss_1: 35.06247177124023; aux_mae_loss_2: 5.0766665601730345; aux_mae_loss_4: 0.7628816121816635; cnt_loss: 4.159415321350098; +2025-05-10 18:09:20,944 - INFO - Evaluation: +Curr mae: 8.5037; Best mae: 8.2455; 8.4867; 8.5037; 8.5643; 8.6147; +Curr rmse: 13.2394; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0735; Best nae: 0.0718; 0.0729; 0.0732; 0.0735; 0.0736; + + + +2025-05-10 18:09:20,944 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 +2025-05-10 18:09:36,457 - INFO - Training: cls_zice: 20.499011573791503; reg_zipnll: 64.6948152923584; aux_mae_loss_1: 34.128983116149904; aux_mae_loss_2: 4.9410741424560545; aux_mae_loss_4: 0.7450039464235306; cnt_loss: 4.101646816730499; +2025-05-10 18:09:36,530 - INFO - Evaluation: +Curr mae: 8.4837; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 13.2180; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0737; Best nae: 0.0718; 0.0729; 0.0732; 0.0735; 0.0736; + + + +2025-05-10 18:09:36,531 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 +2025-05-10 18:09:52,258 - INFO - Training: cls_zice: 20.737008023262025; reg_zipnll: 61.07324634552002; aux_mae_loss_1: 35.036236915588375; aux_mae_loss_2: 5.165663223266602; aux_mae_loss_4: 0.7999072033166885; cnt_loss: 4.258607108592987; +2025-05-10 18:09:52,259 - INFO - Evaluation: +Curr mae: 8.5784; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 13.2739; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0739; Best nae: 0.0718; 0.0729; 0.0732; 0.0735; 0.0736; + + + +2025-05-10 18:09:52,259 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 +2025-05-10 18:10:07,710 - INFO - Training: cls_zice: 19.690471911430357; reg_zipnll: 61.76860969543457; aux_mae_loss_1: 33.8472575378418; aux_mae_loss_2: 4.982854981422424; aux_mae_loss_4: 0.7716363543272018; cnt_loss: 4.47904657125473; +2025-05-10 18:10:07,711 - INFO - Evaluation: +Curr mae: 9.1599; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 13.8275; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0787; Best nae: 0.0718; 0.0729; 0.0732; 0.0735; 0.0736; + + + +2025-05-10 18:10:07,888 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 +2025-05-10 18:10:23,325 - INFO - Training: cls_zice: 19.391272864341737; reg_zipnll: 61.235372924804686; aux_mae_loss_1: 33.03410507202148; aux_mae_loss_2: 4.731319358348847; aux_mae_loss_4: 0.7193738180398941; cnt_loss: 3.5276634168624876; +2025-05-10 18:10:23,326 - INFO - Evaluation: +Curr mae: 8.8531; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 14.0909; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0744; Best nae: 0.0718; 0.0729; 0.0732; 0.0735; 0.0736; + + + +2025-05-10 18:10:23,327 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 +2025-05-10 18:10:38,969 - INFO - Training: cls_zice: 20.752207703590393; reg_zipnll: 63.3274916267395; aux_mae_loss_1: 34.6513677406311; aux_mae_loss_2: 5.078004112243653; aux_mae_loss_4: 0.7793978655338287; cnt_loss: 4.118427224159241; +2025-05-10 18:10:38,970 - INFO - Evaluation: +Curr mae: 9.1010; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 14.6355; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0765; Best nae: 0.0718; 0.0729; 0.0732; 0.0735; 0.0736; + + + +2025-05-10 18:10:38,970 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 +2025-05-10 18:10:54,511 - INFO - Training: cls_zice: 18.4511576795578; reg_zipnll: 61.22072597503662; aux_mae_loss_1: 31.48383602142334; aux_mae_loss_2: 4.5611653327941895; aux_mae_loss_4: 0.6894811302423477; cnt_loss: 3.4759333610534666; +2025-05-10 18:10:54,576 - INFO - Evaluation: +Curr mae: 8.6690; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 13.6491; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0726; Best nae: 0.0718; 0.0726; 0.0729; 0.0732; 0.0735; + + + +2025-05-10 18:10:54,576 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 +2025-05-10 18:11:10,045 - INFO - Training: cls_zice: 20.062422366142272; reg_zipnll: 61.65147930145264; aux_mae_loss_1: 34.020702323913575; aux_mae_loss_2: 4.984243693351746; aux_mae_loss_4: 0.7617000204324722; cnt_loss: 3.964112284183502; +2025-05-10 18:11:10,046 - INFO - Evaluation: +Curr mae: 9.2604; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 14.0910; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0787; Best nae: 0.0718; 0.0726; 0.0729; 0.0732; 0.0735; + + + +2025-05-10 18:11:10,046 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 +2025-05-10 18:11:25,624 - INFO - Training: cls_zice: 20.458356857299805; reg_zipnll: 58.640325736999515; aux_mae_loss_1: 34.35155754089355; aux_mae_loss_2: 5.056705837249756; aux_mae_loss_4: 0.7665354835987092; cnt_loss: 4.570435757637024; +2025-05-10 18:11:25,625 - INFO - Evaluation: +Curr mae: 10.0405; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 14.5865; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0867; Best nae: 0.0718; 0.0726; 0.0729; 0.0732; 0.0735; + + + +2025-05-10 18:11:25,625 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 +2025-05-10 18:11:41,209 - INFO - Training: cls_zice: 21.465989484786988; reg_zipnll: 60.42153991699219; aux_mae_loss_1: 35.46736892700196; aux_mae_loss_2: 5.198034381866455; aux_mae_loss_4: 0.7919149148464203; cnt_loss: 4.2881367182731625; +2025-05-10 18:11:41,210 - INFO - Evaluation: +Curr mae: 9.0481; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 14.2839; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0750; Best nae: 0.0718; 0.0726; 0.0729; 0.0732; 0.0735; + + + +2025-05-10 18:11:41,210 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 +2025-05-10 18:11:56,819 - INFO - Training: cls_zice: 20.171116344332695; reg_zipnll: 63.09997142791748; aux_mae_loss_1: 33.78752124786377; aux_mae_loss_2: 4.9240456342697145; aux_mae_loss_4: 0.7385496193170548; cnt_loss: 3.824364676475525; +2025-05-10 18:11:56,820 - INFO - Evaluation: +Curr mae: 9.3035; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 13.7503; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0803; Best nae: 0.0718; 0.0726; 0.0729; 0.0732; 0.0735; + + + +2025-05-10 18:11:56,820 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 +2025-05-10 18:12:12,370 - INFO - Training: cls_zice: 20.186014194488525; reg_zipnll: 62.1931170463562; aux_mae_loss_1: 34.44538869857788; aux_mae_loss_2: 4.918443522453308; aux_mae_loss_4: 0.7350064665079117; cnt_loss: 3.4570895409584046; +2025-05-10 18:12:12,371 - INFO - Evaluation: +Curr mae: 8.7414; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 13.4210; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0761; Best nae: 0.0718; 0.0726; 0.0729; 0.0732; 0.0735; + + + +2025-05-10 18:12:12,371 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 +2025-05-10 18:12:27,894 - INFO - Training: cls_zice: 19.800574946403504; reg_zipnll: 59.318217220306394; aux_mae_loss_1: 33.9838777923584; aux_mae_loss_2: 4.943892951011658; aux_mae_loss_4: 0.7629143983125687; cnt_loss: 4.178327579498291; +2025-05-10 18:12:27,895 - INFO - Evaluation: +Curr mae: 9.0320; Best mae: 8.2455; 8.4837; 8.4867; 8.5037; 8.5643; +Curr rmse: 13.6366; Best rmse: 12.6242; 12.8590; 13.0106; 13.0432; 13.2132; +Curr nae: 0.0772; Best nae: 0.0718; 0.0726; 0.0729; 0.0732; 0.0735; + + + +2025-05-10 18:12:27,895 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 +2025-05-10 18:12:43,376 - INFO - Training: cls_zice: 20.386631631851195; reg_zipnll: 60.78424575805664; aux_mae_loss_1: 34.21827011108398; aux_mae_loss_2: 4.960120573043823; aux_mae_loss_4: 0.7570603400468826; cnt_loss: 3.7907481467723847; +2025-05-10 18:12:43,561 - INFO - Evaluation: +Curr mae: 8.4593; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.5037; +Curr rmse: 13.0395; Best rmse: 12.6242; 12.8590; 13.0106; 13.0395; 13.0432; +Curr nae: 0.0723; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:12:43,562 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 +2025-05-10 18:12:59,307 - INFO - Training: cls_zice: 20.771782064437865; reg_zipnll: 61.67837028503418; aux_mae_loss_1: 34.91864906311035; aux_mae_loss_2: 5.033303236961364; aux_mae_loss_4: 0.775871011018753; cnt_loss: 4.45442186832428; +2025-05-10 18:12:59,308 - INFO - Evaluation: +Curr mae: 8.8719; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.5037; +Curr rmse: 14.0258; Best rmse: 12.6242; 12.8590; 13.0106; 13.0395; 13.0432; +Curr nae: 0.0740; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:12:59,308 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 +2025-05-10 18:13:14,999 - INFO - Training: cls_zice: 20.228813066482545; reg_zipnll: 60.100007705688476; aux_mae_loss_1: 34.094884605407714; aux_mae_loss_2: 4.950509853363037; aux_mae_loss_4: 0.7435522627830505; cnt_loss: 3.812704439163208; +2025-05-10 18:13:15,070 - INFO - Evaluation: +Curr mae: 8.5089; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.5037; +Curr rmse: 13.0031; Best rmse: 12.6242; 12.8590; 13.0031; 13.0106; 13.0395; +Curr nae: 0.0734; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:13:15,070 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 +2025-05-10 18:13:30,615 - INFO - Training: cls_zice: 21.4861939907074; reg_zipnll: 63.46834606170654; aux_mae_loss_1: 35.950210380554196; aux_mae_loss_2: 5.244131278991699; aux_mae_loss_4: 0.7859597432613373; cnt_loss: 3.716678247451782; +2025-05-10 18:13:30,617 - INFO - Evaluation: +Curr mae: 9.4370; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.5037; +Curr rmse: 14.9844; Best rmse: 12.6242; 12.8590; 13.0031; 13.0106; 13.0395; +Curr nae: 0.0869; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:13:30,617 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 +2025-05-10 18:13:46,402 - INFO - Training: cls_zice: 19.022793064117433; reg_zipnll: 61.59629228591919; aux_mae_loss_1: 33.79176502227783; aux_mae_loss_2: 4.874981527328491; aux_mae_loss_4: 0.7522354906797409; cnt_loss: 3.7910867309570313; +2025-05-10 18:13:46,403 - INFO - Evaluation: +Curr mae: 9.0916; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.5037; +Curr rmse: 14.1018; Best rmse: 12.6242; 12.8590; 13.0031; 13.0106; 13.0395; +Curr nae: 0.0808; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:13:46,403 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 +2025-05-10 18:14:01,982 - INFO - Training: cls_zice: 18.833342456817626; reg_zipnll: 58.25565271377563; aux_mae_loss_1: 33.46477083206177; aux_mae_loss_2: 4.8463395404815675; aux_mae_loss_4: 0.7480229216814042; cnt_loss: 3.5546388673782348; +2025-05-10 18:14:01,983 - INFO - Evaluation: +Curr mae: 8.9161; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.5037; +Curr rmse: 13.7161; Best rmse: 12.6242; 12.8590; 13.0031; 13.0106; 13.0395; +Curr nae: 0.0751; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:14:01,983 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 +2025-05-10 18:14:17,578 - INFO - Training: cls_zice: 18.30390884399414; reg_zipnll: 62.1155606842041; aux_mae_loss_1: 32.540179100036625; aux_mae_loss_2: 4.695317978858948; aux_mae_loss_4: 0.7123383998870849; cnt_loss: 3.792869341373444; +2025-05-10 18:14:17,579 - INFO - Evaluation: +Curr mae: 9.0828; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.5037; +Curr rmse: 14.1395; Best rmse: 12.6242; 12.8590; 13.0031; 13.0106; 13.0395; +Curr nae: 0.0788; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:14:17,579 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 +2025-05-10 18:14:33,373 - INFO - Training: cls_zice: 19.314959383010866; reg_zipnll: 63.04577587127685; aux_mae_loss_1: 33.539902992248535; aux_mae_loss_2: 4.8101838064193725; aux_mae_loss_4: 0.7127125442028046; cnt_loss: 3.6625325584411623; +2025-05-10 18:14:33,513 - INFO - Evaluation: +Curr mae: 8.4968; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.4968; +Curr rmse: 12.9941; Best rmse: 12.6242; 12.8590; 12.9941; 13.0031; 13.0106; +Curr nae: 0.0750; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:14:33,513 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 +2025-05-10 18:14:49,079 - INFO - Training: cls_zice: 18.53013258934021; reg_zipnll: 62.53996562957764; aux_mae_loss_1: 32.97675842285156; aux_mae_loss_2: 4.774790053367615; aux_mae_loss_4: 0.7152235454320908; cnt_loss: 3.726478102207184; +2025-05-10 18:14:49,080 - INFO - Evaluation: +Curr mae: 8.6663; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.4968; +Curr rmse: 13.4361; Best rmse: 12.6242; 12.8590; 12.9941; 13.0031; 13.0106; +Curr nae: 0.0746; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:14:49,080 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 +2025-05-10 18:15:04,726 - INFO - Training: cls_zice: 19.029821610450746; reg_zipnll: 62.868781547546384; aux_mae_loss_1: 33.63088607788086; aux_mae_loss_2: 4.876555209159851; aux_mae_loss_4: 0.7346827310323715; cnt_loss: 3.3702782559394837; +2025-05-10 18:15:04,727 - INFO - Evaluation: +Curr mae: 8.7745; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.4968; +Curr rmse: 13.5985; Best rmse: 12.6242; 12.8590; 12.9941; 13.0031; 13.0106; +Curr nae: 0.0759; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:15:04,727 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 +2025-05-10 18:15:20,149 - INFO - Training: cls_zice: 19.88997795343399; reg_zipnll: 61.98736511230469; aux_mae_loss_1: 33.89571424484253; aux_mae_loss_2: 4.888683252334594; aux_mae_loss_4: 0.7335085320472717; cnt_loss: 3.6553246331214906; +2025-05-10 18:15:20,150 - INFO - Evaluation: +Curr mae: 8.9618; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.4968; +Curr rmse: 13.4428; Best rmse: 12.6242; 12.8590; 12.9941; 13.0031; 13.0106; +Curr nae: 0.0810; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:15:20,150 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 +2025-05-10 18:15:35,735 - INFO - Training: cls_zice: 20.926072034835816; reg_zipnll: 64.47407516479493; aux_mae_loss_1: 34.81795129776001; aux_mae_loss_2: 5.024269337654114; aux_mae_loss_4: 0.7512400615215301; cnt_loss: 3.73358683347702; +2025-05-10 18:15:35,736 - INFO - Evaluation: +Curr mae: 8.6800; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.4968; +Curr rmse: 13.5642; Best rmse: 12.6242; 12.8590; 12.9941; 13.0031; 13.0106; +Curr nae: 0.0764; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:15:35,736 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 +2025-05-10 18:15:51,082 - INFO - Training: cls_zice: 19.913771386146546; reg_zipnll: 61.64271854400635; aux_mae_loss_1: 33.560890426635744; aux_mae_loss_2: 4.895885467529297; aux_mae_loss_4: 0.7454737561941147; cnt_loss: 3.826587393283844; +2025-05-10 18:15:51,083 - INFO - Evaluation: +Curr mae: 8.7173; Best mae: 8.2455; 8.4593; 8.4837; 8.4867; 8.4968; +Curr rmse: 14.0206; Best rmse: 12.6242; 12.8590; 12.9941; 13.0031; 13.0106; +Curr nae: 0.0762; Best nae: 0.0718; 0.0723; 0.0726; 0.0729; 0.0732; + + + +2025-05-10 18:15:51,084 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 +2025-05-10 18:16:06,777 - INFO - Training: cls_zice: 20.697302718162536; reg_zipnll: 62.87408332824707; aux_mae_loss_1: 35.24585884094238; aux_mae_loss_2: 5.071874508857727; aux_mae_loss_4: 0.7579456102848053; cnt_loss: 3.392168403863907; +2025-05-10 18:16:06,965 - INFO - Evaluation: +Curr mae: 8.3077; Best mae: 8.2455; 8.3077; 8.4593; 8.4837; 8.4867; +Curr rmse: 12.9508; Best rmse: 12.6242; 12.8590; 12.9508; 12.9941; 13.0031; +Curr nae: 0.0698; Best nae: 0.0698; 0.0718; 0.0723; 0.0726; 0.0729; + + + +2025-05-10 18:16:06,965 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 +2025-05-10 18:16:22,415 - INFO - Training: cls_zice: 20.841213297843932; reg_zipnll: 61.144179611206056; aux_mae_loss_1: 34.294141578674314; aux_mae_loss_2: 4.965927791595459; aux_mae_loss_4: 0.7489923161268234; cnt_loss: 3.6807217240333556; +2025-05-10 18:16:22,600 - INFO - Evaluation: +Curr mae: 8.2506; Best mae: 8.2455; 8.2506; 8.3077; 8.4593; 8.4837; +Curr rmse: 12.6480; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9941; +Curr nae: 0.0705; Best nae: 0.0698; 0.0705; 0.0718; 0.0723; 0.0726; + + + +2025-05-10 18:16:22,600 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 +2025-05-10 18:16:38,042 - INFO - Training: cls_zice: 20.316123600006105; reg_zipnll: 62.80761535644531; aux_mae_loss_1: 33.95433567047119; aux_mae_loss_2: 4.8885487985610965; aux_mae_loss_4: 0.740978415608406; cnt_loss: 3.9446226489543914; +2025-05-10 18:16:38,103 - INFO - Evaluation: +Curr mae: 8.5206; Best mae: 8.2455; 8.2506; 8.3077; 8.4593; 8.4837; +Curr rmse: 13.2976; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9941; +Curr nae: 0.0725; Best nae: 0.0698; 0.0705; 0.0718; 0.0723; 0.0725; + + + +2025-05-10 18:16:38,103 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 +2025-05-10 18:16:53,783 - INFO - Training: cls_zice: 20.704062480926513; reg_zipnll: 61.64832191467285; aux_mae_loss_1: 34.54727970123291; aux_mae_loss_2: 4.963160915374756; aux_mae_loss_4: 0.7605690026283264; cnt_loss: 4.2212188649177556; +2025-05-10 18:16:53,784 - INFO - Evaluation: +Curr mae: 9.0338; Best mae: 8.2455; 8.2506; 8.3077; 8.4593; 8.4837; +Curr rmse: 13.6803; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9941; +Curr nae: 0.0779; Best nae: 0.0698; 0.0705; 0.0718; 0.0723; 0.0725; + + + +2025-05-10 18:16:53,784 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 +2025-05-10 18:17:09,412 - INFO - Training: cls_zice: 19.90951623916626; reg_zipnll: 62.19590770721435; aux_mae_loss_1: 33.36507663726807; aux_mae_loss_2: 4.879064083099365; aux_mae_loss_4: 0.7444288414716721; cnt_loss: 3.785318154096603; +2025-05-10 18:17:09,413 - INFO - Evaluation: +Curr mae: 8.7345; Best mae: 8.2455; 8.2506; 8.3077; 8.4593; 8.4837; +Curr rmse: 13.4144; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9941; +Curr nae: 0.0749; Best nae: 0.0698; 0.0705; 0.0718; 0.0723; 0.0725; + + + +2025-05-10 18:17:09,414 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 +2025-05-10 18:17:25,207 - INFO - Training: cls_zice: 20.439295957088472; reg_zipnll: 63.66421363830566; aux_mae_loss_1: 34.20678604125977; aux_mae_loss_2: 4.939187831878662; aux_mae_loss_4: 0.7467918354272842; cnt_loss: 3.7584762382507324; +2025-05-10 18:17:25,268 - INFO - Evaluation: +Curr mae: 8.6234; Best mae: 8.2455; 8.2506; 8.3077; 8.4593; 8.4837; +Curr rmse: 13.3832; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9941; +Curr nae: 0.0725; Best nae: 0.0698; 0.0705; 0.0718; 0.0723; 0.0725; + + + +2025-05-10 18:17:25,269 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 +2025-05-10 18:17:41,046 - INFO - Training: cls_zice: 19.082408399581908; reg_zipnll: 60.39343673706055; aux_mae_loss_1: 33.097506790161134; aux_mae_loss_2: 4.829875507354736; aux_mae_loss_4: 0.7242095708847046; cnt_loss: 3.640800931453705; +2025-05-10 18:17:41,047 - INFO - Evaluation: +Curr mae: 8.7963; Best mae: 8.2455; 8.2506; 8.3077; 8.4593; 8.4837; +Curr rmse: 13.2355; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9941; +Curr nae: 0.0754; Best nae: 0.0698; 0.0705; 0.0718; 0.0723; 0.0725; + + + +2025-05-10 18:17:41,047 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 +2025-05-10 18:17:56,744 - INFO - Training: cls_zice: 21.43326680660248; reg_zipnll: 61.92877765655518; aux_mae_loss_1: 34.381459617614745; aux_mae_loss_2: 4.930760416984558; aux_mae_loss_4: 0.7462649673223496; cnt_loss: 3.6891855883598326; +2025-05-10 18:17:56,745 - INFO - Evaluation: +Curr mae: 8.6493; Best mae: 8.2455; 8.2506; 8.3077; 8.4593; 8.4837; +Curr rmse: 13.4418; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9941; +Curr nae: 0.0739; Best nae: 0.0698; 0.0705; 0.0718; 0.0723; 0.0725; + + + +2025-05-10 18:17:56,745 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 +2025-05-10 18:18:12,438 - INFO - Training: cls_zice: 20.721129245758057; reg_zipnll: 63.22820640563965; aux_mae_loss_1: 34.27467441558838; aux_mae_loss_2: 4.938763394355774; aux_mae_loss_4: 0.7362819826602935; cnt_loss: 3.515467758178711; +2025-05-10 18:18:12,439 - INFO - Evaluation: +Curr mae: 8.7445; Best mae: 8.2455; 8.2506; 8.3077; 8.4593; 8.4837; +Curr rmse: 13.2019; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9941; +Curr nae: 0.0753; Best nae: 0.0698; 0.0705; 0.0718; 0.0723; 0.0725; + + + +2025-05-10 18:18:12,439 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 +2025-05-10 18:18:28,020 - INFO - Training: cls_zice: 21.983167009353636; reg_zipnll: 64.97241016387939; aux_mae_loss_1: 36.00601821899414; aux_mae_loss_2: 5.2005352210998534; aux_mae_loss_4: 0.7938548523187637; cnt_loss: 4.519265322685242; +2025-05-10 18:18:28,086 - INFO - Evaluation: +Curr mae: 8.8535; Best mae: 8.2455; 8.2506; 8.3077; 8.4593; 8.4837; +Curr rmse: 14.3346; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9941; +Curr nae: 0.0719; Best nae: 0.0698; 0.0705; 0.0718; 0.0719; 0.0723; + + + +2025-05-10 18:18:28,087 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 +2025-05-10 18:18:43,537 - INFO - Training: cls_zice: 19.150877623558046; reg_zipnll: 61.6501863861084; aux_mae_loss_1: 33.1136722946167; aux_mae_loss_2: 4.777516393661499; aux_mae_loss_4: 0.7218570649623871; cnt_loss: 4.031335525512695; +2025-05-10 18:18:43,743 - INFO - Evaluation: +Curr mae: 8.3727; Best mae: 8.2455; 8.2506; 8.3077; 8.3727; 8.4593; +Curr rmse: 12.9800; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9800; +Curr nae: 0.0720; Best nae: 0.0698; 0.0705; 0.0718; 0.0719; 0.0720; + + + +2025-05-10 18:18:43,743 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 +2025-05-10 18:18:59,457 - INFO - Training: cls_zice: 20.947086882591247; reg_zipnll: 63.63523376464844; aux_mae_loss_1: 34.974746780395506; aux_mae_loss_2: 5.006156287193298; aux_mae_loss_4: 0.7509224456548691; cnt_loss: 3.2964202332496644; +2025-05-10 18:18:59,458 - INFO - Evaluation: +Curr mae: 8.9608; Best mae: 8.2455; 8.2506; 8.3077; 8.3727; 8.4593; +Curr rmse: 14.0236; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9800; +Curr nae: 0.0735; Best nae: 0.0698; 0.0705; 0.0718; 0.0719; 0.0720; + + + +2025-05-10 18:18:59,458 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 +2025-05-10 18:19:15,287 - INFO - Training: cls_zice: 21.67992847442627; reg_zipnll: 60.561343345642086; aux_mae_loss_1: 34.73550525665283; aux_mae_loss_2: 4.961737775802613; aux_mae_loss_4: 0.7559366446733474; cnt_loss: 4.024973475933075; +2025-05-10 18:19:15,288 - INFO - Evaluation: +Curr mae: 8.6565; Best mae: 8.2455; 8.2506; 8.3077; 8.3727; 8.4593; +Curr rmse: 13.3560; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9800; +Curr nae: 0.0729; Best nae: 0.0698; 0.0705; 0.0718; 0.0719; 0.0720; + + + +2025-05-10 18:19:15,289 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 +2025-05-10 18:19:30,743 - INFO - Training: cls_zice: 19.452516031265258; reg_zipnll: 63.084736099243166; aux_mae_loss_1: 33.152900581359866; aux_mae_loss_2: 4.750334992408752; aux_mae_loss_4: 0.7174404221773147; cnt_loss: 3.587196953296661; +2025-05-10 18:19:30,745 - INFO - Evaluation: +Curr mae: 8.8615; Best mae: 8.2455; 8.2506; 8.3077; 8.3727; 8.4593; +Curr rmse: 13.5260; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9800; +Curr nae: 0.0750; Best nae: 0.0698; 0.0705; 0.0718; 0.0719; 0.0720; + + + +2025-05-10 18:19:30,745 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 +2025-05-10 18:19:46,257 - INFO - Training: cls_zice: 18.1275999712944; reg_zipnll: 62.489020614624025; aux_mae_loss_1: 32.36644901275635; aux_mae_loss_2: 4.671717004776001; aux_mae_loss_4: 0.7016220730543137; cnt_loss: 3.425765932798386; +2025-05-10 18:19:46,393 - INFO - Evaluation: +Curr mae: 8.3397; Best mae: 8.2455; 8.2506; 8.3077; 8.3397; 8.3727; +Curr rmse: 12.9620; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9620; +Curr nae: 0.0726; Best nae: 0.0698; 0.0705; 0.0718; 0.0719; 0.0720; + + + +2025-05-10 18:19:46,393 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 +2025-05-10 18:20:01,881 - INFO - Training: cls_zice: 19.49234320640564; reg_zipnll: 61.042229118347166; aux_mae_loss_1: 33.27852886199951; aux_mae_loss_2: 4.778268733024597; aux_mae_loss_4: 0.7289059674739837; cnt_loss: 3.799898340702057; +2025-05-10 18:20:01,882 - INFO - Evaluation: +Curr mae: 8.4949; Best mae: 8.2455; 8.2506; 8.3077; 8.3397; 8.3727; +Curr rmse: 13.1317; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9620; +Curr nae: 0.0726; Best nae: 0.0698; 0.0705; 0.0718; 0.0719; 0.0720; + + + +2025-05-10 18:20:01,882 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 +2025-05-10 18:20:17,469 - INFO - Training: cls_zice: 21.562053122520446; reg_zipnll: 61.53337882995606; aux_mae_loss_1: 35.20318786621094; aux_mae_loss_2: 5.061942777633667; aux_mae_loss_4: 0.7493870204687119; cnt_loss: 3.9467593264579772; +2025-05-10 18:20:17,593 - INFO - Evaluation: +Curr mae: 8.2577; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.0216; Best rmse: 12.6242; 12.6480; 12.8590; 12.9508; 12.9620; +Curr nae: 0.0700; Best nae: 0.0698; 0.0700; 0.0705; 0.0718; 0.0719; + + + +2025-05-10 18:20:17,593 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 +2025-05-10 18:20:33,173 - INFO - Training: cls_zice: 20.229946744441985; reg_zipnll: 61.23402229309082; aux_mae_loss_1: 33.997123374938965; aux_mae_loss_2: 4.881690673828125; aux_mae_loss_4: 0.7441736155748367; cnt_loss: 3.627095329761505; +2025-05-10 18:20:33,235 - INFO - Evaluation: +Curr mae: 8.5104; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 12.9010; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0723; Best nae: 0.0698; 0.0700; 0.0705; 0.0718; 0.0719; + + + +2025-05-10 18:20:33,236 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 +2025-05-10 18:20:48,953 - INFO - Training: cls_zice: 18.786106405258177; reg_zipnll: 61.956678276062014; aux_mae_loss_1: 33.18885877609253; aux_mae_loss_2: 4.839525241851806; aux_mae_loss_4: 0.7209477871656418; cnt_loss: 3.636757868528366; +2025-05-10 18:20:48,954 - INFO - Evaluation: +Curr mae: 8.7624; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.3160; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0729; Best nae: 0.0698; 0.0700; 0.0705; 0.0718; 0.0719; + + + +2025-05-10 18:20:48,954 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 +2025-05-10 18:21:04,616 - INFO - Training: cls_zice: 19.354638414978982; reg_zipnll: 62.618574905395505; aux_mae_loss_1: 33.41132276535034; aux_mae_loss_2: 4.8302676033973695; aux_mae_loss_4: 0.7185651981830596; cnt_loss: 3.6479661583900453; +2025-05-10 18:21:04,617 - INFO - Evaluation: +Curr mae: 8.8081; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.9797; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0772; Best nae: 0.0698; 0.0700; 0.0705; 0.0718; 0.0719; + + + +2025-05-10 18:21:04,618 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 +2025-05-10 18:21:20,340 - INFO - Training: cls_zice: 19.37289963245392; reg_zipnll: 60.43247634887695; aux_mae_loss_1: 33.394400424957276; aux_mae_loss_2: 4.90318263053894; aux_mae_loss_4: 0.7407382112741471; cnt_loss: 3.7674161338806154; +2025-05-10 18:21:20,341 - INFO - Evaluation: +Curr mae: 8.6540; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.8680; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0745; Best nae: 0.0698; 0.0700; 0.0705; 0.0718; 0.0719; + + + +2025-05-10 18:21:20,341 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 +2025-05-10 18:21:35,936 - INFO - Training: cls_zice: 21.27329025268555; reg_zipnll: 62.254416389465334; aux_mae_loss_1: 34.31021579742432; aux_mae_loss_2: 4.880448818206787; aux_mae_loss_4: 0.7539999824762345; cnt_loss: 3.801474196910858; +2025-05-10 18:21:35,998 - INFO - Evaluation: +Curr mae: 8.6371; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.4002; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0716; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:21:35,998 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 +2025-05-10 18:21:51,758 - INFO - Training: cls_zice: 19.39706787109375; reg_zipnll: 61.06003631591797; aux_mae_loss_1: 32.95859294891358; aux_mae_loss_2: 4.735767469406128; aux_mae_loss_4: 0.7171700066328048; cnt_loss: 3.4154011464118956; +2025-05-10 18:21:51,759 - INFO - Evaluation: +Curr mae: 8.7174; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.3423; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0776; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:21:51,759 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 +2025-05-10 18:22:07,141 - INFO - Training: cls_zice: 20.25968997001648; reg_zipnll: 62.93191680908203; aux_mae_loss_1: 34.31369436264038; aux_mae_loss_2: 4.934404997825623; aux_mae_loss_4: 0.7362503397464752; cnt_loss: 3.7109496116638185; +2025-05-10 18:22:07,142 - INFO - Evaluation: +Curr mae: 8.8492; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.8248; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0758; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:22:07,142 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 +2025-05-10 18:22:22,721 - INFO - Training: cls_zice: 20.3256116771698; reg_zipnll: 63.113472652435306; aux_mae_loss_1: 34.404914894104; aux_mae_loss_2: 4.926350979804993; aux_mae_loss_4: 0.740650400519371; cnt_loss: 3.791242744922638; +2025-05-10 18:22:22,722 - INFO - Evaluation: +Curr mae: 8.7243; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.3837; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0743; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:22:22,722 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 +2025-05-10 18:22:38,176 - INFO - Training: cls_zice: 20.530955772399903; reg_zipnll: 61.85199554443359; aux_mae_loss_1: 34.41865447998047; aux_mae_loss_2: 4.996753978729248; aux_mae_loss_4: 0.762291699051857; cnt_loss: 3.786539363861084; +2025-05-10 18:22:38,196 - INFO - Evaluation: +Curr mae: 9.0465; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 14.0992; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0795; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:22:38,197 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 +2025-05-10 18:22:53,903 - INFO - Training: cls_zice: 20.161122841835024; reg_zipnll: 62.429346809387205; aux_mae_loss_1: 33.873888130187986; aux_mae_loss_2: 4.935516624450684; aux_mae_loss_4: 0.7640527367591858; cnt_loss: 4.119821014404297; +2025-05-10 18:22:53,904 - INFO - Evaluation: +Curr mae: 9.3073; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 14.4269; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0797; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:22:53,904 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 +2025-05-10 18:23:09,416 - INFO - Training: cls_zice: 19.01334411382675; reg_zipnll: 60.816499366760254; aux_mae_loss_1: 32.91516006469727; aux_mae_loss_2: 4.804824786186218; aux_mae_loss_4: 0.7205699008703231; cnt_loss: 3.346226758956909; +2025-05-10 18:23:09,417 - INFO - Evaluation: +Curr mae: 8.8822; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.7091; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0767; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:23:09,595 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 +2025-05-10 18:23:25,219 - INFO - Training: cls_zice: 20.691207628250122; reg_zipnll: 62.20856533050537; aux_mae_loss_1: 34.02408977508545; aux_mae_loss_2: 4.920975980758667; aux_mae_loss_4: 0.7443429636955261; cnt_loss: 3.49898875951767; +2025-05-10 18:23:25,227 - INFO - Evaluation: +Curr mae: 8.7032; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.2496; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0765; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:23:25,227 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 +2025-05-10 18:23:40,706 - INFO - Training: cls_zice: 19.695853109359742; reg_zipnll: 61.714657630920414; aux_mae_loss_1: 33.27434852600098; aux_mae_loss_2: 4.79503743648529; aux_mae_loss_4: 0.7192295128107071; cnt_loss: 3.3641389632225036; +2025-05-10 18:23:40,707 - INFO - Evaluation: +Curr mae: 8.8195; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.3689; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0766; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:23:40,707 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 +2025-05-10 18:23:56,286 - INFO - Training: cls_zice: 20.413454122543335; reg_zipnll: 59.57789888381958; aux_mae_loss_1: 33.95083709716797; aux_mae_loss_2: 4.913907828330994; aux_mae_loss_4: 0.7423997443914413; cnt_loss: 3.609447965621948; +2025-05-10 18:23:56,287 - INFO - Evaluation: +Curr mae: 8.6416; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.4699; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0739; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:23:56,287 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 +2025-05-10 18:24:11,902 - INFO - Training: cls_zice: 20.163389947414398; reg_zipnll: 61.346019134521484; aux_mae_loss_1: 34.16816051483154; aux_mae_loss_2: 4.905249795913696; aux_mae_loss_4: 0.737367925643921; cnt_loss: 3.4585042643547057; +2025-05-10 18:24:11,904 - INFO - Evaluation: +Curr mae: 8.9211; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.3957; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0766; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:24:11,904 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 +2025-05-10 18:24:27,282 - INFO - Training: cls_zice: 20.505314739942552; reg_zipnll: 63.21437034606934; aux_mae_loss_1: 34.86301460266113; aux_mae_loss_2: 5.002889130115509; aux_mae_loss_4: 0.7441578608751297; cnt_loss: 3.486506564617157; +2025-05-10 18:24:27,283 - INFO - Evaluation: +Curr mae: 8.9653; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.5705; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0761; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:24:27,283 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 +2025-05-10 18:24:42,697 - INFO - Training: cls_zice: 19.941986231803895; reg_zipnll: 61.80937858581543; aux_mae_loss_1: 33.67552116394043; aux_mae_loss_2: 4.859537692070007; aux_mae_loss_4: 0.7288029974699021; cnt_loss: 3.965434215068817; +2025-05-10 18:24:42,699 - INFO - Evaluation: +Curr mae: 8.5513; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.3067; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0729; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:24:42,699 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 +2025-05-10 18:24:58,455 - INFO - Training: cls_zice: 18.823890619277954; reg_zipnll: 60.53860332489014; aux_mae_loss_1: 32.110945796966554; aux_mae_loss_2: 4.596382846832276; aux_mae_loss_4: 0.6938797038793564; cnt_loss: 3.4941541147232056; +2025-05-10 18:24:58,456 - INFO - Evaluation: +Curr mae: 8.7944; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.6690; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:24:58,457 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 +2025-05-10 18:25:13,779 - INFO - Training: cls_zice: 20.321463847160338; reg_zipnll: 62.4186173248291; aux_mae_loss_1: 34.31268775939942; aux_mae_loss_2: 4.975236592292785; aux_mae_loss_4: 0.7358816403150559; cnt_loss: 3.71685311794281; +2025-05-10 18:25:13,780 - INFO - Evaluation: +Curr mae: 9.4204; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 14.3879; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0811; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:25:13,780 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 +2025-05-10 18:25:29,262 - INFO - Training: cls_zice: 20.30921142578125; reg_zipnll: 60.36622695922851; aux_mae_loss_1: 33.8120006942749; aux_mae_loss_2: 4.875832624435425; aux_mae_loss_4: 0.7353126955032349; cnt_loss: 3.398202828168869; +2025-05-10 18:25:29,263 - INFO - Evaluation: +Curr mae: 9.3990; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 14.2055; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0821; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:25:29,263 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 +2025-05-10 18:25:44,963 - INFO - Training: cls_zice: 20.03634410858154; reg_zipnll: 59.13755363464355; aux_mae_loss_1: 32.97105167388916; aux_mae_loss_2: 4.683154921531678; aux_mae_loss_4: 0.6984327465295792; cnt_loss: 3.1446128952503205; +2025-05-10 18:25:44,964 - INFO - Evaluation: +Curr mae: 9.1472; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 14.3125; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0781; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:25:44,964 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 +2025-05-10 18:26:00,398 - INFO - Training: cls_zice: 19.725777921676634; reg_zipnll: 61.69640045166015; aux_mae_loss_1: 34.034326782226564; aux_mae_loss_2: 4.928460602760315; aux_mae_loss_4: 0.7333108079433441; cnt_loss: 3.5008561205863953; +2025-05-10 18:26:00,399 - INFO - Evaluation: +Curr mae: 8.6938; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.4822; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0753; Best nae: 0.0698; 0.0700; 0.0705; 0.0716; 0.0718; + + + +2025-05-10 18:26:00,399 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 +2025-05-10 18:26:16,113 - INFO - Training: cls_zice: 18.56649676799774; reg_zipnll: 61.966936836242674; aux_mae_loss_1: 32.420069465637205; aux_mae_loss_2: 4.686513366699219; aux_mae_loss_4: 0.692215250134468; cnt_loss: 3.478823411464691; +2025-05-10 18:26:16,182 - INFO - Evaluation: +Curr mae: 8.4728; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.3944; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0700; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0716; + + + +2025-05-10 18:26:16,183 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 +2025-05-10 18:26:31,978 - INFO - Training: cls_zice: 19.73984034538269; reg_zipnll: 63.02528221130371; aux_mae_loss_1: 33.84593734741211; aux_mae_loss_2: 4.958735942840576; aux_mae_loss_4: 0.7557358050346374; cnt_loss: 3.102615348100662; +2025-05-10 18:26:31,979 - INFO - Evaluation: +Curr mae: 8.8110; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.5681; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9508; +Curr nae: 0.0735; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0716; + + + +2025-05-10 18:26:31,979 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 +2025-05-10 18:26:47,661 - INFO - Training: cls_zice: 19.266006841659546; reg_zipnll: 57.50245445251465; aux_mae_loss_1: 32.83294738769531; aux_mae_loss_2: 4.788613085746765; aux_mae_loss_4: 0.7279769152402877; cnt_loss: 3.793125591278076; +2025-05-10 18:26:47,731 - INFO - Evaluation: +Curr mae: 8.4773; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 12.9165; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0720; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0716; + + + +2025-05-10 18:26:47,731 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 +2025-05-10 18:27:03,119 - INFO - Training: cls_zice: 19.588617782592774; reg_zipnll: 60.87109733581543; aux_mae_loss_1: 33.13909172058106; aux_mae_loss_2: 4.741860871315002; aux_mae_loss_4: 0.7169398105144501; cnt_loss: 3.393620693683624; +2025-05-10 18:27:03,121 - INFO - Evaluation: +Curr mae: 8.7465; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.3880; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0716; + + + +2025-05-10 18:27:03,121 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 +2025-05-10 18:27:18,593 - INFO - Training: cls_zice: 20.073004744052888; reg_zipnll: 59.27362224578857; aux_mae_loss_1: 33.42584365844726; aux_mae_loss_2: 4.833685593605042; aux_mae_loss_4: 0.7285068339109421; cnt_loss: 3.3086543583869936; +2025-05-10 18:27:18,594 - INFO - Evaluation: +Curr mae: 8.9504; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.7809; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0776; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0716; + + + +2025-05-10 18:27:18,594 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 +2025-05-10 18:27:34,234 - INFO - Training: cls_zice: 19.24898103713989; reg_zipnll: 59.135290985107424; aux_mae_loss_1: 32.060381202697755; aux_mae_loss_2: 4.615509133338929; aux_mae_loss_4: 0.6988354688882827; cnt_loss: 3.282241358757019; +2025-05-10 18:27:34,235 - INFO - Evaluation: +Curr mae: 9.3234; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 14.0545; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0773; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0716; + + + +2025-05-10 18:27:34,235 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 +2025-05-10 18:27:49,790 - INFO - Training: cls_zice: 19.106511373519897; reg_zipnll: 61.53994165420532; aux_mae_loss_1: 32.50132236480713; aux_mae_loss_2: 4.72024582862854; aux_mae_loss_4: 0.7114282566308975; cnt_loss: 3.3432291734218595; +2025-05-10 18:27:49,791 - INFO - Evaluation: +Curr mae: 8.7743; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.7277; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0734; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0716; + + + +2025-05-10 18:27:49,791 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 +2025-05-10 18:28:05,583 - INFO - Training: cls_zice: 18.308325591087343; reg_zipnll: 60.274312324523926; aux_mae_loss_1: 31.67715730667114; aux_mae_loss_2: 4.576444368362427; aux_mae_loss_4: 0.6894085109233856; cnt_loss: 3.3505026161670686; +2025-05-10 18:28:05,584 - INFO - Evaluation: +Curr mae: 9.2195; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 14.3240; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0766; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0716; + + + +2025-05-10 18:28:05,584 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 +2025-05-10 18:28:21,332 - INFO - Training: cls_zice: 18.749970898628234; reg_zipnll: 59.74553152084351; aux_mae_loss_1: 32.457028007507326; aux_mae_loss_2: 4.650575957298279; aux_mae_loss_4: 0.7010874128341675; cnt_loss: 3.1243492794036865; +2025-05-10 18:28:21,333 - INFO - Evaluation: +Curr mae: 8.8185; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.2587; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0736; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0716; + + + +2025-05-10 18:28:21,333 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 +2025-05-10 18:28:37,048 - INFO - Training: cls_zice: 20.040171751976015; reg_zipnll: 62.44833206176758; aux_mae_loss_1: 33.59735210418701; aux_mae_loss_2: 4.863420143127441; aux_mae_loss_4: 0.7433324465155602; cnt_loss: 4.098352303504944; +2025-05-10 18:28:37,121 - INFO - Evaluation: +Curr mae: 8.4458; Best mae: 8.2455; 8.2506; 8.2577; 8.3077; 8.3397; +Curr rmse: 13.3448; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0706; Best nae: 0.0698; 0.0700; 0.0700; 0.0705; 0.0706; + + + +2025-05-10 18:28:37,122 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 +2025-05-10 18:28:52,662 - INFO - Training: cls_zice: 19.23663044452667; reg_zipnll: 62.6729665184021; aux_mae_loss_1: 33.52869388580322; aux_mae_loss_2: 4.864513826370239; aux_mae_loss_4: 0.7387899053096771; cnt_loss: 4.288347036838531; +2025-05-10 18:28:52,783 - INFO - Evaluation: +Curr mae: 8.2972; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.0906; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0703; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:28:52,783 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 +2025-05-10 18:29:08,387 - INFO - Training: cls_zice: 18.87809106349945; reg_zipnll: 60.17094165802002; aux_mae_loss_1: 32.6970265007019; aux_mae_loss_2: 4.737054414749146; aux_mae_loss_4: 0.7264421671628952; cnt_loss: 3.5126375412940978; +2025-05-10 18:29:08,389 - INFO - Evaluation: +Curr mae: 8.7796; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.5656; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0735; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:29:08,389 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 +2025-05-10 18:29:24,015 - INFO - Training: cls_zice: 21.65429753303528; reg_zipnll: 62.46261840820313; aux_mae_loss_1: 35.305202865600585; aux_mae_loss_2: 5.050859127044678; aux_mae_loss_4: 0.7628073269128799; cnt_loss: 3.580671674013138; +2025-05-10 18:29:24,016 - INFO - Evaluation: +Curr mae: 8.8405; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.3595; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0745; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:29:24,016 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 +2025-05-10 18:29:39,446 - INFO - Training: cls_zice: 19.165520868301392; reg_zipnll: 61.94552471160889; aux_mae_loss_1: 33.35415523529053; aux_mae_loss_2: 4.817252111434937; aux_mae_loss_4: 0.7149869698286057; cnt_loss: 3.276871874332428; +2025-05-10 18:29:39,447 - INFO - Evaluation: +Curr mae: 8.4630; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.1721; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0710; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:29:39,447 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 +2025-05-10 18:29:55,337 - INFO - Training: cls_zice: 18.62640470504761; reg_zipnll: 60.28333656311035; aux_mae_loss_1: 32.0513907623291; aux_mae_loss_2: 4.602482757568359; aux_mae_loss_4: 0.6901217633485794; cnt_loss: 3.529828016757965; +2025-05-10 18:29:55,339 - INFO - Evaluation: +Curr mae: 8.7483; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.2582; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0719; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:29:55,339 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 +2025-05-10 18:30:10,960 - INFO - Training: cls_zice: 19.812417969703674; reg_zipnll: 58.26956687927246; aux_mae_loss_1: 33.121247138977054; aux_mae_loss_2: 4.774195132255554; aux_mae_loss_4: 0.7302360439300537; cnt_loss: 3.196527358293533; +2025-05-10 18:30:10,963 - INFO - Evaluation: +Curr mae: 8.6963; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.2157; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0761; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:30:10,963 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 +2025-05-10 18:30:26,446 - INFO - Training: cls_zice: 19.819539012908937; reg_zipnll: 62.90465896606445; aux_mae_loss_1: 33.432338085174564; aux_mae_loss_2: 4.763263726234436; aux_mae_loss_4: 0.7111813402175904; cnt_loss: 3.3068097472190856; +2025-05-10 18:30:26,446 - INFO - Evaluation: +Curr mae: 8.8835; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.7745; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0751; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:30:26,447 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 +2025-05-10 18:30:42,035 - INFO - Training: cls_zice: 20.59878423690796; reg_zipnll: 59.90682498931885; aux_mae_loss_1: 33.67392921447754; aux_mae_loss_2: 4.849977860450744; aux_mae_loss_4: 0.7169110757112503; cnt_loss: 3.2211770701408384; +2025-05-10 18:30:42,036 - INFO - Evaluation: +Curr mae: 8.7567; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.1801; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0753; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:30:42,036 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 +2025-05-10 18:30:57,614 - INFO - Training: cls_zice: 18.887453029155733; reg_zipnll: 59.349396781921385; aux_mae_loss_1: 32.55382785797119; aux_mae_loss_2: 4.7153091669082645; aux_mae_loss_4: 0.7012904125452042; cnt_loss: 3.3582596337795256; +2025-05-10 18:30:57,615 - INFO - Evaluation: +Curr mae: 8.8481; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.6483; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0750; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:30:57,615 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 +2025-05-10 18:31:13,259 - INFO - Training: cls_zice: 18.977323203086854; reg_zipnll: 60.523198432922364; aux_mae_loss_1: 32.384575271606444; aux_mae_loss_2: 4.693571174144745; aux_mae_loss_4: 0.6918890881538391; cnt_loss: 3.14256995677948; +2025-05-10 18:31:13,260 - INFO - Evaluation: +Curr mae: 8.6304; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.2315; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0735; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:31:13,260 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 +2025-05-10 18:31:28,809 - INFO - Training: cls_zice: 20.525671847462654; reg_zipnll: 59.11712886810303; aux_mae_loss_1: 33.43828531265259; aux_mae_loss_2: 4.8684108924865725; aux_mae_loss_4: 0.7309506034851074; cnt_loss: 3.5457646155357363; +2025-05-10 18:31:28,810 - INFO - Evaluation: +Curr mae: 8.6878; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.0800; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0741; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:31:28,810 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 +2025-05-10 18:31:44,351 - INFO - Training: cls_zice: 20.101191532611846; reg_zipnll: 59.62184730529785; aux_mae_loss_1: 33.1501541519165; aux_mae_loss_2: 4.713331837654113; aux_mae_loss_4: 0.7152251785993576; cnt_loss: 3.4907546401023866; +2025-05-10 18:31:44,352 - INFO - Evaluation: +Curr mae: 8.5061; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.1560; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0725; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:31:44,352 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 +2025-05-10 18:31:59,810 - INFO - Training: cls_zice: 19.808235216140748; reg_zipnll: 61.402365837097165; aux_mae_loss_1: 33.37890602111816; aux_mae_loss_2: 4.826538219451904; aux_mae_loss_4: 0.7184355980157853; cnt_loss: 3.3725394082069395; +2025-05-10 18:31:59,811 - INFO - Evaluation: +Curr mae: 8.6870; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.2948; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0729; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:31:59,811 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 +2025-05-10 18:32:15,497 - INFO - Training: cls_zice: 17.69370378255844; reg_zipnll: 61.15426124572754; aux_mae_loss_1: 31.36713129043579; aux_mae_loss_2: 4.534998970031738; aux_mae_loss_4: 0.6722244882583618; cnt_loss: 3.5002484488487244; +2025-05-10 18:32:15,498 - INFO - Evaluation: +Curr mae: 8.6823; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.2885; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0739; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:32:15,499 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 +2025-05-10 18:32:31,011 - INFO - Training: cls_zice: 19.54869634628296; reg_zipnll: 65.23752578735352; aux_mae_loss_1: 32.96796798706055; aux_mae_loss_2: 4.741384959220886; aux_mae_loss_4: 0.6954789525270462; cnt_loss: 3.206577262878418; +2025-05-10 18:32:31,012 - INFO - Evaluation: +Curr mae: 8.6042; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.7658; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0719; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:32:31,012 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 +2025-05-10 18:32:46,583 - INFO - Training: cls_zice: 19.808602375984194; reg_zipnll: 61.60231853485107; aux_mae_loss_1: 33.01164512634277; aux_mae_loss_2: 4.739040312767028; aux_mae_loss_4: 0.7085075485706329; cnt_loss: 3.595145592689514; +2025-05-10 18:32:46,584 - INFO - Evaluation: +Curr mae: 8.4677; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.1575; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0722; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:32:46,584 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 +2025-05-10 18:33:02,631 - INFO - Training: cls_zice: 21.7802392244339; reg_zipnll: 60.70755111694336; aux_mae_loss_1: 34.25354057312012; aux_mae_loss_2: 4.9186833333969116; aux_mae_loss_4: 0.7405000180006027; cnt_loss: 3.4652983748912813; +2025-05-10 18:33:02,632 - INFO - Evaluation: +Curr mae: 8.5507; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.6082; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0723; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:33:02,632 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 +2025-05-10 18:33:18,018 - INFO - Training: cls_zice: 19.640075435638426; reg_zipnll: 59.313000259399416; aux_mae_loss_1: 33.09254238128662; aux_mae_loss_2: 4.727864108085632; aux_mae_loss_4: 0.7093499612808227; cnt_loss: 3.825985703468323; +2025-05-10 18:33:18,019 - INFO - Evaluation: +Curr mae: 8.5478; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.2591; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0719; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:33:18,019 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 +2025-05-10 18:33:33,385 - INFO - Training: cls_zice: 19.858452014923095; reg_zipnll: 59.1612366104126; aux_mae_loss_1: 32.984964790344236; aux_mae_loss_2: 4.73587769985199; aux_mae_loss_4: 0.7156143242120743; cnt_loss: 3.5597184681892395; +2025-05-10 18:33:33,386 - INFO - Evaluation: +Curr mae: 8.6218; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.7825; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0713; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:33:33,386 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 +2025-05-10 18:33:48,879 - INFO - Training: cls_zice: 19.96860464096069; reg_zipnll: 62.44615329742432; aux_mae_loss_1: 33.68017900466919; aux_mae_loss_2: 4.851256847381592; aux_mae_loss_4: 0.7268767988681794; cnt_loss: 3.534809787273407; +2025-05-10 18:33:48,880 - INFO - Evaluation: +Curr mae: 8.5771; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.2990; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0731; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:33:48,880 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 +2025-05-10 18:34:04,529 - INFO - Training: cls_zice: 17.824690374135972; reg_zipnll: 59.33418014526367; aux_mae_loss_1: 32.371519775390624; aux_mae_loss_2: 4.761945261955261; aux_mae_loss_4: 0.711911501288414; cnt_loss: 3.3542577838897705; +2025-05-10 18:34:04,530 - INFO - Evaluation: +Curr mae: 8.7266; Best mae: 8.2455; 8.2506; 8.2577; 8.2972; 8.3077; +Curr rmse: 13.7440; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:34:04,530 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 +2025-05-10 18:34:20,052 - INFO - Training: cls_zice: 18.58197904586792; reg_zipnll: 57.972398109436035; aux_mae_loss_1: 31.82201103210449; aux_mae_loss_2: 4.557225503921509; aux_mae_loss_4: 0.6779344868659973; cnt_loss: 3.219847317934036; +2025-05-10 18:34:20,114 - INFO - Evaluation: +Curr mae: 8.2745; Best mae: 8.2455; 8.2506; 8.2577; 8.2745; 8.2972; +Curr rmse: 13.1270; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0709; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:34:20,114 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 +2025-05-10 18:34:35,526 - INFO - Training: cls_zice: 17.959753022193908; reg_zipnll: 60.22328498840332; aux_mae_loss_1: 31.11931447982788; aux_mae_loss_2: 4.457388958930969; aux_mae_loss_4: 0.6782990247011185; cnt_loss: 2.9883582901954653; +2025-05-10 18:34:35,527 - INFO - Evaluation: +Curr mae: 8.7539; Best mae: 8.2455; 8.2506; 8.2577; 8.2745; 8.2972; +Curr rmse: 13.4092; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0756; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:34:35,527 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 +2025-05-10 18:34:51,121 - INFO - Training: cls_zice: 18.250824298858642; reg_zipnll: 61.48984069824219; aux_mae_loss_1: 31.409625034332276; aux_mae_loss_2: 4.537369704246521; aux_mae_loss_4: 0.6575298780202865; cnt_loss: 3.110254933834076; +2025-05-10 18:34:51,122 - INFO - Evaluation: +Curr mae: 8.3605; Best mae: 8.2455; 8.2506; 8.2577; 8.2745; 8.2972; +Curr rmse: 13.2100; Best rmse: 12.6242; 12.6480; 12.8590; 12.9010; 12.9165; +Curr nae: 0.0706; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:34:51,122 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 +2025-05-10 18:35:06,700 - INFO - Training: cls_zice: 20.89853767871857; reg_zipnll: 62.270230560302736; aux_mae_loss_1: 35.09153987884522; aux_mae_loss_2: 4.999753389358521; aux_mae_loss_4: 0.7557952058315277; cnt_loss: 3.597224477529526; +2025-05-10 18:35:06,825 - INFO - Evaluation: +Curr mae: 8.2359; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 12.7819; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0714; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:35:06,825 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 +2025-05-10 18:35:22,457 - INFO - Training: cls_zice: 20.93449020624161; reg_zipnll: 63.234166946411136; aux_mae_loss_1: 34.48954990386963; aux_mae_loss_2: 4.89726644039154; aux_mae_loss_4: 0.7319986110925675; cnt_loss: 3.258676817417145; +2025-05-10 18:35:22,458 - INFO - Evaluation: +Curr mae: 8.4270; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4436; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0710; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:35:22,458 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 +2025-05-10 18:35:37,778 - INFO - Training: cls_zice: 18.296714692115785; reg_zipnll: 58.88429851531983; aux_mae_loss_1: 31.516957511901854; aux_mae_loss_2: 4.51451642036438; aux_mae_loss_4: 0.6794501322507859; cnt_loss: 3.224931137561798; +2025-05-10 18:35:37,779 - INFO - Evaluation: +Curr mae: 8.5583; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.0271; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0753; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:35:37,779 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 +2025-05-10 18:35:53,293 - INFO - Training: cls_zice: 19.48951385498047; reg_zipnll: 61.958878936767576; aux_mae_loss_1: 32.862069835662844; aux_mae_loss_2: 4.745311570167542; aux_mae_loss_4: 0.7169479274749756; cnt_loss: 3.682320065498352; +2025-05-10 18:35:53,294 - INFO - Evaluation: +Curr mae: 8.3601; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.0706; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0731; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:35:53,294 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 +2025-05-10 18:36:08,823 - INFO - Training: cls_zice: 19.94132438659668; reg_zipnll: 62.85424613952637; aux_mae_loss_1: 33.36614994049072; aux_mae_loss_2: 4.792566871643066; aux_mae_loss_4: 0.7223965859413147; cnt_loss: 3.780557646751404; +2025-05-10 18:36:08,824 - INFO - Evaluation: +Curr mae: 8.5351; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4294; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0733; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:36:09,004 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 +2025-05-10 18:36:24,603 - INFO - Training: cls_zice: 21.96271750450134; reg_zipnll: 61.1368441772461; aux_mae_loss_1: 35.557479782104494; aux_mae_loss_2: 5.025949397087097; aux_mae_loss_4: 0.7625726962089538; cnt_loss: 3.3879776263237; +2025-05-10 18:36:24,604 - INFO - Evaluation: +Curr mae: 8.6842; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6295; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0750; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:36:24,604 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 +2025-05-10 18:36:40,168 - INFO - Training: cls_zice: 20.595118646621703; reg_zipnll: 63.354003829956056; aux_mae_loss_1: 34.433924217224124; aux_mae_loss_2: 4.94334864616394; aux_mae_loss_4: 0.7383433508872986; cnt_loss: 3.235552738904953; +2025-05-10 18:36:40,169 - INFO - Evaluation: +Curr mae: 9.0567; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 14.4342; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0812; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:36:40,169 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 +2025-05-10 18:36:55,750 - INFO - Training: cls_zice: 20.655492129325868; reg_zipnll: 59.18910236358643; aux_mae_loss_1: 33.597095031738284; aux_mae_loss_2: 4.801117348670959; aux_mae_loss_4: 0.7207533222436905; cnt_loss: 3.496511163711548; +2025-05-10 18:36:55,751 - INFO - Evaluation: +Curr mae: 8.7440; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7087; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0788; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:36:55,751 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 +2025-05-10 18:37:11,252 - INFO - Training: cls_zice: 19.05067488193512; reg_zipnll: 59.060964813232424; aux_mae_loss_1: 32.94424674987793; aux_mae_loss_2: 4.76529818534851; aux_mae_loss_4: 0.7233828508853912; cnt_loss: 3.366756463050842; +2025-05-10 18:37:11,253 - INFO - Evaluation: +Curr mae: 8.7873; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.9912; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:37:11,253 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 +2025-05-10 18:37:26,768 - INFO - Training: cls_zice: 20.17886887550354; reg_zipnll: 60.48074409484863; aux_mae_loss_1: 32.80686695098877; aux_mae_loss_2: 4.658542609214782; aux_mae_loss_4: 0.6878005993366242; cnt_loss: 2.8165286529064177; +2025-05-10 18:37:26,769 - INFO - Evaluation: +Curr mae: 8.5933; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3844; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:37:26,769 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 +2025-05-10 18:37:42,086 - INFO - Training: cls_zice: 19.870277042388917; reg_zipnll: 61.407053298950196; aux_mae_loss_1: 34.195058765411375; aux_mae_loss_2: 4.939161252975464; aux_mae_loss_4: 0.7516507363319397; cnt_loss: 3.464683892726898; +2025-05-10 18:37:42,087 - INFO - Evaluation: +Curr mae: 8.5731; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3782; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0754; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:37:42,087 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 +2025-05-10 18:37:57,316 - INFO - Training: cls_zice: 20.3949357175827; reg_zipnll: 59.97075975418091; aux_mae_loss_1: 34.25904819488525; aux_mae_loss_2: 4.970680956840515; aux_mae_loss_4: 0.7427507448196411; cnt_loss: 3.7467323207855223; +2025-05-10 18:37:57,317 - INFO - Evaluation: +Curr mae: 8.3064; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.0565; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0724; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:37:57,317 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 +2025-05-10 18:38:12,626 - INFO - Training: cls_zice: 20.003163795471192; reg_zipnll: 61.4761771774292; aux_mae_loss_1: 33.93127313613891; aux_mae_loss_2: 4.899489889144897; aux_mae_loss_4: 0.7365368896722794; cnt_loss: 3.4430594444274902; +2025-05-10 18:38:12,627 - INFO - Evaluation: +Curr mae: 9.0728; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 14.1545; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0780; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:38:12,627 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 +2025-05-10 18:38:28,251 - INFO - Training: cls_zice: 20.477724733352662; reg_zipnll: 60.535831184387206; aux_mae_loss_1: 33.69025417327881; aux_mae_loss_2: 4.746639819145202; aux_mae_loss_4: 0.7096848863363266; cnt_loss: 3.210380344390869; +2025-05-10 18:38:28,252 - INFO - Evaluation: +Curr mae: 9.3281; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 14.0946; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0805; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:38:28,252 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 +2025-05-10 18:38:43,995 - INFO - Training: cls_zice: 19.357255001068115; reg_zipnll: 59.62998418807983; aux_mae_loss_1: 32.62289024353027; aux_mae_loss_2: 4.62989109992981; aux_mae_loss_4: 0.6858977228403091; cnt_loss: 3.2379536533355715; +2025-05-10 18:38:43,996 - INFO - Evaluation: +Curr mae: 8.8444; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4511; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0766; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:38:43,996 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 +2025-05-10 18:38:59,545 - INFO - Training: cls_zice: 19.125762853622437; reg_zipnll: 59.88096672058106; aux_mae_loss_1: 32.22716646194458; aux_mae_loss_2: 4.602250990867614; aux_mae_loss_4: 0.6864071124792099; cnt_loss: 3.0412180972099305; +2025-05-10 18:38:59,546 - INFO - Evaluation: +Curr mae: 8.8026; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4615; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0745; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:38:59,546 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 +2025-05-10 18:39:14,983 - INFO - Training: cls_zice: 20.04719827055931; reg_zipnll: 61.79612075805664; aux_mae_loss_1: 33.22262580871582; aux_mae_loss_2: 4.782390856742859; aux_mae_loss_4: 0.7303619813919068; cnt_loss: 3.2056290340423583; +2025-05-10 18:39:14,984 - INFO - Evaluation: +Curr mae: 8.6700; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5186; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:39:14,984 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 +2025-05-10 18:39:30,579 - INFO - Training: cls_zice: 20.78477163076401; reg_zipnll: 60.38995933532715; aux_mae_loss_1: 33.9715807723999; aux_mae_loss_2: 4.789709715843201; aux_mae_loss_4: 0.7033907598257065; cnt_loss: 3.0544133400917053; +2025-05-10 18:39:30,580 - INFO - Evaluation: +Curr mae: 8.8203; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6026; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0751; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:39:30,580 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 +2025-05-10 18:39:46,217 - INFO - Training: cls_zice: 18.64005804181099; reg_zipnll: 63.22157539367676; aux_mae_loss_1: 32.21006465911865; aux_mae_loss_2: 4.600321364402771; aux_mae_loss_4: 0.6844682466983795; cnt_loss: 2.7751556539535525; +2025-05-10 18:39:46,218 - INFO - Evaluation: +Curr mae: 8.6987; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3298; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:39:46,218 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 +2025-05-10 18:40:01,652 - INFO - Training: cls_zice: 19.366519379615784; reg_zipnll: 64.84818710327148; aux_mae_loss_1: 33.28056613922119; aux_mae_loss_2: 4.76278106212616; aux_mae_loss_4: 0.70511021733284; cnt_loss: 3.42830973982811; +2025-05-10 18:40:01,653 - INFO - Evaluation: +Curr mae: 8.8081; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3117; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0755; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:40:01,653 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 +2025-05-10 18:40:17,159 - INFO - Training: cls_zice: 20.841361312866212; reg_zipnll: 64.2447338104248; aux_mae_loss_1: 34.05504951477051; aux_mae_loss_2: 4.878161129951477; aux_mae_loss_4: 0.7106801843643189; cnt_loss: 3.2039033794403076; +2025-05-10 18:40:17,160 - INFO - Evaluation: +Curr mae: 8.7263; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4361; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0744; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:40:17,160 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 +2025-05-10 18:40:32,619 - INFO - Training: cls_zice: 18.860938158035278; reg_zipnll: 60.74603057861328; aux_mae_loss_1: 32.621511726379396; aux_mae_loss_2: 4.673900237083435; aux_mae_loss_4: 0.6919767355918884; cnt_loss: 3.2216351509094237; +2025-05-10 18:40:32,620 - INFO - Evaluation: +Curr mae: 8.7491; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5530; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:40:32,620 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 +2025-05-10 18:40:48,066 - INFO - Training: cls_zice: 19.550174617767333; reg_zipnll: 59.959610347747805; aux_mae_loss_1: 32.857788467407225; aux_mae_loss_2: 4.737371225357055; aux_mae_loss_4: 0.7051914715766907; cnt_loss: 3.363170621395111; +2025-05-10 18:40:48,067 - INFO - Evaluation: +Curr mae: 8.5214; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4055; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0719; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:40:48,067 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 +2025-05-10 18:41:03,521 - INFO - Training: cls_zice: 18.77424485206604; reg_zipnll: 57.80968532562256; aux_mae_loss_1: 31.940195350646974; aux_mae_loss_2: 4.558127207756042; aux_mae_loss_4: 0.693528116941452; cnt_loss: 3.360202925205231; +2025-05-10 18:41:03,522 - INFO - Evaluation: +Curr mae: 9.0154; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 14.1510; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0770; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:41:03,522 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 +2025-05-10 18:41:18,990 - INFO - Training: cls_zice: 18.22357661783695; reg_zipnll: 59.781715850830075; aux_mae_loss_1: 31.45018301010132; aux_mae_loss_2: 4.474117655754089; aux_mae_loss_4: 0.6691783034801483; cnt_loss: 3.0549008536338804; +2025-05-10 18:41:18,991 - INFO - Evaluation: +Curr mae: 8.9936; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 14.7976; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0750; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:41:18,991 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 +2025-05-10 18:41:34,422 - INFO - Training: cls_zice: 20.35545159816742; reg_zipnll: 64.4784716796875; aux_mae_loss_1: 34.18567600250244; aux_mae_loss_2: 4.899153079986572; aux_mae_loss_4: 0.7347446149587631; cnt_loss: 3.2970487761497496; +2025-05-10 18:41:34,423 - INFO - Evaluation: +Curr mae: 8.6090; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6131; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0731; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:41:34,423 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 +2025-05-10 18:41:50,030 - INFO - Training: cls_zice: 19.551180307865142; reg_zipnll: 61.477855110168456; aux_mae_loss_1: 32.77944561004639; aux_mae_loss_2: 4.683060684204102; aux_mae_loss_4: 0.6887190967798233; cnt_loss: 3.0608593940734865; +2025-05-10 18:41:50,031 - INFO - Evaluation: +Curr mae: 8.6141; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4084; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0735; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:41:50,031 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 +2025-05-10 18:42:05,625 - INFO - Training: cls_zice: 18.412044196128846; reg_zipnll: 63.66177543640137; aux_mae_loss_1: 32.769912109375; aux_mae_loss_2: 4.688684864044189; aux_mae_loss_4: 0.7094541442394257; cnt_loss: 3.044893424510956; +2025-05-10 18:42:05,626 - INFO - Evaluation: +Curr mae: 8.8690; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6994; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0762; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:42:05,627 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 +2025-05-10 18:42:21,193 - INFO - Training: cls_zice: 20.19345582485199; reg_zipnll: 62.01205005645752; aux_mae_loss_1: 33.78305461883545; aux_mae_loss_2: 4.786370577812195; aux_mae_loss_4: 0.7233156192302704; cnt_loss: 3.057606029510498; +2025-05-10 18:42:21,194 - INFO - Evaluation: +Curr mae: 8.8023; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.8298; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0745; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:42:21,194 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 +2025-05-10 18:42:36,984 - INFO - Training: cls_zice: 20.960470504760742; reg_zipnll: 61.99828151702881; aux_mae_loss_1: 34.17743335723877; aux_mae_loss_2: 4.899579191207886; aux_mae_loss_4: 0.7187240397930146; cnt_loss: 3.1033551263809205; +2025-05-10 18:42:36,985 - INFO - Evaluation: +Curr mae: 8.5858; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2666; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0729; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:42:36,985 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 +2025-05-10 18:42:52,696 - INFO - Training: cls_zice: 18.695108041763305; reg_zipnll: 61.3027689743042; aux_mae_loss_1: 32.132995529174806; aux_mae_loss_2: 4.580499157905579; aux_mae_loss_4: 0.6799257379770279; cnt_loss: 2.762925798892975; +2025-05-10 18:42:52,697 - INFO - Evaluation: +Curr mae: 8.7673; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3720; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0749; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:42:52,697 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 +2025-05-10 18:43:08,219 - INFO - Training: cls_zice: 20.46917071342468; reg_zipnll: 60.75807079315186; aux_mae_loss_1: 34.16578903198242; aux_mae_loss_2: 4.880541491508484; aux_mae_loss_4: 0.7288361418247223; cnt_loss: 3.3192367720603944; +2025-05-10 18:43:08,220 - INFO - Evaluation: +Curr mae: 8.9648; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7497; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0770; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:43:08,220 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 +2025-05-10 18:43:23,705 - INFO - Training: cls_zice: 19.341420497894287; reg_zipnll: 60.9243590927124; aux_mae_loss_1: 33.26031074523926; aux_mae_loss_2: 4.81508866071701; aux_mae_loss_4: 0.7158604520559311; cnt_loss: 3.252947058677673; +2025-05-10 18:43:23,707 - INFO - Evaluation: +Curr mae: 9.1037; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 14.0245; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0784; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:43:23,707 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 +2025-05-10 18:43:39,290 - INFO - Training: cls_zice: 20.46613230228424; reg_zipnll: 59.946436653137205; aux_mae_loss_1: 34.27761085510254; aux_mae_loss_2: 4.960125470161438; aux_mae_loss_4: 0.7515801805257797; cnt_loss: 3.626199650764465; +2025-05-10 18:43:39,291 - INFO - Evaluation: +Curr mae: 8.8196; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4937; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0762; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:43:39,291 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 +2025-05-10 18:43:54,872 - INFO - Training: cls_zice: 20.527058086395265; reg_zipnll: 60.970438423156736; aux_mae_loss_1: 34.13037075042725; aux_mae_loss_2: 4.843778204917908; aux_mae_loss_4: 0.726891775727272; cnt_loss: 3.446316936016083; +2025-05-10 18:43:54,873 - INFO - Evaluation: +Curr mae: 8.9358; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5767; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0755; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:43:54,874 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 +2025-05-10 18:44:10,524 - INFO - Training: cls_zice: 19.136128740310667; reg_zipnll: 59.60434921264648; aux_mae_loss_1: 32.0008917427063; aux_mae_loss_2: 4.564089617729187; aux_mae_loss_4: 0.6799241471290588; cnt_loss: 2.8422730135917664; +2025-05-10 18:44:10,524 - INFO - Evaluation: +Curr mae: 8.7079; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4919; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0752; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:44:10,525 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 +2025-05-10 18:44:26,129 - INFO - Training: cls_zice: 19.545453128814696; reg_zipnll: 61.10984107971191; aux_mae_loss_1: 33.20798446655274; aux_mae_loss_2: 4.799677062034607; aux_mae_loss_4: 0.7293839073181152; cnt_loss: 3.3474794602394105; +2025-05-10 18:44:26,130 - INFO - Evaluation: +Curr mae: 8.6743; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2360; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0744; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:44:26,131 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 +2025-05-10 18:44:41,617 - INFO - Training: cls_zice: 20.4684303855896; reg_zipnll: 62.31770523071289; aux_mae_loss_1: 33.7563892364502; aux_mae_loss_2: 4.777951254844665; aux_mae_loss_4: 0.7000053244829177; cnt_loss: 3.1666681694984438; +2025-05-10 18:44:41,618 - INFO - Evaluation: +Curr mae: 8.7771; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6142; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0741; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:44:41,618 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 +2025-05-10 18:44:57,209 - INFO - Training: cls_zice: 20.991077432632448; reg_zipnll: 58.631406726837156; aux_mae_loss_1: 33.88599685668945; aux_mae_loss_2: 4.865498156547546; aux_mae_loss_4: 0.7307820564508438; cnt_loss: 3.2023361206054686; +2025-05-10 18:44:57,211 - INFO - Evaluation: +Curr mae: 8.7260; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1915; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0740; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:44:57,211 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 +2025-05-10 18:45:12,630 - INFO - Training: cls_zice: 18.578587980270385; reg_zipnll: 60.286553916931155; aux_mae_loss_1: 31.974256744384764; aux_mae_loss_2: 4.641125054359436; aux_mae_loss_4: 0.6981052434444428; cnt_loss: 3.1405194926261903; +2025-05-10 18:45:12,630 - INFO - Evaluation: +Curr mae: 9.0005; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.8296; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0769; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:45:12,631 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 +2025-05-10 18:45:29,286 - INFO - Training: cls_zice: 19.377249507904054; reg_zipnll: 58.89872295379639; aux_mae_loss_1: 32.482459983825684; aux_mae_loss_2: 4.654114546775818; aux_mae_loss_4: 0.699128515124321; cnt_loss: 2.985376310348511; +2025-05-10 18:45:29,287 - INFO - Evaluation: +Curr mae: 8.7075; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4256; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0738; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:45:29,288 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 +2025-05-10 18:45:44,894 - INFO - Training: cls_zice: 19.739179825782777; reg_zipnll: 59.08180046081543; aux_mae_loss_1: 32.963763256073; aux_mae_loss_2: 4.668090968132019; aux_mae_loss_4: 0.6960287135839462; cnt_loss: 2.784892990589142; +2025-05-10 18:45:44,895 - INFO - Evaluation: +Curr mae: 8.7938; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5029; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0763; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:45:44,895 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 +2025-05-10 18:46:00,465 - INFO - Training: cls_zice: 21.2976274728775; reg_zipnll: 59.80155776977539; aux_mae_loss_1: 33.64790168762207; aux_mae_loss_2: 4.71676568031311; aux_mae_loss_4: 0.6971338313817977; cnt_loss: 3.167117004394531; +2025-05-10 18:46:00,466 - INFO - Evaluation: +Curr mae: 9.0040; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.9322; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0757; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:46:00,467 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 +2025-05-10 18:46:16,072 - INFO - Training: cls_zice: 20.560574350357054; reg_zipnll: 61.667527236938476; aux_mae_loss_1: 34.165703125; aux_mae_loss_2: 4.85880482673645; aux_mae_loss_4: 0.7299872356653213; cnt_loss: 3.173349667787552; +2025-05-10 18:46:16,073 - INFO - Evaluation: +Curr mae: 8.8930; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.9586; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:46:16,074 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 +2025-05-10 18:46:31,822 - INFO - Training: cls_zice: 18.794315252304077; reg_zipnll: 61.01680519104004; aux_mae_loss_1: 32.206014461517334; aux_mae_loss_2: 4.491420297622681; aux_mae_loss_4: 0.6763718622922897; cnt_loss: 3.046567780971527; +2025-05-10 18:46:31,823 - INFO - Evaluation: +Curr mae: 8.8986; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.8770; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0750; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:46:31,823 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 +2025-05-10 18:46:47,465 - INFO - Training: cls_zice: 19.21242373585701; reg_zipnll: 60.63176525115967; aux_mae_loss_1: 32.771707458496095; aux_mae_loss_2: 4.738913164138794; aux_mae_loss_4: 0.7084957367181778; cnt_loss: 3.3753466248512267; +2025-05-10 18:46:47,466 - INFO - Evaluation: +Curr mae: 8.8368; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7306; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0750; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:46:47,466 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 +2025-05-10 18:47:02,897 - INFO - Training: cls_zice: 19.18340672373772; reg_zipnll: 60.776883392333986; aux_mae_loss_1: 33.026816844940186; aux_mae_loss_2: 4.770535235404968; aux_mae_loss_4: 0.7034399449825287; cnt_loss: 3.177807774543762; +2025-05-10 18:47:02,898 - INFO - Evaluation: +Curr mae: 8.8573; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6902; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0757; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:47:02,898 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 +2025-05-10 18:47:18,405 - INFO - Training: cls_zice: 19.918956484794617; reg_zipnll: 59.07479434967041; aux_mae_loss_1: 32.45112703323364; aux_mae_loss_2: 4.570416450500488; aux_mae_loss_4: 0.6752598935365677; cnt_loss: 3.0523024511337282; +2025-05-10 18:47:18,406 - INFO - Evaluation: +Curr mae: 8.8600; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6528; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0758; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:47:18,406 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 +2025-05-10 18:47:33,838 - INFO - Training: cls_zice: 20.71782949447632; reg_zipnll: 60.55521926879883; aux_mae_loss_1: 33.370389709472654; aux_mae_loss_2: 4.742284169197083; aux_mae_loss_4: 0.6955814117193222; cnt_loss: 3.3520923805236817; +2025-05-10 18:47:33,839 - INFO - Evaluation: +Curr mae: 8.7097; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5497; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0736; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:47:33,840 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 +2025-05-10 18:47:49,349 - INFO - Training: cls_zice: 19.680013408660887; reg_zipnll: 64.18814910888672; aux_mae_loss_1: 33.65255851745606; aux_mae_loss_2: 4.861308238506317; aux_mae_loss_4: 0.7206123876571655; cnt_loss: 2.983850061893463; +2025-05-10 18:47:49,350 - INFO - Evaluation: +Curr mae: 8.6087; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3718; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0744; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:47:49,350 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 +2025-05-10 18:48:05,020 - INFO - Training: cls_zice: 19.355695294141768; reg_zipnll: 59.78962272644043; aux_mae_loss_1: 32.505040073394774; aux_mae_loss_2: 4.664303922653199; aux_mae_loss_4: 0.6890360486507415; cnt_loss: 3.1604577684402466; +2025-05-10 18:48:05,021 - INFO - Evaluation: +Curr mae: 8.5916; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4662; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0754; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:48:05,021 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 +2025-05-10 18:48:20,624 - INFO - Training: cls_zice: 21.054784297943115; reg_zipnll: 59.717323799133304; aux_mae_loss_1: 33.65705368041992; aux_mae_loss_2: 4.807232546806335; aux_mae_loss_4: 0.7150489580631256; cnt_loss: 3.126727294921875; +2025-05-10 18:48:20,625 - INFO - Evaluation: +Curr mae: 8.6787; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3455; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0743; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:48:20,625 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 +2025-05-10 18:48:36,323 - INFO - Training: cls_zice: 19.32502195954323; reg_zipnll: 61.203975410461425; aux_mae_loss_1: 32.82686347961426; aux_mae_loss_2: 4.6921870899200435; aux_mae_loss_4: 0.6977068758010865; cnt_loss: 3.261952042579651; +2025-05-10 18:48:36,324 - INFO - Evaluation: +Curr mae: 9.0150; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.9070; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0763; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:48:36,325 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 +2025-05-10 18:48:51,912 - INFO - Training: cls_zice: 19.35209541320801; reg_zipnll: 62.35885215759277; aux_mae_loss_1: 32.800013084411624; aux_mae_loss_2: 4.657283172607422; aux_mae_loss_4: 0.6879640340805053; cnt_loss: 3.101871178150177; +2025-05-10 18:48:51,913 - INFO - Evaluation: +Curr mae: 8.8456; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5655; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0773; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:48:51,913 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 +2025-05-10 18:49:07,493 - INFO - Training: cls_zice: 19.448063078522683; reg_zipnll: 62.67308128356934; aux_mae_loss_1: 33.080454654693604; aux_mae_loss_2: 4.730773565769195; aux_mae_loss_4: 0.6935123598575592; cnt_loss: 3.152667710781097; +2025-05-10 18:49:07,494 - INFO - Evaluation: +Curr mae: 8.5065; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 12.9899; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0732; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:49:07,677 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 +2025-05-10 18:49:23,519 - INFO - Training: cls_zice: 21.049156532287597; reg_zipnll: 62.26323356628418; aux_mae_loss_1: 34.628545627593994; aux_mae_loss_2: 4.940364284515381; aux_mae_loss_4: 0.7301985156536103; cnt_loss: 3.265081512928009; +2025-05-10 18:49:23,521 - INFO - Evaluation: +Curr mae: 8.8443; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5753; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0763; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:49:23,521 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 +2025-05-10 18:49:39,021 - INFO - Training: cls_zice: 21.103207502365112; reg_zipnll: 63.76794380187988; aux_mae_loss_1: 34.0760461807251; aux_mae_loss_2: 4.851986360549927; aux_mae_loss_4: 0.7084297817945481; cnt_loss: 3.0372418642044066; +2025-05-10 18:49:39,023 - INFO - Evaluation: +Curr mae: 8.7681; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6213; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0745; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:49:39,023 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 +2025-05-10 18:49:54,475 - INFO - Training: cls_zice: 20.051170454025268; reg_zipnll: 60.86143196105957; aux_mae_loss_1: 33.295413703918456; aux_mae_loss_2: 4.726545143127441; aux_mae_loss_4: 0.711774492263794; cnt_loss: 3.2897041916847227; +2025-05-10 18:49:54,476 - INFO - Evaluation: +Curr mae: 8.7869; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7685; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0753; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:49:54,476 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 +2025-05-10 18:50:10,119 - INFO - Training: cls_zice: 20.55589648962021; reg_zipnll: 59.75655170440674; aux_mae_loss_1: 33.94343925476074; aux_mae_loss_2: 4.837307062149048; aux_mae_loss_4: 0.7246112960577011; cnt_loss: 3.367169086933136; +2025-05-10 18:50:10,120 - INFO - Evaluation: +Curr mae: 8.5020; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2136; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0724; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:50:10,121 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 +2025-05-10 18:50:25,465 - INFO - Training: cls_zice: 18.24792181968689; reg_zipnll: 59.52031406402588; aux_mae_loss_1: 32.23831321716309; aux_mae_loss_2: 4.658174052238464; aux_mae_loss_4: 0.6718103855848312; cnt_loss: 2.8784300446510316; +2025-05-10 18:50:25,466 - INFO - Evaluation: +Curr mae: 8.6867; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4116; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0739; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:50:25,466 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 +2025-05-10 18:50:40,909 - INFO - Training: cls_zice: 19.0217254114151; reg_zipnll: 59.179715957641605; aux_mae_loss_1: 32.81782447814941; aux_mae_loss_2: 4.755491499900818; aux_mae_loss_4: 0.727105838060379; cnt_loss: 3.135283284187317; +2025-05-10 18:50:40,910 - INFO - Evaluation: +Curr mae: 8.6775; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3779; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0740; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:50:40,910 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 +2025-05-10 18:50:56,379 - INFO - Training: cls_zice: 19.31597219467163; reg_zipnll: 61.388167762756346; aux_mae_loss_1: 32.510281257629394; aux_mae_loss_2: 4.720382890701294; aux_mae_loss_4: 0.691189992427826; cnt_loss: 2.9072347331047057; +2025-05-10 18:50:56,380 - INFO - Evaluation: +Curr mae: 8.6792; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4673; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0744; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:50:56,380 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 +2025-05-10 18:51:11,923 - INFO - Training: cls_zice: 20.302800555229187; reg_zipnll: 59.82608703613281; aux_mae_loss_1: 33.80605175018311; aux_mae_loss_2: 4.795363874435425; aux_mae_loss_4: 0.7104611426591874; cnt_loss: 3.1847583508491515; +2025-05-10 18:51:11,924 - INFO - Evaluation: +Curr mae: 8.5561; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4025; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0725; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:51:11,924 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 +2025-05-10 18:51:27,361 - INFO - Training: cls_zice: 18.50337347984314; reg_zipnll: 62.62517547607422; aux_mae_loss_1: 32.068360805511475; aux_mae_loss_2: 4.602617454528809; aux_mae_loss_4: 0.6728398782014847; cnt_loss: 3.006663352251053; +2025-05-10 18:51:27,362 - INFO - Evaluation: +Curr mae: 8.6399; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5115; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0728; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:51:27,362 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 +2025-05-10 18:51:42,708 - INFO - Training: cls_zice: 19.559963200092316; reg_zipnll: 61.03905227661133; aux_mae_loss_1: 33.01164434432983; aux_mae_loss_2: 4.7117491269111635; aux_mae_loss_4: 0.7056940186023712; cnt_loss: 3.0139743995666506; +2025-05-10 18:51:42,709 - INFO - Evaluation: +Curr mae: 8.7236; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.8205; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0727; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:51:42,709 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 +2025-05-10 18:51:58,255 - INFO - Training: cls_zice: 19.18912832260132; reg_zipnll: 62.42946350097656; aux_mae_loss_1: 33.00701774597168; aux_mae_loss_2: 4.748792700767517; aux_mae_loss_4: 0.7116883057355881; cnt_loss: 3.211747198104858; +2025-05-10 18:51:58,256 - INFO - Evaluation: +Curr mae: 8.7218; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6479; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0742; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:51:58,257 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 +2025-05-10 18:52:13,783 - INFO - Training: cls_zice: 19.765134360790253; reg_zipnll: 59.28067478179932; aux_mae_loss_1: 32.92621189117432; aux_mae_loss_2: 4.728235359191895; aux_mae_loss_4: 0.7091855508089066; cnt_loss: 2.963622682094574; +2025-05-10 18:52:13,784 - INFO - Evaluation: +Curr mae: 8.6915; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4203; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0743; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:52:13,784 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 +2025-05-10 18:52:29,375 - INFO - Training: cls_zice: 18.23477393388748; reg_zipnll: 60.287674560546876; aux_mae_loss_1: 31.38790042877197; aux_mae_loss_2: 4.567656016349792; aux_mae_loss_4: 0.6795409882068634; cnt_loss: 2.926361632347107; +2025-05-10 18:52:29,376 - INFO - Evaluation: +Curr mae: 8.5548; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1391; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0740; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:52:29,376 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 +2025-05-10 18:52:45,076 - INFO - Training: cls_zice: 20.567946853637697; reg_zipnll: 59.882278518676756; aux_mae_loss_1: 33.94256534576416; aux_mae_loss_2: 4.859719305038452; aux_mae_loss_4: 0.7312376028299332; cnt_loss: 2.986356749534607; +2025-05-10 18:52:45,077 - INFO - Evaluation: +Curr mae: 8.5290; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2459; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0733; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:52:45,077 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 +2025-05-10 18:53:00,513 - INFO - Training: cls_zice: 21.393066930770875; reg_zipnll: 63.55907669067383; aux_mae_loss_1: 34.706740074157715; aux_mae_loss_2: 4.945637040138244; aux_mae_loss_4: 0.728966726064682; cnt_loss: 3.167487208843231; +2025-05-10 18:53:00,524 - INFO - Evaluation: +Curr mae: 8.7529; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4049; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0743; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:53:00,524 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 +2025-05-10 18:53:16,162 - INFO - Training: cls_zice: 20.150606939792635; reg_zipnll: 59.70525712966919; aux_mae_loss_1: 33.371506233215335; aux_mae_loss_2: 4.721707553863525; aux_mae_loss_4: 0.7102884989976883; cnt_loss: 2.90942032456398; +2025-05-10 18:53:16,163 - INFO - Evaluation: +Curr mae: 8.6177; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3865; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0739; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:53:16,164 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 +2025-05-10 18:53:31,869 - INFO - Training: cls_zice: 20.09965419024229; reg_zipnll: 56.81080181121826; aux_mae_loss_1: 32.986359729766846; aux_mae_loss_2: 4.766862664222717; aux_mae_loss_4: 0.7064465504884719; cnt_loss: 3.07089218378067; +2025-05-10 18:53:31,870 - INFO - Evaluation: +Curr mae: 8.7018; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5093; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:53:31,870 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 +2025-05-10 18:53:47,449 - INFO - Training: cls_zice: 18.29692847251892; reg_zipnll: 61.89593185424805; aux_mae_loss_1: 31.742209815979002; aux_mae_loss_2: 4.55132752418518; aux_mae_loss_4: 0.6754510033130646; cnt_loss: 2.581925995349884; +2025-05-10 18:53:47,450 - INFO - Evaluation: +Curr mae: 8.5991; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2856; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0738; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:53:47,450 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 +2025-05-10 18:54:03,059 - INFO - Training: cls_zice: 18.44617178440094; reg_zipnll: 57.803943481445316; aux_mae_loss_1: 31.732736854553224; aux_mae_loss_2: 4.585096664428711; aux_mae_loss_4: 0.6886979115009307; cnt_loss: 3.0830450105667113; +2025-05-10 18:54:03,060 - INFO - Evaluation: +Curr mae: 8.6837; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4324; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:54:03,060 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 +2025-05-10 18:54:18,643 - INFO - Training: cls_zice: 19.55066970586777; reg_zipnll: 59.546033210754395; aux_mae_loss_1: 32.52663730621338; aux_mae_loss_2: 4.61351393699646; aux_mae_loss_4: 0.6894674175977706; cnt_loss: 3.0690711665153505; +2025-05-10 18:54:18,644 - INFO - Evaluation: +Curr mae: 8.8678; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4669; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0791; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:54:18,644 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 +2025-05-10 18:54:34,015 - INFO - Training: cls_zice: 19.970746140480042; reg_zipnll: 60.64702800750732; aux_mae_loss_1: 33.51337812423706; aux_mae_loss_2: 4.773366947174072; aux_mae_loss_4: 0.7162501227855682; cnt_loss: 2.8891048526763914; +2025-05-10 18:54:34,016 - INFO - Evaluation: +Curr mae: 8.7368; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4322; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0757; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:54:34,017 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 +2025-05-10 18:54:49,608 - INFO - Training: cls_zice: 20.51604598045349; reg_zipnll: 62.11859783172608; aux_mae_loss_1: 33.799811630249025; aux_mae_loss_2: 4.817903428077698; aux_mae_loss_4: 0.7111131304502487; cnt_loss: 3.11675048828125; +2025-05-10 18:54:49,609 - INFO - Evaluation: +Curr mae: 8.6061; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4001; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0725; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:54:49,609 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 +2025-05-10 18:55:05,045 - INFO - Training: cls_zice: 18.850547135472297; reg_zipnll: 57.83439491271972; aux_mae_loss_1: 31.626995620727538; aux_mae_loss_2: 4.613445587158203; aux_mae_loss_4: 0.6940360391139984; cnt_loss: 3.1764689087867737; +2025-05-10 18:55:05,046 - INFO - Evaluation: +Curr mae: 8.4268; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1914; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0737; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:55:05,046 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 +2025-05-10 18:55:20,537 - INFO - Training: cls_zice: 20.665400792360305; reg_zipnll: 60.83685440063476; aux_mae_loss_1: 33.75579196929932; aux_mae_loss_2: 4.7889035081863405; aux_mae_loss_4: 0.7098222810029984; cnt_loss: 2.86781982421875; +2025-05-10 18:55:20,538 - INFO - Evaluation: +Curr mae: 8.7002; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7152; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0739; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:55:20,538 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 +2025-05-10 18:55:35,854 - INFO - Training: cls_zice: 18.888300890922547; reg_zipnll: 60.43756309509277; aux_mae_loss_1: 31.83051139831543; aux_mae_loss_2: 4.584643087387085; aux_mae_loss_4: 0.6773074173927307; cnt_loss: 2.7257580089569093; +2025-05-10 18:55:35,854 - INFO - Evaluation: +Curr mae: 8.6688; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4457; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0737; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:55:35,855 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 +2025-05-10 18:55:51,939 - INFO - Training: cls_zice: 19.90139368057251; reg_zipnll: 61.615340614318846; aux_mae_loss_1: 32.920892219543454; aux_mae_loss_2: 4.669364695549011; aux_mae_loss_4: 0.6883861887454986; cnt_loss: 3.3059368252754213; +2025-05-10 18:55:51,940 - INFO - Evaluation: +Curr mae: 8.8181; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5462; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0755; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:55:51,940 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 +2025-05-10 18:56:07,474 - INFO - Training: cls_zice: 18.992614841461183; reg_zipnll: 62.55349006652832; aux_mae_loss_1: 32.72299495697021; aux_mae_loss_2: 4.619449210166931; aux_mae_loss_4: 0.6811153078079224; cnt_loss: 2.7674247670173644; +2025-05-10 18:56:07,475 - INFO - Evaluation: +Curr mae: 8.6640; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3597; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0757; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:56:07,476 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 +2025-05-10 18:56:22,710 - INFO - Training: cls_zice: 19.857321166992186; reg_zipnll: 60.487322311401364; aux_mae_loss_1: 33.10479465484619; aux_mae_loss_2: 4.654663853645324; aux_mae_loss_4: 0.7021649563312531; cnt_loss: 3.4663723850250245; +2025-05-10 18:56:22,711 - INFO - Evaluation: +Curr mae: 8.5611; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3609; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0749; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:56:22,711 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 +2025-05-10 18:56:38,139 - INFO - Training: cls_zice: 20.5937877368927; reg_zipnll: 62.30173606872559; aux_mae_loss_1: 33.919635734558106; aux_mae_loss_2: 4.818344659805298; aux_mae_loss_4: 0.6983416575193405; cnt_loss: 2.867871119976044; +2025-05-10 18:56:38,140 - INFO - Evaluation: +Curr mae: 8.7827; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.8754; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0761; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:56:38,140 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 +2025-05-10 18:56:53,662 - INFO - Training: cls_zice: 19.823957209587096; reg_zipnll: 59.889579391479494; aux_mae_loss_1: 33.346576614379885; aux_mae_loss_2: 4.701310601234436; aux_mae_loss_4: 0.6852596759796142; cnt_loss: 3.0858346569538115; +2025-05-10 18:56:53,663 - INFO - Evaluation: +Curr mae: 8.9769; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.9097; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0791; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:56:53,663 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 +2025-05-10 18:57:09,101 - INFO - Training: cls_zice: 19.529682955741883; reg_zipnll: 58.259403991699216; aux_mae_loss_1: 32.032411899566654; aux_mae_loss_2: 4.574297876358032; aux_mae_loss_4: 0.6804751580953599; cnt_loss: 3.1784455585479736; +2025-05-10 18:57:09,102 - INFO - Evaluation: +Curr mae: 8.6797; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5391; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0755; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:57:09,102 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 +2025-05-10 18:57:24,514 - INFO - Training: cls_zice: 20.71349361419678; reg_zipnll: 62.118713569641116; aux_mae_loss_1: 33.84658908843994; aux_mae_loss_2: 4.781608080863952; aux_mae_loss_4: 0.7027675700187683; cnt_loss: 2.8220474898815153; +2025-05-10 18:57:24,515 - INFO - Evaluation: +Curr mae: 8.7393; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6560; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0745; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:57:24,515 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 +2025-05-10 18:57:40,190 - INFO - Training: cls_zice: 19.537223711013795; reg_zipnll: 60.67566593170166; aux_mae_loss_1: 33.17603349685669; aux_mae_loss_2: 4.7674660921096805; aux_mae_loss_4: 0.6997231757640838; cnt_loss: 2.9412411844730375; +2025-05-10 18:57:40,191 - INFO - Evaluation: +Curr mae: 8.7610; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6036; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0751; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:57:40,191 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 +2025-05-10 18:57:55,741 - INFO - Training: cls_zice: 20.518239898681642; reg_zipnll: 58.05273546218872; aux_mae_loss_1: 33.324070587158204; aux_mae_loss_2: 4.788875327110291; aux_mae_loss_4: 0.7288009369373322; cnt_loss: 2.864127041101456; +2025-05-10 18:57:55,742 - INFO - Evaluation: +Curr mae: 8.7257; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4927; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0760; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:57:55,742 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 +2025-05-10 18:58:11,151 - INFO - Training: cls_zice: 18.45959218740463; reg_zipnll: 59.21077375411987; aux_mae_loss_1: 31.723027172088624; aux_mae_loss_2: 4.637987329959869; aux_mae_loss_4: 0.6892920821905136; cnt_loss: 2.762977361679077; +2025-05-10 18:58:11,152 - INFO - Evaluation: +Curr mae: 8.6261; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4423; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:58:11,152 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 +2025-05-10 18:58:26,796 - INFO - Training: cls_zice: 18.790859627723695; reg_zipnll: 57.941607818603515; aux_mae_loss_1: 31.90366060256958; aux_mae_loss_2: 4.5872606897354125; aux_mae_loss_4: 0.6793780517578125; cnt_loss: 3.0689050340652466; +2025-05-10 18:58:26,797 - INFO - Evaluation: +Curr mae: 8.6309; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4393; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0750; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:58:26,797 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 +2025-05-10 18:58:42,502 - INFO - Training: cls_zice: 19.87104215621948; reg_zipnll: 60.21641387939453; aux_mae_loss_1: 32.943518562316896; aux_mae_loss_2: 4.719082913398743; aux_mae_loss_4: 0.700793514251709; cnt_loss: 2.877990915775299; +2025-05-10 18:58:42,503 - INFO - Evaluation: +Curr mae: 8.4600; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.0517; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0727; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:58:42,503 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 +2025-05-10 18:58:58,649 - INFO - Training: cls_zice: 18.91101637840271; reg_zipnll: 60.21805032730103; aux_mae_loss_1: 31.848019104003907; aux_mae_loss_2: 4.532740259170533; aux_mae_loss_4: 0.6722383588552475; cnt_loss: 2.626760187149048; +2025-05-10 18:58:58,650 - INFO - Evaluation: +Curr mae: 8.5935; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2428; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0739; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:58:58,650 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 +2025-05-10 18:59:14,115 - INFO - Training: cls_zice: 19.503316605091094; reg_zipnll: 61.02525989532471; aux_mae_loss_1: 32.38845043182373; aux_mae_loss_2: 4.612914106845856; aux_mae_loss_4: 0.6705632960796356; cnt_loss: 2.926943476200104; +2025-05-10 18:59:14,116 - INFO - Evaluation: +Curr mae: 8.6137; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2145; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:59:14,116 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 +2025-05-10 18:59:29,749 - INFO - Training: cls_zice: 19.69227753639221; reg_zipnll: 60.932327041625975; aux_mae_loss_1: 32.525529098510745; aux_mae_loss_2: 4.631392250061035; aux_mae_loss_4: 0.6951773297786713; cnt_loss: 2.869520742893219; +2025-05-10 18:59:29,751 - INFO - Evaluation: +Curr mae: 8.7172; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5750; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0741; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:59:29,751 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 +2025-05-10 18:59:45,390 - INFO - Training: cls_zice: 19.113551177978515; reg_zipnll: 60.23762847900391; aux_mae_loss_1: 32.25899101257324; aux_mae_loss_2: 4.629860396385193; aux_mae_loss_4: 0.6911951231956482; cnt_loss: 3.3710044121742246; +2025-05-10 18:59:45,390 - INFO - Evaluation: +Curr mae: 8.9578; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.8081; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0769; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 18:59:45,391 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 +2025-05-10 19:00:01,077 - INFO - Training: cls_zice: 18.784965620040893; reg_zipnll: 61.90828350067139; aux_mae_loss_1: 31.70325149536133; aux_mae_loss_2: 4.560399041175843; aux_mae_loss_4: 0.6641092050075531; cnt_loss: 3.0576443672180176; +2025-05-10 19:00:01,078 - INFO - Evaluation: +Curr mae: 8.9175; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5813; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0782; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:00:01,078 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 +2025-05-10 19:00:16,714 - INFO - Training: cls_zice: 19.059705629348755; reg_zipnll: 59.78239845275879; aux_mae_loss_1: 32.790156517028805; aux_mae_loss_2: 4.638524703979492; aux_mae_loss_4: 0.6906067860126496; cnt_loss: 2.7667748045921328; +2025-05-10 19:00:16,715 - INFO - Evaluation: +Curr mae: 8.6907; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4209; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0764; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:00:16,715 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 +2025-05-10 19:00:32,181 - INFO - Training: cls_zice: 19.29863482952118; reg_zipnll: 60.05718185424805; aux_mae_loss_1: 32.46381029129029; aux_mae_loss_2: 4.592159309387207; aux_mae_loss_4: 0.6927318799495698; cnt_loss: 3.0414617967605593; +2025-05-10 19:00:32,182 - INFO - Evaluation: +Curr mae: 8.7200; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6318; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0752; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:00:32,182 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 +2025-05-10 19:00:47,809 - INFO - Training: cls_zice: 19.93882263660431; reg_zipnll: 59.369601249694824; aux_mae_loss_1: 32.545873107910154; aux_mae_loss_2: 4.6166319036483765; aux_mae_loss_4: 0.6902369678020477; cnt_loss: 3.0833271420001984; +2025-05-10 19:00:47,810 - INFO - Evaluation: +Curr mae: 8.8166; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7261; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0757; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:00:47,810 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 +2025-05-10 19:01:03,361 - INFO - Training: cls_zice: 18.51918321609497; reg_zipnll: 58.84798080444336; aux_mae_loss_1: 31.946395492553712; aux_mae_loss_2: 4.586547002792359; aux_mae_loss_4: 0.6763352674245834; cnt_loss: 2.7981518054008485; +2025-05-10 19:01:03,362 - INFO - Evaluation: +Curr mae: 8.6941; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.9464; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0759; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:01:03,362 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 +2025-05-10 19:01:19,397 - INFO - Training: cls_zice: 20.528111200332642; reg_zipnll: 62.57143630981445; aux_mae_loss_1: 33.69409284591675; aux_mae_loss_2: 4.833274111747742; aux_mae_loss_4: 0.7025428128242492; cnt_loss: 2.953326642513275; +2025-05-10 19:01:19,407 - INFO - Evaluation: +Curr mae: 8.5805; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6116; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0732; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:01:19,407 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 +2025-05-10 19:01:34,867 - INFO - Training: cls_zice: 17.601601881980898; reg_zipnll: 59.664554290771484; aux_mae_loss_1: 30.403547096252442; aux_mae_loss_2: 4.396993274688721; aux_mae_loss_4: 0.6437387138605117; cnt_loss: 2.8590257120132447; +2025-05-10 19:01:34,868 - INFO - Evaluation: +Curr mae: 8.6651; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7149; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0763; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:01:34,868 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 +2025-05-10 19:01:50,278 - INFO - Training: cls_zice: 19.962224310636522; reg_zipnll: 61.07413314819336; aux_mae_loss_1: 32.63982219696045; aux_mae_loss_2: 4.660576295852661; aux_mae_loss_4: 0.698356899023056; cnt_loss: 3.051462659835815; +2025-05-10 19:01:50,279 - INFO - Evaluation: +Curr mae: 8.5656; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4392; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0727; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:01:50,279 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 +2025-05-10 19:02:05,684 - INFO - Training: cls_zice: 19.631000151634215; reg_zipnll: 60.62576488494873; aux_mae_loss_1: 32.34874362945557; aux_mae_loss_2: 4.663450584411621; aux_mae_loss_4: 0.6942825555801392; cnt_loss: 2.9536067247390747; +2025-05-10 19:02:05,685 - INFO - Evaluation: +Curr mae: 8.8328; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5672; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0791; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:02:05,867 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 +2025-05-10 19:02:21,309 - INFO - Training: cls_zice: 19.3893781375885; reg_zipnll: 56.822436828613284; aux_mae_loss_1: 32.26605821609497; aux_mae_loss_2: 4.632109611034394; aux_mae_loss_4: 0.6894936960935593; cnt_loss: 2.7385532546043394; +2025-05-10 19:02:21,310 - INFO - Evaluation: +Curr mae: 8.7054; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6938; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0755; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:02:21,310 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 +2025-05-10 19:02:36,677 - INFO - Training: cls_zice: 20.448427810668946; reg_zipnll: 61.83891586303711; aux_mae_loss_1: 33.65268724441528; aux_mae_loss_2: 4.773265981674195; aux_mae_loss_4: 0.7136913633346558; cnt_loss: 3.105095607042313; +2025-05-10 19:02:36,678 - INFO - Evaluation: +Curr mae: 8.8499; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7606; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0782; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:02:36,678 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 +2025-05-10 19:02:52,035 - INFO - Training: cls_zice: 19.370573978424073; reg_zipnll: 57.32323299407959; aux_mae_loss_1: 32.370706615448; aux_mae_loss_2: 4.600038371086121; aux_mae_loss_4: 0.6854833191633225; cnt_loss: 2.9988381004333498; +2025-05-10 19:02:52,036 - INFO - Evaluation: +Curr mae: 8.8937; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.8220; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0774; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:02:52,036 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 +2025-05-10 19:03:07,555 - INFO - Training: cls_zice: 19.161775159835816; reg_zipnll: 57.16761699676513; aux_mae_loss_1: 31.82785987854004; aux_mae_loss_2: 4.50033371925354; aux_mae_loss_4: 0.6650849723815918; cnt_loss: 2.9778621077537535; +2025-05-10 19:03:07,556 - INFO - Evaluation: +Curr mae: 8.7992; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6302; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0744; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:03:07,556 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 +2025-05-10 19:03:23,190 - INFO - Training: cls_zice: 19.697895488739015; reg_zipnll: 63.1704923248291; aux_mae_loss_1: 32.80266326904297; aux_mae_loss_2: 4.733586792945862; aux_mae_loss_4: 0.6948993855714798; cnt_loss: 2.766274336576462; +2025-05-10 19:03:23,191 - INFO - Evaluation: +Curr mae: 8.7663; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6837; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0773; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:03:23,191 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 +2025-05-10 19:03:39,049 - INFO - Training: cls_zice: 19.17453890323639; reg_zipnll: 64.13430992126465; aux_mae_loss_1: 33.25339279174805; aux_mae_loss_2: 4.689385004043579; aux_mae_loss_4: 0.6960558170080184; cnt_loss: 3.1983645129203797; +2025-05-10 19:03:39,050 - INFO - Evaluation: +Curr mae: 8.9656; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.8422; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0780; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:03:39,050 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 +2025-05-10 19:03:54,705 - INFO - Training: cls_zice: 19.966320581436158; reg_zipnll: 59.70403240203857; aux_mae_loss_1: 32.864396514892576; aux_mae_loss_2: 4.680220222473144; aux_mae_loss_4: 0.6816523253917695; cnt_loss: 2.7707183575630188; +2025-05-10 19:03:54,707 - INFO - Evaluation: +Curr mae: 8.9599; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6116; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0798; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:03:54,707 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 +2025-05-10 19:04:10,422 - INFO - Training: cls_zice: 18.669468412399294; reg_zipnll: 62.48605075836181; aux_mae_loss_1: 32.04968490600586; aux_mae_loss_2: 4.598007283210754; aux_mae_loss_4: 0.6889863681793212; cnt_loss: 3.0619216847419737; +2025-05-10 19:04:10,423 - INFO - Evaluation: +Curr mae: 8.9494; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7621; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0784; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:04:10,423 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 +2025-05-10 19:04:26,077 - INFO - Training: cls_zice: 19.780348143577577; reg_zipnll: 60.32250431060791; aux_mae_loss_1: 32.9175931930542; aux_mae_loss_2: 4.6557842016220095; aux_mae_loss_4: 0.6856495302915573; cnt_loss: 3.115983507633209; +2025-05-10 19:04:26,078 - INFO - Evaluation: +Curr mae: 8.7930; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6898; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0753; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:04:26,078 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 +2025-05-10 19:04:41,610 - INFO - Training: cls_zice: 20.309476153850554; reg_zipnll: 59.98477180480957; aux_mae_loss_1: 33.28269460678101; aux_mae_loss_2: 4.716496000289917; aux_mae_loss_4: 0.6884637647867202; cnt_loss: 3.0600648307800293; +2025-05-10 19:04:41,611 - INFO - Evaluation: +Curr mae: 8.7498; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7156; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:04:41,612 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 +2025-05-10 19:04:57,153 - INFO - Training: cls_zice: 20.61429187774658; reg_zipnll: 58.40013441085816; aux_mae_loss_1: 33.6704280090332; aux_mae_loss_2: 4.821798706054688; aux_mae_loss_4: 0.702861744761467; cnt_loss: 2.797346382141113; +2025-05-10 19:04:57,154 - INFO - Evaluation: +Curr mae: 8.9452; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7492; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0781; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:04:57,154 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 +2025-05-10 19:05:12,685 - INFO - Training: cls_zice: 18.409945068359374; reg_zipnll: 64.51923797607422; aux_mae_loss_1: 31.90686641693115; aux_mae_loss_2: 4.502639064788818; aux_mae_loss_4: 0.6638383448123932; cnt_loss: 2.9864751839637758; +2025-05-10 19:05:12,686 - INFO - Evaluation: +Curr mae: 9.1319; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.9314; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0795; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:05:12,686 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 +2025-05-10 19:05:28,423 - INFO - Training: cls_zice: 17.395072116851807; reg_zipnll: 58.60160966873169; aux_mae_loss_1: 31.395680046081544; aux_mae_loss_2: 4.523597521781921; aux_mae_loss_4: 0.6720932137966156; cnt_loss: 2.685550079345703; +2025-05-10 19:05:28,424 - INFO - Evaluation: +Curr mae: 8.7660; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4624; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0759; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:05:28,424 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 +2025-05-10 19:05:43,880 - INFO - Training: cls_zice: 20.35550389766693; reg_zipnll: 62.05454948425293; aux_mae_loss_1: 33.864797019958495; aux_mae_loss_2: 4.771163277626037; aux_mae_loss_4: 0.6932089114189148; cnt_loss: 2.9459358739852903; +2025-05-10 19:05:43,881 - INFO - Evaluation: +Curr mae: 8.8048; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4716; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0769; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:05:43,881 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 +2025-05-10 19:05:59,491 - INFO - Training: cls_zice: 17.849758377075194; reg_zipnll: 61.14035102844238; aux_mae_loss_1: 31.460921688079836; aux_mae_loss_2: 4.462033252716065; aux_mae_loss_4: 0.6598378473520279; cnt_loss: 2.91919643163681; +2025-05-10 19:05:59,492 - INFO - Evaluation: +Curr mae: 8.9271; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7749; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0769; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:05:59,493 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 +2025-05-10 19:06:15,021 - INFO - Training: cls_zice: 19.89554659843445; reg_zipnll: 59.762933235168454; aux_mae_loss_1: 32.91091808319092; aux_mae_loss_2: 4.723800358772277; aux_mae_loss_4: 0.7017442917823792; cnt_loss: 2.8345191574096678; +2025-05-10 19:06:15,022 - INFO - Evaluation: +Curr mae: 9.0011; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7951; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0792; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:06:15,022 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 +2025-05-10 19:06:30,638 - INFO - Training: cls_zice: 20.457388224601747; reg_zipnll: 62.94659965515137; aux_mae_loss_1: 33.70608123779297; aux_mae_loss_2: 4.802886385917663; aux_mae_loss_4: 0.708962258696556; cnt_loss: 2.901645586490631; +2025-05-10 19:06:30,639 - INFO - Evaluation: +Curr mae: 8.9557; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6440; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0788; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:06:30,639 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 +2025-05-10 19:06:46,469 - INFO - Training: cls_zice: 18.669286375045775; reg_zipnll: 61.31300689697266; aux_mae_loss_1: 32.09083187103271; aux_mae_loss_2: 4.611112093925476; aux_mae_loss_4: 0.6746729964017868; cnt_loss: 2.8169921898841856; +2025-05-10 19:06:46,470 - INFO - Evaluation: +Curr mae: 8.7606; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4959; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0763; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:06:46,470 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 +2025-05-10 19:07:02,186 - INFO - Training: cls_zice: 18.321890230178834; reg_zipnll: 60.04383262634278; aux_mae_loss_1: 31.09740047454834; aux_mae_loss_2: 4.404042868614197; aux_mae_loss_4: 0.6420596241950989; cnt_loss: 2.7378973150253296; +2025-05-10 19:07:02,187 - INFO - Evaluation: +Curr mae: 8.7481; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3164; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0755; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:07:02,187 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 +2025-05-10 19:07:17,960 - INFO - Training: cls_zice: 19.662673954963683; reg_zipnll: 59.963609771728514; aux_mae_loss_1: 33.05671575546265; aux_mae_loss_2: 4.738684048652649; aux_mae_loss_4: 0.6966345822811126; cnt_loss: 2.757254726886749; +2025-05-10 19:07:17,961 - INFO - Evaluation: +Curr mae: 8.8530; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5468; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0777; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:07:17,961 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 +2025-05-10 19:07:33,695 - INFO - Training: cls_zice: 19.232181730270387; reg_zipnll: 58.39052773952484; aux_mae_loss_1: 31.55879529953003; aux_mae_loss_2: 4.4851836538314815; aux_mae_loss_4: 0.6512316793203354; cnt_loss: 2.9055643224716188; +2025-05-10 19:07:33,696 - INFO - Evaluation: +Curr mae: 8.5925; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1419; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:07:33,696 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 +2025-05-10 19:07:49,169 - INFO - Training: cls_zice: 19.298901176452638; reg_zipnll: 59.939204177856446; aux_mae_loss_1: 32.227297973632815; aux_mae_loss_2: 4.598178362846374; aux_mae_loss_4: 0.6798230594396591; cnt_loss: 2.8021345281600953; +2025-05-10 19:07:49,170 - INFO - Evaluation: +Curr mae: 8.6174; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2284; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0763; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:07:49,170 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 +2025-05-10 19:08:05,029 - INFO - Training: cls_zice: 18.30048810482025; reg_zipnll: 57.590843238830566; aux_mae_loss_1: 31.434103965759277; aux_mae_loss_2: 4.493193120956421; aux_mae_loss_4: 0.669209018945694; cnt_loss: 3.029182183742523; +2025-05-10 19:08:05,030 - INFO - Evaluation: +Curr mae: 8.5646; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2109; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:08:05,030 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 +2025-05-10 19:08:20,736 - INFO - Training: cls_zice: 20.641696677207946; reg_zipnll: 60.85972122192383; aux_mae_loss_1: 33.2323123550415; aux_mae_loss_2: 4.679976277351379; aux_mae_loss_4: 0.6871200841665268; cnt_loss: 2.7090921342372893; +2025-05-10 19:08:20,737 - INFO - Evaluation: +Curr mae: 8.6288; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3545; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0742; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:08:20,737 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 +2025-05-10 19:08:36,235 - INFO - Training: cls_zice: 18.65953134059906; reg_zipnll: 61.208445167541505; aux_mae_loss_1: 31.449523582458497; aux_mae_loss_2: 4.504723885059357; aux_mae_loss_4: 0.660189061164856; cnt_loss: 2.8143120551109315; +2025-05-10 19:08:36,236 - INFO - Evaluation: +Curr mae: 8.6813; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3501; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:08:36,236 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 +2025-05-10 19:08:51,830 - INFO - Training: cls_zice: 20.43001757621765; reg_zipnll: 63.036758728027344; aux_mae_loss_1: 33.35231773376465; aux_mae_loss_2: 4.727754468917847; aux_mae_loss_4: 0.6946776127815246; cnt_loss: 3.031727545261383; +2025-05-10 19:08:51,830 - INFO - Evaluation: +Curr mae: 8.7066; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2980; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0756; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:08:51,830 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 +2025-05-10 19:09:07,395 - INFO - Training: cls_zice: 20.816697344779968; reg_zipnll: 60.02992263793945; aux_mae_loss_1: 33.557577209472655; aux_mae_loss_2: 4.75921115398407; aux_mae_loss_4: 0.7017283147573471; cnt_loss: 3.0557063472270967; +2025-05-10 19:09:07,396 - INFO - Evaluation: +Curr mae: 8.7177; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3559; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0763; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:09:07,396 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 +2025-05-10 19:09:22,832 - INFO - Training: cls_zice: 17.738862595558167; reg_zipnll: 60.93881820678711; aux_mae_loss_1: 31.186464462280274; aux_mae_loss_2: 4.422004809379578; aux_mae_loss_4: 0.6618015444278718; cnt_loss: 2.823925083875656; +2025-05-10 19:09:22,834 - INFO - Evaluation: +Curr mae: 8.5076; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.0097; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:09:22,834 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 +2025-05-10 19:09:38,531 - INFO - Training: cls_zice: 20.604714918136597; reg_zipnll: 61.60257019042969; aux_mae_loss_1: 33.58947044372559; aux_mae_loss_2: 4.750251097679138; aux_mae_loss_4: 0.70560362637043; cnt_loss: 2.778005244731903; +2025-05-10 19:09:38,532 - INFO - Evaluation: +Curr mae: 8.4752; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 12.9136; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0740; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:09:38,532 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 +2025-05-10 19:09:54,109 - INFO - Training: cls_zice: 19.346739916801454; reg_zipnll: 60.528584904670716; aux_mae_loss_1: 32.878352088928224; aux_mae_loss_2: 4.660824160575867; aux_mae_loss_4: 0.6859368872642517; cnt_loss: 2.9206466460227967; +2025-05-10 19:09:54,110 - INFO - Evaluation: +Curr mae: 8.6661; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1670; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0762; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:09:54,110 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 +2025-05-10 19:10:09,712 - INFO - Training: cls_zice: 20.073382787704467; reg_zipnll: 60.572827911376955; aux_mae_loss_1: 33.13554195404053; aux_mae_loss_2: 4.6827583360672; aux_mae_loss_4: 0.7051355195045471; cnt_loss: 2.762529044151306; +2025-05-10 19:10:09,713 - INFO - Evaluation: +Curr mae: 8.8224; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4828; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0768; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:10:09,713 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 +2025-05-10 19:10:25,467 - INFO - Training: cls_zice: 19.64548312664032; reg_zipnll: 60.24497024536133; aux_mae_loss_1: 31.941799411773683; aux_mae_loss_2: 4.5564738512039185; aux_mae_loss_4: 0.6701495331525803; cnt_loss: 3.011322841644287; +2025-05-10 19:10:25,468 - INFO - Evaluation: +Curr mae: 8.8182; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5579; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0760; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:10:25,469 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 +2025-05-10 19:10:41,017 - INFO - Training: cls_zice: 18.11411199092865; reg_zipnll: 58.28513980865478; aux_mae_loss_1: 30.901933250427245; aux_mae_loss_2: 4.382520582675934; aux_mae_loss_4: 0.6291065496206284; cnt_loss: 2.398525683879852; +2025-05-10 19:10:41,018 - INFO - Evaluation: +Curr mae: 8.8222; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5186; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0755; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:10:41,018 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 +2025-05-10 19:10:56,713 - INFO - Training: cls_zice: 18.35523971557617; reg_zipnll: 60.773247699737546; aux_mae_loss_1: 31.3400950050354; aux_mae_loss_2: 4.4291976237297055; aux_mae_loss_4: 0.65492660343647; cnt_loss: 2.689671721458435; +2025-05-10 19:10:56,714 - INFO - Evaluation: +Curr mae: 8.6240; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3392; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0741; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:10:56,714 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 +2025-05-10 19:11:12,216 - INFO - Training: cls_zice: 19.67996675491333; reg_zipnll: 60.901022033691405; aux_mae_loss_1: 32.95872270584106; aux_mae_loss_2: 4.683320240974426; aux_mae_loss_4: 0.699131281375885; cnt_loss: 2.7908755564689636; +2025-05-10 19:11:12,217 - INFO - Evaluation: +Curr mae: 8.7566; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5099; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0756; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:11:12,217 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 +2025-05-10 19:11:27,873 - INFO - Training: cls_zice: 20.428387870788573; reg_zipnll: 56.35076686859131; aux_mae_loss_1: 32.90216274261475; aux_mae_loss_2: 4.649067330360412; aux_mae_loss_4: 0.6927638375759124; cnt_loss: 2.997439844608307; +2025-05-10 19:11:27,875 - INFO - Evaluation: +Curr mae: 8.6304; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2775; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:11:27,875 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 +2025-05-10 19:11:43,355 - INFO - Training: cls_zice: 20.520124335289; reg_zipnll: 61.92450210571289; aux_mae_loss_1: 33.31627893447876; aux_mae_loss_2: 4.700401780605316; aux_mae_loss_4: 0.6830205780267715; cnt_loss: 2.793333203792572; +2025-05-10 19:11:43,356 - INFO - Evaluation: +Curr mae: 8.6630; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4243; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:11:43,356 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 +2025-05-10 19:11:59,050 - INFO - Training: cls_zice: 19.068443813323974; reg_zipnll: 61.52295551300049; aux_mae_loss_1: 31.47931755065918; aux_mae_loss_2: 4.431430706977844; aux_mae_loss_4: 0.642539057135582; cnt_loss: 2.605012435913086; +2025-05-10 19:11:59,051 - INFO - Evaluation: +Curr mae: 8.6277; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3161; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0752; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:11:59,051 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 +2025-05-10 19:12:14,501 - INFO - Training: cls_zice: 18.66450273513794; reg_zipnll: 61.21370101928711; aux_mae_loss_1: 31.916507091522217; aux_mae_loss_2: 4.616806888580323; aux_mae_loss_4: 0.6926345127820969; cnt_loss: 3.0329629039764403; +2025-05-10 19:12:14,501 - INFO - Evaluation: +Curr mae: 8.8437; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5538; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0778; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:12:14,502 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 +2025-05-10 19:12:30,403 - INFO - Training: cls_zice: 18.861511149406432; reg_zipnll: 58.49308952331543; aux_mae_loss_1: 31.774981288909913; aux_mae_loss_2: 4.537469596862793; aux_mae_loss_4: 0.689848085641861; cnt_loss: 2.752001984119415; +2025-05-10 19:12:30,404 - INFO - Evaluation: +Curr mae: 8.7231; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4656; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0751; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:12:30,404 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 +2025-05-10 19:12:45,996 - INFO - Training: cls_zice: 19.57032681941986; reg_zipnll: 61.81540107727051; aux_mae_loss_1: 32.96873191833496; aux_mae_loss_2: 4.6746716833114625; aux_mae_loss_4: 0.6906254434585571; cnt_loss: 2.803744077682495; +2025-05-10 19:12:45,997 - INFO - Evaluation: +Curr mae: 8.6336; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5043; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0729; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:12:45,997 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 +2025-05-10 19:13:01,467 - INFO - Training: cls_zice: 19.73563473701477; reg_zipnll: 60.59927013397217; aux_mae_loss_1: 32.612752742767334; aux_mae_loss_2: 4.653482599258423; aux_mae_loss_4: 0.6971301692724228; cnt_loss: 2.867325999736786; +2025-05-10 19:13:01,468 - INFO - Evaluation: +Curr mae: 8.6870; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4606; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0740; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:13:01,468 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 +2025-05-10 19:13:17,094 - INFO - Training: cls_zice: 20.653090600967406; reg_zipnll: 61.64582378387451; aux_mae_loss_1: 34.12211400985718; aux_mae_loss_2: 4.8851059055328365; aux_mae_loss_4: 0.7139645439386367; cnt_loss: 2.863598310947418; +2025-05-10 19:13:17,095 - INFO - Evaluation: +Curr mae: 8.7180; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4194; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0753; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:13:17,095 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 +2025-05-10 19:13:32,670 - INFO - Training: cls_zice: 20.26315477371216; reg_zipnll: 56.89088569641113; aux_mae_loss_1: 32.70463296890259; aux_mae_loss_2: 4.570091326236724; aux_mae_loss_4: 0.6752079683542251; cnt_loss: 2.584389886856079; +2025-05-10 19:13:32,671 - INFO - Evaluation: +Curr mae: 8.7350; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3541; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0757; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:13:32,671 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 +2025-05-10 19:13:48,358 - INFO - Training: cls_zice: 19.514220600128173; reg_zipnll: 59.68154266357422; aux_mae_loss_1: 32.675418319702146; aux_mae_loss_2: 4.648871607780457; aux_mae_loss_4: 0.6937355679273606; cnt_loss: 2.611197030544281; +2025-05-10 19:13:48,359 - INFO - Evaluation: +Curr mae: 8.7012; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2867; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:13:48,359 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 +2025-05-10 19:14:03,899 - INFO - Training: cls_zice: 19.437760519683362; reg_zipnll: 59.553820571899415; aux_mae_loss_1: 32.79226100921631; aux_mae_loss_2: 4.72933671951294; aux_mae_loss_4: 0.7013895672559738; cnt_loss: 3.0087733030319215; +2025-05-10 19:14:03,900 - INFO - Evaluation: +Curr mae: 8.7317; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4616; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0757; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:14:03,900 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 +2025-05-10 19:14:19,426 - INFO - Training: cls_zice: 18.6216175365448; reg_zipnll: 59.476438484191895; aux_mae_loss_1: 31.0633980178833; aux_mae_loss_2: 4.391150984764099; aux_mae_loss_4: 0.6300439399480819; cnt_loss: 2.540110820531845; +2025-05-10 19:14:19,427 - INFO - Evaluation: +Curr mae: 8.7379; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3987; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0751; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:14:19,427 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 +2025-05-10 19:14:34,948 - INFO - Training: cls_zice: 20.68359951019287; reg_zipnll: 61.116970958709715; aux_mae_loss_1: 33.695771484375; aux_mae_loss_2: 4.796523265838623; aux_mae_loss_4: 0.7101104259490967; cnt_loss: 2.8386812090873716; +2025-05-10 19:14:34,949 - INFO - Evaluation: +Curr mae: 8.7812; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4696; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0761; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:14:34,950 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 +2025-05-10 19:14:50,516 - INFO - Training: cls_zice: 16.999440050125123; reg_zipnll: 57.38724365234375; aux_mae_loss_1: 31.013136405944824; aux_mae_loss_2: 4.4350624799728395; aux_mae_loss_4: 0.6703282356262207; cnt_loss: 2.922842264175415; +2025-05-10 19:14:50,517 - INFO - Evaluation: +Curr mae: 8.9552; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5969; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0790; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:14:50,517 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 +2025-05-10 19:15:06,101 - INFO - Training: cls_zice: 19.272284150123596; reg_zipnll: 60.88622917175293; aux_mae_loss_1: 32.18504198074341; aux_mae_loss_2: 4.533441977500916; aux_mae_loss_4: 0.6731942719221116; cnt_loss: 2.7597872543334963; +2025-05-10 19:15:06,102 - INFO - Evaluation: +Curr mae: 8.9199; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.7406; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0775; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:15:06,287 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 +2025-05-10 19:15:21,919 - INFO - Training: cls_zice: 20.66660307884216; reg_zipnll: 60.809677276611325; aux_mae_loss_1: 33.60745220184326; aux_mae_loss_2: 4.779465322494507; aux_mae_loss_4: 0.7045458346605301; cnt_loss: 2.817449269294739; +2025-05-10 19:15:21,920 - INFO - Evaluation: +Curr mae: 8.7341; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4668; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0760; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:15:21,920 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 +2025-05-10 19:15:37,268 - INFO - Training: cls_zice: 19.484366488456725; reg_zipnll: 58.65298183441162; aux_mae_loss_1: 32.30811365127563; aux_mae_loss_2: 4.582373278141022; aux_mae_loss_4: 0.6872051966190338; cnt_loss: 2.6443497109413148; +2025-05-10 19:15:37,269 - INFO - Evaluation: +Curr mae: 8.7384; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4397; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0757; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:15:37,269 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 +2025-05-10 19:15:52,592 - INFO - Training: cls_zice: 19.803501148223877; reg_zipnll: 60.86814971923828; aux_mae_loss_1: 33.06024322509766; aux_mae_loss_2: 4.731487545967102; aux_mae_loss_4: 0.7086591881513595; cnt_loss: 3.001902148723602; +2025-05-10 19:15:52,593 - INFO - Evaluation: +Curr mae: 9.0382; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.8389; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0795; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:15:52,593 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 +2025-05-10 19:16:08,137 - INFO - Training: cls_zice: 18.958773260116576; reg_zipnll: 62.948107147216795; aux_mae_loss_1: 32.59638681411743; aux_mae_loss_2: 4.594591569900513; aux_mae_loss_4: 0.6795541828870774; cnt_loss: 3.0208466601371766; +2025-05-10 19:16:08,138 - INFO - Evaluation: +Curr mae: 8.7115; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4030; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0764; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:16:08,138 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 +2025-05-10 19:16:23,557 - INFO - Training: cls_zice: 19.00045994758606; reg_zipnll: 59.03530818939209; aux_mae_loss_1: 31.85055923461914; aux_mae_loss_2: 4.515699768066407; aux_mae_loss_4: 0.6692715859413148; cnt_loss: 2.716111936569214; +2025-05-10 19:16:23,558 - INFO - Evaluation: +Curr mae: 8.6733; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3930; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0763; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:16:23,558 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 +2025-05-10 19:16:38,911 - INFO - Training: cls_zice: 18.977199621200562; reg_zipnll: 59.17550045013428; aux_mae_loss_1: 32.05136619567871; aux_mae_loss_2: 4.586062762737274; aux_mae_loss_4: 0.6751954686641694; cnt_loss: 2.681417479515076; +2025-05-10 19:16:38,912 - INFO - Evaluation: +Curr mae: 8.8268; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4010; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0786; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:16:38,912 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 +2025-05-10 19:16:54,367 - INFO - Training: cls_zice: 19.387320261001587; reg_zipnll: 60.8661328125; aux_mae_loss_1: 32.74092151641846; aux_mae_loss_2: 4.661216311454773; aux_mae_loss_4: 0.6912322658300399; cnt_loss: 2.8136213994026185; +2025-05-10 19:16:54,368 - INFO - Evaluation: +Curr mae: 8.8509; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4686; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0782; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:16:54,368 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 +2025-05-10 19:17:09,879 - INFO - Training: cls_zice: 19.33247384548187; reg_zipnll: 60.95665016174316; aux_mae_loss_1: 31.993280906677246; aux_mae_loss_2: 4.538815884590149; aux_mae_loss_4: 0.6671235936880112; cnt_loss: 2.8693120086193087; +2025-05-10 19:17:09,881 - INFO - Evaluation: +Curr mae: 8.5925; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1914; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:17:09,881 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 +2025-05-10 19:17:25,662 - INFO - Training: cls_zice: 18.833595056533813; reg_zipnll: 62.364436340332034; aux_mae_loss_1: 32.22990215301514; aux_mae_loss_2: 4.6205777740478515; aux_mae_loss_4: 0.6926814830303192; cnt_loss: 2.8194182860851287; +2025-05-10 19:17:25,663 - INFO - Evaluation: +Curr mae: 8.7039; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3595; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0756; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:17:25,663 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 +2025-05-10 19:17:41,194 - INFO - Training: cls_zice: 18.443053250312804; reg_zipnll: 60.08731906890869; aux_mae_loss_1: 30.314363842010497; aux_mae_loss_2: 4.305991802215576; aux_mae_loss_4: 0.633875652551651; cnt_loss: 2.672876205444336; +2025-05-10 19:17:41,195 - INFO - Evaluation: +Curr mae: 8.7595; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4388; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0759; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:17:41,195 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 +2025-05-10 19:17:56,634 - INFO - Training: cls_zice: 18.388281650543213; reg_zipnll: 58.3741641998291; aux_mae_loss_1: 31.674702453613282; aux_mae_loss_2: 4.550437183380127; aux_mae_loss_4: 0.6723384320735931; cnt_loss: 2.88815806388855; +2025-05-10 19:17:56,635 - INFO - Evaluation: +Curr mae: 8.7152; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4433; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0752; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:17:56,635 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 +2025-05-10 19:18:12,237 - INFO - Training: cls_zice: 18.428871216773988; reg_zipnll: 59.225952072143556; aux_mae_loss_1: 31.521272010803223; aux_mae_loss_2: 4.5003546667098995; aux_mae_loss_4: 0.6528698736429215; cnt_loss: 2.491591268777847; +2025-05-10 19:18:12,238 - INFO - Evaluation: +Curr mae: 8.7456; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4091; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0766; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:18:12,238 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 +2025-05-10 19:18:28,118 - INFO - Training: cls_zice: 19.629406042099; reg_zipnll: 61.677776107788084; aux_mae_loss_1: 32.517621231079104; aux_mae_loss_2: 4.624960160255432; aux_mae_loss_4: 0.6739127033948898; cnt_loss: 2.784557840824127; +2025-05-10 19:18:28,119 - INFO - Evaluation: +Curr mae: 8.7265; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4720; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0751; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:18:28,119 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 +2025-05-10 19:18:43,758 - INFO - Training: cls_zice: 19.17690978050232; reg_zipnll: 61.342587051391604; aux_mae_loss_1: 32.82972637176513; aux_mae_loss_2: 4.687832384109497; aux_mae_loss_4: 0.6906710737943649; cnt_loss: 2.9110066056251527; +2025-05-10 19:18:43,759 - INFO - Evaluation: +Curr mae: 8.7783; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5248; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0766; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:18:43,759 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 +2025-05-10 19:18:59,441 - INFO - Training: cls_zice: 20.64128863811493; reg_zipnll: 62.914252014160155; aux_mae_loss_1: 33.222894515991214; aux_mae_loss_2: 4.700690302848816; aux_mae_loss_4: 0.6940634506940841; cnt_loss: 3.033692569732666; +2025-05-10 19:18:59,443 - INFO - Evaluation: +Curr mae: 8.8752; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.6242; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0771; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:18:59,443 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 +2025-05-10 19:19:14,992 - INFO - Training: cls_zice: 19.91901575088501; reg_zipnll: 59.41768587112427; aux_mae_loss_1: 32.668884658813475; aux_mae_loss_2: 4.6082018375396725; aux_mae_loss_4: 0.6753251230716706; cnt_loss: 2.3867853260040284; +2025-05-10 19:19:14,993 - INFO - Evaluation: +Curr mae: 8.5868; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2145; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0744; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:19:14,993 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 +2025-05-10 19:19:30,699 - INFO - Training: cls_zice: 20.745750694274903; reg_zipnll: 58.98064300537109; aux_mae_loss_1: 34.124311714172364; aux_mae_loss_2: 4.817526535987854; aux_mae_loss_4: 0.7135942184925079; cnt_loss: 2.844559166431427; +2025-05-10 19:19:30,700 - INFO - Evaluation: +Curr mae: 8.7378; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4483; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0754; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:19:30,700 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 +2025-05-10 19:19:46,237 - INFO - Training: cls_zice: 19.260003051757813; reg_zipnll: 60.018786392211915; aux_mae_loss_1: 32.51991544723511; aux_mae_loss_2: 4.624764614105224; aux_mae_loss_4: 0.6724457097053528; cnt_loss: 2.800267822742462; +2025-05-10 19:19:46,238 - INFO - Evaluation: +Curr mae: 8.5837; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2403; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0744; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:19:46,238 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 +2025-05-10 19:20:01,697 - INFO - Training: cls_zice: 20.765894265174865; reg_zipnll: 61.78730136871338; aux_mae_loss_1: 34.145476837158206; aux_mae_loss_2: 4.829798078536987; aux_mae_loss_4: 0.7284051311016083; cnt_loss: 3.076194785833359; +2025-05-10 19:20:01,698 - INFO - Evaluation: +Curr mae: 8.8556; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5989; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0772; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:20:01,698 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 +2025-05-10 19:20:17,362 - INFO - Training: cls_zice: 19.335607862472536; reg_zipnll: 60.04102478027344; aux_mae_loss_1: 31.674041271209717; aux_mae_loss_2: 4.515068626403808; aux_mae_loss_4: 0.6628343969583511; cnt_loss: 2.4660974514484404; +2025-05-10 19:20:17,363 - INFO - Evaluation: +Curr mae: 8.7038; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3634; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0752; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:20:17,363 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 +2025-05-10 19:20:32,977 - INFO - Training: cls_zice: 19.905287222862242; reg_zipnll: 57.36618503570557; aux_mae_loss_1: 32.94887367248535; aux_mae_loss_2: 4.6536970043182375; aux_mae_loss_4: 0.6924677473306656; cnt_loss: 2.63150785446167; +2025-05-10 19:20:32,979 - INFO - Evaluation: +Curr mae: 8.7528; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5176; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0759; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:20:32,979 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 +2025-05-10 19:20:48,656 - INFO - Training: cls_zice: 21.08564751148224; reg_zipnll: 59.95119909286499; aux_mae_loss_1: 33.93054586410523; aux_mae_loss_2: 4.83304762840271; aux_mae_loss_4: 0.7216500467061997; cnt_loss: 3.018922073841095; +2025-05-10 19:20:48,658 - INFO - Evaluation: +Curr mae: 8.6475; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3223; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0749; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:20:48,658 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 +2025-05-10 19:21:04,324 - INFO - Training: cls_zice: 18.368746514320375; reg_zipnll: 58.773005905151365; aux_mae_loss_1: 31.06445499420166; aux_mae_loss_2: 4.393230865001678; aux_mae_loss_4: 0.6415736240148544; cnt_loss: 2.650152871608734; +2025-05-10 19:21:04,325 - INFO - Evaluation: +Curr mae: 8.7552; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4978; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0756; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:21:04,325 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 +2025-05-10 19:21:20,043 - INFO - Training: cls_zice: 22.008390500545502; reg_zipnll: 58.24579189300537; aux_mae_loss_1: 34.533016185760495; aux_mae_loss_2: 4.836316995620727; aux_mae_loss_4: 0.7233030372858047; cnt_loss: 3.0308522784709933; +2025-05-10 19:21:20,044 - INFO - Evaluation: +Curr mae: 8.6187; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3240; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:21:20,044 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 +2025-05-10 19:21:35,781 - INFO - Training: cls_zice: 18.553582777976988; reg_zipnll: 57.797446212768556; aux_mae_loss_1: 32.05413131713867; aux_mae_loss_2: 4.613662514686585; aux_mae_loss_4: 0.6918346470594406; cnt_loss: 2.750297873020172; +2025-05-10 19:21:35,782 - INFO - Evaluation: +Curr mae: 8.6523; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3606; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:21:35,782 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 +2025-05-10 19:21:51,237 - INFO - Training: cls_zice: 20.348933420181275; reg_zipnll: 64.02200298309326; aux_mae_loss_1: 34.295387840271; aux_mae_loss_2: 4.862407193183899; aux_mae_loss_4: 0.7270740485191345; cnt_loss: 2.8314329028129577; +2025-05-10 19:21:51,238 - INFO - Evaluation: +Curr mae: 8.8460; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.5845; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0779; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:21:51,239 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 +2025-05-10 19:22:06,675 - INFO - Training: cls_zice: 19.16425592660904; reg_zipnll: 54.93635623931885; aux_mae_loss_1: 31.935706672668456; aux_mae_loss_2: 4.588699226379394; aux_mae_loss_4: 0.6779634809494018; cnt_loss: 2.6755981612205506; +2025-05-10 19:22:06,676 - INFO - Evaluation: +Curr mae: 8.5034; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1770; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0732; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:22:06,676 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 +2025-05-10 19:22:22,347 - INFO - Training: cls_zice: 18.325527920722962; reg_zipnll: 57.49708005905151; aux_mae_loss_1: 31.53010829925537; aux_mae_loss_2: 4.495146534442902; aux_mae_loss_4: 0.6740421134233475; cnt_loss: 2.6449181270599365; +2025-05-10 19:22:22,348 - INFO - Evaluation: +Curr mae: 8.6457; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3261; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0753; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:22:22,348 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 +2025-05-10 19:22:38,118 - INFO - Training: cls_zice: 18.72462322473526; reg_zipnll: 56.83719223022461; aux_mae_loss_1: 31.475823402404785; aux_mae_loss_2: 4.431555957794189; aux_mae_loss_4: 0.6441650557518005; cnt_loss: 2.5900947105884553; +2025-05-10 19:22:38,119 - INFO - Evaluation: +Curr mae: 8.4999; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.0999; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0733; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:22:38,119 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 +2025-05-10 19:22:53,909 - INFO - Training: cls_zice: 19.09776086807251; reg_zipnll: 57.788523559570315; aux_mae_loss_1: 31.76603023529053; aux_mae_loss_2: 4.5629550743103025; aux_mae_loss_4: 0.6779946339130402; cnt_loss: 2.4206680607795716; +2025-05-10 19:22:53,910 - INFO - Evaluation: +Curr mae: 8.4131; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1656; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0723; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:22:53,910 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 +2025-05-10 19:23:09,458 - INFO - Training: cls_zice: 19.74729492664337; reg_zipnll: 59.80078575134277; aux_mae_loss_1: 32.277584342956544; aux_mae_loss_2: 4.567150402069092; aux_mae_loss_4: 0.6703429841995239; cnt_loss: 2.6602684473991394; +2025-05-10 19:23:09,459 - INFO - Evaluation: +Curr mae: 8.5200; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.0741; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0736; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:23:09,459 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 +2025-05-10 19:23:25,237 - INFO - Training: cls_zice: 20.081949682235717; reg_zipnll: 62.02120384216309; aux_mae_loss_1: 33.28770435333252; aux_mae_loss_2: 4.746124806404114; aux_mae_loss_4: 0.7086345416307449; cnt_loss: 2.8928773832321166; +2025-05-10 19:23:25,238 - INFO - Evaluation: +Curr mae: 8.6314; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3043; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:23:25,238 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 +2025-05-10 19:23:40,934 - INFO - Training: cls_zice: 20.69835370361805; reg_zipnll: 64.62791362762451; aux_mae_loss_1: 33.81313730239868; aux_mae_loss_2: 4.741994421482087; aux_mae_loss_4: 0.6968266725540161; cnt_loss: 2.7034970355033874; +2025-05-10 19:23:40,935 - INFO - Evaluation: +Curr mae: 8.5110; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2355; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0742; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:23:40,936 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 +2025-05-10 19:23:56,505 - INFO - Training: cls_zice: 18.589730081558226; reg_zipnll: 61.85175430297851; aux_mae_loss_1: 31.124502449035646; aux_mae_loss_2: 4.452370710372925; aux_mae_loss_4: 0.6468744021654129; cnt_loss: 2.796507524251938; +2025-05-10 19:23:56,506 - INFO - Evaluation: +Curr mae: 8.6099; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3202; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0743; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:23:56,507 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 +2025-05-10 19:24:12,144 - INFO - Training: cls_zice: 19.66460720062256; reg_zipnll: 62.44606159210205; aux_mae_loss_1: 33.221249427795414; aux_mae_loss_2: 4.804285650253296; aux_mae_loss_4: 0.7067812722921372; cnt_loss: 2.934085808992386; +2025-05-10 19:24:12,145 - INFO - Evaluation: +Curr mae: 8.7030; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4916; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0762; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:24:12,146 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 +2025-05-10 19:24:27,667 - INFO - Training: cls_zice: 16.974771609306334; reg_zipnll: 58.03336166381836; aux_mae_loss_1: 30.744375762939452; aux_mae_loss_2: 4.435981116294861; aux_mae_loss_4: 0.6483396643400192; cnt_loss: 2.447589440345764; +2025-05-10 19:24:27,668 - INFO - Evaluation: +Curr mae: 8.6007; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2815; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0742; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:24:27,668 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 +2025-05-10 19:24:43,227 - INFO - Training: cls_zice: 19.828483335971832; reg_zipnll: 60.400376892089845; aux_mae_loss_1: 33.11906803131104; aux_mae_loss_2: 4.684504218101502; aux_mae_loss_4: 0.6935959500074387; cnt_loss: 2.7077084040641783; +2025-05-10 19:24:43,228 - INFO - Evaluation: +Curr mae: 8.6865; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4386; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0754; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:24:43,228 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 +2025-05-10 19:24:58,954 - INFO - Training: cls_zice: 20.32926184773445; reg_zipnll: 63.12960514068604; aux_mae_loss_1: 33.18968290328979; aux_mae_loss_2: 4.747592549324036; aux_mae_loss_4: 0.687029550075531; cnt_loss: 2.552387834787369; +2025-05-10 19:24:58,955 - INFO - Evaluation: +Curr mae: 8.5092; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1604; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0731; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:24:58,955 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 +2025-05-10 19:25:15,543 - INFO - Training: cls_zice: 19.484364585876463; reg_zipnll: 62.049242134094236; aux_mae_loss_1: 32.557515468597416; aux_mae_loss_2: 4.6233653593063355; aux_mae_loss_4: 0.6858158850669861; cnt_loss: 2.7940193498134613; +2025-05-10 19:25:15,544 - INFO - Evaluation: +Curr mae: 8.6736; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3372; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:25:15,544 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 +2025-05-10 19:25:30,996 - INFO - Training: cls_zice: 20.098823504447935; reg_zipnll: 60.49592266082764; aux_mae_loss_1: 33.16982894897461; aux_mae_loss_2: 4.711577258110046; aux_mae_loss_4: 0.7001142817735672; cnt_loss: 2.887953995466232; +2025-05-10 19:25:30,997 - INFO - Evaluation: +Curr mae: 8.5836; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3011; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0746; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:25:30,997 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 +2025-05-10 19:25:46,501 - INFO - Training: cls_zice: 18.37142065525055; reg_zipnll: 56.94486824035644; aux_mae_loss_1: 31.675141735076906; aux_mae_loss_2: 4.540521059036255; aux_mae_loss_4: 0.6762253069877624; cnt_loss: 2.7421004939079285; +2025-05-10 19:25:46,502 - INFO - Evaluation: +Curr mae: 8.7197; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3462; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0756; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:25:46,502 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 +2025-05-10 19:26:02,105 - INFO - Training: cls_zice: 19.741066308021544; reg_zipnll: 59.71543758392334; aux_mae_loss_1: 33.01491516113281; aux_mae_loss_2: 4.692869882583619; aux_mae_loss_4: 0.6850025737285614; cnt_loss: 2.4668336129188537; +2025-05-10 19:26:02,107 - INFO - Evaluation: +Curr mae: 8.5952; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.1328; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:26:02,107 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 +2025-05-10 19:26:18,114 - INFO - Training: cls_zice: 19.38879817008972; reg_zipnll: 60.168186531066894; aux_mae_loss_1: 33.152575912475584; aux_mae_loss_2: 4.7066602039337155; aux_mae_loss_4: 0.6973213744163513; cnt_loss: 2.844679238796234; +2025-05-10 19:26:18,115 - INFO - Evaluation: +Curr mae: 8.7040; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3615; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0752; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:26:18,116 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 +2025-05-10 19:26:33,553 - INFO - Training: cls_zice: 19.391023564338685; reg_zipnll: 58.83853614807129; aux_mae_loss_1: 32.38677433013916; aux_mae_loss_2: 4.580355534553528; aux_mae_loss_4: 0.6871270203590393; cnt_loss: 2.8260631185770033; +2025-05-10 19:26:33,553 - INFO - Evaluation: +Curr mae: 8.5139; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.0970; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0731; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:26:33,554 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 +2025-05-10 19:26:49,077 - INFO - Training: cls_zice: 19.775090947151185; reg_zipnll: 64.74843948364258; aux_mae_loss_1: 33.622867584228516; aux_mae_loss_2: 4.751926417350769; aux_mae_loss_4: 0.6950239789485931; cnt_loss: 2.737066476345062; +2025-05-10 19:26:49,078 - INFO - Evaluation: +Curr mae: 8.6198; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3801; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0742; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:26:49,078 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 +2025-05-10 19:27:04,754 - INFO - Training: cls_zice: 19.195393686294555; reg_zipnll: 59.195567779541015; aux_mae_loss_1: 32.376179962158204; aux_mae_loss_2: 4.602965278625488; aux_mae_loss_4: 0.686775649189949; cnt_loss: 2.867383325099945; +2025-05-10 19:27:04,755 - INFO - Evaluation: +Curr mae: 8.5883; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2663; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0747; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:27:04,755 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 +2025-05-10 19:27:20,269 - INFO - Training: cls_zice: 18.7547145318985; reg_zipnll: 61.782266006469726; aux_mae_loss_1: 31.506356468200682; aux_mae_loss_2: 4.490435748100281; aux_mae_loss_4: 0.6570232582092285; cnt_loss: 2.5090383112430574; +2025-05-10 19:27:20,270 - INFO - Evaluation: +Curr mae: 8.5684; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2463; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0743; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:27:20,270 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 +2025-05-10 19:27:35,986 - INFO - Training: cls_zice: 18.40629367351532; reg_zipnll: 56.97865219116211; aux_mae_loss_1: 31.02679313659668; aux_mae_loss_2: 4.483732724189759; aux_mae_loss_4: 0.6608148354291916; cnt_loss: 2.848565435409546; +2025-05-10 19:27:35,987 - INFO - Evaluation: +Curr mae: 8.7344; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.4299; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0753; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:27:35,987 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 +2025-05-10 19:27:51,533 - INFO - Training: cls_zice: 19.38667551994324; reg_zipnll: 61.37211532592774; aux_mae_loss_1: 32.7292248916626; aux_mae_loss_2: 4.652885937690735; aux_mae_loss_4: 0.6865022850036621; cnt_loss: 2.8844031322002412; +2025-05-10 19:27:51,534 - INFO - Evaluation: +Curr mae: 8.6056; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.2105; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0741; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + + +2025-05-10 19:27:51,534 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 +2025-05-10 19:28:07,163 - INFO - Training: cls_zice: 22.063371829986572; reg_zipnll: 60.9662310218811; aux_mae_loss_1: 35.07628793716431; aux_mae_loss_2: 4.9903559446334835; aux_mae_loss_4: 0.7397920775413513; cnt_loss: 2.867444417476654; +2025-05-10 19:28:07,164 - INFO - Evaluation: +Curr mae: 8.6779; Best mae: 8.2359; 8.2455; 8.2506; 8.2577; 8.2745; +Curr rmse: 13.3984; Best rmse: 12.6242; 12.6480; 12.7819; 12.8590; 12.9010; +Curr nae: 0.0748; Best nae: 0.0698; 0.0700; 0.0700; 0.0703; 0.0705; + + +