2025-06-19 18:28:25,712 - INFO - model_name     :	CLIP_convnext_base_w_320
block_size     :	8
clip_weight_name:	laion_aesthetic_s13b_b82k_augreg
num_vpt        :	None
vpt_drop       :	None
adapter        :	False
norm           :	none
act            :	none
dataset        :	nwpu
in_memory_dataset:	False
input_size     :	672
batch_size     :	8
num_crops      :	1
aug_min_scale  :	0.75
aug_max_scale  :	2.0
aug_brightness :	0.2
aug_contrast   :	0.2
aug_saturation :	0.15
aug_hue        :	0.0
aug_kernel_size:	5
aug_saltiness  :	0.001
aug_spiciness  :	0.001
aug_blur_prob  :	0.2
sliding_window :	False
stride         :	672
max_input_size :	4096
max_num_windows:	64
resize_to_multiple:	False
reg_loss       :	zipnll
aux_loss       :	msmae
weight_cls     :	1.0
weight_reg     :	1.0
weight_aux     :	0.025
numItermax     :	None
regularization :	None
scales         :	[1, 2, 4, 8]
min_scale_weight:	0.0
max_scale_weight:	1.0
alpha          :	0.5
optimizer      :	adam
lr             :	0.0001
vpt_lr         :	None
adapter_lr     :	None
backbone_lr    :	1e-05
weight_decay   :	0.0001
vpt_weight_decay:	None
adapter_weight_decay:	None
backbone_weight_decay:	0.0001
scheduler      :	cos_restarts
warmup_epochs  :	25
warmup_lr      :	1e-05
eta_min        :	1e-06
gamma          :	None
step_size      :	None
T_0            :	5
T_mult         :	2
T_max          :	None
ckpt_dir_name  :	ebc_b_8
total_epochs   :	660
eval_start     :	100
eval_freq      :	1.0
save_freq      :	50
save_best_k    :	5
amp            :	True
num_workers    :	8
local_rank     :	0
seed           :	42
nprocs         :	1
ckpt_dir       :	/dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/nwpu/ebc_b_8
bins           :	[(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, inf)]
bin_centers    :	[0.0, 1.0, 2.0, 3.0, 4.415116493617592]
bin_counts     :	[14496291716, 75535689, 2593492, 373522, 119234]
2025-06-19 18:28:25,712 - INFO - Total parameters: 126,632,066
Trainable parameters: 126,632,066
Non-trainable parameters: 0

2025-06-19 18:28:25,727 - INFO - Epoch: 001 / 660	lr: 1.000e-05
2025-06-19 18:31:10,684 - INFO - Training: cls_zice: 46.85360865360054; reg_zipnll: 673.5183396523287; aux_mae_loss_1: 645.9388854215568; aux_mae_loss_2: 153.28883745737738; aux_mae_loss_4: 36.49925243302911; aux_mae_loss_8: 7.960738055503767; cnt_loss: 531.1062826411583;


2025-06-19 18:31:10,684 - INFO - Epoch: 002 / 660	lr: 1.096e-05
2025-06-19 18:33:54,451 - INFO - Training: cls_zice: 30.661880027359125; reg_zipnll: 370.82954209629247; aux_mae_loss_1: 177.83871706102073; aux_mae_loss_2: 32.68957577879447; aux_mae_loss_4: 5.6376784267646185; aux_mae_loss_8: 0.9583765565965966; cnt_loss: 39.943557263646454;


2025-06-19 18:33:54,452 - INFO - Epoch: 003 / 660	lr: 1.202e-05
2025-06-19 18:36:38,188 - INFO - Training: cls_zice: 28.93545199911515; reg_zipnll: 363.0636334652153; aux_mae_loss_1: 176.5652943687145; aux_mae_loss_2: 31.950320799123965; aux_mae_loss_4: 5.19797165458184; aux_mae_loss_8: 0.8601433424839324; cnt_loss: 35.365800145965615;


2025-06-19 18:36:38,189 - INFO - Epoch: 004 / 660	lr: 1.318e-05
2025-06-19 18:39:22,027 - INFO - Training: cls_zice: 33.87674993291919; reg_zipnll: 363.5410523010097; aux_mae_loss_1: 180.61790500631062; aux_mae_loss_2: 32.02725081701205; aux_mae_loss_4: 5.151351498760723; aux_mae_loss_8: 0.8663277738083605; cnt_loss: 37.243580044082016;


2025-06-19 18:39:22,028 - INFO - Epoch: 005 / 660	lr: 1.445e-05
2025-06-19 18:42:05,431 - INFO - Training: cls_zice: 28.48678707524866; reg_zipnll: 349.8767415662045; aux_mae_loss_1: 171.64999570331722; aux_mae_loss_2: 30.29190488155826; aux_mae_loss_4: 4.619494273684019; aux_mae_loss_8: 0.7543878329673586; cnt_loss: 30.25740537238918;


2025-06-19 18:42:05,432 - INFO - Epoch: 006 / 660	lr: 1.585e-05
2025-06-19 18:44:49,730 - INFO - Training: cls_zice: 30.310409237609118; reg_zipnll: 348.9334649328707; aux_mae_loss_1: 173.39978437497254; aux_mae_loss_2: 30.098353511570046; aux_mae_loss_4: 4.609348046748988; aux_mae_loss_8: 0.7543333440942446; cnt_loss: 30.856077601180285;


2025-06-19 18:44:49,730 - INFO - Epoch: 007 / 660	lr: 1.738e-05
2025-06-19 18:47:33,304 - INFO - Training: cls_zice: 27.857985548617602; reg_zipnll: 338.20002497989293; aux_mae_loss_1: 168.34238690275765; aux_mae_loss_2: 29.396493519946052; aux_mae_loss_4: 4.389515256820424; aux_mae_loss_8: 0.7135230263546684; cnt_loss: 28.794827443162088;


2025-06-19 18:47:33,304 - INFO - Epoch: 008 / 660	lr: 1.905e-05
2025-06-19 18:50:16,424 - INFO - Training: cls_zice: 28.969608995670832; reg_zipnll: 346.49714441961373; aux_mae_loss_1: 172.1257398355283; aux_mae_loss_2: 29.435986469827764; aux_mae_loss_4: 4.331667899395935; aux_mae_loss_8: 0.7050049392683647; cnt_loss: 28.886014447420607;


2025-06-19 18:50:16,425 - INFO - Epoch: 009 / 660	lr: 2.089e-05
2025-06-19 18:52:59,262 - INFO - Training: cls_zice: 27.46898146668942; reg_zipnll: 334.59899206578274; aux_mae_loss_1: 167.13937741747858; aux_mae_loss_2: 28.81833987309571; aux_mae_loss_4: 4.271978503021299; aux_mae_loss_8: 0.7061691012300532; cnt_loss: 30.33542266082028;


2025-06-19 18:52:59,263 - INFO - Epoch: 010 / 660	lr: 2.291e-05
2025-06-19 18:55:42,185 - INFO - Training: cls_zice: 28.828444325525535; reg_zipnll: 329.57604073374927; aux_mae_loss_1: 164.37454881888735; aux_mae_loss_2: 27.846693160294873; aux_mae_loss_4: 4.038344343477779; aux_mae_loss_8: 0.6527391745203718; cnt_loss: 25.61877560309089;


2025-06-19 18:55:42,186 - INFO - Epoch: 011 / 660	lr: 2.512e-05
2025-06-19 18:58:25,401 - INFO - Training: cls_zice: 28.930765024800532; reg_zipnll: 334.3974444480053; aux_mae_loss_1: 170.64624103604982; aux_mae_loss_2: 28.89027224101873; aux_mae_loss_4: 4.248378787831353; aux_mae_loss_8: 0.7050381921863801; cnt_loss: 29.762026898965125;


2025-06-19 18:58:25,402 - INFO - Epoch: 012 / 660	lr: 2.754e-05
2025-06-19 19:01:08,967 - INFO - Training: cls_zice: 29.755024080104878; reg_zipnll: 333.5832087068141; aux_mae_loss_1: 167.8634998007728; aux_mae_loss_2: 28.460757932197158; aux_mae_loss_4: 4.28898503526011; aux_mae_loss_8: 0.7329613382911314; cnt_loss: 32.43178805532676;


2025-06-19 19:01:08,967 - INFO - Epoch: 013 / 660	lr: 3.020e-05
2025-06-19 19:03:52,268 - INFO - Training: cls_zice: 25.76503907837414; reg_zipnll: 319.5509746325966; aux_mae_loss_1: 161.48162163192632; aux_mae_loss_2: 27.1554214850183; aux_mae_loss_4: 3.9855228130799025; aux_mae_loss_8: 0.6603573289697459; cnt_loss: 27.70240127243542;


2025-06-19 19:03:52,268 - INFO - Epoch: 014 / 660	lr: 3.311e-05
2025-06-19 19:06:35,217 - INFO - Training: cls_zice: 26.041337658936076; reg_zipnll: 328.62442107801263; aux_mae_loss_1: 163.30171754243747; aux_mae_loss_2: 27.339543419202986; aux_mae_loss_4: 4.176215416208331; aux_mae_loss_8: 0.7154699668173312; cnt_loss: 31.73523273596727;


2025-06-19 19:06:35,218 - INFO - Epoch: 015 / 660	lr: 3.631e-05
2025-06-19 19:09:18,606 - INFO - Training: cls_zice: 25.09463630635818; reg_zipnll: 323.3404129145997; aux_mae_loss_1: 163.3732795175979; aux_mae_loss_2: 26.570930860955794; aux_mae_loss_4: 3.9242696532247; aux_mae_loss_8: 0.6432240633892523; cnt_loss: 25.728602862603253;


2025-06-19 19:09:18,607 - INFO - Epoch: 016 / 660	lr: 3.981e-05
2025-06-19 19:12:02,170 - INFO - Training: cls_zice: 30.396684142495182; reg_zipnll: 323.9326451161833; aux_mae_loss_1: 166.84476675656276; aux_mae_loss_2: 26.994078114590486; aux_mae_loss_4: 4.121299954490367; aux_mae_loss_8: 0.6898914327351784; cnt_loss: 29.18308079549157;


2025-06-19 19:12:02,170 - INFO - Epoch: 017 / 660	lr: 4.365e-05
2025-06-19 19:14:45,324 - INFO - Training: cls_zice: 30.613973468618713; reg_zipnll: 321.14531754834485; aux_mae_loss_1: 166.28658429516005; aux_mae_loss_2: 27.102009133385508; aux_mae_loss_4: 4.2250832020470295; aux_mae_loss_8: 0.7213608079175716; cnt_loss: 31.28792333419035;


2025-06-19 19:14:45,325 - INFO - Epoch: 018 / 660	lr: 4.786e-05
2025-06-19 19:17:27,917 - INFO - Training: cls_zice: 24.488391305609657; reg_zipnll: 308.055827079518; aux_mae_loss_1: 154.43453617880462; aux_mae_loss_2: 24.402298209906238; aux_mae_loss_4: 3.613014101522441; aux_mae_loss_8: 0.5820044188025219; cnt_loss: 23.04143590884221;


2025-06-19 19:17:27,918 - INFO - Epoch: 019 / 660	lr: 5.248e-05
2025-06-19 19:20:10,933 - INFO - Training: cls_zice: 27.70597596186905; reg_zipnll: 316.1216847927221; aux_mae_loss_1: 162.15063998018869; aux_mae_loss_2: 25.732947011839762; aux_mae_loss_4: 3.94043659229205; aux_mae_loss_8: 0.6615748136354596; cnt_loss: 27.519888093661528;


2025-06-19 19:20:10,934 - INFO - Epoch: 020 / 660	lr: 5.754e-05
2025-06-19 19:22:54,085 - INFO - Training: cls_zice: 24.723568215774694; reg_zipnll: 314.6850670174645; aux_mae_loss_1: 158.87202529122712; aux_mae_loss_2: 25.076187964270233; aux_mae_loss_4: 3.857525358239912; aux_mae_loss_8: 0.6585955676792673; cnt_loss: 28.900498848647874;


2025-06-19 19:22:54,086 - INFO - Epoch: 021 / 660	lr: 6.310e-05
2025-06-19 19:25:37,983 - INFO - Training: cls_zice: 26.985905517649222; reg_zipnll: 326.4346505780453; aux_mae_loss_1: 166.45126300238093; aux_mae_loss_2: 26.837534659013038; aux_mae_loss_4: 4.260170242780278; aux_mae_loss_8: 0.744753608877524; cnt_loss: 34.05324237542778;


2025-06-19 19:25:37,984 - INFO - Epoch: 022 / 660	lr: 6.918e-05
2025-06-19 19:28:20,917 - INFO - Training: cls_zice: 28.42097946013154; reg_zipnll: 318.5791744192952; aux_mae_loss_1: 162.56023394724397; aux_mae_loss_2: 25.630244366613944; aux_mae_loss_4: 4.006734589761204; aux_mae_loss_8: 0.6912295210886278; cnt_loss: 30.589253609162064;


2025-06-19 19:28:20,918 - INFO - Epoch: 023 / 660	lr: 7.586e-05
2025-06-19 19:31:03,849 - INFO - Training: cls_zice: 29.19684549101214; reg_zipnll: 317.4221948461851; aux_mae_loss_1: 166.91142530122576; aux_mae_loss_2: 26.365434379994408; aux_mae_loss_4: 4.165488200736229; aux_mae_loss_8: 0.724516239888717; cnt_loss: 32.01084666386974;


2025-06-19 19:31:03,850 - INFO - Epoch: 024 / 660	lr: 8.318e-05
2025-06-19 19:33:46,518 - INFO - Training: cls_zice: 24.662590567127904; reg_zipnll: 300.87538878041244; aux_mae_loss_1: 153.30582934725254; aux_mae_loss_2: 23.83776601436512; aux_mae_loss_4: 3.6364806287163023; aux_mae_loss_8: 0.5999773729348359; cnt_loss: 24.47645521117973;


2025-06-19 19:33:46,519 - INFO - Epoch: 025 / 660	lr: 9.120e-05
2025-06-19 19:36:30,090 - INFO - Training: cls_zice: 31.533069924458594; reg_zipnll: 314.90570078165797; aux_mae_loss_1: 164.71368098320264; aux_mae_loss_2: 26.267750380278247; aux_mae_loss_4: 4.249730361611188; aux_mae_loss_8: 0.7468004409022687; cnt_loss: 34.994628352493734;


2025-06-19 19:36:30,090 - INFO - Epoch: 026 / 660	lr: 1.000e-04
2025-06-19 19:39:13,241 - INFO - Training: cls_zice: 31.584968388846722; reg_zipnll: 317.66490357700536; aux_mae_loss_1: 166.82717275987247; aux_mae_loss_2: 26.308430733594918; aux_mae_loss_4: 4.291028203571977; aux_mae_loss_8: 0.767215828145531; cnt_loss: 35.5828548136591;


2025-06-19 19:39:13,242 - INFO - Epoch: 027 / 660	lr: 9.055e-05
2025-06-19 19:41:55,421 - INFO - Training: cls_zice: 25.45550019477894; reg_zipnll: 311.77886898168254; aux_mae_loss_1: 159.82760129796202; aux_mae_loss_2: 24.9525583918113; aux_mae_loss_4: 3.9196757565427256; aux_mae_loss_8: 0.6681821088864441; cnt_loss: 29.38578602372834;


2025-06-19 19:41:55,422 - INFO - Epoch: 028 / 660	lr: 6.580e-05
2025-06-19 19:44:37,572 - INFO - Training: cls_zice: 27.565499458031052; reg_zipnll: 312.0902387525858; aux_mae_loss_1: 159.9044260549668; aux_mae_loss_2: 24.372777135329258; aux_mae_loss_4: 3.7536919702294553; aux_mae_loss_8: 0.6229220284556055; cnt_loss: 25.500360402778977;


2025-06-19 19:44:37,573 - INFO - Epoch: 029 / 660	lr: 3.520e-05
2025-06-19 19:47:19,807 - INFO - Training: cls_zice: 27.179728418971703; reg_zipnll: 303.10050435789447; aux_mae_loss_1: 157.6887054737552; aux_mae_loss_2: 23.778303650167118; aux_mae_loss_4: 3.5703979281655926; aux_mae_loss_8: 0.5680688566367853; cnt_loss: 20.62598734588427;


2025-06-19 19:47:19,807 - INFO - Epoch: 030 / 660	lr: 1.045e-05
2025-06-19 19:50:02,768 - INFO - Training: cls_zice: 24.65561881286013; reg_zipnll: 296.1022717983373; aux_mae_loss_1: 151.19345456101289; aux_mae_loss_2: 22.563858929513966; aux_mae_loss_4: 3.2773491554058; aux_mae_loss_8: 0.5045690290285106; cnt_loss: 16.29448736847826;


2025-06-19 19:50:02,768 - INFO - Epoch: 031 / 660	lr: 1.000e-04
2025-06-19 19:52:45,533 - INFO - Training: cls_zice: 29.751338474931323; reg_zipnll: 311.4079385772156; aux_mae_loss_1: 164.4264039944254; aux_mae_loss_2: 25.972268868228156; aux_mae_loss_4: 4.194264658312565; aux_mae_loss_8: 0.7284703282854857; cnt_loss: 33.11886007773539;


2025-06-19 19:52:45,534 - INFO - Epoch: 032 / 660	lr: 9.758e-05
2025-06-19 19:55:27,885 - INFO - Training: cls_zice: 26.114414280668324; reg_zipnll: 307.4707139758034; aux_mae_loss_1: 157.2949786639765; aux_mae_loss_2: 23.923567440944957; aux_mae_loss_4: 3.7333559787671793; aux_mae_loss_8: 0.6336500842727548; cnt_loss: 27.586403706386342;


2025-06-19 19:55:27,886 - INFO - Epoch: 033 / 660	lr: 9.055e-05
2025-06-19 19:58:10,560 - INFO - Training: cls_zice: 25.738874809754233; reg_zipnll: 299.32108928611774; aux_mae_loss_1: 154.029196756358; aux_mae_loss_2: 23.53942070399581; aux_mae_loss_4: 3.7084913117413656; aux_mae_loss_8: 0.6296732818712613; cnt_loss: 28.484245204680377;


2025-06-19 19:58:10,560 - INFO - Epoch: 034 / 660	lr: 7.960e-05
2025-06-19 20:00:53,512 - INFO - Training: cls_zice: 29.019945246031014; reg_zipnll: 302.6012935491331; aux_mae_loss_1: 156.08062091278234; aux_mae_loss_2: 23.494104745149; aux_mae_loss_4: 3.6487896407171507; aux_mae_loss_8: 0.6064025434763541; cnt_loss: 24.747727161967664;


2025-06-19 20:00:53,513 - INFO - Epoch: 035 / 660	lr: 6.580e-05
2025-06-19 20:03:36,298 - INFO - Training: cls_zice: 25.61349085938655; reg_zipnll: 301.8811027311114; aux_mae_loss_1: 154.6967649410807; aux_mae_loss_2: 23.202876960097363; aux_mae_loss_4: 3.5912581472286527; aux_mae_loss_8: 0.5901184761777022; cnt_loss: 23.007120757299095;


2025-06-19 20:03:36,299 - INFO - Epoch: 036 / 660	lr: 5.050e-05
2025-06-19 20:06:18,903 - INFO - Training: cls_zice: 24.731803988582985; reg_zipnll: 293.9883205639366; aux_mae_loss_1: 151.50864466787303; aux_mae_loss_2: 22.45040091021815; aux_mae_loss_4: 3.384555235160347; aux_mae_loss_8: 0.5374435469278334; cnt_loss: 19.610351440992332;


2025-06-19 20:06:18,904 - INFO - Epoch: 037 / 660	lr: 3.520e-05
2025-06-19 20:09:01,445 - INFO - Training: cls_zice: 25.663062120924266; reg_zipnll: 288.6886880183281; aux_mae_loss_1: 148.78181306500667; aux_mae_loss_2: 22.03402833644406; aux_mae_loss_4: 3.3337451018833564; aux_mae_loss_8: 0.5289676668060163; cnt_loss: 18.79967451264129;


2025-06-19 20:09:01,446 - INFO - Epoch: 038 / 660	lr: 2.140e-05
2025-06-19 20:11:48,627 - INFO - Training: cls_zice: 27.37390137727164; reg_zipnll: 288.60630086393775; aux_mae_loss_1: 149.2799570848519; aux_mae_loss_2: 21.83921590133314; aux_mae_loss_4: 3.2767172415949077; aux_mae_loss_8: 0.5164905727905602; cnt_loss: 18.732409777861943;


2025-06-19 20:11:48,628 - INFO - Epoch: 039 / 660	lr: 1.045e-05
2025-06-19 20:14:30,393 - INFO - Training: cls_zice: 26.10098326313465; reg_zipnll: 294.3445298849464; aux_mae_loss_1: 150.27928895141287; aux_mae_loss_2: 21.834730647829932; aux_mae_loss_4: 3.197744295269174; aux_mae_loss_8: 0.4862643072530053; cnt_loss: 15.176078313114097;


2025-06-19 20:14:30,393 - INFO - Epoch: 040 / 660	lr: 3.423e-06
2025-06-19 20:17:12,905 - INFO - Training: cls_zice: 22.51341255740825; reg_zipnll: 294.40604455550715; aux_mae_loss_1: 149.9684961559227; aux_mae_loss_2: 21.698752079340977; aux_mae_loss_4: 3.168185959821495; aux_mae_loss_8: 0.47495853487201095; cnt_loss: 15.15509081469097;


2025-06-19 20:17:12,906 - INFO - Epoch: 041 / 660	lr: 1.000e-04
2025-06-19 20:19:55,382 - INFO - Training: cls_zice: 28.021545228373576; reg_zipnll: 310.76294262059855; aux_mae_loss_1: 159.11855521361443; aux_mae_loss_2: 24.119267258362168; aux_mae_loss_4: 3.8010728250432444; aux_mae_loss_8: 0.6428295498795252; cnt_loss: 27.44084001506815;


2025-06-19 20:19:55,382 - INFO - Epoch: 042 / 660	lr: 9.939e-05
2025-06-19 20:22:37,664 - INFO - Training: cls_zice: 26.67921534410479; reg_zipnll: 299.38129528996876; aux_mae_loss_1: 154.92214737821055; aux_mae_loss_2: 23.359178620929278; aux_mae_loss_4: 3.715737524942751; aux_mae_loss_8: 0.6271203215255529; cnt_loss: 26.76210848868353;


2025-06-19 20:22:37,665 - INFO - Epoch: 043 / 660	lr: 9.758e-05
2025-06-19 20:25:20,371 - INFO - Training: cls_zice: 25.9604934216465; reg_zipnll: 289.6926872233805; aux_mae_loss_1: 148.03780967594724; aux_mae_loss_2: 22.294817722855008; aux_mae_loss_4: 3.507055486995334; aux_mae_loss_8: 0.5847876540224779; cnt_loss: 24.521968355215606;


2025-06-19 20:25:20,371 - INFO - Epoch: 044 / 660	lr: 9.460e-05
2025-06-19 20:28:02,855 - INFO - Training: cls_zice: 26.720183008740676; reg_zipnll: 300.06604614846196; aux_mae_loss_1: 155.6193058974945; aux_mae_loss_2: 23.760927549671084; aux_mae_loss_4: 3.853000546482351; aux_mae_loss_8: 0.6587792552222324; cnt_loss: 28.82853166364459;


2025-06-19 20:28:02,856 - INFO - Epoch: 045 / 660	lr: 9.055e-05
2025-06-19 20:30:44,722 - INFO - Training: cls_zice: 28.270797351054405; reg_zipnll: 294.40000686547444; aux_mae_loss_1: 152.3115818567938; aux_mae_loss_2: 22.683178898607856; aux_mae_loss_4: 3.578401427572368; aux_mae_loss_8: 0.5973910757443439; cnt_loss: 24.801920274535917;


2025-06-19 20:30:44,722 - INFO - Epoch: 046 / 660	lr: 8.550e-05
2025-06-19 20:33:26,794 - INFO - Training: cls_zice: 26.6857687894705; reg_zipnll: 290.95458325383595; aux_mae_loss_1: 149.9505095175422; aux_mae_loss_2: 22.32857191654588; aux_mae_loss_4: 3.526316298387351; aux_mae_loss_8: 0.5875309848042257; cnt_loss: 23.471936070060973;


2025-06-19 20:33:26,795 - INFO - Epoch: 047 / 660	lr: 7.960e-05
2025-06-19 20:36:08,702 - INFO - Training: cls_zice: 26.14545244376886; reg_zipnll: 294.81680060536206; aux_mae_loss_1: 153.30142663744851; aux_mae_loss_2: 22.562750523378426; aux_mae_loss_4: 3.507985232651693; aux_mae_loss_8: 0.5675273818516946; cnt_loss: 22.19782591448345;


2025-06-19 20:36:08,702 - INFO - Epoch: 048 / 660	lr: 7.297e-05
2025-06-19 20:38:50,877 - INFO - Training: cls_zice: 25.964000582695007; reg_zipnll: 293.17502197814787; aux_mae_loss_1: 151.99145373954872; aux_mae_loss_2: 22.081726723587604; aux_mae_loss_4: 3.3895301936065017; aux_mae_loss_8: 0.5452400107501711; cnt_loss: 20.882011420622582;


2025-06-19 20:38:50,877 - INFO - Epoch: 049 / 660	lr: 6.580e-05
2025-06-19 20:41:32,816 - INFO - Training: cls_zice: 26.17399308813262; reg_zipnll: 292.9231031118751; aux_mae_loss_1: 150.34111946223635; aux_mae_loss_2: 22.036853310381538; aux_mae_loss_4: 3.4312425481016655; aux_mae_loss_8: 0.5616528743873218; cnt_loss: 21.88482526641885;


2025-06-19 20:41:32,816 - INFO - Epoch: 050 / 660	lr: 5.824e-05
2025-06-19 20:44:15,207 - INFO - Training: cls_zice: 26.962478962226516; reg_zipnll: 296.86275278204204; aux_mae_loss_1: 152.2637684142988; aux_mae_loss_2: 21.986032229156297; aux_mae_loss_4: 3.380845763229772; aux_mae_loss_8: 0.5388620149123945; cnt_loss: 20.163177379299253;


2025-06-19 20:44:38,205 - INFO - Epoch: 051 / 660	lr: 5.050e-05
2025-06-19 20:47:19,734 - INFO - Training: cls_zice: 27.043107637402944; reg_zipnll: 282.2402408325274; aux_mae_loss_1: 143.99385296103273; aux_mae_loss_2: 21.13556813335664; aux_mae_loss_4: 3.252775497792006; aux_mae_loss_8: 0.5174834416523231; cnt_loss: 18.90498954103661;


2025-06-19 20:47:19,735 - INFO - Epoch: 052 / 660	lr: 4.276e-05
2025-06-19 20:50:01,612 - INFO - Training: cls_zice: 24.358926779928122; reg_zipnll: 285.28685707543383; aux_mae_loss_1: 145.04523395204913; aux_mae_loss_2: 20.80601422952196; aux_mae_loss_4: 3.128532248015269; aux_mae_loss_8: 0.4826564051804628; cnt_loss: 16.023588025094917;


2025-06-19 20:50:01,688 - INFO - Epoch: 053 / 660	lr: 3.520e-05
2025-06-19 20:52:43,803 - INFO - Training: cls_zice: 24.488159953781757; reg_zipnll: 283.42538802727944; aux_mae_loss_1: 143.91080594736997; aux_mae_loss_2: 20.698720368444153; aux_mae_loss_4: 3.1136291554164153; aux_mae_loss_8: 0.47795764851960854; cnt_loss: 16.218954083852108;


2025-06-19 20:52:43,804 - INFO - Epoch: 054 / 660	lr: 2.803e-05
2025-06-19 20:55:25,369 - INFO - Training: cls_zice: 23.454466934375713; reg_zipnll: 276.98076550696993; aux_mae_loss_1: 140.75616755154567; aux_mae_loss_2: 20.23874230617729; aux_mae_loss_4: 3.021781651863402; aux_mae_loss_8: 0.45460326540592705; cnt_loss: 13.465853150522188;


2025-06-19 20:55:25,370 - INFO - Epoch: 055 / 660	lr: 2.140e-05
2025-06-19 20:58:07,473 - INFO - Training: cls_zice: 24.073264046689463; reg_zipnll: 280.1342064286259; aux_mae_loss_1: 142.20910029668735; aux_mae_loss_2: 20.36616698083657; aux_mae_loss_4: 3.034193621809501; aux_mae_loss_8: 0.4513660263854311; cnt_loss: 13.43469211895852;


2025-06-19 20:58:07,474 - INFO - Epoch: 056 / 660	lr: 1.550e-05
2025-06-19 21:00:49,573 - INFO - Training: cls_zice: 26.076632719113466; reg_zipnll: 280.8842878071998; aux_mae_loss_1: 144.1443611110697; aux_mae_loss_2: 20.633723391971735; aux_mae_loss_4: 3.0607911827171983; aux_mae_loss_8: 0.4541676861346534; cnt_loss: 13.319997235404802;


2025-06-19 21:00:49,573 - INFO - Epoch: 057 / 660	lr: 1.045e-05
2025-06-19 21:03:31,760 - INFO - Training: cls_zice: 26.191752410639833; reg_zipnll: 278.6392567592905; aux_mae_loss_1: 143.5542883492987; aux_mae_loss_2: 20.72507037662908; aux_mae_loss_4: 3.0995847313906664; aux_mae_loss_8: 0.4681940422247339; cnt_loss: 14.196602132602338;


2025-06-19 21:03:31,761 - INFO - Epoch: 058 / 660	lr: 6.395e-06
2025-06-19 21:06:14,428 - INFO - Training: cls_zice: 23.945917145298807; reg_zipnll: 275.75178615109166; aux_mae_loss_1: 138.70189247768764; aux_mae_loss_2: 19.90883474055783; aux_mae_loss_4: 2.945745559232094; aux_mae_loss_8: 0.4345204993163099; cnt_loss: 11.324512436334762;


2025-06-19 21:06:14,440 - INFO - Epoch: 059 / 660	lr: 3.423e-06
2025-06-19 21:08:57,199 - INFO - Training: cls_zice: 25.28149031397616; reg_zipnll: 284.9107853808562; aux_mae_loss_1: 143.88812560103545; aux_mae_loss_2: 20.444778080158184; aux_mae_loss_4: 3.0250881318874407; aux_mae_loss_8: 0.4490399609456332; cnt_loss: 12.233600997373193;


2025-06-19 21:08:57,200 - INFO - Epoch: 060 / 660	lr: 1.609e-06
2025-06-19 21:11:40,041 - INFO - Training: cls_zice: 26.66075562557402; reg_zipnll: 285.9648041810965; aux_mae_loss_1: 145.81348286557628; aux_mae_loss_2: 20.719847389235902; aux_mae_loss_4: 3.0315862447406454; aux_mae_loss_8: 0.44070006928054717; cnt_loss: 10.82726402622875;


2025-06-19 21:11:40,042 - INFO - Epoch: 061 / 660	lr: 1.000e-04
2025-06-19 21:14:22,934 - INFO - Training: cls_zice: 25.735130403717562; reg_zipnll: 285.1451410622094; aux_mae_loss_1: 146.8195980900664; aux_mae_loss_2: 21.806117116638813; aux_mae_loss_4: 3.479406252235251; aux_mae_loss_8: 0.5725847570977358; cnt_loss: 23.46636012541298;


2025-06-19 21:14:22,934 - INFO - Epoch: 062 / 660	lr: 9.985e-05
2025-06-19 21:17:05,922 - INFO - Training: cls_zice: 26.53536246552259; reg_zipnll: 285.4029833786285; aux_mae_loss_1: 145.82012502331966; aux_mae_loss_2: 21.32962913623506; aux_mae_loss_4: 3.3377293052587533; aux_mae_loss_8: 0.5383546490672315; cnt_loss: 20.943644244750544;


2025-06-19 21:17:05,923 - INFO - Epoch: 063 / 660	lr: 9.939e-05
2025-06-19 21:19:48,696 - INFO - Training: cls_zice: 24.501295188398778; reg_zipnll: 280.5010180730746; aux_mae_loss_1: 142.73766312194667; aux_mae_loss_2: 20.801120808314543; aux_mae_loss_4: 3.252795124881372; aux_mae_loss_8: 0.5283406913893388; cnt_loss: 20.696179255421793;


2025-06-19 21:19:48,697 - INFO - Epoch: 064 / 660	lr: 9.863e-05
2025-06-19 21:22:30,800 - INFO - Training: cls_zice: 24.60525186739115; reg_zipnll: 277.0116856729463; aux_mae_loss_1: 142.3684347294903; aux_mae_loss_2: 21.10093663284282; aux_mae_loss_4: 3.3615680960579213; aux_mae_loss_8: 0.5489785653230157; cnt_loss: 22.055793932900023;


2025-06-19 21:22:30,800 - INFO - Epoch: 065 / 660	lr: 9.758e-05
2025-06-19 21:25:13,689 - INFO - Training: cls_zice: 26.552301985314617; reg_zipnll: 280.6193195676436; aux_mae_loss_1: 144.33777858420325; aux_mae_loss_2: 21.664062915547035; aux_mae_loss_4: 3.5142167897028296; aux_mae_loss_8: 0.590629331997397; cnt_loss: 26.017839788317985;


2025-06-19 21:25:13,690 - INFO - Epoch: 066 / 660	lr: 9.623e-05
2025-06-19 21:27:55,939 - INFO - Training: cls_zice: 27.353058357318446; reg_zipnll: 282.19122747896876; aux_mae_loss_1: 143.60866806255822; aux_mae_loss_2: 21.206607109476792; aux_mae_loss_4: 3.360390866783407; aux_mae_loss_8: 0.5470328421205053; cnt_loss: 21.836178796763285;


2025-06-19 21:27:55,940 - INFO - Epoch: 067 / 660	lr: 9.460e-05
2025-06-19 21:30:38,725 - INFO - Training: cls_zice: 27.20289382683281; reg_zipnll: 284.68855181696483; aux_mae_loss_1: 146.1686419116807; aux_mae_loss_2: 21.712329941114607; aux_mae_loss_4: 3.483013154148749; aux_mae_loss_8: 0.5793397088168826; cnt_loss: 23.359327782395567;


2025-06-19 21:30:38,725 - INFO - Epoch: 068 / 660	lr: 9.271e-05
2025-06-19 21:33:20,622 - INFO - Training: cls_zice: 22.419304030260268; reg_zipnll: 273.48586295748123; aux_mae_loss_1: 138.50012527701173; aux_mae_loss_2: 20.48588966649112; aux_mae_loss_4: 3.204095516995477; aux_mae_loss_8: 0.5132008195114932; cnt_loss: 19.511578073998038;


2025-06-19 21:33:20,623 - INFO - Epoch: 069 / 660	lr: 9.055e-05
2025-06-19 21:36:02,588 - INFO - Training: cls_zice: 27.33504908633416; reg_zipnll: 278.59122281699683; aux_mae_loss_1: 142.74463182856306; aux_mae_loss_2: 21.073497039186925; aux_mae_loss_4: 3.368549968022614; aux_mae_loss_8: 0.5535015511711949; cnt_loss: 22.081823428676184;


2025-06-19 21:36:02,589 - INFO - Epoch: 070 / 660	lr: 8.814e-05
2025-06-19 21:38:44,658 - INFO - Training: cls_zice: 25.673252614420914; reg_zipnll: 278.70179069930913; aux_mae_loss_1: 143.54395607014243; aux_mae_loss_2: 21.02500959901393; aux_mae_loss_4: 3.2963966394757858; aux_mae_loss_8: 0.5311499352358607; cnt_loss: 19.858424757777264;


2025-06-19 21:38:44,659 - INFO - Epoch: 071 / 660	lr: 8.550e-05
2025-06-19 21:41:27,197 - INFO - Training: cls_zice: 24.14687914431459; reg_zipnll: 270.84650079879174; aux_mae_loss_1: 137.8453178013505; aux_mae_loss_2: 20.244758668472958; aux_mae_loss_4: 3.1667200277887457; aux_mae_loss_8: 0.5049628977948718; cnt_loss: 18.44159548172301;


2025-06-19 21:41:27,198 - INFO - Epoch: 072 / 660	lr: 8.265e-05
2025-06-19 21:44:09,108 - INFO - Training: cls_zice: 23.578054927069225; reg_zipnll: 268.1832947228439; aux_mae_loss_1: 135.61838129430933; aux_mae_loss_2: 19.752974035807316; aux_mae_loss_4: 3.0652062448560424; aux_mae_loss_8: 0.48053696471958357; cnt_loss: 17.766852286450355;


2025-06-19 21:44:09,108 - INFO - Epoch: 073 / 660	lr: 7.960e-05
2025-06-19 21:46:52,885 - INFO - Training: cls_zice: 25.698424992800373; reg_zipnll: 279.4958176796724; aux_mae_loss_1: 140.99390889685074; aux_mae_loss_2: 20.73278792535738; aux_mae_loss_4: 3.2395625997018693; aux_mae_loss_8: 0.5166505714327786; cnt_loss: 19.478628150754844;


2025-06-19 21:46:52,886 - INFO - Epoch: 074 / 660	lr: 7.636e-05
2025-06-19 21:49:35,326 - INFO - Training: cls_zice: 24.666366328770213; reg_zipnll: 270.03460205980315; aux_mae_loss_1: 135.72981926101644; aux_mae_loss_2: 19.970749511203913; aux_mae_loss_4: 3.115094786438047; aux_mae_loss_8: 0.4922237655957131; cnt_loss: 17.46476105935776;


2025-06-19 21:49:35,326 - INFO - Epoch: 075 / 660	lr: 7.297e-05
2025-06-19 21:52:18,592 - INFO - Training: cls_zice: 24.127282508483734; reg_zipnll: 278.3098503936532; aux_mae_loss_1: 138.78351711675256; aux_mae_loss_2: 20.02677718042408; aux_mae_loss_4: 3.1066044642563653; aux_mae_loss_8: 0.49312534600802743; cnt_loss: 18.092040620227092;


2025-06-19 21:52:18,593 - INFO - Epoch: 076 / 660	lr: 6.944e-05
2025-06-19 21:55:00,701 - INFO - Training: cls_zice: 28.020899005138475; reg_zipnll: 274.54457275420043; aux_mae_loss_1: 140.91402907236682; aux_mae_loss_2: 20.827023379293998; aux_mae_loss_4: 3.2991643362226095; aux_mae_loss_8: 0.537661049285171; cnt_loss: 21.352721604559292;


2025-06-19 21:55:00,701 - INFO - Epoch: 077 / 660	lr: 6.580e-05
2025-06-19 21:57:43,971 - INFO - Training: cls_zice: 23.834295456237843; reg_zipnll: 273.21207807486957; aux_mae_loss_1: 136.1543005058269; aux_mae_loss_2: 19.935026741272992; aux_mae_loss_4: 3.0913216663203693; aux_mae_loss_8: 0.48617681573626315; cnt_loss: 17.631637105598546;


2025-06-19 21:57:43,972 - INFO - Epoch: 078 / 660	lr: 6.206e-05
2025-06-19 22:00:27,855 - INFO - Training: cls_zice: 26.951674659255232; reg_zipnll: 272.444737932063; aux_mae_loss_1: 139.81386503401023; aux_mae_loss_2: 20.39514586091961; aux_mae_loss_4: 3.1557776590086193; aux_mae_loss_8: 0.4992518767829419; cnt_loss: 17.818654175742427;


2025-06-19 22:00:27,856 - INFO - Epoch: 079 / 660	lr: 5.824e-05
2025-06-19 22:03:12,007 - INFO - Training: cls_zice: 22.095550437819377; reg_zipnll: 257.3361016006274; aux_mae_loss_1: 128.84218202458555; aux_mae_loss_2: 18.878875379390767; aux_mae_loss_4: 2.891882437130479; aux_mae_loss_8: 0.4402781228575578; cnt_loss: 14.200059335994842;


2025-06-19 22:03:12,008 - INFO - Epoch: 080 / 660	lr: 5.438e-05
2025-06-19 22:05:55,463 - INFO - Training: cls_zice: 22.407476318679308; reg_zipnll: 267.4966445962077; aux_mae_loss_1: 131.83253487339363; aux_mae_loss_2: 19.12967894009882; aux_mae_loss_4: 2.8917473450417996; aux_mae_loss_8: 0.43588006814371955; cnt_loss: 14.1011589791597;


2025-06-19 22:05:55,464 - INFO - Epoch: 081 / 660	lr: 5.050e-05
2025-06-19 22:08:38,125 - INFO - Training: cls_zice: 24.396167786614754; reg_zipnll: 269.5949471726209; aux_mae_loss_1: 134.96173057703248; aux_mae_loss_2: 19.595098095258894; aux_mae_loss_4: 3.0001002926293254; aux_mae_loss_8: 0.46130548569835855; cnt_loss: 14.963987943905485;


2025-06-19 22:08:38,125 - INFO - Epoch: 082 / 660	lr: 4.662e-05
2025-06-19 22:11:20,598 - INFO - Training: cls_zice: 21.170001237818393; reg_zipnll: 260.16418304051103; aux_mae_loss_1: 128.20637794141598; aux_mae_loss_2: 18.579626279502417; aux_mae_loss_4: 2.816639883659186; aux_mae_loss_8: 0.42686108348455404; cnt_loss: 14.102738864930553;


2025-06-19 22:11:20,599 - INFO - Epoch: 083 / 660	lr: 4.276e-05
2025-06-19 22:14:04,525 - INFO - Training: cls_zice: 23.617436975776997; reg_zipnll: 262.2520888164295; aux_mae_loss_1: 132.21876369956834; aux_mae_loss_2: 19.305535396144446; aux_mae_loss_4: 2.949969178453509; aux_mae_loss_8: 0.45473972608390384; cnt_loss: 14.44578613045896;


2025-06-19 22:14:04,525 - INFO - Epoch: 084 / 660	lr: 3.894e-05
2025-06-19 22:16:46,960 - INFO - Training: cls_zice: 24.227454203183363; reg_zipnll: 264.5280285519009; aux_mae_loss_1: 131.53614528871748; aux_mae_loss_2: 19.04706745588994; aux_mae_loss_4: 2.884300536545506; aux_mae_loss_8: 0.43848596055510725; cnt_loss: 14.100464674378422;


2025-06-19 22:16:46,961 - INFO - Epoch: 085 / 660	lr: 3.520e-05
2025-06-19 22:19:30,181 - INFO - Training: cls_zice: 23.94708563230338; reg_zipnll: 263.72056321681004; aux_mae_loss_1: 131.58706531671754; aux_mae_loss_2: 19.071552215321205; aux_mae_loss_4: 2.8846325043847445; aux_mae_loss_8: 0.43770795315504074; cnt_loss: 13.944686978212665;


2025-06-19 22:19:30,181 - INFO - Epoch: 086 / 660	lr: 3.156e-05
2025-06-19 22:22:12,398 - INFO - Training: cls_zice: 23.926352650616654; reg_zipnll: 259.69469505839606; aux_mae_loss_1: 128.28214935165445; aux_mae_loss_2: 18.509715944451965; aux_mae_loss_4: 2.7590022376693; aux_mae_loss_8: 0.4072517593771909; cnt_loss: 11.707416410311328;


2025-06-19 22:22:12,398 - INFO - Epoch: 087 / 660	lr: 2.803e-05
2025-06-19 22:24:55,444 - INFO - Training: cls_zice: 21.21050057259501; reg_zipnll: 258.2547358608491; aux_mae_loss_1: 127.31697795691404; aux_mae_loss_2: 18.390418733759834; aux_mae_loss_4: 2.729792427702551; aux_mae_loss_8: 0.39949272814324094; cnt_loss: 10.77393712237439;


2025-06-19 22:24:55,444 - INFO - Epoch: 088 / 660	lr: 2.464e-05
2025-06-19 22:27:37,544 - INFO - Training: cls_zice: 24.059549901739796; reg_zipnll: 259.63943692283334; aux_mae_loss_1: 130.32899706529162; aux_mae_loss_2: 18.832805481545417; aux_mae_loss_4: 2.8242692345212235; aux_mae_loss_8: 0.4225075593108077; cnt_loss: 11.534717000388854;


2025-06-19 22:27:37,544 - INFO - Epoch: 089 / 660	lr: 2.140e-05
2025-06-19 22:30:20,145 - INFO - Training: cls_zice: 24.141734709393397; reg_zipnll: 266.7274534916817; aux_mae_loss_1: 133.34747131563398; aux_mae_loss_2: 19.248208068636817; aux_mae_loss_4: 2.8799318963886837; aux_mae_loss_8: 0.42990347191423256; cnt_loss: 12.062664344945114;


2025-06-19 22:30:20,145 - INFO - Epoch: 090 / 660	lr: 1.835e-05
2025-06-19 22:33:02,309 - INFO - Training: cls_zice: 24.19147952050354; reg_zipnll: 259.52086693829926; aux_mae_loss_1: 129.46430712064924; aux_mae_loss_2: 18.723894371778; aux_mae_loss_4: 2.793969311184013; aux_mae_loss_8: 0.4095522363054875; cnt_loss: 10.938357969176186;


2025-06-19 22:33:02,310 - INFO - Epoch: 091 / 660	lr: 1.550e-05
2025-06-19 22:35:45,994 - INFO - Training: cls_zice: 27.04567848310679; reg_zipnll: 267.85827157184826; aux_mae_loss_1: 134.09246645978914; aux_mae_loss_2: 19.35314588497721; aux_mae_loss_4: 2.8952991381708943; aux_mae_loss_8: 0.4288058712657129; cnt_loss: 11.332644319473012;


2025-06-19 22:35:45,995 - INFO - Epoch: 092 / 660	lr: 1.286e-05
2025-06-19 22:38:28,650 - INFO - Training: cls_zice: 22.778381726505824; reg_zipnll: 267.02327276195535; aux_mae_loss_1: 130.47984708550658; aux_mae_loss_2: 18.624582264141434; aux_mae_loss_4: 2.735013380570093; aux_mae_loss_8: 0.39372974109373854; cnt_loss: 10.08082357761486;


2025-06-19 22:38:28,650 - INFO - Epoch: 093 / 660	lr: 1.045e-05
2025-06-19 22:41:10,988 - INFO - Training: cls_zice: 23.469878665049464; reg_zipnll: 264.33164628918803; aux_mae_loss_1: 131.7876533420043; aux_mae_loss_2: 18.917902530925133; aux_mae_loss_4: 2.7958256778496398; aux_mae_loss_8: 0.4050857596348368; cnt_loss: 10.037508654027487;


2025-06-19 22:41:10,988 - INFO - Epoch: 094 / 660	lr: 8.294e-06
2025-06-19 22:43:54,004 - INFO - Training: cls_zice: 24.222283016286962; reg_zipnll: 268.19528794472507; aux_mae_loss_1: 132.93349564167406; aux_mae_loss_2: 18.880467995273424; aux_mae_loss_4: 2.7697205238599705; aux_mae_loss_8: 0.396946665416723; cnt_loss: 9.14425882137833;


2025-06-19 22:43:54,004 - INFO - Epoch: 095 / 660	lr: 6.395e-06
2025-06-19 22:46:36,804 - INFO - Training: cls_zice: 24.194304438188173; reg_zipnll: 265.0146960574741; aux_mae_loss_1: 130.49478029775742; aux_mae_loss_2: 18.531005149635373; aux_mae_loss_4: 2.69964548861153; aux_mae_loss_8: 0.38370291656002903; cnt_loss: 9.097182330251659;


2025-06-19 22:46:36,805 - INFO - Epoch: 096 / 660	lr: 4.768e-06
2025-06-19 22:49:19,364 - INFO - Training: cls_zice: 23.775469866310722; reg_zipnll: 258.3098770082763; aux_mae_loss_1: 128.43561102369452; aux_mae_loss_2: 18.68377559718252; aux_mae_loss_4: 2.7920279340449827; aux_mae_loss_8: 0.41167053561130956; cnt_loss: 10.750200017405659;


2025-06-19 22:49:19,365 - INFO - Epoch: 097 / 660	lr: 3.423e-06
2025-06-19 22:52:01,194 - INFO - Training: cls_zice: 24.47944324228022; reg_zipnll: 264.6078662038769; aux_mae_loss_1: 131.2657357708654; aux_mae_loss_2: 18.698480055693796; aux_mae_loss_4: 2.755563638740456; aux_mae_loss_8: 0.3954490823407866; cnt_loss: 9.102238050769717;


2025-06-19 22:52:01,195 - INFO - Epoch: 098 / 660	lr: 2.368e-06
2025-06-19 22:54:43,579 - INFO - Training: cls_zice: 22.336982340080265; reg_zipnll: 253.57329459300692; aux_mae_loss_1: 125.6846501808853; aux_mae_loss_2: 18.162493498588894; aux_mae_loss_4: 2.6619489565300145; aux_mae_loss_8: 0.37703837668834433; cnt_loss: 8.681525131577391;


2025-06-19 22:54:43,580 - INFO - Epoch: 099 / 660	lr: 1.609e-06
2025-06-19 22:57:26,084 - INFO - Training: cls_zice: 23.543480542447696; reg_zipnll: 253.45027041986853; aux_mae_loss_1: 125.3055504551277; aux_mae_loss_2: 17.974706570716016; aux_mae_loss_4: 2.653851953217793; aux_mae_loss_8: 0.3792437499049084; cnt_loss: 8.402798363053094;


2025-06-19 22:57:26,085 - INFO - Epoch: 100 / 660	lr: 1.153e-06
2025-06-19 23:01:41,410 - INFO - Training: cls_zice: 23.39111709204002; reg_zipnll: 254.08163686276708; aux_mae_loss_1: 125.79287013909504; aux_mae_loss_2: 18.113791201139172; aux_mae_loss_4: 2.6597483831919866; aux_mae_loss_8: 0.37915034079086274; cnt_loss: 8.628615635756049;
2025-06-19 23:02:02,165 - INFO - Evaluation:
Curr mae: 36.1836; 	 Best mae: 36.1836; inf; inf; inf; inf;
Curr rmse: 84.4231; 	 Best rmse: 84.4231; inf; inf; inf; inf;
Curr nae: 0.1157; 	 Best nae: 0.1157; inf; inf; inf; inf;



2025-06-19 23:02:36,870 - INFO - Epoch: 101 / 660	lr: 1.000e-04
2025-06-19 23:06:49,656 - INFO - Training: cls_zice: 27.15184794998414; reg_zipnll: 271.26288174234503; aux_mae_loss_1: 137.21089915689896; aux_mae_loss_2: 20.338118028518167; aux_mae_loss_4: 3.2268848321125256; aux_mae_loss_8: 0.5231425583285967; cnt_loss: 20.42438670648094;
2025-06-19 23:07:10,862 - INFO - Evaluation:
Curr mae: 93.5841; 	 Best mae: 36.1836; 93.5841; inf; inf; inf;
Curr rmse: 181.3024; 	 Best rmse: 84.4231; 181.3024; inf; inf; inf;
Curr nae: 0.2739; 	 Best nae: 0.1157; 0.2739; inf; inf; inf;



2025-06-19 23:07:10,862 - INFO - Epoch: 102 / 660	lr: 9.996e-05
2025-06-19 23:11:24,276 - INFO - Training: cls_zice: 27.294790248254884; reg_zipnll: 267.7098940282983; aux_mae_loss_1: 136.09915872833722; aux_mae_loss_2: 20.417223203458025; aux_mae_loss_4: 3.28893184163883; aux_mae_loss_8: 0.5414773869617893; cnt_loss: 21.131553456838457;
2025-06-19 23:11:44,386 - INFO - Evaluation:
Curr mae: 103.3043; 	 Best mae: 36.1836; 93.5841; 103.3043; inf; inf;
Curr rmse: 404.0542; 	 Best rmse: 84.4231; 181.3024; 404.0542; inf; inf;
Curr nae: 0.2624; 	 Best nae: 0.1157; 0.2624; 0.2739; inf; inf;



2025-06-19 23:11:44,386 - INFO - Epoch: 103 / 660	lr: 9.985e-05
2025-06-19 23:15:59,298 - INFO - Training: cls_zice: 26.35642267499301; reg_zipnll: 267.6837737468337; aux_mae_loss_1: 134.44393527170686; aux_mae_loss_2: 19.907648108305846; aux_mae_loss_4: 3.147872565874404; aux_mae_loss_8: 0.508591967244611; cnt_loss: 18.8607540274647;
2025-06-19 23:16:22,754 - INFO - Evaluation:
Curr mae: 53.2000; 	 Best mae: 36.1836; 53.2000; 93.5841; 103.3043; inf;
Curr rmse: 259.7010; 	 Best rmse: 84.4231; 181.3024; 259.7010; 404.0542; inf;
Curr nae: 0.1291; 	 Best nae: 0.1157; 0.1291; 0.2624; 0.2739; inf;



2025-06-19 23:16:22,755 - INFO - Epoch: 104 / 660	lr: 9.966e-05
2025-06-19 23:20:35,613 - INFO - Training: cls_zice: 25.18392805146068; reg_zipnll: 267.47505499832425; aux_mae_loss_1: 132.67687934591103; aux_mae_loss_2: 19.771657651371697; aux_mae_loss_4: 3.113579461384555; aux_mae_loss_8: 0.4971028608497433; cnt_loss: 18.756007157821582;
2025-06-19 23:20:55,980 - INFO - Evaluation:
Curr mae: 48.1064; 	 Best mae: 36.1836; 48.1064; 53.2000; 93.5841; 103.3043;
Curr rmse: 124.8808; 	 Best rmse: 84.4231; 124.8808; 181.3024; 259.7010; 404.0542;
Curr nae: 0.1577; 	 Best nae: 0.1157; 0.1291; 0.1577; 0.2624; 0.2739;



2025-06-19 23:20:55,981 - INFO - Epoch: 105 / 660	lr: 9.939e-05
2025-06-19 23:25:09,429 - INFO - Training: cls_zice: 25.750390293205918; reg_zipnll: 273.83048079620596; aux_mae_loss_1: 136.70088929566137; aux_mae_loss_2: 19.958783800620346; aux_mae_loss_4: 3.1174514380242955; aux_mae_loss_8: 0.495789493695093; cnt_loss: 18.256120081425937;
2025-06-19 23:25:31,251 - INFO - Evaluation:
Curr mae: 52.3733; 	 Best mae: 36.1836; 48.1064; 52.3733; 53.2000; 93.5841;
Curr rmse: 159.9072; 	 Best rmse: 84.4231; 124.8808; 159.9072; 181.3024; 259.7010;
Curr nae: 0.1746; 	 Best nae: 0.1157; 0.1291; 0.1577; 0.1746; 0.2624;



2025-06-19 23:25:31,251 - INFO - Epoch: 106 / 660	lr: 9.905e-05
2025-06-19 23:29:45,282 - INFO - Training: cls_zice: 25.76033790451702; reg_zipnll: 267.6172151344907; aux_mae_loss_1: 133.73319080127234; aux_mae_loss_2: 19.70241394753934; aux_mae_loss_4: 3.0841158922656335; aux_mae_loss_8: 0.4884211461617585; cnt_loss: 18.00999944375536;
2025-06-19 23:30:07,193 - INFO - Evaluation:
Curr mae: 60.2125; 	 Best mae: 36.1836; 48.1064; 52.3733; 53.2000; 60.2125;
Curr rmse: 144.2671; 	 Best rmse: 84.4231; 124.8808; 144.2671; 159.9072; 181.3024;
Curr nae: 0.1525; 	 Best nae: 0.1157; 0.1291; 0.1525; 0.1577; 0.1746;



2025-06-19 23:30:07,194 - INFO - Epoch: 107 / 660	lr: 9.863e-05
2025-06-19 23:34:19,938 - INFO - Training: cls_zice: 24.237511926031356; reg_zipnll: 264.32953127490833; aux_mae_loss_1: 131.16689108086123; aux_mae_loss_2: 19.349656948393598; aux_mae_loss_4: 2.9950934521336787; aux_mae_loss_8: 0.4673478103369704; cnt_loss: 16.837989930168828;
2025-06-19 23:34:43,807 - INFO - Evaluation:
Curr mae: 50.6785; 	 Best mae: 36.1836; 48.1064; 50.6785; 52.3733; 53.2000;
Curr rmse: 138.0047; 	 Best rmse: 84.4231; 124.8808; 138.0047; 144.2671; 159.9072;
Curr nae: 0.1415; 	 Best nae: 0.1157; 0.1291; 0.1415; 0.1525; 0.1577;



2025-06-19 23:34:43,808 - INFO - Epoch: 108 / 660	lr: 9.814e-05
2025-06-19 23:38:57,863 - INFO - Training: cls_zice: 25.34370521507717; reg_zipnll: 266.21191963254637; aux_mae_loss_1: 133.49991901858607; aux_mae_loss_2: 19.60456660045143; aux_mae_loss_4: 3.0547718836286686; aux_mae_loss_8: 0.4806144921765076; cnt_loss: 17.859432192265526;
2025-06-19 23:39:20,700 - INFO - Evaluation:
Curr mae: 42.0692; 	 Best mae: 36.1836; 42.0692; 48.1064; 50.6785; 52.3733;
Curr rmse: 103.2730; 	 Best rmse: 84.4231; 103.2730; 124.8808; 138.0047; 144.2671;
Curr nae: 0.1209; 	 Best nae: 0.1157; 0.1209; 0.1291; 0.1415; 0.1525;



2025-06-19 23:39:20,700 - INFO - Epoch: 109 / 660	lr: 9.758e-05
2025-06-19 23:43:33,841 - INFO - Training: cls_zice: 23.290649837653863; reg_zipnll: 256.09784489609586; aux_mae_loss_1: 129.20177293252823; aux_mae_loss_2: 19.133468767058268; aux_mae_loss_4: 2.9740281483508015; aux_mae_loss_8: 0.4687791192343885; cnt_loss: 16.63070561585512;
2025-06-19 23:43:41,200 - INFO - Evaluation:
Curr mae: 78.4518; 	 Best mae: 36.1836; 42.0692; 48.1064; 50.6785; 52.3733;
Curr rmse: 346.1492; 	 Best rmse: 84.4231; 103.2730; 124.8808; 138.0047; 144.2671;
Curr nae: 0.1312; 	 Best nae: 0.1157; 0.1209; 0.1291; 0.1312; 0.1415;



2025-06-19 23:43:41,200 - INFO - Epoch: 110 / 660	lr: 9.694e-05
2025-06-19 23:47:54,586 - INFO - Training: cls_zice: 25.6143880744673; reg_zipnll: 268.2184875973699; aux_mae_loss_1: 134.0138257499832; aux_mae_loss_2: 19.688239651504702; aux_mae_loss_4: 3.0861008010977033; aux_mae_loss_8: 0.49230824341963986; cnt_loss: 18.012941227167616;
2025-06-19 23:48:14,551 - INFO - Evaluation:
Curr mae: 37.6272; 	 Best mae: 36.1836; 37.6272; 42.0692; 48.1064; 50.6785;
Curr rmse: 115.9441; 	 Best rmse: 84.4231; 103.2730; 115.9441; 124.8808; 138.0047;
Curr nae: 0.1054; 	 Best nae: 0.1054; 0.1157; 0.1209; 0.1291; 0.1312;



2025-06-19 23:48:14,551 - INFO - Epoch: 111 / 660	lr: 9.623e-05
2025-06-19 23:52:27,230 - INFO - Training: cls_zice: 24.690134644355137; reg_zipnll: 260.54690845460084; aux_mae_loss_1: 129.16108989225256; aux_mae_loss_2: 19.134817952668453; aux_mae_loss_4: 2.99793128136804; aux_mae_loss_8: 0.47259271580601414; cnt_loss: 17.438647135364366;
2025-06-19 23:52:27,231 - INFO - Evaluation:
Curr mae: 84.8953; 	 Best mae: 36.1836; 37.6272; 42.0692; 48.1064; 50.6785;
Curr rmse: 177.3630; 	 Best rmse: 84.4231; 103.2730; 115.9441; 124.8808; 138.0047;
Curr nae: 0.2920; 	 Best nae: 0.1054; 0.1157; 0.1209; 0.1291; 0.1312;



2025-06-19 23:52:27,231 - INFO - Epoch: 112 / 660	lr: 9.545e-05
2025-06-19 23:56:42,159 - INFO - Training: cls_zice: 27.49040851134874; reg_zipnll: 267.15265869297525; aux_mae_loss_1: 135.17416121720655; aux_mae_loss_2: 20.021124577460988; aux_mae_loss_4: 3.174396710408071; aux_mae_loss_8: 0.511915675682856; cnt_loss: 19.984782338448845;
2025-06-19 23:56:48,915 - INFO - Evaluation:
Curr mae: 45.3261; 	 Best mae: 36.1836; 37.6272; 42.0692; 45.3261; 48.1064;
Curr rmse: 145.6669; 	 Best rmse: 84.4231; 103.2730; 115.9441; 124.8808; 138.0047;
Curr nae: 0.1625; 	 Best nae: 0.1054; 0.1157; 0.1209; 0.1291; 0.1312;



2025-06-19 23:56:48,915 - INFO - Epoch: 113 / 660	lr: 9.460e-05
2025-06-20 00:01:02,378 - INFO - Training: cls_zice: 27.224336695318662; reg_zipnll: 266.1159338963369; aux_mae_loss_1: 133.70399341240028; aux_mae_loss_2: 20.009192540283987; aux_mae_loss_4: 3.1900351127193027; aux_mae_loss_8: 0.5214360599576048; cnt_loss: 20.59148840058432;
2025-06-20 00:01:24,488 - INFO - Evaluation:
Curr mae: 40.6626; 	 Best mae: 36.1836; 37.6272; 40.6626; 42.0692; 45.3261;
Curr rmse: 135.3183; 	 Best rmse: 84.4231; 103.2730; 115.9441; 124.8808; 135.3183;
Curr nae: 0.1126; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1209; 0.1291;



2025-06-20 00:01:24,488 - INFO - Epoch: 114 / 660	lr: 9.369e-05
2025-06-20 00:05:38,049 - INFO - Training: cls_zice: 24.47353039632113; reg_zipnll: 270.4938713701341; aux_mae_loss_1: 133.97555540521225; aux_mae_loss_2: 19.958766760127403; aux_mae_loss_4: 3.169367301816499; aux_mae_loss_8: 0.5094460217152892; cnt_loss: 19.56792913856114;
2025-06-20 00:05:38,051 - INFO - Evaluation:
Curr mae: 48.2610; 	 Best mae: 36.1836; 37.6272; 40.6626; 42.0692; 45.3261;
Curr rmse: 194.8625; 	 Best rmse: 84.4231; 103.2730; 115.9441; 124.8808; 135.3183;
Curr nae: 0.4728; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1209; 0.1291;



2025-06-20 00:05:38,051 - INFO - Epoch: 115 / 660	lr: 9.271e-05
2025-06-20 00:09:51,838 - INFO - Training: cls_zice: 27.384491471750877; reg_zipnll: 261.97384324355727; aux_mae_loss_1: 131.50767660999054; aux_mae_loss_2: 19.417360133254437; aux_mae_loss_4: 3.032733781785156; aux_mae_loss_8: 0.4775686428755292; cnt_loss: 16.77526597391364;
2025-06-20 00:09:51,839 - INFO - Evaluation:
Curr mae: 90.6708; 	 Best mae: 36.1836; 37.6272; 40.6626; 42.0692; 45.3261;
Curr rmse: 253.2540; 	 Best rmse: 84.4231; 103.2730; 115.9441; 124.8808; 135.3183;
Curr nae: 0.3615; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1209; 0.1291;



2025-06-20 00:09:51,839 - INFO - Epoch: 116 / 660	lr: 9.166e-05
2025-06-20 00:14:07,442 - INFO - Training: cls_zice: 24.667680240918553; reg_zipnll: 260.99944979120954; aux_mae_loss_1: 128.877997258635; aux_mae_loss_2: 18.946155218967743; aux_mae_loss_4: 2.919663696868254; aux_mae_loss_8: 0.4526486003575104; cnt_loss: 15.502895608352818;
2025-06-20 00:14:14,448 - INFO - Evaluation:
Curr mae: 48.9582; 	 Best mae: 36.1836; 37.6272; 40.6626; 42.0692; 45.3261;
Curr rmse: 122.4826; 	 Best rmse: 84.4231; 103.2730; 115.9441; 122.4826; 124.8808;
Curr nae: 0.2938; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1209; 0.1291;



2025-06-20 00:14:14,448 - INFO - Epoch: 117 / 660	lr: 9.055e-05
2025-06-20 00:18:29,765 - INFO - Training: cls_zice: 21.381642277105914; reg_zipnll: 258.9383021504223; aux_mae_loss_1: 125.97549369341304; aux_mae_loss_2: 18.48333730366665; aux_mae_loss_4: 2.802617067083295; aux_mae_loss_8: 0.4271395151577603; cnt_loss: 14.325580809907006;
2025-06-20 00:18:30,879 - INFO - Evaluation:
Curr mae: 69.9233; 	 Best mae: 36.1836; 37.6272; 40.6626; 42.0692; 45.3261;
Curr rmse: 152.1985; 	 Best rmse: 84.4231; 103.2730; 115.9441; 122.4826; 124.8808;
Curr nae: 0.2694; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1209; 0.1291;



2025-06-20 00:18:30,879 - INFO - Epoch: 118 / 660	lr: 8.937e-05
2025-06-20 00:22:44,685 - INFO - Training: cls_zice: 26.147005798654263; reg_zipnll: 259.26431851521863; aux_mae_loss_1: 128.68568325533045; aux_mae_loss_2: 19.032394496824562; aux_mae_loss_4: 2.9238908621063575; aux_mae_loss_8: 0.4485352054372392; cnt_loss: 14.77711200009275;
2025-06-20 00:22:44,686 - INFO - Evaluation:
Curr mae: 56.1826; 	 Best mae: 36.1836; 37.6272; 40.6626; 42.0692; 45.3261;
Curr rmse: 203.4378; 	 Best rmse: 84.4231; 103.2730; 115.9441; 122.4826; 124.8808;
Curr nae: 0.1682; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1209; 0.1291;



2025-06-20 00:22:44,686 - INFO - Epoch: 119 / 660	lr: 8.814e-05
2025-06-20 00:26:58,085 - INFO - Training: cls_zice: 23.561801202073312; reg_zipnll: 258.3257596793089; aux_mae_loss_1: 126.04429774296621; aux_mae_loss_2: 18.688004373584736; aux_mae_loss_4: 2.89369356931022; aux_mae_loss_8: 0.4472751829600809; cnt_loss: 15.734319663905852;
2025-06-20 00:26:58,086 - INFO - Evaluation:
Curr mae: 59.9084; 	 Best mae: 36.1836; 37.6272; 40.6626; 42.0692; 45.3261;
Curr rmse: 168.9574; 	 Best rmse: 84.4231; 103.2730; 115.9441; 122.4826; 124.8808;
Curr nae: 0.1559; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1209; 0.1291;



2025-06-20 00:26:58,086 - INFO - Epoch: 120 / 660	lr: 8.685e-05
2025-06-20 00:31:11,156 - INFO - Training: cls_zice: 20.730088231955826; reg_zipnll: 249.1462384888323; aux_mae_loss_1: 122.02535883503892; aux_mae_loss_2: 18.193075528794513; aux_mae_loss_4: 2.7965678050156426; aux_mae_loss_8: 0.42735399998207324; cnt_loss: 15.104275518180778;
2025-06-20 00:31:11,226 - INFO - Evaluation:
Curr mae: 45.5298; 	 Best mae: 36.1836; 37.6272; 40.6626; 42.0692; 45.3261;
Curr rmse: 133.8457; 	 Best rmse: 84.4231; 103.2730; 115.9441; 122.4826; 124.8808;
Curr nae: 0.1308; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1209; 0.1291;



2025-06-20 00:31:11,226 - INFO - Epoch: 121 / 660	lr: 8.550e-05
2025-06-20 00:35:26,193 - INFO - Training: cls_zice: 21.100629543430703; reg_zipnll: 252.89571669414295; aux_mae_loss_1: 121.72032714196526; aux_mae_loss_2: 17.912554124020673; aux_mae_loss_4: 2.720079115010166; aux_mae_loss_8: 0.40874072907439846; cnt_loss: 13.4043678881883;
2025-06-20 00:35:49,173 - INFO - Evaluation:
Curr mae: 35.8155; 	 Best mae: 35.8155; 36.1836; 37.6272; 40.6626; 42.0692;
Curr rmse: 106.8858; 	 Best rmse: 84.4231; 103.2730; 106.8858; 115.9441; 122.4826;
Curr nae: 0.1163; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1209;



2025-06-20 00:35:49,174 - INFO - Epoch: 122 / 660	lr: 8.410e-05
2025-06-20 00:40:03,140 - INFO - Training: cls_zice: 23.622366443084875; reg_zipnll: 257.30854246732815; aux_mae_loss_1: 127.51456991504581; aux_mae_loss_2: 18.90312764853009; aux_mae_loss_4: 2.9239549105149; aux_mae_loss_8: 0.45554560079098055; cnt_loss: 15.901957003040607;
2025-06-20 00:40:03,141 - INFO - Evaluation:
Curr mae: 46.9922; 	 Best mae: 35.8155; 36.1836; 37.6272; 40.6626; 42.0692;
Curr rmse: 171.8154; 	 Best rmse: 84.4231; 103.2730; 106.8858; 115.9441; 122.4826;
Curr nae: 0.1236; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1209;



2025-06-20 00:40:03,141 - INFO - Epoch: 123 / 660	lr: 8.265e-05
2025-06-20 00:44:17,564 - INFO - Training: cls_zice: 25.17675964783274; reg_zipnll: 264.00919288105706; aux_mae_loss_1: 129.20067371868535; aux_mae_loss_2: 18.93444344439666; aux_mae_loss_4: 2.877575530337797; aux_mae_loss_8: 0.4396892881408755; cnt_loss: 13.932187198366789;
2025-06-20 00:44:17,565 - INFO - Evaluation:
Curr mae: 62.5493; 	 Best mae: 35.8155; 36.1836; 37.6272; 40.6626; 42.0692;
Curr rmse: 286.5314; 	 Best rmse: 84.4231; 103.2730; 106.8858; 115.9441; 122.4826;
Curr nae: 0.4892; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1209;



2025-06-20 00:44:17,565 - INFO - Epoch: 124 / 660	lr: 8.115e-05
2025-06-20 00:48:31,059 - INFO - Training: cls_zice: 25.868068989720626; reg_zipnll: 262.94965519941866; aux_mae_loss_1: 129.67184360597312; aux_mae_loss_2: 19.227580796783563; aux_mae_loss_4: 2.9883791455726083; aux_mae_loss_8: 0.4667069290915461; cnt_loss: 16.038916473063836;
2025-06-20 00:48:31,060 - INFO - Evaluation:
Curr mae: 50.6078; 	 Best mae: 35.8155; 36.1836; 37.6272; 40.6626; 42.0692;
Curr rmse: 127.2162; 	 Best rmse: 84.4231; 103.2730; 106.8858; 115.9441; 122.4826;
Curr nae: 0.1462; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1209;



2025-06-20 00:48:31,060 - INFO - Epoch: 125 / 660	lr: 7.960e-05
2025-06-20 00:52:45,297 - INFO - Training: cls_zice: 27.711796732825302; reg_zipnll: 262.2933160394507; aux_mae_loss_1: 130.50734659945138; aux_mae_loss_2: 19.377460821735216; aux_mae_loss_4: 2.99615582785447; aux_mae_loss_8: 0.46977835361651865; cnt_loss: 16.506209630126513;
2025-06-20 00:52:45,298 - INFO - Evaluation:
Curr mae: 46.0932; 	 Best mae: 35.8155; 36.1836; 37.6272; 40.6626; 42.0692;
Curr rmse: 129.9730; 	 Best rmse: 84.4231; 103.2730; 106.8858; 115.9441; 122.4826;
Curr nae: 0.1547; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1209;



2025-06-20 00:52:45,298 - INFO - Epoch: 126 / 660	lr: 7.800e-05
2025-06-20 00:57:00,837 - INFO - Training: cls_zice: 24.27076787455606; reg_zipnll: 246.3227952550187; aux_mae_loss_1: 121.81967525923467; aux_mae_loss_2: 18.197412783811515; aux_mae_loss_4: 2.8440594988034746; aux_mae_loss_8: 0.4445984848514008; cnt_loss: 15.584586446726536;
2025-06-20 00:57:00,837 - INFO - Evaluation:
Curr mae: 43.6911; 	 Best mae: 35.8155; 36.1836; 37.6272; 40.6626; 42.0692;
Curr rmse: 128.2234; 	 Best rmse: 84.4231; 103.2730; 106.8858; 115.9441; 122.4826;
Curr nae: 0.1330; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1209;



2025-06-20 00:57:00,838 - INFO - Epoch: 127 / 660	lr: 7.636e-05
2025-06-20 01:01:14,301 - INFO - Training: cls_zice: 21.828052589550115; reg_zipnll: 247.1744101114935; aux_mae_loss_1: 119.54617508885794; aux_mae_loss_2: 17.737311262704413; aux_mae_loss_4: 2.7092867046977682; aux_mae_loss_8: 0.41025827281119587; cnt_loss: 13.65357269649334;
2025-06-20 01:01:21,064 - INFO - Evaluation:
Curr mae: 45.6224; 	 Best mae: 35.8155; 36.1836; 37.6272; 40.6626; 42.0692;
Curr rmse: 121.1391; 	 Best rmse: 84.4231; 103.2730; 106.8858; 115.9441; 121.1391;
Curr nae: 0.1565; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1209;



2025-06-20 01:01:21,065 - INFO - Epoch: 128 / 660	lr: 7.469e-05
2025-06-20 01:05:33,996 - INFO - Training: cls_zice: 23.329703646331335; reg_zipnll: 248.48543091114504; aux_mae_loss_1: 121.73433685547894; aux_mae_loss_2: 18.167251524398136; aux_mae_loss_4: 2.798635337530494; aux_mae_loss_8: 0.4301577839703517; cnt_loss: 13.921907421249351;
2025-06-20 01:05:41,912 - INFO - Evaluation:
Curr mae: 44.2285; 	 Best mae: 35.8155; 36.1836; 37.6272; 40.6626; 42.0692;
Curr rmse: 98.8623; 	 Best rmse: 84.4231; 98.8623; 103.2730; 106.8858; 115.9441;
Curr nae: 0.1392; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1209;



2025-06-20 01:05:41,913 - INFO - Epoch: 129 / 660	lr: 7.297e-05
2025-06-20 01:09:57,310 - INFO - Training: cls_zice: 24.00885336656497; reg_zipnll: 258.2188905456072; aux_mae_loss_1: 126.876852702359; aux_mae_loss_2: 18.79765586129804; aux_mae_loss_4: 2.882330752047291; aux_mae_loss_8: 0.4380412964021026; cnt_loss: 14.392296651948081;
2025-06-20 01:09:57,312 - INFO - Evaluation:
Curr mae: 67.3686; 	 Best mae: 35.8155; 36.1836; 37.6272; 40.6626; 42.0692;
Curr rmse: 160.1710; 	 Best rmse: 84.4231; 98.8623; 103.2730; 106.8858; 115.9441;
Curr nae: 0.1868; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1209;



2025-06-20 01:09:57,312 - INFO - Epoch: 130 / 660	lr: 7.122e-05
2025-06-20 01:14:11,499 - INFO - Training: cls_zice: 23.31921085684649; reg_zipnll: 250.55177772933843; aux_mae_loss_1: 122.41851208939345; aux_mae_loss_2: 18.26595531269946; aux_mae_loss_4: 2.8022295784368; aux_mae_loss_8: 0.4271116819146513; cnt_loss: 13.13064173430894;
2025-06-20 01:14:33,461 - INFO - Evaluation:
Curr mae: 39.9208; 	 Best mae: 35.8155; 36.1836; 37.6272; 39.9208; 40.6626;
Curr rmse: 92.3001; 	 Best rmse: 84.4231; 92.3001; 98.8623; 103.2730; 106.8858;
Curr nae: 0.1203; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1163; 0.1203;



2025-06-20 01:14:33,461 - INFO - Epoch: 131 / 660	lr: 6.944e-05
2025-06-20 01:18:47,018 - INFO - Training: cls_zice: 25.21471443688042; reg_zipnll: 254.38800009602446; aux_mae_loss_1: 124.02903898087136; aux_mae_loss_2: 18.367496858832155; aux_mae_loss_4: 2.8220148918561274; aux_mae_loss_8: 0.4318927604331609; cnt_loss: 13.914868853086064;
2025-06-20 01:19:09,159 - INFO - Evaluation:
Curr mae: 38.8859; 	 Best mae: 35.8155; 36.1836; 37.6272; 38.8859; 39.9208;
Curr rmse: 101.1695; 	 Best rmse: 84.4231; 92.3001; 98.8623; 101.1695; 103.2730;
Curr nae: 0.1157; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1157; 0.1163;



2025-06-20 01:19:09,159 - INFO - Epoch: 132 / 660	lr: 6.763e-05
2025-06-20 01:23:23,019 - INFO - Training: cls_zice: 21.93673933287819; reg_zipnll: 244.46297569569094; aux_mae_loss_1: 119.90421790390211; aux_mae_loss_2: 17.856695478557008; aux_mae_loss_4: 2.7226392680391247; aux_mae_loss_8: 0.40933436967413345; cnt_loss: 12.786297850866244;
2025-06-20 01:23:23,020 - INFO - Evaluation:
Curr mae: 43.3659; 	 Best mae: 35.8155; 36.1836; 37.6272; 38.8859; 39.9208;
Curr rmse: 113.7118; 	 Best rmse: 84.4231; 92.3001; 98.8623; 101.1695; 103.2730;
Curr nae: 0.1486; 	 Best nae: 0.1054; 0.1126; 0.1157; 0.1157; 0.1163;



2025-06-20 01:23:23,020 - INFO - Epoch: 133 / 660	lr: 6.580e-05
2025-06-20 01:27:37,353 - INFO - Training: cls_zice: 23.35471145578859; reg_zipnll: 255.872748598035; aux_mae_loss_1: 124.76639730826135; aux_mae_loss_2: 18.281726545110768; aux_mae_loss_4: 2.754889392760848; aux_mae_loss_8: 0.4142274089483185; cnt_loss: 12.863242881310324;
2025-06-20 01:27:45,101 - INFO - Evaluation:
Curr mae: 41.9319; 	 Best mae: 35.8155; 36.1836; 37.6272; 38.8859; 39.9208;
Curr rmse: 185.1968; 	 Best rmse: 84.4231; 92.3001; 98.8623; 101.1695; 103.2730;
Curr nae: 0.1122; 	 Best nae: 0.1054; 0.1122; 0.1126; 0.1157; 0.1157;



2025-06-20 01:27:45,101 - INFO - Epoch: 134 / 660	lr: 6.394e-05
2025-06-20 01:31:58,971 - INFO - Training: cls_zice: 23.94994380028205; reg_zipnll: 247.26272747755664; aux_mae_loss_1: 122.35650059128788; aux_mae_loss_2: 18.23864401704548; aux_mae_loss_4: 2.8004528346895254; aux_mae_loss_8: 0.42774493008813697; cnt_loss: 13.600707376524232;
2025-06-20 01:32:05,403 - INFO - Evaluation:
Curr mae: 41.0626; 	 Best mae: 35.8155; 36.1836; 37.6272; 38.8859; 39.9208;
Curr rmse: 98.8582; 	 Best rmse: 84.4231; 92.3001; 98.8582; 98.8623; 101.1695;
Curr nae: 0.1407; 	 Best nae: 0.1054; 0.1122; 0.1126; 0.1157; 0.1157;



2025-06-20 01:32:05,403 - INFO - Epoch: 135 / 660	lr: 6.206e-05
2025-06-20 01:36:18,866 - INFO - Training: cls_zice: 25.38004776988667; reg_zipnll: 265.4204571290004; aux_mae_loss_1: 129.45174508229627; aux_mae_loss_2: 18.967689000855376; aux_mae_loss_4: 2.8762859594852577; aux_mae_loss_8: 0.4350155512957922; cnt_loss: 13.871376683518942;
2025-06-20 01:36:18,867 - INFO - Evaluation:
Curr mae: 63.3694; 	 Best mae: 35.8155; 36.1836; 37.6272; 38.8859; 39.9208;
Curr rmse: 127.6247; 	 Best rmse: 84.4231; 92.3001; 98.8582; 98.8623; 101.1695;
Curr nae: 0.2172; 	 Best nae: 0.1054; 0.1122; 0.1126; 0.1157; 0.1157;



2025-06-20 01:36:18,867 - INFO - Epoch: 136 / 660	lr: 6.016e-05
2025-06-20 01:40:32,255 - INFO - Training: cls_zice: 24.294165443485376; reg_zipnll: 256.20216588312064; aux_mae_loss_1: 124.45686014268576; aux_mae_loss_2: 18.31468666059499; aux_mae_loss_4: 2.777582207038654; aux_mae_loss_8: 0.41867707914895447; cnt_loss: 12.531562297693561;
2025-06-20 01:40:47,190 - INFO - Evaluation:
Curr mae: 39.0768; 	 Best mae: 35.8155; 36.1836; 37.6272; 38.8859; 39.0768;
Curr rmse: 120.5333; 	 Best rmse: 84.4231; 92.3001; 98.8582; 98.8623; 101.1695;
Curr nae: 0.1113; 	 Best nae: 0.1054; 0.1113; 0.1122; 0.1126; 0.1157;



2025-06-20 01:40:47,190 - INFO - Epoch: 137 / 660	lr: 5.824e-05
2025-06-20 01:45:00,269 - INFO - Training: cls_zice: 24.73193762503124; reg_zipnll: 258.4989747290133; aux_mae_loss_1: 126.37451631796084; aux_mae_loss_2: 18.60103798035178; aux_mae_loss_4: 2.82037590401951; aux_mae_loss_8: 0.4251793541569636; cnt_loss: 13.543293984046633;
2025-06-20 01:45:00,271 - INFO - Evaluation:
Curr mae: 47.7532; 	 Best mae: 35.8155; 36.1836; 37.6272; 38.8859; 39.0768;
Curr rmse: 161.5269; 	 Best rmse: 84.4231; 92.3001; 98.8582; 98.8623; 101.1695;
Curr nae: 0.1288; 	 Best nae: 0.1054; 0.1113; 0.1122; 0.1126; 0.1157;



2025-06-20 01:45:00,271 - INFO - Epoch: 138 / 660	lr: 5.632e-05
2025-06-20 01:49:13,075 - INFO - Training: cls_zice: 26.590447286713705; reg_zipnll: 255.4840057147499; aux_mae_loss_1: 124.32528950070967; aux_mae_loss_2: 18.385220661874296; aux_mae_loss_4: 2.7868508233049534; aux_mae_loss_8: 0.4212300540127607; cnt_loss: 13.153677644490584;
2025-06-20 01:49:34,984 - INFO - Evaluation:
Curr mae: 35.8946; 	 Best mae: 35.8155; 35.8946; 36.1836; 37.6272; 38.8859;
Curr rmse: 94.0502; 	 Best rmse: 84.4231; 92.3001; 94.0502; 98.8582; 98.8623;
Curr nae: 0.1118; 	 Best nae: 0.1054; 0.1113; 0.1118; 0.1122; 0.1126;



2025-06-20 01:49:34,985 - INFO - Epoch: 139 / 660	lr: 5.438e-05
2025-06-20 01:53:47,674 - INFO - Training: cls_zice: 22.51905269327078; reg_zipnll: 248.57587406383996; aux_mae_loss_1: 121.13382448328798; aux_mae_loss_2: 17.975552124351953; aux_mae_loss_4: 2.712426481179529; aux_mae_loss_8: 0.4005264236297276; cnt_loss: 11.824936208351106;
2025-06-20 01:54:04,544 - INFO - Evaluation:
Curr mae: 34.4926; 	 Best mae: 34.4926; 35.8155; 35.8946; 36.1836; 37.6272;
Curr rmse: 81.5797; 	 Best rmse: 81.5797; 84.4231; 92.3001; 94.0502; 98.8582;
Curr nae: 0.1205; 	 Best nae: 0.1054; 0.1113; 0.1118; 0.1122; 0.1126;



2025-06-20 01:54:04,544 - INFO - Epoch: 140 / 660	lr: 5.244e-05
2025-06-20 01:58:17,584 - INFO - Training: cls_zice: 21.41853806253877; reg_zipnll: 242.713136261104; aux_mae_loss_1: 117.45860654222935; aux_mae_loss_2: 17.386033506810204; aux_mae_loss_4: 2.6099836938945065; aux_mae_loss_8: 0.3871384779838869; cnt_loss: 11.715911109220706;
2025-06-20 01:58:26,672 - INFO - Evaluation:
Curr mae: 43.6993; 	 Best mae: 34.4926; 35.8155; 35.8946; 36.1836; 37.6272;
Curr rmse: 96.5059; 	 Best rmse: 81.5797; 84.4231; 92.3001; 94.0502; 96.5059;
Curr nae: 0.1398; 	 Best nae: 0.1054; 0.1113; 0.1118; 0.1122; 0.1126;



2025-06-20 01:58:26,672 - INFO - Epoch: 141 / 660	lr: 5.050e-05
2025-06-20 02:02:39,596 - INFO - Training: cls_zice: 22.957438939947703; reg_zipnll: 246.62897456151967; aux_mae_loss_1: 119.38233341226848; aux_mae_loss_2: 17.59508980531006; aux_mae_loss_4: 2.6339131892493572; aux_mae_loss_8: 0.3866906694129377; cnt_loss: 11.08595723174225;
2025-06-20 02:02:39,597 - INFO - Evaluation:
Curr mae: 39.3477; 	 Best mae: 34.4926; 35.8155; 35.8946; 36.1836; 37.6272;
Curr rmse: 111.4182; 	 Best rmse: 81.5797; 84.4231; 92.3001; 94.0502; 96.5059;
Curr nae: 0.1128; 	 Best nae: 0.1054; 0.1113; 0.1118; 0.1122; 0.1126;



2025-06-20 02:02:39,597 - INFO - Epoch: 142 / 660	lr: 4.856e-05
2025-06-20 02:06:52,995 - INFO - Training: cls_zice: 25.287513484302096; reg_zipnll: 251.14742029969673; aux_mae_loss_1: 124.25138970941381; aux_mae_loss_2: 18.31181389323237; aux_mae_loss_4: 2.7838629387644693; aux_mae_loss_8: 0.41780444847510834; cnt_loss: 12.738220661342297;
2025-06-20 02:06:52,996 - INFO - Evaluation:
Curr mae: 42.1456; 	 Best mae: 34.4926; 35.8155; 35.8946; 36.1836; 37.6272;
Curr rmse: 125.6324; 	 Best rmse: 81.5797; 84.4231; 92.3001; 94.0502; 96.5059;
Curr nae: 0.1269; 	 Best nae: 0.1054; 0.1113; 0.1118; 0.1122; 0.1126;



2025-06-20 02:06:52,997 - INFO - Epoch: 143 / 660	lr: 4.662e-05
2025-06-20 02:11:05,568 - INFO - Training: cls_zice: 23.069685621325952; reg_zipnll: 244.62930248819464; aux_mae_loss_1: 118.58719783822184; aux_mae_loss_2: 17.510869182780347; aux_mae_loss_4: 2.634445484698891; aux_mae_loss_8: 0.3873260111325351; cnt_loss: 11.060540503508633;
2025-06-20 02:11:13,483 - INFO - Evaluation:
Curr mae: 36.9693; 	 Best mae: 34.4926; 35.8155; 35.8946; 36.1836; 36.9693;
Curr rmse: 97.1431; 	 Best rmse: 81.5797; 84.4231; 92.3001; 94.0502; 96.5059;
Curr nae: 0.1187; 	 Best nae: 0.1054; 0.1113; 0.1118; 0.1122; 0.1126;



2025-06-20 02:11:13,483 - INFO - Epoch: 144 / 660	lr: 4.468e-05
2025-06-20 02:15:26,876 - INFO - Training: cls_zice: 22.95178791482222; reg_zipnll: 248.3207585351939; aux_mae_loss_1: 119.88742617040796; aux_mae_loss_2: 17.688333828222476; aux_mae_loss_4: 2.6565356361069226; aux_mae_loss_8: 0.3885722765100493; cnt_loss: 11.175698854776153;
2025-06-20 02:15:26,877 - INFO - Evaluation:
Curr mae: 41.2807; 	 Best mae: 34.4926; 35.8155; 35.8946; 36.1836; 36.9693;
Curr rmse: 121.3447; 	 Best rmse: 81.5797; 84.4231; 92.3001; 94.0502; 96.5059;
Curr nae: 0.1375; 	 Best nae: 0.1054; 0.1113; 0.1118; 0.1122; 0.1126;



2025-06-20 02:15:26,878 - INFO - Epoch: 145 / 660	lr: 4.276e-05
2025-06-20 02:19:40,178 - INFO - Training: cls_zice: 26.777481601599863; reg_zipnll: 260.11470027815716; aux_mae_loss_1: 126.53194920262824; aux_mae_loss_2: 18.50764417954766; aux_mae_loss_4: 2.7736430781053087; aux_mae_loss_8: 0.40809427937708204; cnt_loss: 11.553958732395369;
2025-06-20 02:20:00,300 - INFO - Evaluation:
Curr mae: 32.4462; 	 Best mae: 32.4462; 34.4926; 35.8155; 35.8946; 36.1836;
Curr rmse: 84.0848; 	 Best rmse: 81.5797; 84.0848; 84.4231; 92.3001; 94.0502;
Curr nae: 0.1125; 	 Best nae: 0.1054; 0.1113; 0.1118; 0.1122; 0.1125;



2025-06-20 02:20:00,300 - INFO - Epoch: 146 / 660	lr: 4.084e-05
2025-06-20 02:24:13,425 - INFO - Training: cls_zice: 22.989839171306027; reg_zipnll: 249.81320248287562; aux_mae_loss_1: 119.69967716089558; aux_mae_loss_2: 17.56280665961513; aux_mae_loss_4: 2.6396513027366453; aux_mae_loss_8: 0.38978693574896817; cnt_loss: 11.338734684689186;
2025-06-20 02:24:28,317 - INFO - Evaluation:
Curr mae: 34.0946; 	 Best mae: 32.4462; 34.0946; 34.4926; 35.8155; 35.8946;
Curr rmse: 96.9742; 	 Best rmse: 81.5797; 84.0848; 84.4231; 92.3001; 94.0502;
Curr nae: 0.1105; 	 Best nae: 0.1054; 0.1105; 0.1113; 0.1118; 0.1122;



2025-06-20 02:24:28,317 - INFO - Epoch: 147 / 660	lr: 3.894e-05
2025-06-20 02:28:41,599 - INFO - Training: cls_zice: 23.673802163499793; reg_zipnll: 247.32356737818387; aux_mae_loss_1: 120.44706264682172; aux_mae_loss_2: 17.70585306046248; aux_mae_loss_4: 2.650148659829615; aux_mae_loss_8: 0.38984180821206393; cnt_loss: 10.801703087161929;
2025-06-20 02:28:49,243 - INFO - Evaluation:
Curr mae: 35.0336; 	 Best mae: 32.4462; 34.0946; 34.4926; 35.0336; 35.8155;
Curr rmse: 102.0355; 	 Best rmse: 81.5797; 84.0848; 84.4231; 92.3001; 94.0502;
Curr nae: 0.1131; 	 Best nae: 0.1054; 0.1105; 0.1113; 0.1118; 0.1122;



2025-06-20 02:28:49,243 - INFO - Epoch: 148 / 660	lr: 3.706e-05
2025-06-20 02:33:02,542 - INFO - Training: cls_zice: 23.319085892893202; reg_zipnll: 248.2609240769727; aux_mae_loss_1: 118.7397992396416; aux_mae_loss_2: 17.335685548561703; aux_mae_loss_4: 2.564977086678262; aux_mae_loss_8: 0.36674892277981136; cnt_loss: 9.336665312168224;
2025-06-20 02:33:02,544 - INFO - Evaluation:
Curr mae: 52.9883; 	 Best mae: 32.4462; 34.0946; 34.4926; 35.0336; 35.8155;
Curr rmse: 129.9481; 	 Best rmse: 81.5797; 84.0848; 84.4231; 92.3001; 94.0502;
Curr nae: 0.1625; 	 Best nae: 0.1054; 0.1105; 0.1113; 0.1118; 0.1122;



2025-06-20 02:33:02,544 - INFO - Epoch: 149 / 660	lr: 3.520e-05
2025-06-20 02:37:16,049 - INFO - Training: cls_zice: 24.82358361608265; reg_zipnll: 244.29336038898379; aux_mae_loss_1: 117.97789692817433; aux_mae_loss_2: 17.35136026986767; aux_mae_loss_4: 2.589815801244162; aux_mae_loss_8: 0.3746670170622497; cnt_loss: 10.18465384051855;
2025-06-20 02:37:37,293 - INFO - Evaluation:
Curr mae: 32.8765; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 76.7159; 	 Best rmse: 76.7159; 81.5797; 84.0848; 84.4231; 92.3001;
Curr nae: 0.1097; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 02:37:37,293 - INFO - Epoch: 150 / 660	lr: 3.337e-05
2025-06-20 02:41:50,811 - INFO - Training: cls_zice: 21.407485781338035; reg_zipnll: 250.94565399875984; aux_mae_loss_1: 119.71276134451742; aux_mae_loss_2: 17.548641727332285; aux_mae_loss_4: 2.5892276894923656; aux_mae_loss_8: 0.37147193386729394; cnt_loss: 9.869287195426333;
2025-06-20 02:41:58,444 - INFO - Evaluation:
Curr mae: 35.5662; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 78.5187; 	 Best rmse: 76.7159; 78.5187; 81.5797; 84.0848; 84.4231;
Curr nae: 0.1231; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 02:42:21,131 - INFO - Epoch: 151 / 660	lr: 3.156e-05
2025-06-20 02:46:35,207 - INFO - Training: cls_zice: 23.244615357761823; reg_zipnll: 247.00400554980595; aux_mae_loss_1: 119.0168313220105; aux_mae_loss_2: 17.50451959190761; aux_mae_loss_4: 2.5982363832334014; aux_mae_loss_8: 0.3749095163664812; cnt_loss: 9.76101216934334;
2025-06-20 02:46:35,208 - INFO - Evaluation:
Curr mae: 43.2370; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 124.6161; 	 Best rmse: 76.7159; 78.5187; 81.5797; 84.0848; 84.4231;
Curr nae: 0.1242; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 02:46:35,208 - INFO - Epoch: 152 / 660	lr: 2.978e-05
2025-06-20 02:50:50,189 - INFO - Training: cls_zice: 23.219109646305633; reg_zipnll: 246.77789678303932; aux_mae_loss_1: 118.96559596858478; aux_mae_loss_2: 17.405061029223365; aux_mae_loss_4: 2.5781033986791546; aux_mae_loss_8: 0.3662791981009867; cnt_loss: 9.093916410958553;
2025-06-20 02:50:56,797 - INFO - Evaluation:
Curr mae: 35.5691; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 78.6434; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1244; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 02:50:56,797 - INFO - Epoch: 153 / 660	lr: 2.803e-05
2025-06-20 02:55:11,265 - INFO - Training: cls_zice: 20.771281510438282; reg_zipnll: 245.2391454015109; aux_mae_loss_1: 117.06768180778523; aux_mae_loss_2: 17.206005836820236; aux_mae_loss_4: 2.5296256693898864; aux_mae_loss_8: 0.3573949312489566; cnt_loss: 8.467102634722899;
2025-06-20 02:55:11,266 - INFO - Evaluation:
Curr mae: 37.3871; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 132.2380; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1190; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 02:55:11,267 - INFO - Epoch: 154 / 660	lr: 2.631e-05
2025-06-20 02:59:25,750 - INFO - Training: cls_zice: 23.451657649081746; reg_zipnll: 247.00922400173002; aux_mae_loss_1: 119.3158805989361; aux_mae_loss_2: 17.42018285110248; aux_mae_loss_4: 2.5881039428986745; aux_mae_loss_8: 0.3728611714141994; cnt_loss: 10.549505696198628;
2025-06-20 02:59:25,751 - INFO - Evaluation:
Curr mae: 58.5428; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 187.4925; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1744; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 02:59:25,751 - INFO - Epoch: 155 / 660	lr: 2.464e-05
2025-06-20 03:03:40,156 - INFO - Training: cls_zice: 24.60809264659575; reg_zipnll: 240.94704378417342; aux_mae_loss_1: 117.36646413435359; aux_mae_loss_2: 17.188019939437318; aux_mae_loss_4: 2.5469323579020857; aux_mae_loss_8: 0.36535842600817237; cnt_loss: 9.41905674376647;
2025-06-20 03:03:40,157 - INFO - Evaluation:
Curr mae: 36.6058; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 118.4669; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1189; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 03:03:40,157 - INFO - Epoch: 156 / 660	lr: 2.300e-05
2025-06-20 03:07:54,803 - INFO - Training: cls_zice: 22.38463531528865; reg_zipnll: 248.99168866213918; aux_mae_loss_1: 118.9958189079265; aux_mae_loss_2: 17.441461222950167; aux_mae_loss_4: 2.5821758762270135; aux_mae_loss_8: 0.36692959349841875; cnt_loss: 9.22679504805788;
2025-06-20 03:07:54,804 - INFO - Evaluation:
Curr mae: 39.7411; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 87.3432; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1451; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 03:07:54,804 - INFO - Epoch: 157 / 660	lr: 2.140e-05
2025-06-20 03:12:13,267 - INFO - Training: cls_zice: 23.874853310153693; reg_zipnll: 253.2402951355765; aux_mae_loss_1: 121.23965618849414; aux_mae_loss_2: 17.660927528587283; aux_mae_loss_4: 2.5926267343805502; aux_mae_loss_8: 0.3668289835394808; cnt_loss: 8.659135789292025;
2025-06-20 03:12:13,268 - INFO - Evaluation:
Curr mae: 38.0622; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 104.7443; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1274; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 03:12:13,268 - INFO - Epoch: 158 / 660	lr: 1.985e-05
2025-06-20 03:16:27,262 - INFO - Training: cls_zice: 24.599134026349052; reg_zipnll: 247.63710364216703; aux_mae_loss_1: 120.3853190993282; aux_mae_loss_2: 17.674710157904343; aux_mae_loss_4: 2.613376201118479; aux_mae_loss_8: 0.375343099313101; cnt_loss: 9.424642570833926;
2025-06-20 03:16:27,263 - INFO - Evaluation:
Curr mae: 39.2861; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 109.8916; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1262; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 03:16:27,263 - INFO - Epoch: 159 / 660	lr: 1.835e-05
2025-06-20 03:20:41,363 - INFO - Training: cls_zice: 25.376418951084805; reg_zipnll: 246.12463172481114; aux_mae_loss_1: 120.31942492953303; aux_mae_loss_2: 17.497958387997585; aux_mae_loss_4: 2.5631179486264912; aux_mae_loss_8: 0.3604974162149552; cnt_loss: 7.826564483823384;
2025-06-20 03:20:41,365 - INFO - Evaluation:
Curr mae: 52.8713; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 231.6847; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1321; 	 Best nae: 0.1054; 0.1097; 0.1105; 0.1113; 0.1118;



2025-06-20 03:20:41,365 - INFO - Epoch: 160 / 660	lr: 1.690e-05
2025-06-20 03:24:55,438 - INFO - Training: cls_zice: 24.808805089989786; reg_zipnll: 247.23803135300662; aux_mae_loss_1: 118.26275690662217; aux_mae_loss_2: 17.313909070963724; aux_mae_loss_4: 2.5354205369183216; aux_mae_loss_8: 0.3585784190877851; cnt_loss: 7.898067465784617;
2025-06-20 03:25:03,098 - INFO - Evaluation:
Curr mae: 40.7332; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 145.6144; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1059; 	 Best nae: 0.1054; 0.1059; 0.1097; 0.1105; 0.1113;



2025-06-20 03:25:03,098 - INFO - Epoch: 161 / 660	lr: 1.550e-05
2025-06-20 03:29:16,831 - INFO - Training: cls_zice: 24.476773848263953; reg_zipnll: 246.26678696267095; aux_mae_loss_1: 117.9273559722312; aux_mae_loss_2: 17.198163627045933; aux_mae_loss_4: 2.508894324762349; aux_mae_loss_8: 0.35284811144354716; cnt_loss: 8.062240907189778;
2025-06-20 03:29:24,612 - INFO - Evaluation:
Curr mae: 35.8492; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 108.0047; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1082; 	 Best nae: 0.1054; 0.1059; 0.1082; 0.1097; 0.1105;



2025-06-20 03:29:24,612 - INFO - Epoch: 162 / 660	lr: 1.415e-05
2025-06-20 03:33:37,720 - INFO - Training: cls_zice: 25.422402581089873; reg_zipnll: 245.99998028909638; aux_mae_loss_1: 121.29984379059857; aux_mae_loss_2: 17.734231434628406; aux_mae_loss_4: 2.615716694406495; aux_mae_loss_8: 0.3737441358230721; cnt_loss: 8.593912193278728;
2025-06-20 03:33:37,721 - INFO - Evaluation:
Curr mae: 41.7381; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 110.2865; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1370; 	 Best nae: 0.1054; 0.1059; 0.1082; 0.1097; 0.1105;



2025-06-20 03:33:37,721 - INFO - Epoch: 163 / 660	lr: 1.286e-05
2025-06-20 03:37:51,558 - INFO - Training: cls_zice: 25.128626739457825; reg_zipnll: 246.3408518646554; aux_mae_loss_1: 121.50639162762306; aux_mae_loss_2: 17.79151790989395; aux_mae_loss_4: 2.6195702900425326; aux_mae_loss_8: 0.3714452632655004; cnt_loss: 7.84591585244495;
2025-06-20 03:37:51,558 - INFO - Evaluation:
Curr mae: 42.3618; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 131.4626; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1241; 	 Best nae: 0.1054; 0.1059; 0.1082; 0.1097; 0.1105;



2025-06-20 03:37:51,559 - INFO - Epoch: 164 / 660	lr: 1.163e-05
2025-06-20 03:42:05,371 - INFO - Training: cls_zice: 20.182194574250047; reg_zipnll: 238.63122432090935; aux_mae_loss_1: 113.6710215007125; aux_mae_loss_2: 16.666271090813957; aux_mae_loss_4: 2.436899315422176; aux_mae_loss_8: 0.34145766186377075; cnt_loss: 7.540304232072708;
2025-06-20 03:42:05,372 - INFO - Evaluation:
Curr mae: 39.0110; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 131.6329; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1161; 	 Best nae: 0.1054; 0.1059; 0.1082; 0.1097; 0.1105;



2025-06-20 03:42:05,372 - INFO - Epoch: 165 / 660	lr: 1.045e-05
2025-06-20 03:46:19,514 - INFO - Training: cls_zice: 20.320275954921325; reg_zipnll: 241.71632559808177; aux_mae_loss_1: 114.71525074093385; aux_mae_loss_2: 16.799028103639657; aux_mae_loss_4: 2.45362417955325; aux_mae_loss_8: 0.34172126345317283; cnt_loss: 7.009497338671304;
2025-06-20 03:46:19,515 - INFO - Evaluation:
Curr mae: 37.5074; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 128.8633; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1107; 	 Best nae: 0.1054; 0.1059; 0.1082; 0.1097; 0.1105;



2025-06-20 03:46:19,515 - INFO - Epoch: 166 / 660	lr: 9.342e-06
2025-06-20 03:50:33,936 - INFO - Training: cls_zice: 25.039700947184794; reg_zipnll: 250.23138368895857; aux_mae_loss_1: 120.41275909688602; aux_mae_loss_2: 17.45115195509707; aux_mae_loss_4: 2.539920442438371; aux_mae_loss_8: 0.35798141221422464; cnt_loss: 7.437304614442173;
2025-06-20 03:50:40,691 - INFO - Evaluation:
Curr mae: 36.8979; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 143.9579; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1098; 	 Best nae: 0.1054; 0.1059; 0.1082; 0.1097; 0.1098;



2025-06-20 03:50:40,691 - INFO - Epoch: 167 / 660	lr: 8.294e-06
2025-06-20 03:54:54,750 - INFO - Training: cls_zice: 23.14413523176029; reg_zipnll: 242.12724883758622; aux_mae_loss_1: 117.58531559157187; aux_mae_loss_2: 17.324789865464354; aux_mae_loss_4: 2.533701481426896; aux_mae_loss_8: 0.353242219164776; cnt_loss: 7.069434458997991;
2025-06-20 03:55:01,511 - INFO - Evaluation:
Curr mae: 36.6584; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 149.3426; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1054; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 03:55:01,511 - INFO - Epoch: 168 / 660	lr: 7.311e-06
2025-06-20 03:59:15,873 - INFO - Training: cls_zice: 22.307413581940693; reg_zipnll: 241.99237532235662; aux_mae_loss_1: 116.75150616309944; aux_mae_loss_2: 17.139835922760952; aux_mae_loss_4: 2.485806220448109; aux_mae_loss_8: 0.34715701880982114; cnt_loss: 7.077744475673588;
2025-06-20 03:59:15,875 - INFO - Evaluation:
Curr mae: 42.0739; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 161.6737; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1255; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 03:59:15,875 - INFO - Epoch: 169 / 660	lr: 6.395e-06
2025-06-20 04:03:30,264 - INFO - Training: cls_zice: 25.00134419513852; reg_zipnll: 248.46133877379117; aux_mae_loss_1: 120.69105079915653; aux_mae_loss_2: 17.56719594014028; aux_mae_loss_4: 2.566148669676793; aux_mae_loss_8: 0.35793044799244494; cnt_loss: 7.0997722336596265;
2025-06-20 04:03:30,265 - INFO - Evaluation:
Curr mae: 37.5816; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 153.0321; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1114; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:03:30,265 - INFO - Epoch: 170 / 660	lr: 5.547e-06
2025-06-20 04:07:44,038 - INFO - Training: cls_zice: 24.256016047877335; reg_zipnll: 251.4763165157681; aux_mae_loss_1: 120.38801299146637; aux_mae_loss_2: 17.409150898763023; aux_mae_loss_4: 2.518708838212153; aux_mae_loss_8: 0.34770997411602567; cnt_loss: 6.657697169134121;
2025-06-20 04:07:44,040 - INFO - Evaluation:
Curr mae: 39.3056; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 128.1790; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1199; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:07:44,040 - INFO - Epoch: 171 / 660	lr: 4.768e-06
2025-06-20 04:11:57,980 - INFO - Training: cls_zice: 22.45763238283846; reg_zipnll: 244.0777319194725; aux_mae_loss_1: 116.51099862292371; aux_mae_loss_2: 16.970367018238743; aux_mae_loss_4: 2.4554770509963784; aux_mae_loss_8: 0.33893289528116777; cnt_loss: 6.706866146972676;
2025-06-20 04:11:57,981 - INFO - Evaluation:
Curr mae: 41.1279; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 128.4425; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1208; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:11:57,981 - INFO - Epoch: 172 / 660	lr: 4.060e-06
2025-06-20 04:16:11,986 - INFO - Training: cls_zice: 23.725593582952065; reg_zipnll: 244.47343135921997; aux_mae_loss_1: 117.33595202575918; aux_mae_loss_2: 17.027478389078055; aux_mae_loss_4: 2.4616007510678015; aux_mae_loss_8: 0.3426344106620259; cnt_loss: 6.442791009546858;
2025-06-20 04:16:11,987 - INFO - Evaluation:
Curr mae: 35.5242; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 111.1712; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1123; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:16:11,987 - INFO - Epoch: 173 / 660	lr: 3.423e-06
2025-06-20 04:20:26,011 - INFO - Training: cls_zice: 23.171494022720424; reg_zipnll: 241.19192390147703; aux_mae_loss_1: 115.4187442612832; aux_mae_loss_2: 16.781625395262456; aux_mae_loss_4: 2.4269257232278663; aux_mae_loss_8: 0.33123132603238203; cnt_loss: 5.8433945135316385;
2025-06-20 04:20:26,012 - INFO - Evaluation:
Curr mae: 37.4037; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 126.9864; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1183; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:20:26,012 - INFO - Epoch: 174 / 660	lr: 2.858e-06
2025-06-20 04:24:40,500 - INFO - Training: cls_zice: 23.594917310693884; reg_zipnll: 246.08749488693277; aux_mae_loss_1: 118.07640687113863; aux_mae_loss_2: 17.172420099645777; aux_mae_loss_4: 2.504178825181677; aux_mae_loss_8: 0.3487493289218004; cnt_loss: 6.643198527376572;
2025-06-20 04:24:40,501 - INFO - Evaluation:
Curr mae: 36.4761; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 112.2214; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1137; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:24:40,501 - INFO - Epoch: 175 / 660	lr: 2.368e-06
2025-06-20 04:28:54,882 - INFO - Training: cls_zice: 19.90681681236142; reg_zipnll: 238.98454227790734; aux_mae_loss_1: 113.58545617150158; aux_mae_loss_2: 16.683559195854365; aux_mae_loss_4: 2.4153332887241343; aux_mae_loss_8: 0.3326081736994893; cnt_loss: 6.380490542262563;
2025-06-20 04:28:54,883 - INFO - Evaluation:
Curr mae: 35.9975; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 118.8589; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1104; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:28:54,883 - INFO - Epoch: 176 / 660	lr: 1.951e-06
2025-06-20 04:33:09,491 - INFO - Training: cls_zice: 24.067788221076093; reg_zipnll: 252.44084897078096; aux_mae_loss_1: 120.13786687826436; aux_mae_loss_2: 17.40056700632934; aux_mae_loss_4: 2.5125677391771792; aux_mae_loss_8: 0.34560348582873; cnt_loss: 6.498138353879777;
2025-06-20 04:33:09,492 - INFO - Evaluation:
Curr mae: 37.1173; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 121.8480; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1182; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:33:09,492 - INFO - Epoch: 177 / 660	lr: 1.609e-06
2025-06-20 04:37:23,442 - INFO - Training: cls_zice: 22.613897297483483; reg_zipnll: 242.54104074904728; aux_mae_loss_1: 117.08249725106442; aux_mae_loss_2: 17.141413244306275; aux_mae_loss_4: 2.478104982094164; aux_mae_loss_8: 0.34334692704685243; cnt_loss: 6.266394411996582;
2025-06-20 04:37:23,443 - INFO - Evaluation:
Curr mae: 36.0932; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 118.9489; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1125; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:37:23,444 - INFO - Epoch: 178 / 660	lr: 1.343e-06
2025-06-20 04:41:37,488 - INFO - Training: cls_zice: 21.05952097326134; reg_zipnll: 243.27347896644574; aux_mae_loss_1: 115.35338264504557; aux_mae_loss_2: 16.82932738595879; aux_mae_loss_4: 2.4538648215847947; aux_mae_loss_8: 0.33976879366374263; cnt_loss: 6.78507594009598;
2025-06-20 04:41:37,490 - INFO - Evaluation:
Curr mae: 35.6689; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 107.9194; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1114; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:41:37,490 - INFO - Epoch: 179 / 660	lr: 1.153e-06
2025-06-20 04:45:51,180 - INFO - Training: cls_zice: 25.474551904630538; reg_zipnll: 245.50535813946956; aux_mae_loss_1: 118.94088175854523; aux_mae_loss_2: 17.31239230589879; aux_mae_loss_4: 2.5271287332157244; aux_mae_loss_8: 0.35186112681667114; cnt_loss: 6.374198809074559;
2025-06-20 04:45:51,181 - INFO - Evaluation:
Curr mae: 36.0437; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 107.7744; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1139; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:45:51,181 - INFO - Epoch: 180 / 660	lr: 1.038e-06
2025-06-20 04:50:05,629 - INFO - Training: cls_zice: 23.944009747327446; reg_zipnll: 244.3819115842216; aux_mae_loss_1: 117.51615107519154; aux_mae_loss_2: 17.119446585294828; aux_mae_loss_4: 2.4786939463149613; aux_mae_loss_8: 0.34226513015235605; cnt_loss: 6.447956437086998;
2025-06-20 04:50:05,630 - INFO - Evaluation:
Curr mae: 37.8942; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 123.4256; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1195; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:50:05,630 - INFO - Epoch: 181 / 660	lr: 1.000e-04
2025-06-20 04:54:19,958 - INFO - Training: cls_zice: 24.73985983841217; reg_zipnll: 255.66084431743866; aux_mae_loss_1: 125.39130112812268; aux_mae_loss_2: 18.595688015145935; aux_mae_loss_4: 2.8375372531175; aux_mae_loss_8: 0.4329245303563563; cnt_loss: 14.836336747080011;
2025-06-20 04:54:19,959 - INFO - Evaluation:
Curr mae: 43.7621; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 112.4998; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1395; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:54:19,959 - INFO - Epoch: 182 / 660	lr: 9.999e-05
2025-06-20 04:58:34,338 - INFO - Training: cls_zice: 23.206369655221163; reg_zipnll: 242.1248804695502; aux_mae_loss_1: 118.25931413253353; aux_mae_loss_2: 17.692576540159994; aux_mae_loss_4: 2.7195069547790487; aux_mae_loss_8: 0.4159015671644542; cnt_loss: 14.824195442898414;
2025-06-20 04:58:34,339 - INFO - Evaluation:
Curr mae: 52.1264; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 187.0164; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1490; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 04:58:34,340 - INFO - Epoch: 183 / 660	lr: 9.996e-05
2025-06-20 05:02:48,774 - INFO - Training: cls_zice: 24.177654784871862; reg_zipnll: 250.26166023509361; aux_mae_loss_1: 120.6389563249132; aux_mae_loss_2: 18.095237787707607; aux_mae_loss_4: 2.809908384758893; aux_mae_loss_8: 0.43846687620893543; cnt_loss: 16.143281875661835;
2025-06-20 05:02:48,776 - INFO - Evaluation:
Curr mae: 64.0098; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 215.0125; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.2402; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:02:48,776 - INFO - Epoch: 184 / 660	lr: 9.991e-05
2025-06-20 05:07:03,012 - INFO - Training: cls_zice: 23.16375144738656; reg_zipnll: 248.17479740133015; aux_mae_loss_1: 122.22066933207769; aux_mae_loss_2: 18.26589903855998; aux_mae_loss_4: 2.812980952023847; aux_mae_loss_8: 0.43358306516833356; cnt_loss: 14.468670448178191;
2025-06-20 05:07:03,013 - INFO - Evaluation:
Curr mae: 42.8723; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 121.7587; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.2106; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:07:03,013 - INFO - Epoch: 185 / 660	lr: 9.985e-05
2025-06-20 05:11:17,655 - INFO - Training: cls_zice: 22.69679643023175; reg_zipnll: 246.6518337671432; aux_mae_loss_1: 121.36480268169491; aux_mae_loss_2: 18.1733117759381; aux_mae_loss_4: 2.804404083208437; aux_mae_loss_8: 0.4360335593454176; cnt_loss: 15.61222683939039;
2025-06-20 05:11:17,656 - INFO - Evaluation:
Curr mae: 44.2091; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 116.3398; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1449; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:11:17,656 - INFO - Epoch: 186 / 660	lr: 9.976e-05
2025-06-20 05:15:32,498 - INFO - Training: cls_zice: 25.106590097008755; reg_zipnll: 248.630560794036; aux_mae_loss_1: 120.5742830972745; aux_mae_loss_2: 17.913704870599094; aux_mae_loss_4: 2.7442491870459675; aux_mae_loss_8: 0.4215985977433258; cnt_loss: 14.70936792514318;
2025-06-20 05:15:32,499 - INFO - Evaluation:
Curr mae: 70.5003; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 151.5774; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.2158; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:15:32,500 - INFO - Epoch: 187 / 660	lr: 9.966e-05
2025-06-20 05:19:47,008 - INFO - Training: cls_zice: 24.106190354627937; reg_zipnll: 250.91629138642534; aux_mae_loss_1: 123.51822035232975; aux_mae_loss_2: 18.544154767205598; aux_mae_loss_4: 2.911973204588216; aux_mae_loss_8: 0.46298816905459894; cnt_loss: 17.4466610838944;
2025-06-20 05:19:47,009 - INFO - Evaluation:
Curr mae: 57.1799; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 180.7309; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1705; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:19:47,009 - INFO - Epoch: 188 / 660	lr: 9.953e-05
2025-06-20 05:24:01,654 - INFO - Training: cls_zice: 22.782672455041144; reg_zipnll: 249.86371338949718; aux_mae_loss_1: 119.94912662849329; aux_mae_loss_2: 17.91343848380454; aux_mae_loss_4: 2.764876601935046; aux_mae_loss_8: 0.42561012518934543; cnt_loss: 14.7279378935733;
2025-06-20 05:24:01,655 - INFO - Evaluation:
Curr mae: 103.1421; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 394.6696; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.2094; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:24:01,655 - INFO - Epoch: 189 / 660	lr: 9.939e-05
2025-06-20 05:28:16,612 - INFO - Training: cls_zice: 25.020759457214748; reg_zipnll: 252.06573915849307; aux_mae_loss_1: 121.64772862333871; aux_mae_loss_2: 18.197288902375877; aux_mae_loss_4: 2.8057373483260677; aux_mae_loss_8: 0.42922564555716086; cnt_loss: 14.65521194335734;
2025-06-20 05:28:16,613 - INFO - Evaluation:
Curr mae: 77.6344; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 340.0342; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1282; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:28:16,613 - INFO - Epoch: 190 / 660	lr: 9.923e-05
2025-06-20 05:32:31,425 - INFO - Training: cls_zice: 22.697227789649315; reg_zipnll: 251.52831591922399; aux_mae_loss_1: 120.60828883605015; aux_mae_loss_2: 17.977698209659607; aux_mae_loss_4: 2.761664234887052; aux_mae_loss_8: 0.4227035415662898; cnt_loss: 14.747703032352623;
2025-06-20 05:32:31,426 - INFO - Evaluation:
Curr mae: 44.2795; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 160.0615; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1385; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:32:31,426 - INFO - Epoch: 191 / 660	lr: 9.905e-05
2025-06-20 05:36:45,593 - INFO - Training: cls_zice: 24.489216822891432; reg_zipnll: 250.40362748879087; aux_mae_loss_1: 121.97774492376568; aux_mae_loss_2: 18.168033884852587; aux_mae_loss_4: 2.7779803436182458; aux_mae_loss_8: 0.4230787513112041; cnt_loss: 14.42822719424733;
2025-06-20 05:36:45,595 - INFO - Evaluation:
Curr mae: 58.6280; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 235.7872; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1613; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:36:45,595 - INFO - Epoch: 192 / 660	lr: 9.885e-05
2025-06-20 05:41:00,340 - INFO - Training: cls_zice: 24.94705634167691; reg_zipnll: 247.26891178827358; aux_mae_loss_1: 120.70529122340342; aux_mae_loss_2: 18.0452800232218; aux_mae_loss_4: 2.78350572062029; aux_mae_loss_8: 0.42974485293662795; cnt_loss: 15.02095379728278;
2025-06-20 05:41:00,341 - INFO - Evaluation:
Curr mae: 55.9970; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 116.2645; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1850; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:41:00,342 - INFO - Epoch: 193 / 660	lr: 9.863e-05
2025-06-20 05:45:20,522 - INFO - Training: cls_zice: 24.421745172464757; reg_zipnll: 247.3295528147092; aux_mae_loss_1: 120.59061851599529; aux_mae_loss_2: 18.046251233868244; aux_mae_loss_4: 2.795295473236045; aux_mae_loss_8: 0.42983618593154654; cnt_loss: 14.692278487899923;
2025-06-20 05:45:20,523 - INFO - Evaluation:
Curr mae: 50.1126; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 168.3107; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1270; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:45:20,523 - INFO - Epoch: 194 / 660	lr: 9.840e-05
2025-06-20 05:49:36,115 - INFO - Training: cls_zice: 24.80072587084954; reg_zipnll: 252.5270445267155; aux_mae_loss_1: 122.20933702611065; aux_mae_loss_2: 18.22780571682594; aux_mae_loss_4: 2.8034401794938626; aux_mae_loss_8: 0.43072671192317513; cnt_loss: 14.413940860863516;
2025-06-20 05:49:36,116 - INFO - Evaluation:
Curr mae: 78.8086; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 194.7173; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1966; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:49:36,116 - INFO - Epoch: 195 / 660	lr: 9.814e-05
2025-06-20 05:53:50,996 - INFO - Training: cls_zice: 26.491664140420585; reg_zipnll: 252.83551842265388; aux_mae_loss_1: 123.8713017122911; aux_mae_loss_2: 18.323194162398195; aux_mae_loss_4: 2.7897394440474423; aux_mae_loss_8: 0.4249604715843587; cnt_loss: 13.995178333897824;
2025-06-20 05:53:50,997 - INFO - Evaluation:
Curr mae: 45.5873; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 134.4411; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1339; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:53:50,998 - INFO - Epoch: 196 / 660	lr: 9.787e-05
2025-06-20 05:58:05,759 - INFO - Training: cls_zice: 24.714823006664265; reg_zipnll: 245.5918474859321; aux_mae_loss_1: 120.12841027071053; aux_mae_loss_2: 17.987583736527547; aux_mae_loss_4: 2.785124559022467; aux_mae_loss_8: 0.4358067681634641; cnt_loss: 16.19832005384342;
2025-06-20 05:58:05,760 - INFO - Evaluation:
Curr mae: 51.1371; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 114.8766; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1613; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 05:58:05,760 - INFO - Epoch: 197 / 660	lr: 9.758e-05
2025-06-20 06:02:19,793 - INFO - Training: cls_zice: 22.099866432978132; reg_zipnll: 246.77065837046175; aux_mae_loss_1: 118.22907057519437; aux_mae_loss_2: 17.585915717490227; aux_mae_loss_4: 2.67090026134084; aux_mae_loss_8: 0.4035898942624848; cnt_loss: 13.58404307852674;
2025-06-20 06:02:19,801 - INFO - Evaluation:
Curr mae: 41.2205; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 117.8964; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1427; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:02:19,801 - INFO - Epoch: 198 / 660	lr: 9.727e-05
2025-06-20 06:06:34,270 - INFO - Training: cls_zice: 23.572249141557663; reg_zipnll: 243.66374529909658; aux_mae_loss_1: 119.80768917029805; aux_mae_loss_2: 17.94315273044655; aux_mae_loss_4: 2.7574888791285628; aux_mae_loss_8: 0.41688923941384093; cnt_loss: 14.117036904957729;
2025-06-20 06:06:34,272 - INFO - Evaluation:
Curr mae: 41.3544; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 113.2624; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1295; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:06:34,272 - INFO - Epoch: 199 / 660	lr: 9.694e-05
2025-06-20 06:10:48,556 - INFO - Training: cls_zice: 24.07134990512865; reg_zipnll: 247.18620324809018; aux_mae_loss_1: 120.79366195109938; aux_mae_loss_2: 18.019492214320557; aux_mae_loss_4: 2.7743466461225768; aux_mae_loss_8: 0.42909730190368117; cnt_loss: 15.085109409605629;
2025-06-20 06:10:48,558 - INFO - Evaluation:
Curr mae: 51.2046; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 124.6993; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1610; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:10:48,558 - INFO - Epoch: 200 / 660	lr: 9.660e-05
2025-06-20 06:15:02,753 - INFO - Training: cls_zice: 24.66517650835925; reg_zipnll: 246.47154147582066; aux_mae_loss_1: 120.74074488740348; aux_mae_loss_2: 17.976629266395665; aux_mae_loss_4: 2.72662179589578; aux_mae_loss_8: 0.41515053552994385; cnt_loss: 12.297743712875102;
2025-06-20 06:15:02,754 - INFO - Evaluation:
Curr mae: 61.9659; 	 Best mae: 32.4462; 32.8765; 34.0946; 34.4926; 35.0336;
Curr rmse: 149.9244; 	 Best rmse: 76.7159; 78.5187; 78.6434; 81.5797; 84.0848;
Curr nae: 0.1652; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:15:24,111 - INFO - Epoch: 201 / 660	lr: 9.623e-05
2025-06-20 06:19:38,083 - INFO - Training: cls_zice: 24.005915835614683; reg_zipnll: 250.62755680329388; aux_mae_loss_1: 120.58775261190067; aux_mae_loss_2: 17.871454872018575; aux_mae_loss_4: 2.7153706575114196; aux_mae_loss_8: 0.4142977486539316; cnt_loss: 13.709886231735004;
2025-06-20 06:19:50,538 - INFO - Evaluation:
Curr mae: 33.3403; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 79.5904; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1308; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:19:50,539 - INFO - Epoch: 202 / 660	lr: 9.585e-05
2025-06-20 06:24:05,909 - INFO - Training: cls_zice: 25.11578065962806; reg_zipnll: 245.32734493853806; aux_mae_loss_1: 119.76979223069924; aux_mae_loss_2: 17.799602550835107; aux_mae_loss_4: 2.7210217682898503; aux_mae_loss_8: 0.4156263192162722; cnt_loss: 14.140862571549599;
2025-06-20 06:24:05,910 - INFO - Evaluation:
Curr mae: 37.4560; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 101.3400; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1267; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:24:05,910 - INFO - Epoch: 203 / 660	lr: 9.545e-05
2025-06-20 06:28:20,623 - INFO - Training: cls_zice: 19.73992277540094; reg_zipnll: 238.5605877775766; aux_mae_loss_1: 114.6449777240312; aux_mae_loss_2: 17.164540628541097; aux_mae_loss_4: 2.5969999978045877; aux_mae_loss_8: 0.3860396611430038; cnt_loss: 12.10053611675081;
2025-06-20 06:28:20,625 - INFO - Evaluation:
Curr mae: 47.4435; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 172.2200; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1303; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:28:20,625 - INFO - Epoch: 204 / 660	lr: 9.504e-05
2025-06-20 06:32:35,823 - INFO - Training: cls_zice: 23.713857046484105; reg_zipnll: 244.66865088210315; aux_mae_loss_1: 118.31833485527332; aux_mae_loss_2: 17.583381743541413; aux_mae_loss_4: 2.6780091278197524; aux_mae_loss_8: 0.4050989742187309; cnt_loss: 13.547216743498964;
2025-06-20 06:32:35,824 - INFO - Evaluation:
Curr mae: 36.8032; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 86.4734; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1331; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:32:35,824 - INFO - Epoch: 205 / 660	lr: 9.460e-05
2025-06-20 06:36:49,774 - INFO - Training: cls_zice: 24.914242127752242; reg_zipnll: 243.08117299705054; aux_mae_loss_1: 120.36640809801979; aux_mae_loss_2: 18.068095947292594; aux_mae_loss_4: 2.80370733456011; aux_mae_loss_8: 0.437162030181802; cnt_loss: 15.036045020374356;
2025-06-20 06:36:49,775 - INFO - Evaluation:
Curr mae: 41.3399; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 135.8312; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1101; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:36:49,775 - INFO - Epoch: 206 / 660	lr: 9.416e-05
2025-06-20 06:41:03,875 - INFO - Training: cls_zice: 25.574216941558305; reg_zipnll: 244.06804858994667; aux_mae_loss_1: 120.64155369246221; aux_mae_loss_2: 18.059121316993146; aux_mae_loss_4: 2.797207023689863; aux_mae_loss_8: 0.4317881612341784; cnt_loss: 15.154984873717119;
2025-06-20 06:41:03,876 - INFO - Evaluation:
Curr mae: 70.7792; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 187.8180; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1638; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:41:03,876 - INFO - Epoch: 207 / 660	lr: 9.369e-05
2025-06-20 06:45:19,155 - INFO - Training: cls_zice: 24.195759697331255; reg_zipnll: 245.8836345917768; aux_mae_loss_1: 118.56523328207453; aux_mae_loss_2: 17.593052602672334; aux_mae_loss_4: 2.6669221393246882; aux_mae_loss_8: 0.4006917191080385; cnt_loss: 12.694168687632887;
2025-06-20 06:45:19,156 - INFO - Evaluation:
Curr mae: 47.7520; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 322.2246; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1260; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:45:19,156 - INFO - Epoch: 208 / 660	lr: 9.321e-05
2025-06-20 06:49:33,865 - INFO - Training: cls_zice: 25.57038083059622; reg_zipnll: 245.2211215845417; aux_mae_loss_1: 121.58275311526418; aux_mae_loss_2: 18.316306823629954; aux_mae_loss_4: 2.8291897101083574; aux_mae_loss_8: 0.4369614738635815; cnt_loss: 14.70065702248968;
2025-06-20 06:49:33,867 - INFO - Evaluation:
Curr mae: 39.1906; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 113.4902; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1220; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:49:33,867 - INFO - Epoch: 209 / 660	lr: 9.271e-05
2025-06-20 06:53:50,018 - INFO - Training: cls_zice: 22.67697707856682; reg_zipnll: 243.874702914515; aux_mae_loss_1: 116.67022755336026; aux_mae_loss_2: 17.3476838697811; aux_mae_loss_4: 2.641837517829052; aux_mae_loss_8: 0.3960055090429544; cnt_loss: 12.933359968631617;
2025-06-20 06:53:50,019 - INFO - Evaluation:
Curr mae: 37.1361; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 87.3188; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1370; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:53:50,019 - INFO - Epoch: 210 / 660	lr: 9.219e-05
2025-06-20 06:58:06,275 - INFO - Training: cls_zice: 22.036665961538993; reg_zipnll: 232.88484414500257; aux_mae_loss_1: 112.71664106079729; aux_mae_loss_2: 16.86992805966375; aux_mae_loss_4: 2.5822007594041163; aux_mae_loss_8: 0.3910626430054863; cnt_loss: 12.079243265417977;
2025-06-20 06:58:06,276 - INFO - Evaluation:
Curr mae: 47.6685; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 150.4163; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1234; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 06:58:06,276 - INFO - Epoch: 211 / 660	lr: 9.166e-05
2025-06-20 07:02:21,095 - INFO - Training: cls_zice: 23.776865718527134; reg_zipnll: 238.63626924823672; aux_mae_loss_1: 116.30918658239369; aux_mae_loss_2: 17.46722428198032; aux_mae_loss_4: 2.6670283266082215; aux_mae_loss_8: 0.41031094659646555; cnt_loss: 13.657057667605981;
2025-06-20 07:02:21,096 - INFO - Evaluation:
Curr mae: 36.4503; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 86.8529; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1143; 	 Best nae: 0.1054; 0.1054; 0.1059; 0.1082; 0.1097;



2025-06-20 07:02:21,096 - INFO - Epoch: 212 / 660	lr: 9.111e-05
2025-06-20 07:06:36,062 - INFO - Training: cls_zice: 22.609819611730796; reg_zipnll: 248.27508955810862; aux_mae_loss_1: 118.4155656108513; aux_mae_loss_2: 17.49672198050433; aux_mae_loss_4: 2.634215767478575; aux_mae_loss_8: 0.39309050641704957; cnt_loss: 12.840267258468815;
2025-06-20 07:06:43,890 - INFO - Evaluation:
Curr mae: 43.5069; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 150.9002; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1028; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:06:43,890 - INFO - Epoch: 213 / 660	lr: 9.055e-05
2025-06-20 07:10:58,007 - INFO - Training: cls_zice: 25.102208016540825; reg_zipnll: 244.46364956343388; aux_mae_loss_1: 119.85613843285333; aux_mae_loss_2: 18.069546210735194; aux_mae_loss_4: 2.808995654696364; aux_mae_loss_8: 0.43919573295239006; cnt_loss: 15.235569614601014;
2025-06-20 07:10:58,009 - INFO - Evaluation:
Curr mae: 39.7730; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 97.2505; 	 Best rmse: 76.7159; 78.5187; 78.6434; 79.5904; 81.5797;
Curr nae: 0.1291; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:10:58,009 - INFO - Epoch: 214 / 660	lr: 8.997e-05
2025-06-20 07:15:12,254 - INFO - Training: cls_zice: 22.41385724034237; reg_zipnll: 245.30739059546306; aux_mae_loss_1: 117.65608232248105; aux_mae_loss_2: 17.511224681123668; aux_mae_loss_4: 2.6474719842019607; aux_mae_loss_8: 0.3951425736717363; cnt_loss: 12.725853604492;
2025-06-20 07:15:18,422 - INFO - Evaluation:
Curr mae: 35.4694; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 78.4033; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1153; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:15:18,423 - INFO - Epoch: 215 / 660	lr: 8.937e-05
2025-06-20 07:19:32,860 - INFO - Training: cls_zice: 22.973461851745768; reg_zipnll: 242.17083350429192; aux_mae_loss_1: 116.89061767215287; aux_mae_loss_2: 17.27491450616204; aux_mae_loss_4: 2.5961214181007026; aux_mae_loss_8: 0.3851886823543546; cnt_loss: 11.370497256364185;
2025-06-20 07:19:32,861 - INFO - Evaluation:
Curr mae: 50.5747; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 167.2733; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1324; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:19:32,861 - INFO - Epoch: 216 / 660	lr: 8.876e-05
2025-06-20 07:23:48,300 - INFO - Training: cls_zice: 21.65313264336868; reg_zipnll: 239.32369191971412; aux_mae_loss_1: 114.5676683117001; aux_mae_loss_2: 16.992192308823064; aux_mae_loss_4: 2.5428076948022476; aux_mae_loss_8: 0.3735240711076401; cnt_loss: 11.207182983889371;
2025-06-20 07:23:48,301 - INFO - Evaluation:
Curr mae: 39.1540; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 138.1948; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1195; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:23:48,302 - INFO - Epoch: 217 / 660	lr: 8.814e-05
2025-06-20 07:28:03,595 - INFO - Training: cls_zice: 25.455516558121364; reg_zipnll: 246.00120322808507; aux_mae_loss_1: 118.2281867348443; aux_mae_loss_2: 17.470128930319856; aux_mae_loss_4: 2.625826307005012; aux_mae_loss_8: 0.3900157201144567; cnt_loss: 11.837784768529907;
2025-06-20 07:28:03,596 - INFO - Evaluation:
Curr mae: 43.4547; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 199.6525; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1150; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:28:03,596 - INFO - Epoch: 218 / 660	lr: 8.750e-05
2025-06-20 07:32:18,909 - INFO - Training: cls_zice: 25.849881894240074; reg_zipnll: 246.34196725663918; aux_mae_loss_1: 119.55925056683067; aux_mae_loss_2: 17.789599971170595; aux_mae_loss_4: 2.7164360978915942; aux_mae_loss_8: 0.4126715750210849; cnt_loss: 14.191270104180878;
2025-06-20 07:32:18,910 - INFO - Evaluation:
Curr mae: 75.7798; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 198.5045; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.2167; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:32:18,910 - INFO - Epoch: 219 / 660	lr: 8.685e-05
2025-06-20 07:36:32,954 - INFO - Training: cls_zice: 22.306052526272353; reg_zipnll: 236.00756061230342; aux_mae_loss_1: 114.46297954103328; aux_mae_loss_2: 17.010747545482566; aux_mae_loss_4: 2.5623178184798565; aux_mae_loss_8: 0.3784817830159073; cnt_loss: 11.599147892856353;
2025-06-20 07:36:32,956 - INFO - Evaluation:
Curr mae: 45.9983; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 159.8552; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1368; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:36:32,956 - INFO - Epoch: 220 / 660	lr: 8.618e-05
2025-06-20 07:40:46,681 - INFO - Training: cls_zice: 21.579972949999462; reg_zipnll: 234.61788819320404; aux_mae_loss_1: 112.40148013539057; aux_mae_loss_2: 16.659041888303193; aux_mae_loss_4: 2.5027468758024716; aux_mae_loss_8: 0.36672189664143523; cnt_loss: 10.785390929115461;
2025-06-20 07:40:46,682 - INFO - Evaluation:
Curr mae: 37.7324; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 89.8828; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1230; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:40:46,682 - INFO - Epoch: 221 / 660	lr: 8.550e-05
2025-06-20 07:45:00,604 - INFO - Training: cls_zice: 21.95106621350911; reg_zipnll: 245.29651638413455; aux_mae_loss_1: 117.62547979869696; aux_mae_loss_2: 17.388266870785493; aux_mae_loss_4: 2.5927164050484683; aux_mae_loss_8: 0.3843516490127709; cnt_loss: 11.839889088755708;
2025-06-20 07:45:00,605 - INFO - Evaluation:
Curr mae: 50.3857; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 152.9001; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1402; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1082;



2025-06-20 07:45:00,605 - INFO - Epoch: 222 / 660	lr: 8.481e-05
2025-06-20 07:49:14,977 - INFO - Training: cls_zice: 21.03001945452396; reg_zipnll: 240.31515951083068; aux_mae_loss_1: 115.1385197480111; aux_mae_loss_2: 17.052902550194748; aux_mae_loss_4: 2.56046608619028; aux_mae_loss_8: 0.377649186806308; cnt_loss: 11.742369526609357;
2025-06-20 07:49:20,518 - INFO - Evaluation:
Curr mae: 39.7575; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 163.4226; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1077; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 07:49:20,518 - INFO - Epoch: 223 / 660	lr: 8.410e-05
2025-06-20 07:53:35,415 - INFO - Training: cls_zice: 23.094925870242648; reg_zipnll: 243.61350707223298; aux_mae_loss_1: 116.61097547879255; aux_mae_loss_2: 17.27554224082927; aux_mae_loss_4: 2.608123832389444; aux_mae_loss_8: 0.38764941005711384; cnt_loss: 12.314912418549962;
2025-06-20 07:53:35,417 - INFO - Evaluation:
Curr mae: 40.2079; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 130.3406; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1168; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 07:53:35,417 - INFO - Epoch: 224 / 660	lr: 8.338e-05
2025-06-20 07:57:51,543 - INFO - Training: cls_zice: 23.42189564105784; reg_zipnll: 242.3425404958063; aux_mae_loss_1: 115.80576032476743; aux_mae_loss_2: 17.10905306382167; aux_mae_loss_4: 2.571406644536781; aux_mae_loss_8: 0.38261588162007554; cnt_loss: 11.910355481742894;
2025-06-20 07:57:51,544 - INFO - Evaluation:
Curr mae: 41.2219; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 86.0829; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1486; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 07:57:51,545 - INFO - Epoch: 225 / 660	lr: 8.265e-05
2025-06-20 08:02:06,707 - INFO - Training: cls_zice: 22.442661075634945; reg_zipnll: 238.56125388844154; aux_mae_loss_1: 116.3445482143706; aux_mae_loss_2: 17.303332218167714; aux_mae_loss_4: 2.628989320602699; aux_mae_loss_8: 0.3958738030947189; cnt_loss: 12.99140000435258;
2025-06-20 08:02:06,708 - INFO - Evaluation:
Curr mae: 38.5129; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 93.0581; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1110; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:02:06,708 - INFO - Epoch: 226 / 660	lr: 8.190e-05
2025-06-20 08:06:21,105 - INFO - Training: cls_zice: 23.014873608065756; reg_zipnll: 239.74147310722762; aux_mae_loss_1: 115.19532779801474; aux_mae_loss_2: 17.060893620500835; aux_mae_loss_4: 2.573025853897428; aux_mae_loss_8: 0.3808576003157541; cnt_loss: 11.842871901768339;
2025-06-20 08:06:21,106 - INFO - Evaluation:
Curr mae: 55.6486; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 117.0762; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1699; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:06:21,106 - INFO - Epoch: 227 / 660	lr: 8.115e-05
2025-06-20 08:10:36,259 - INFO - Training: cls_zice: 24.864727920538968; reg_zipnll: 247.2467705841849; aux_mae_loss_1: 120.7857259931785; aux_mae_loss_2: 17.9962336355126; aux_mae_loss_4: 2.752161246798645; aux_mae_loss_8: 0.41932362992230293; cnt_loss: 13.576716702287792;
2025-06-20 08:10:36,261 - INFO - Evaluation:
Curr mae: 34.5473; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 86.8546; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1102; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:10:36,261 - INFO - Epoch: 228 / 660	lr: 8.038e-05
2025-06-20 08:14:51,688 - INFO - Training: cls_zice: 25.26884970398366; reg_zipnll: 248.54479740027597; aux_mae_loss_1: 119.67377678042513; aux_mae_loss_2: 17.68333875060388; aux_mae_loss_4: 2.686012162475016; aux_mae_loss_8: 0.4036855800735709; cnt_loss: 13.098703268714306;
2025-06-20 08:14:51,689 - INFO - Evaluation:
Curr mae: 46.1960; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 109.9596; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1410; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:14:51,689 - INFO - Epoch: 229 / 660	lr: 7.960e-05
2025-06-20 08:19:07,004 - INFO - Training: cls_zice: 22.499342739658676; reg_zipnll: 237.4310761086432; aux_mae_loss_1: 113.76862872106557; aux_mae_loss_2: 16.87405548120219; aux_mae_loss_4: 2.5219027056025967; aux_mae_loss_8: 0.37088631826110546; cnt_loss: 10.713645357092732;
2025-06-20 08:19:07,005 - INFO - Evaluation:
Curr mae: 38.5948; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 100.0456; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1259; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:19:07,005 - INFO - Epoch: 230 / 660	lr: 7.880e-05
2025-06-20 08:23:22,164 - INFO - Training: cls_zice: 26.977487786876512; reg_zipnll: 236.6372898954965; aux_mae_loss_1: 116.30147146504459; aux_mae_loss_2: 17.366644846443037; aux_mae_loss_4: 2.6399041143818196; aux_mae_loss_8: 0.3991961780657805; cnt_loss: 13.302566452473785;
2025-06-20 08:23:22,165 - INFO - Evaluation:
Curr mae: 82.1099; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 202.4133; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.2612; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:23:22,165 - INFO - Epoch: 231 / 660	lr: 7.800e-05
2025-06-20 08:27:36,856 - INFO - Training: cls_zice: 22.891645897936392; reg_zipnll: 233.8873407908148; aux_mae_loss_1: 114.14530929133947; aux_mae_loss_2: 17.132359740666683; aux_mae_loss_4: 2.6152888940201935; aux_mae_loss_8: 0.3980410325707231; cnt_loss: 12.858759919827886;
2025-06-20 08:27:36,857 - INFO - Evaluation:
Curr mae: 46.5633; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 99.3235; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1772; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:27:36,857 - INFO - Epoch: 232 / 660	lr: 7.719e-05
2025-06-20 08:31:50,960 - INFO - Training: cls_zice: 23.148583462428313; reg_zipnll: 234.10270226093675; aux_mae_loss_1: 113.6316916164212; aux_mae_loss_2: 16.996030847333696; aux_mae_loss_4: 2.5640117365167807; aux_mae_loss_8: 0.38097078341674684; cnt_loss: 12.172164037632145;
2025-06-20 08:31:50,961 - INFO - Evaluation:
Curr mae: 39.7545; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 160.3010; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1112; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:31:50,961 - INFO - Epoch: 233 / 660	lr: 7.636e-05
2025-06-20 08:36:05,919 - INFO - Training: cls_zice: 21.917342660838504; reg_zipnll: 244.70711061335467; aux_mae_loss_1: 116.27240845354173; aux_mae_loss_2: 17.009932198070928; aux_mae_loss_4: 2.5108163502345047; aux_mae_loss_8: 0.3634666066358206; cnt_loss: 10.926601342492974;
2025-06-20 08:36:05,920 - INFO - Evaluation:
Curr mae: 49.3642; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 120.0387; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1771; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:36:05,920 - INFO - Epoch: 234 / 660	lr: 7.553e-05
2025-06-20 08:40:21,059 - INFO - Training: cls_zice: 22.862717310766328; reg_zipnll: 230.72676886629628; aux_mae_loss_1: 111.74625236393554; aux_mae_loss_2: 16.63811662141952; aux_mae_loss_4: 2.4990979988501434; aux_mae_loss_8: 0.368827750853677; cnt_loss: 11.706909329312014;
2025-06-20 08:40:21,060 - INFO - Evaluation:
Curr mae: 39.0433; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 118.0920; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1098; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:40:21,060 - INFO - Epoch: 235 / 660	lr: 7.469e-05
2025-06-20 08:44:36,174 - INFO - Training: cls_zice: 27.691709185780475; reg_zipnll: 243.44621581835122; aux_mae_loss_1: 120.99168824046313; aux_mae_loss_2: 18.028571690875644; aux_mae_loss_4: 2.7518310664858485; aux_mae_loss_8: 0.4226153647302049; cnt_loss: 14.244277794900468;
2025-06-20 08:44:36,176 - INFO - Evaluation:
Curr mae: 38.8691; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 101.9640; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1168; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:44:36,176 - INFO - Epoch: 236 / 660	lr: 7.383e-05
2025-06-20 08:48:50,852 - INFO - Training: cls_zice: 25.843842323840736; reg_zipnll: 244.8647687318699; aux_mae_loss_1: 117.27594838473361; aux_mae_loss_2: 17.272174195949095; aux_mae_loss_4: 2.566287606877962; aux_mae_loss_8: 0.3739194840211948; cnt_loss: 10.371857114193679;
2025-06-20 08:48:50,853 - INFO - Evaluation:
Curr mae: 60.2901; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 147.0651; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1933; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:48:50,853 - INFO - Epoch: 237 / 660	lr: 7.297e-05
2025-06-20 08:53:05,221 - INFO - Training: cls_zice: 22.12771973920975; reg_zipnll: 235.36145061147243; aux_mae_loss_1: 112.16092016365964; aux_mae_loss_2: 16.65884623207286; aux_mae_loss_4: 2.5066581638027126; aux_mae_loss_8: 0.37038771356372185; cnt_loss: 11.648626969298851;
2025-06-20 08:53:05,222 - INFO - Evaluation:
Curr mae: 35.5152; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 85.0715; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1161; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:53:05,222 - INFO - Epoch: 238 / 660	lr: 7.210e-05
2025-06-20 08:57:19,467 - INFO - Training: cls_zice: 24.141351812191136; reg_zipnll: 244.49359770728262; aux_mae_loss_1: 117.29211998476161; aux_mae_loss_2: 17.27452031750912; aux_mae_loss_4: 2.574493981189164; aux_mae_loss_8: 0.37816783971605694; cnt_loss: 11.162316352282208;
2025-06-20 08:57:19,468 - INFO - Evaluation:
Curr mae: 35.5894; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 87.5723; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1219; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 08:57:19,468 - INFO - Epoch: 239 / 660	lr: 7.122e-05
2025-06-20 09:01:33,672 - INFO - Training: cls_zice: 24.660952209966656; reg_zipnll: 238.5513677131241; aux_mae_loss_1: 113.93675666848307; aux_mae_loss_2: 16.828814278531503; aux_mae_loss_4: 2.496100960093476; aux_mae_loss_8: 0.3590672976674948; cnt_loss: 9.717330562271618;
2025-06-20 09:01:33,673 - INFO - Evaluation:
Curr mae: 41.3551; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 137.1871; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1125; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:01:33,673 - INFO - Epoch: 240 / 660	lr: 7.034e-05
2025-06-20 09:05:49,452 - INFO - Training: cls_zice: 22.27142543129259; reg_zipnll: 239.51665094762964; aux_mae_loss_1: 114.10602090046154; aux_mae_loss_2: 16.853301917985657; aux_mae_loss_4: 2.519183246749226; aux_mae_loss_8: 0.3683800370382159; cnt_loss: 11.07054226870402;
2025-06-20 09:05:49,453 - INFO - Evaluation:
Curr mae: 37.9576; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 87.6135; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1444; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:05:49,453 - INFO - Epoch: 241 / 660	lr: 6.944e-05
2025-06-20 09:10:03,706 - INFO - Training: cls_zice: 21.39292872587942; reg_zipnll: 240.45411680167624; aux_mae_loss_1: 114.37439146507676; aux_mae_loss_2: 16.891686388030458; aux_mae_loss_4: 2.5110762096309416; aux_mae_loss_8: 0.3648007462390131; cnt_loss: 10.672612994296385;
2025-06-20 09:10:03,707 - INFO - Evaluation:
Curr mae: 39.1879; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 126.3856; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1222; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:10:03,707 - INFO - Epoch: 242 / 660	lr: 6.854e-05
2025-06-20 09:14:18,437 - INFO - Training: cls_zice: 19.846990317948986; reg_zipnll: 236.37686226852142; aux_mae_loss_1: 110.62014427283123; aux_mae_loss_2: 16.23673105515674; aux_mae_loss_4: 2.3827644377410566; aux_mae_loss_8: 0.34139506260273084; cnt_loss: 9.629569564273242;
2025-06-20 09:14:18,438 - INFO - Evaluation:
Curr mae: 35.3932; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 93.9347; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1100; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:14:18,438 - INFO - Epoch: 243 / 660	lr: 6.763e-05
2025-06-20 09:18:33,268 - INFO - Training: cls_zice: 25.621818717616996; reg_zipnll: 238.84665308758656; aux_mae_loss_1: 115.15881932118864; aux_mae_loss_2: 17.108802987248243; aux_mae_loss_4: 2.553907403602698; aux_mae_loss_8: 0.3747642070514684; cnt_loss: 10.979289162281546;
2025-06-20 09:18:33,269 - INFO - Evaluation:
Curr mae: 42.5916; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 105.6343; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1404; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:18:33,269 - INFO - Epoch: 244 / 660	lr: 6.672e-05
2025-06-20 09:22:47,221 - INFO - Training: cls_zice: 23.69099397213464; reg_zipnll: 234.02231728325773; aux_mae_loss_1: 112.29100100362822; aux_mae_loss_2: 16.69215069025525; aux_mae_loss_4: 2.5084803977018764; aux_mae_loss_8: 0.37185341251923065; cnt_loss: 11.47077201264683;
2025-06-20 09:22:47,222 - INFO - Evaluation:
Curr mae: 48.7961; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 110.7856; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1699; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:22:47,222 - INFO - Epoch: 245 / 660	lr: 6.580e-05
2025-06-20 09:27:01,202 - INFO - Training: cls_zice: 23.292688698189423; reg_zipnll: 236.17226791872156; aux_mae_loss_1: 113.01189120814855; aux_mae_loss_2: 16.616453563033154; aux_mae_loss_4: 2.4616266456851617; aux_mae_loss_8: 0.35553313907628503; cnt_loss: 9.91302156295139;
2025-06-20 09:27:01,204 - INFO - Evaluation:
Curr mae: 55.5773; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 125.2688; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1767; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:27:01,204 - INFO - Epoch: 246 / 660	lr: 6.487e-05
2025-06-20 09:31:16,292 - INFO - Training: cls_zice: 23.52689460448557; reg_zipnll: 243.14590707107192; aux_mae_loss_1: 117.017253164767; aux_mae_loss_2: 17.235498751343677; aux_mae_loss_4: 2.5599873855058823; aux_mae_loss_8: 0.3779892645450668; cnt_loss: 11.27897189331545;
2025-06-20 09:31:16,293 - INFO - Evaluation:
Curr mae: 44.0192; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 103.1354; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1440; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:31:16,293 - INFO - Epoch: 247 / 660	lr: 6.394e-05
2025-06-20 09:35:29,972 - INFO - Training: cls_zice: 21.306099399104582; reg_zipnll: 238.05297822756143; aux_mae_loss_1: 112.12272443455718; aux_mae_loss_2: 16.486771516521056; aux_mae_loss_4: 2.4325067709346126; aux_mae_loss_8: 0.3484251372030443; cnt_loss: 9.693401110471061;
2025-06-20 09:35:29,974 - INFO - Evaluation:
Curr mae: 45.0078; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 139.6249; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1311; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:35:29,974 - INFO - Epoch: 248 / 660	lr: 6.300e-05
2025-06-20 09:39:44,497 - INFO - Training: cls_zice: 23.244240414437414; reg_zipnll: 242.0679372282445; aux_mae_loss_1: 116.15502535469427; aux_mae_loss_2: 17.032590874056584; aux_mae_loss_4: 2.5122151690461028; aux_mae_loss_8: 0.3621988276206436; cnt_loss: 9.772226117340642;
2025-06-20 09:39:44,499 - INFO - Evaluation:
Curr mae: 37.4537; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 85.9567; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1178; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:39:44,499 - INFO - Epoch: 249 / 660	lr: 6.206e-05
2025-06-20 09:43:58,789 - INFO - Training: cls_zice: 25.259308223629365; reg_zipnll: 240.77172737808033; aux_mae_loss_1: 116.60558278395155; aux_mae_loss_2: 17.133211951022897; aux_mae_loss_4: 2.5512216943854846; aux_mae_loss_8: 0.36927191375881663; cnt_loss: 10.606609777573755;
2025-06-20 09:43:58,790 - INFO - Evaluation:
Curr mae: 46.2896; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 180.0267; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1338; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:43:58,790 - INFO - Epoch: 250 / 660	lr: 6.111e-05
2025-06-20 09:48:12,430 - INFO - Training: cls_zice: 21.771704429669597; reg_zipnll: 231.5616195208003; aux_mae_loss_1: 111.05026119840176; aux_mae_loss_2: 16.410069383508443; aux_mae_loss_4: 2.4308877550544348; aux_mae_loss_8: 0.3529800379835548; cnt_loss: 9.929721685638771;
2025-06-20 09:48:12,431 - INFO - Evaluation:
Curr mae: 43.7940; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 108.8881; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1495; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:48:34,147 - INFO - Epoch: 251 / 660	lr: 6.016e-05
2025-06-20 09:52:47,978 - INFO - Training: cls_zice: 22.327735483110104; reg_zipnll: 234.68324015011825; aux_mae_loss_1: 111.47380637877399; aux_mae_loss_2: 16.400933294492393; aux_mae_loss_4: 2.4189656145468468; aux_mae_loss_8: 0.34574968321847427; cnt_loss: 9.430994200446;
2025-06-20 09:52:47,979 - INFO - Evaluation:
Curr mae: 36.3399; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 83.3867; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1180; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1077;



2025-06-20 09:52:47,979 - INFO - Epoch: 252 / 660	lr: 5.920e-05
2025-06-20 09:57:01,782 - INFO - Training: cls_zice: 24.685724659183645; reg_zipnll: 238.74812659138578; aux_mae_loss_1: 116.62547683225499; aux_mae_loss_2: 17.11104217776909; aux_mae_loss_4: 2.535398279486708; aux_mae_loss_8: 0.36710274333474263; cnt_loss: 9.762159031890045;
2025-06-20 09:57:09,429 - INFO - Evaluation:
Curr mae: 37.2640; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 115.7798; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1065; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 09:57:09,430 - INFO - Epoch: 253 / 660	lr: 5.824e-05
2025-06-20 10:01:23,272 - INFO - Training: cls_zice: 21.24853546997882; reg_zipnll: 238.18028313212653; aux_mae_loss_1: 113.51382123657854; aux_mae_loss_2: 16.695177226569168; aux_mae_loss_4: 2.478211958258195; aux_mae_loss_8: 0.3557648008119478; cnt_loss: 9.457891739502664;
2025-06-20 10:01:23,273 - INFO - Evaluation:
Curr mae: 43.5685; 	 Best mae: 32.4462; 32.8765; 33.3403; 34.0946; 34.4926;
Curr rmse: 132.1739; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1393; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:01:23,273 - INFO - Epoch: 254 / 660	lr: 5.728e-05
2025-06-20 10:05:37,541 - INFO - Training: cls_zice: 21.013084397600977; reg_zipnll: 233.29785482803777; aux_mae_loss_1: 111.09711919161838; aux_mae_loss_2: 16.331748680467776; aux_mae_loss_4: 2.3845604336353685; aux_mae_loss_8: 0.34035880173194993; cnt_loss: 8.97621421711304;
2025-06-20 10:05:44,289 - INFO - Evaluation:
Curr mae: 33.4154; 	 Best mae: 32.4462; 32.8765; 33.3403; 33.4154; 34.0946;
Curr rmse: 92.1735; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1193; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:05:44,289 - INFO - Epoch: 255 / 660	lr: 5.632e-05
2025-06-20 10:09:58,059 - INFO - Training: cls_zice: 25.54904076525975; reg_zipnll: 240.97331292708918; aux_mae_loss_1: 115.63515525857096; aux_mae_loss_2: 16.979239444806215; aux_mae_loss_4: 2.520278945680143; aux_mae_loss_8: 0.3617131149056332; cnt_loss: 9.672702331009745;
2025-06-20 10:09:58,061 - INFO - Evaluation:
Curr mae: 36.8496; 	 Best mae: 32.4462; 32.8765; 33.3403; 33.4154; 34.0946;
Curr rmse: 104.2731; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1126; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:09:58,061 - INFO - Epoch: 256 / 660	lr: 5.535e-05
2025-06-20 10:14:11,906 - INFO - Training: cls_zice: 23.492804424545145; reg_zipnll: 245.4148558736767; aux_mae_loss_1: 116.18939446054571; aux_mae_loss_2: 16.954623214383357; aux_mae_loss_4: 2.4770229150442966; aux_mae_loss_8: 0.3525881751184292; cnt_loss: 9.215171904827452;
2025-06-20 10:14:18,729 - INFO - Evaluation:
Curr mae: 33.7809; 	 Best mae: 32.4462; 32.8765; 33.3403; 33.4154; 33.7809;
Curr rmse: 80.4702; 	 Best rmse: 76.7159; 78.4033; 78.5187; 78.6434; 79.5904;
Curr nae: 0.1109; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:14:18,729 - INFO - Epoch: 257 / 660	lr: 5.438e-05
2025-06-20 10:18:33,764 - INFO - Training: cls_zice: 21.42542965516716; reg_zipnll: 238.48004245512897; aux_mae_loss_1: 111.87065917483332; aux_mae_loss_2: 16.40763304779033; aux_mae_loss_4: 2.3917425513880417; aux_mae_loss_8: 0.33444158648138334; cnt_loss: 8.476338066601201;
2025-06-20 10:18:47,330 - INFO - Evaluation:
Curr mae: 32.0711; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 77.2861; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1084; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:18:47,330 - INFO - Epoch: 258 / 660	lr: 5.341e-05
2025-06-20 10:23:00,966 - INFO - Training: cls_zice: 22.55244818820132; reg_zipnll: 230.4461833738116; aux_mae_loss_1: 109.55190205267586; aux_mae_loss_2: 16.23172537833069; aux_mae_loss_4: 2.3900395028848576; aux_mae_loss_8: 0.34068694534522403; cnt_loss: 8.938374072083471;
2025-06-20 10:23:00,967 - INFO - Evaluation:
Curr mae: 45.8427; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 137.8268; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1273; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:23:00,967 - INFO - Epoch: 259 / 660	lr: 5.244e-05
2025-06-20 10:27:14,782 - INFO - Training: cls_zice: 24.147268753082212; reg_zipnll: 240.27025266907208; aux_mae_loss_1: 114.74612418422356; aux_mae_loss_2: 16.831770959427548; aux_mae_loss_4: 2.4787393216149054; aux_mae_loss_8: 0.3579718674746148; cnt_loss: 9.657513270801015;
2025-06-20 10:27:14,783 - INFO - Evaluation:
Curr mae: 40.7107; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 111.1136; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1226; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:27:14,783 - INFO - Epoch: 260 / 660	lr: 5.147e-05
2025-06-20 10:31:27,978 - INFO - Training: cls_zice: 21.683464145661357; reg_zipnll: 240.580636080862; aux_mae_loss_1: 115.1879042304267; aux_mae_loss_2: 16.874139251316727; aux_mae_loss_4: 2.4672299681714995; aux_mae_loss_8: 0.3522638997642424; cnt_loss: 8.854076579098223;
2025-06-20 10:31:27,980 - INFO - Evaluation:
Curr mae: 54.2748; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 122.7956; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1880; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:31:27,980 - INFO - Epoch: 261 / 660	lr: 5.050e-05
2025-06-20 10:35:41,463 - INFO - Training: cls_zice: 20.64998162076222; reg_zipnll: 234.5956255317041; aux_mae_loss_1: 109.64552101439253; aux_mae_loss_2: 15.954409611562223; aux_mae_loss_4: 2.303751490186603; aux_mae_loss_8: 0.31899951187209025; cnt_loss: 7.761842116905055;
2025-06-20 10:35:41,464 - INFO - Evaluation:
Curr mae: 38.2408; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 86.6896; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1254; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:35:41,464 - INFO - Epoch: 262 / 660	lr: 4.953e-05
2025-06-20 10:39:55,267 - INFO - Training: cls_zice: 20.98268854005171; reg_zipnll: 238.79239225019833; aux_mae_loss_1: 112.06717473498347; aux_mae_loss_2: 16.30149806066773; aux_mae_loss_4: 2.375631874355375; aux_mae_loss_8: 0.33383628457861264; cnt_loss: 8.527254694991369;
2025-06-20 10:39:55,268 - INFO - Evaluation:
Curr mae: 41.0070; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 96.1420; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1328; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:39:55,269 - INFO - Epoch: 263 / 660	lr: 4.856e-05
2025-06-20 10:44:09,177 - INFO - Training: cls_zice: 21.420078659118907; reg_zipnll: 235.0143207412759; aux_mae_loss_1: 111.43483891033574; aux_mae_loss_2: 16.345745391894734; aux_mae_loss_4: 2.395770071328146; aux_mae_loss_8: 0.33859625499896645; cnt_loss: 8.766938704757887;
2025-06-20 10:44:09,178 - INFO - Evaluation:
Curr mae: 35.0694; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 89.1526; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1117; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:44:09,178 - INFO - Epoch: 264 / 660	lr: 4.759e-05
2025-06-20 10:48:23,107 - INFO - Training: cls_zice: 22.088030704821442; reg_zipnll: 233.75089388457545; aux_mae_loss_1: 110.5517051642842; aux_mae_loss_2: 16.183241131066662; aux_mae_loss_4: 2.3498632579965273; aux_mae_loss_8: 0.32937010523209537; cnt_loss: 7.823880128121927;
2025-06-20 10:48:23,108 - INFO - Evaluation:
Curr mae: 39.8131; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 105.9821; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1212; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:48:23,108 - INFO - Epoch: 265 / 660	lr: 4.662e-05
2025-06-20 10:52:36,799 - INFO - Training: cls_zice: 21.558503968655526; reg_zipnll: 238.4875927216596; aux_mae_loss_1: 112.31352653478902; aux_mae_loss_2: 16.47968874247338; aux_mae_loss_4: 2.4053706552038463; aux_mae_loss_8: 0.34236830254600104; cnt_loss: 8.399236420356216;
2025-06-20 10:52:36,800 - INFO - Evaluation:
Curr mae: 35.4878; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 85.1453; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1254; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:52:36,801 - INFO - Epoch: 266 / 660	lr: 4.565e-05
2025-06-20 10:56:54,826 - INFO - Training: cls_zice: 21.981769810222413; reg_zipnll: 230.47576123705866; aux_mae_loss_1: 108.96766623371977; aux_mae_loss_2: 15.950454849203938; aux_mae_loss_4: 2.3242548701082835; aux_mae_loss_8: 0.3241835188474937; cnt_loss: 8.062557794134538;
2025-06-20 10:56:54,828 - INFO - Evaluation:
Curr mae: 38.4661; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 100.7144; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1218; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 10:56:54,828 - INFO - Epoch: 267 / 660	lr: 4.468e-05
2025-06-20 11:01:08,976 - INFO - Training: cls_zice: 22.87978167705487; reg_zipnll: 240.38547646294523; aux_mae_loss_1: 113.77884186693207; aux_mae_loss_2: 16.629569144972187; aux_mae_loss_4: 2.426353955943051; aux_mae_loss_8: 0.34349273641265754; cnt_loss: 8.903764625134995;
2025-06-20 11:01:08,977 - INFO - Evaluation:
Curr mae: 38.6877; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 106.8368; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1098; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 11:01:08,977 - INFO - Epoch: 268 / 660	lr: 4.372e-05
2025-06-20 11:05:22,874 - INFO - Training: cls_zice: 21.903923392908737; reg_zipnll: 235.23993531842464; aux_mae_loss_1: 111.57119229520194; aux_mae_loss_2: 16.265949177558134; aux_mae_loss_4: 2.3751587062537824; aux_mae_loss_8: 0.33100574485632017; cnt_loss: 8.588431302716616;
2025-06-20 11:05:22,876 - INFO - Evaluation:
Curr mae: 38.0969; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.3403; 33.4154;
Curr rmse: 90.1103; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1199; 	 Best nae: 0.1028; 0.1054; 0.1054; 0.1059; 0.1065;



2025-06-20 11:05:22,876 - INFO - Epoch: 269 / 660	lr: 4.276e-05
2025-06-20 11:09:38,577 - INFO - Training: cls_zice: 21.521029615616737; reg_zipnll: 229.0631336369061; aux_mae_loss_1: 107.9505586329953; aux_mae_loss_2: 15.866374041243507; aux_mae_loss_4: 2.320707443057725; aux_mae_loss_8: 0.3265946409389721; cnt_loss: 8.17528890161404;
2025-06-20 11:09:52,919 - INFO - Evaluation:
Curr mae: 33.2193; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.2193; 33.3403;
Curr rmse: 84.8645; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1042; 	 Best nae: 0.1028; 0.1042; 0.1054; 0.1054; 0.1059;



2025-06-20 11:09:52,919 - INFO - Epoch: 270 / 660	lr: 4.180e-05
2025-06-20 11:14:06,482 - INFO - Training: cls_zice: 24.532098478630452; reg_zipnll: 241.36785297344767; aux_mae_loss_1: 115.31500927402918; aux_mae_loss_2: 16.796059705910768; aux_mae_loss_4: 2.4438837729107137; aux_mae_loss_8: 0.34447067482803967; cnt_loss: 8.433164616323682;
2025-06-20 11:14:06,483 - INFO - Evaluation:
Curr mae: 52.0679; 	 Best mae: 32.0711; 32.4462; 32.8765; 33.2193; 33.3403;
Curr rmse: 116.7595; 	 Best rmse: 76.7159; 77.2861; 78.4033; 78.5187; 78.6434;
Curr nae: 0.1503; 	 Best nae: 0.1028; 0.1042; 0.1054; 0.1054; 0.1059;



2025-06-20 11:14:06,483 - INFO - Epoch: 271 / 660	lr: 4.084e-05
2025-06-20 11:18:20,097 - INFO - Training: cls_zice: 22.817596892847806; reg_zipnll: 230.74977375609097; aux_mae_loss_1: 109.98749490997785; aux_mae_loss_2: 16.070833683013916; aux_mae_loss_4: 2.341385275048891; aux_mae_loss_8: 0.32592545292677794; cnt_loss: 7.880228556060546;
2025-06-20 11:18:35,620 - INFO - Evaluation:
Curr mae: 32.4899; 	 Best mae: 32.0711; 32.4462; 32.4899; 32.8765; 33.2193;
Curr rmse: 74.2997; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.4033; 78.5187;
Curr nae: 0.1104; 	 Best nae: 0.1028; 0.1042; 0.1054; 0.1054; 0.1059;



2025-06-20 11:18:35,620 - INFO - Epoch: 272 / 660	lr: 3.989e-05
2025-06-20 11:22:49,556 - INFO - Training: cls_zice: 21.257060210931577; reg_zipnll: 231.74019503899896; aux_mae_loss_1: 110.01270787084624; aux_mae_loss_2: 16.018773989996138; aux_mae_loss_4: 2.3135031827924184; aux_mae_loss_8: 0.3198063872984412; cnt_loss: 7.180446564729845;
2025-06-20 11:22:49,557 - INFO - Evaluation:
Curr mae: 35.7185; 	 Best mae: 32.0711; 32.4462; 32.4899; 32.8765; 33.2193;
Curr rmse: 82.6872; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.4033; 78.5187;
Curr nae: 0.1226; 	 Best nae: 0.1028; 0.1042; 0.1054; 0.1054; 0.1059;



2025-06-20 11:22:49,557 - INFO - Epoch: 273 / 660	lr: 3.894e-05
2025-06-20 11:27:02,807 - INFO - Training: cls_zice: 24.68714062229833; reg_zipnll: 233.20405783077132; aux_mae_loss_1: 111.31484092231888; aux_mae_loss_2: 16.306080248178123; aux_mae_loss_4: 2.3798284206568123; aux_mae_loss_8: 0.33291273176248704; cnt_loss: 8.390172500843255;
2025-06-20 11:27:02,808 - INFO - Evaluation:
Curr mae: 34.9887; 	 Best mae: 32.0711; 32.4462; 32.4899; 32.8765; 33.2193;
Curr rmse: 79.5507; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.4033; 78.5187;
Curr nae: 0.1188; 	 Best nae: 0.1028; 0.1042; 0.1054; 0.1054; 0.1059;



2025-06-20 11:27:02,808 - INFO - Epoch: 274 / 660	lr: 3.800e-05
2025-06-20 11:31:16,783 - INFO - Training: cls_zice: 25.74117673401048; reg_zipnll: 235.9431289633626; aux_mae_loss_1: 113.57220597254893; aux_mae_loss_2: 16.463337230192053; aux_mae_loss_4: 2.394686839842551; aux_mae_loss_8: 0.33814906346154394; cnt_loss: 8.011543624198834;
2025-06-20 11:31:16,784 - INFO - Evaluation:
Curr mae: 37.7975; 	 Best mae: 32.0711; 32.4462; 32.4899; 32.8765; 33.2193;
Curr rmse: 99.2576; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.4033; 78.5187;
Curr nae: 0.1251; 	 Best nae: 0.1028; 0.1042; 0.1054; 0.1054; 0.1059;



2025-06-20 11:31:16,784 - INFO - Epoch: 275 / 660	lr: 3.706e-05
2025-06-20 11:35:30,751 - INFO - Training: cls_zice: 22.37443100318198; reg_zipnll: 237.86516473961368; aux_mae_loss_1: 112.18137980855829; aux_mae_loss_2: 16.310452066840732; aux_mae_loss_4: 2.373045659999921; aux_mae_loss_8: 0.33192402068381904; cnt_loss: 8.132353581813737;
2025-06-20 11:35:37,520 - INFO - Evaluation:
Curr mae: 33.8289; 	 Best mae: 32.0711; 32.4462; 32.4899; 32.8765; 33.2193;
Curr rmse: 90.2508; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.4033; 78.5187;
Curr nae: 0.1001; 	 Best nae: 0.1001; 0.1028; 0.1042; 0.1054; 0.1054;



2025-06-20 11:35:37,520 - INFO - Epoch: 276 / 660	lr: 3.613e-05
2025-06-20 11:39:51,341 - INFO - Training: cls_zice: 24.1405885237961; reg_zipnll: 235.7479812847618; aux_mae_loss_1: 112.26549632506382; aux_mae_loss_2: 16.41486484563136; aux_mae_loss_4: 2.400025420522935; aux_mae_loss_8: 0.33776779040924076; cnt_loss: 8.39476785623016;
2025-06-20 11:39:51,342 - INFO - Evaluation:
Curr mae: 37.9622; 	 Best mae: 32.0711; 32.4462; 32.4899; 32.8765; 33.2193;
Curr rmse: 92.2794; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.4033; 78.5187;
Curr nae: 0.1189; 	 Best nae: 0.1001; 0.1028; 0.1042; 0.1054; 0.1054;



2025-06-20 11:39:51,342 - INFO - Epoch: 277 / 660	lr: 3.520e-05
2025-06-20 11:44:05,319 - INFO - Training: cls_zice: 20.9234585356743; reg_zipnll: 224.37578094403972; aux_mae_loss_1: 105.96899897518992; aux_mae_loss_2: 15.499889465714482; aux_mae_loss_4: 2.2413763903407022; aux_mae_loss_8: 0.30858092431390804; cnt_loss: 7.291561543060452;
2025-06-20 11:44:26,494 - INFO - Evaluation:
Curr mae: 31.2025; 	 Best mae: 31.2025; 32.0711; 32.4462; 32.4899; 32.8765;
Curr rmse: 78.1284; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.1284; 78.4033;
Curr nae: 0.0971; 	 Best nae: 0.0971; 0.1001; 0.1028; 0.1042; 0.1054;



2025-06-20 11:44:26,494 - INFO - Epoch: 278 / 660	lr: 3.428e-05
2025-06-20 11:48:39,371 - INFO - Training: cls_zice: 23.18239521049442; reg_zipnll: 228.49889692487938; aux_mae_loss_1: 107.89572513256711; aux_mae_loss_2: 15.748822824507569; aux_mae_loss_4: 2.2820807416518734; aux_mae_loss_8: 0.31491196303985114; cnt_loss: 6.756664313969698;
2025-06-20 11:48:47,622 - INFO - Evaluation:
Curr mae: 33.3182; 	 Best mae: 31.2025; 32.0711; 32.4462; 32.4899; 32.8765;
Curr rmse: 84.1092; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.1284; 78.4033;
Curr nae: 0.1005; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1042;



2025-06-20 11:48:47,622 - INFO - Epoch: 279 / 660	lr: 3.337e-05
2025-06-20 11:53:00,807 - INFO - Training: cls_zice: 24.724221812422293; reg_zipnll: 234.59992247927158; aux_mae_loss_1: 112.60595049772287; aux_mae_loss_2: 16.3738253778541; aux_mae_loss_4: 2.3886721749385402; aux_mae_loss_8: 0.3354374649898558; cnt_loss: 7.655390840109945;
2025-06-20 11:53:15,282 - INFO - Evaluation:
Curr mae: 31.7869; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 78.6540; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.1284; 78.4033;
Curr nae: 0.1032; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 11:53:15,282 - INFO - Epoch: 280 / 660	lr: 3.246e-05
2025-06-20 11:57:28,594 - INFO - Training: cls_zice: 21.146163510862536; reg_zipnll: 232.52169672811553; aux_mae_loss_1: 108.81344179874215; aux_mae_loss_2: 15.821359699979846; aux_mae_loss_4: 2.2745184872328164; aux_mae_loss_8: 0.3123930329241452; cnt_loss: 6.838833438017068;
2025-06-20 11:57:28,595 - INFO - Evaluation:
Curr mae: 34.0832; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 89.5690; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.1284; 78.4033;
Curr nae: 0.1069; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 11:57:28,595 - INFO - Epoch: 281 / 660	lr: 3.156e-05
2025-06-20 12:01:41,387 - INFO - Training: cls_zice: 22.20396811643419; reg_zipnll: 234.92295863389356; aux_mae_loss_1: 111.92710727897585; aux_mae_loss_2: 16.238503981372077; aux_mae_loss_4: 2.336126025124503; aux_mae_loss_8: 0.3217491699827974; cnt_loss: 7.047051537619152;
2025-06-20 12:01:41,388 - INFO - Evaluation:
Curr mae: 34.5297; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 91.0385; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.1284; 78.4033;
Curr nae: 0.1075; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 12:01:41,388 - INFO - Epoch: 282 / 660	lr: 3.066e-05
2025-06-20 12:05:54,216 - INFO - Training: cls_zice: 21.31613514126113; reg_zipnll: 223.85887389195304; aux_mae_loss_1: 107.07279066071106; aux_mae_loss_2: 15.711429206908209; aux_mae_loss_4: 2.2863714377034294; aux_mae_loss_8: 0.31925538004613013; cnt_loss: 7.513911680114913;
2025-06-20 12:05:54,217 - INFO - Evaluation:
Curr mae: 34.8529; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 88.7484; 	 Best rmse: 74.2997; 76.7159; 77.2861; 78.1284; 78.4033;
Curr nae: 0.1226; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 12:05:54,218 - INFO - Epoch: 283 / 660	lr: 2.978e-05
2025-06-20 12:10:07,438 - INFO - Training: cls_zice: 23.671792785811853; reg_zipnll: 236.064378380469; aux_mae_loss_1: 112.26967560785289; aux_mae_loss_2: 16.325311859346602; aux_mae_loss_4: 2.348606983386459; aux_mae_loss_8: 0.3260157603511927; cnt_loss: 7.097778435078256;
2025-06-20 12:10:14,274 - INFO - Evaluation:
Curr mae: 32.9396; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 72.4867; 	 Best rmse: 72.4867; 74.2997; 76.7159; 77.2861; 78.1284;
Curr nae: 0.1097; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 12:10:14,275 - INFO - Epoch: 284 / 660	lr: 2.890e-05
2025-06-20 12:14:27,198 - INFO - Training: cls_zice: 21.395794729647108; reg_zipnll: 234.93157326470305; aux_mae_loss_1: 111.09666708625068; aux_mae_loss_2: 16.142886628834937; aux_mae_loss_4: 2.3257043315696224; aux_mae_loss_8: 0.32216498203058475; cnt_loss: 6.960679662181663;
2025-06-20 12:14:27,198 - INFO - Evaluation:
Curr mae: 33.4773; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 79.2641; 	 Best rmse: 72.4867; 74.2997; 76.7159; 77.2861; 78.1284;
Curr nae: 0.1207; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 12:14:27,199 - INFO - Epoch: 285 / 660	lr: 2.803e-05
2025-06-20 12:18:40,446 - INFO - Training: cls_zice: 21.070290113782516; reg_zipnll: 225.16846478812798; aux_mae_loss_1: 105.933443559779; aux_mae_loss_2: 15.535802315317266; aux_mae_loss_4: 2.2410433859322554; aux_mae_loss_8: 0.30793154749128687; cnt_loss: 6.66226454550319;
2025-06-20 12:18:40,447 - INFO - Evaluation:
Curr mae: 39.9196; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 130.7842; 	 Best rmse: 72.4867; 74.2997; 76.7159; 77.2861; 78.1284;
Curr nae: 0.1089; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 12:18:40,447 - INFO - Epoch: 286 / 660	lr: 2.717e-05
2025-06-20 12:22:54,306 - INFO - Training: cls_zice: 20.296801320997794; reg_zipnll: 229.80415401115516; aux_mae_loss_1: 107.35051173722529; aux_mae_loss_2: 15.6273851737878; aux_mae_loss_4: 2.2432292935780818; aux_mae_loss_8: 0.3052322752007635; cnt_loss: 6.467759617266741;
2025-06-20 12:22:54,307 - INFO - Evaluation:
Curr mae: 35.0200; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 100.6683; 	 Best rmse: 72.4867; 74.2997; 76.7159; 77.2861; 78.1284;
Curr nae: 0.1047; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 12:22:54,307 - INFO - Epoch: 287 / 660	lr: 2.631e-05
2025-06-20 12:27:07,917 - INFO - Training: cls_zice: 22.00894434876491; reg_zipnll: 233.82083470165577; aux_mae_loss_1: 110.19703930999442; aux_mae_loss_2: 16.009127930994204; aux_mae_loss_4: 2.3010709449687163; aux_mae_loss_8: 0.3155284389700252; cnt_loss: 6.483673702437038;
2025-06-20 12:27:07,918 - INFO - Evaluation:
Curr mae: 36.2517; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 106.9974; 	 Best rmse: 72.4867; 74.2997; 76.7159; 77.2861; 78.1284;
Curr nae: 0.1113; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 12:27:07,918 - INFO - Epoch: 288 / 660	lr: 2.547e-05
2025-06-20 12:31:20,755 - INFO - Training: cls_zice: 22.961782078127015; reg_zipnll: 227.4629116205446; aux_mae_loss_1: 108.08254679064518; aux_mae_loss_2: 15.65702926469033; aux_mae_loss_4: 2.262020078600219; aux_mae_loss_8: 0.30742675043010464; cnt_loss: 6.624254814303626;
2025-06-20 12:31:20,756 - INFO - Evaluation:
Curr mae: 41.7351; 	 Best mae: 31.2025; 31.7869; 32.0711; 32.4462; 32.4899;
Curr rmse: 84.3374; 	 Best rmse: 72.4867; 74.2997; 76.7159; 77.2861; 78.1284;
Curr nae: 0.1445; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1028; 0.1032;



2025-06-20 12:31:20,756 - INFO - Epoch: 289 / 660	lr: 2.464e-05
2025-06-20 12:35:34,252 - INFO - Training: cls_zice: 23.741357265447284; reg_zipnll: 230.68882279776057; aux_mae_loss_1: 111.7144329468205; aux_mae_loss_2: 16.256461955587785; aux_mae_loss_4: 2.362942943919287; aux_mae_loss_8: 0.3285716064657374; cnt_loss: 6.619472094856988;
2025-06-20 12:35:54,530 - INFO - Evaluation:
Curr mae: 31.5444; 	 Best mae: 31.2025; 31.5444; 31.7869; 32.0711; 32.4462;
Curr rmse: 75.8226; 	 Best rmse: 72.4867; 74.2997; 75.8226; 76.7159; 77.2861;
Curr nae: 0.1020; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1020; 0.1028;



2025-06-20 12:35:54,530 - INFO - Epoch: 290 / 660	lr: 2.381e-05
2025-06-20 12:40:07,836 - INFO - Training: cls_zice: 21.23979177954188; reg_zipnll: 236.01407921896495; aux_mae_loss_1: 111.40170311866505; aux_mae_loss_2: 16.12395670849131; aux_mae_loss_4: 2.3037534573314122; aux_mae_loss_8: 0.3115959936958812; cnt_loss: 6.146428538242159;
2025-06-20 12:40:22,327 - INFO - Evaluation:
Curr mae: 30.9625; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 71.7209; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1063; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1020; 0.1028;



2025-06-20 12:40:22,327 - INFO - Epoch: 291 / 660	lr: 2.300e-05
2025-06-20 12:44:35,862 - INFO - Training: cls_zice: 23.634565094136335; reg_zipnll: 231.71969975665172; aux_mae_loss_1: 109.54091214765926; aux_mae_loss_2: 15.886832139179456; aux_mae_loss_4: 2.281420073120024; aux_mae_loss_8: 0.31209519120522206; cnt_loss: 6.674058400037049;
2025-06-20 12:44:35,863 - INFO - Evaluation:
Curr mae: 32.9032; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 77.9977; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1070; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1020; 0.1028;



2025-06-20 12:44:35,863 - INFO - Epoch: 292 / 660	lr: 2.220e-05
2025-06-20 12:48:48,854 - INFO - Training: cls_zice: 21.96189253725552; reg_zipnll: 230.77891068838557; aux_mae_loss_1: 109.17489842216276; aux_mae_loss_2: 15.938750017578007; aux_mae_loss_4: 2.2923193369395936; aux_mae_loss_8: 0.3131553016143317; cnt_loss: 6.704779261182084;
2025-06-20 12:48:48,855 - INFO - Evaluation:
Curr mae: 34.5905; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 98.9010; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1061; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1020; 0.1028;



2025-06-20 12:48:48,855 - INFO - Epoch: 293 / 660	lr: 2.140e-05
2025-06-20 12:53:02,226 - INFO - Training: cls_zice: 18.783130270072228; reg_zipnll: 229.00276225268993; aux_mae_loss_1: 106.60673345943343; aux_mae_loss_2: 15.446699789679755; aux_mae_loss_4: 2.1995420953148743; aux_mae_loss_8: 0.2970992688156645; cnt_loss: 5.857422407304719;
2025-06-20 12:53:02,227 - INFO - Evaluation:
Curr mae: 42.3383; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 98.5454; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1333; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1020; 0.1028;



2025-06-20 12:53:02,227 - INFO - Epoch: 294 / 660	lr: 2.062e-05
2025-06-20 12:57:15,956 - INFO - Training: cls_zice: 22.523604876277993; reg_zipnll: 233.57768919780506; aux_mae_loss_1: 110.81195597660879; aux_mae_loss_2: 16.12919944233637; aux_mae_loss_4: 2.320674803309085; aux_mae_loss_8: 0.3194458229242223; cnt_loss: 6.568287690991301;
2025-06-20 12:57:15,957 - INFO - Evaluation:
Curr mae: 34.2222; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 104.4200; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1091; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1020; 0.1028;



2025-06-20 12:57:15,958 - INFO - Epoch: 295 / 660	lr: 1.985e-05
2025-06-20 13:01:29,296 - INFO - Training: cls_zice: 23.067263771911513; reg_zipnll: 237.9200126922529; aux_mae_loss_1: 112.76841224435056; aux_mae_loss_2: 16.292656600628536; aux_mae_loss_4: 2.3302197902245507; aux_mae_loss_8: 0.31650688571994284; cnt_loss: 6.13710450444246;
2025-06-20 13:01:29,297 - INFO - Evaluation:
Curr mae: 33.3566; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 86.0095; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1055; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1020; 0.1028;



2025-06-20 13:01:29,297 - INFO - Epoch: 296 / 660	lr: 1.910e-05
2025-06-20 13:05:43,042 - INFO - Training: cls_zice: 22.496412482543594; reg_zipnll: 233.50609740622554; aux_mae_loss_1: 110.61447828042783; aux_mae_loss_2: 16.08133481216921; aux_mae_loss_4: 2.3121647599576987; aux_mae_loss_8: 0.3151644375414652; cnt_loss: 5.940128412528638;
2025-06-20 13:05:50,922 - INFO - Evaluation:
Curr mae: 33.6972; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 87.8839; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1005; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1020;



2025-06-20 13:05:50,922 - INFO - Epoch: 297 / 660	lr: 1.835e-05
2025-06-20 13:10:04,668 - INFO - Training: cls_zice: 22.00436114207638; reg_zipnll: 235.04896853822055; aux_mae_loss_1: 110.1893156782214; aux_mae_loss_2: 15.964210826510941; aux_mae_loss_4: 2.285330390102759; aux_mae_loss_8: 0.31093700452298306; cnt_loss: 5.7101471582690975;
2025-06-20 13:10:04,669 - INFO - Evaluation:
Curr mae: 37.4272; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 104.9358; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1086; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1020;



2025-06-20 13:10:04,669 - INFO - Epoch: 298 / 660	lr: 1.762e-05
2025-06-20 13:14:17,686 - INFO - Training: cls_zice: 23.197531996472023; reg_zipnll: 230.52112226804914; aux_mae_loss_1: 110.77547977025834; aux_mae_loss_2: 16.071208931180077; aux_mae_loss_4: 2.3150862995487254; aux_mae_loss_8: 0.31659077163450516; cnt_loss: 6.27623695870598;
2025-06-20 13:14:17,687 - INFO - Evaluation:
Curr mae: 32.3121; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 77.8779; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1041; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1020;



2025-06-20 13:14:17,687 - INFO - Epoch: 299 / 660	lr: 1.690e-05
2025-06-20 13:18:31,465 - INFO - Training: cls_zice: 22.040034980577797; reg_zipnll: 230.5493085513078; aux_mae_loss_1: 109.84167529255689; aux_mae_loss_2: 15.878949933309482; aux_mae_loss_4: 2.2821225015240647; aux_mae_loss_8: 0.3109120234444852; cnt_loss: 5.759614067779409;
2025-06-20 13:18:31,465 - INFO - Evaluation:
Curr mae: 34.6271; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 93.2754; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1025; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1020;



2025-06-20 13:18:31,466 - INFO - Epoch: 300 / 660	lr: 1.619e-05
2025-06-20 13:22:45,013 - INFO - Training: cls_zice: 22.35796296879994; reg_zipnll: 234.51841695633522; aux_mae_loss_1: 109.8928065925147; aux_mae_loss_2: 15.85520830191193; aux_mae_loss_4: 2.255067033065928; aux_mae_loss_8: 0.30569673349702575; cnt_loss: 5.862829686743435;
2025-06-20 13:22:45,014 - INFO - Evaluation:
Curr mae: 33.8338; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 84.8529; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1090; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1020;



2025-06-20 13:23:07,617 - INFO - Epoch: 301 / 660	lr: 1.550e-05
2025-06-20 13:27:20,739 - INFO - Training: cls_zice: 22.703033963251848; reg_zipnll: 229.36743384216624; aux_mae_loss_1: 108.28240652746284; aux_mae_loss_2: 15.72021349475439; aux_mae_loss_4: 2.2490439747476945; aux_mae_loss_8: 0.3025491989880877; cnt_loss: 5.676135223751509;
2025-06-20 13:27:27,488 - INFO - Evaluation:
Curr mae: 33.7002; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 84.5275; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1017; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1017;



2025-06-20 13:27:27,488 - INFO - Epoch: 302 / 660	lr: 1.482e-05
2025-06-20 13:31:45,502 - INFO - Training: cls_zice: 22.06318117513448; reg_zipnll: 229.9766631628983; aux_mae_loss_1: 109.83281066178662; aux_mae_loss_2: 15.990207145024081; aux_mae_loss_4: 2.2965029193074047; aux_mae_loss_8: 0.31132693587776017; cnt_loss: 6.118845380708613;
2025-06-20 13:31:45,503 - INFO - Evaluation:
Curr mae: 34.2167; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 91.9113; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1072; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1017;



2025-06-20 13:31:45,503 - INFO - Epoch: 303 / 660	lr: 1.415e-05
2025-06-20 13:35:58,823 - INFO - Training: cls_zice: 22.210791734925884; reg_zipnll: 231.91571665668243; aux_mae_loss_1: 110.12797473819212; aux_mae_loss_2: 15.987373029051833; aux_mae_loss_4: 2.297475714226921; aux_mae_loss_8: 0.3127079250190436; cnt_loss: 5.733404654770093;
2025-06-20 13:35:58,825 - INFO - Evaluation:
Curr mae: 32.1921; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 80.2042; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1023; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1017;



2025-06-20 13:35:58,825 - INFO - Epoch: 304 / 660	lr: 1.350e-05
2025-06-20 13:40:12,969 - INFO - Training: cls_zice: 23.493082771800783; reg_zipnll: 232.21035742575833; aux_mae_loss_1: 110.90267682749692; aux_mae_loss_2: 16.124898209057; aux_mae_loss_4: 2.3165517303048797; aux_mae_loss_8: 0.3152947800813343; cnt_loss: 6.068373308543374;
2025-06-20 13:40:12,970 - INFO - Evaluation:
Curr mae: 42.3305; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 92.9140; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1395; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1017;



2025-06-20 13:40:12,970 - INFO - Epoch: 305 / 660	lr: 1.286e-05
2025-06-20 13:44:26,879 - INFO - Training: cls_zice: 22.67318035290603; reg_zipnll: 233.55166387435403; aux_mae_loss_1: 109.80663172567412; aux_mae_loss_2: 15.837231096081378; aux_mae_loss_4: 2.259733070559551; aux_mae_loss_8: 0.3047044401303661; cnt_loss: 5.789559212166117;
2025-06-20 13:44:26,880 - INFO - Evaluation:
Curr mae: 33.1883; 	 Best mae: 30.9625; 31.2025; 31.5444; 31.7869; 32.0711;
Curr rmse: 82.4602; 	 Best rmse: 71.7209; 72.4867; 74.2997; 75.8226; 76.7159;
Curr nae: 0.1059; 	 Best nae: 0.0971; 0.1001; 0.1005; 0.1005; 0.1017;



2025-06-20 13:44:26,880 - INFO - Epoch: 306 / 660	lr: 1.224e-05
2025-06-20 13:48:41,179 - INFO - Training: cls_zice: 23.92779803881302; reg_zipnll: 232.61090417386328; aux_mae_loss_1: 111.2824157675618; aux_mae_loss_2: 16.119484067269646; aux_mae_loss_4: 2.3041390075628434; aux_mae_loss_8: 0.31134108430047575; cnt_loss: 5.585070300607877;
2025-06-20 13:49:01,461 - INFO - Evaluation:
Curr mae: 29.7539; 	 Best mae: 29.7539; 30.9625; 31.2025; 31.5444; 31.7869;
Curr rmse: 70.5012; 	 Best rmse: 70.5012; 71.7209; 72.4867; 74.2997; 75.8226;
Curr nae: 0.0985; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 13:49:01,461 - INFO - Epoch: 307 / 660	lr: 1.163e-05
2025-06-20 13:53:14,516 - INFO - Training: cls_zice: 24.32396060465847; reg_zipnll: 235.11147626077607; aux_mae_loss_1: 111.84141136993173; aux_mae_loss_2: 16.14565729696524; aux_mae_loss_4: 2.3172799199436502; aux_mae_loss_8: 0.31353823997674074; cnt_loss: 5.3635976512971455;
2025-06-20 13:53:14,517 - INFO - Evaluation:
Curr mae: 33.5284; 	 Best mae: 29.7539; 30.9625; 31.2025; 31.5444; 31.7869;
Curr rmse: 86.5530; 	 Best rmse: 70.5012; 71.7209; 72.4867; 74.2997; 75.8226;
Curr nae: 0.1014; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 13:53:14,517 - INFO - Epoch: 308 / 660	lr: 1.103e-05
2025-06-20 13:57:27,833 - INFO - Training: cls_zice: 22.832589377167906; reg_zipnll: 235.90567071517512; aux_mae_loss_1: 111.5680914930329; aux_mae_loss_2: 16.073351114758488; aux_mae_loss_4: 2.2972591373025604; aux_mae_loss_8: 0.3084928796346512; cnt_loss: 5.646024395383722;
2025-06-20 13:57:27,834 - INFO - Evaluation:
Curr mae: 33.5065; 	 Best mae: 29.7539; 30.9625; 31.2025; 31.5444; 31.7869;
Curr rmse: 85.2474; 	 Best rmse: 70.5012; 71.7209; 72.4867; 74.2997; 75.8226;
Curr nae: 0.1061; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 13:57:27,834 - INFO - Epoch: 309 / 660	lr: 1.045e-05
2025-06-20 14:01:40,761 - INFO - Training: cls_zice: 22.98893117616887; reg_zipnll: 232.66647329060768; aux_mae_loss_1: 108.77235731551457; aux_mae_loss_2: 15.80347239021164; aux_mae_loss_4: 2.2552141950185622; aux_mae_loss_8: 0.3045803056335541; cnt_loss: 5.4737495292734675;
2025-06-20 14:01:57,136 - INFO - Evaluation:
Curr mae: 31.0486; 	 Best mae: 29.7539; 30.9625; 31.0486; 31.2025; 31.5444;
Curr rmse: 71.6609; 	 Best rmse: 70.5012; 71.6609; 71.7209; 72.4867; 74.2997;
Curr nae: 0.1061; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:01:57,137 - INFO - Epoch: 310 / 660	lr: 9.890e-06
2025-06-20 14:06:11,303 - INFO - Training: cls_zice: 21.62357044863517; reg_zipnll: 231.0427763088197; aux_mae_loss_1: 110.70908205184348; aux_mae_loss_2: 16.059892905708452; aux_mae_loss_4: 2.322757008449584; aux_mae_loss_8: 0.31610084862321386; cnt_loss: 6.133105730795921;
2025-06-20 14:06:26,487 - INFO - Evaluation:
Curr mae: 31.3174; 	 Best mae: 29.7539; 30.9625; 31.0486; 31.2025; 31.3174;
Curr rmse: 73.0134; 	 Best rmse: 70.5012; 71.6609; 71.7209; 72.4867; 73.0134;
Curr nae: 0.1026; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:06:26,487 - INFO - Epoch: 311 / 660	lr: 9.342e-06
2025-06-20 14:10:39,758 - INFO - Training: cls_zice: 21.57859443583954; reg_zipnll: 228.46929213810702; aux_mae_loss_1: 107.50223950187467; aux_mae_loss_2: 15.650146601439134; aux_mae_loss_4: 2.2373637892976213; aux_mae_loss_8: 0.3046725364473761; cnt_loss: 5.478969377654684;
2025-06-20 14:10:47,818 - INFO - Evaluation:
Curr mae: 32.0522; 	 Best mae: 29.7539; 30.9625; 31.0486; 31.2025; 31.3174;
Curr rmse: 71.8679; 	 Best rmse: 70.5012; 71.6609; 71.7209; 71.8679; 72.4867;
Curr nae: 0.1090; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:10:47,818 - INFO - Epoch: 312 / 660	lr: 8.810e-06
2025-06-20 14:15:00,960 - INFO - Training: cls_zice: 22.713202845391393; reg_zipnll: 228.76914038572335; aux_mae_loss_1: 109.39972485981134; aux_mae_loss_2: 15.84792109688021; aux_mae_loss_4: 2.271979704767389; aux_mae_loss_8: 0.3053956880859054; cnt_loss: 5.4243401778541065;
2025-06-20 14:15:08,703 - INFO - Evaluation:
Curr mae: 31.0654; 	 Best mae: 29.7539; 30.9625; 31.0486; 31.0654; 31.2025;
Curr rmse: 73.5817; 	 Best rmse: 70.5012; 71.6609; 71.7209; 71.8679; 72.4867;
Curr nae: 0.1038; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:15:08,703 - INFO - Epoch: 313 / 660	lr: 8.294e-06
2025-06-20 14:19:22,472 - INFO - Training: cls_zice: 21.99952789635462; reg_zipnll: 233.24995419911676; aux_mae_loss_1: 109.1544153610661; aux_mae_loss_2: 15.799001926934505; aux_mae_loss_4: 2.239191253418175; aux_mae_loss_8: 0.29963040132563956; cnt_loss: 5.114197292793686;
2025-06-20 14:19:36,345 - INFO - Evaluation:
Curr mae: 30.1853; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 70.5168; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1013; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:19:36,345 - INFO - Epoch: 314 / 660	lr: 7.795e-06
2025-06-20 14:23:49,849 - INFO - Training: cls_zice: 21.53945525331485; reg_zipnll: 231.31914337128785; aux_mae_loss_1: 107.65236099458906; aux_mae_loss_2: 15.565126520196086; aux_mae_loss_4: 2.2127704821469543; aux_mae_loss_8: 0.2963307845743809; cnt_loss: 5.093954794434471;
2025-06-20 14:23:49,850 - INFO - Evaluation:
Curr mae: 31.2772; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 73.9385; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1006; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:23:49,850 - INFO - Epoch: 315 / 660	lr: 7.311e-06
2025-06-20 14:28:03,617 - INFO - Training: cls_zice: 22.945571565306278; reg_zipnll: 238.07532868471122; aux_mae_loss_1: 112.87792320790818; aux_mae_loss_2: 16.28344887326493; aux_mae_loss_4: 2.316187279389879; aux_mae_loss_8: 0.3117922785426167; cnt_loss: 5.582627289859066;
2025-06-20 14:28:03,619 - INFO - Evaluation:
Curr mae: 32.7217; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 81.8309; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1088; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:28:03,619 - INFO - Epoch: 316 / 660	lr: 6.845e-06
2025-06-20 14:32:17,865 - INFO - Training: cls_zice: 20.32518377831172; reg_zipnll: 220.3486658993601; aux_mae_loss_1: 106.36159268504244; aux_mae_loss_2: 15.542695966048841; aux_mae_loss_4: 2.243911364008038; aux_mae_loss_8: 0.3054238558677444; cnt_loss: 5.885254432195869;
2025-06-20 14:32:17,865 - INFO - Evaluation:
Curr mae: 33.1796; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 80.2396; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1072; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:32:17,865 - INFO - Epoch: 317 / 660	lr: 6.395e-06
2025-06-20 14:36:31,940 - INFO - Training: cls_zice: 23.84469422383909; reg_zipnll: 241.61488728658094; aux_mae_loss_1: 113.61591077770242; aux_mae_loss_2: 16.316280111862024; aux_mae_loss_4: 2.315689127671994; aux_mae_loss_8: 0.3095662610025976; cnt_loss: 5.07780824061531;
2025-06-20 14:36:31,941 - INFO - Evaluation:
Curr mae: 32.0330; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 80.2372; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1014; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:36:31,941 - INFO - Epoch: 318 / 660	lr: 5.962e-06
2025-06-20 14:40:45,091 - INFO - Training: cls_zice: 20.547915493384732; reg_zipnll: 223.8335750648479; aux_mae_loss_1: 106.08220616343088; aux_mae_loss_2: 15.4016298650163; aux_mae_loss_4: 2.1967474260872617; aux_mae_loss_8: 0.29540840392707246; cnt_loss: 5.236068678698993;
2025-06-20 14:40:45,092 - INFO - Evaluation:
Curr mae: 31.1802; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 74.3452; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1026; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:40:45,092 - INFO - Epoch: 319 / 660	lr: 5.547e-06
2025-06-20 14:44:58,392 - INFO - Training: cls_zice: 24.528688500810098; reg_zipnll: 233.26007592463554; aux_mae_loss_1: 112.80670210144514; aux_mae_loss_2: 16.325489379446427; aux_mae_loss_4: 2.3433038215787367; aux_mae_loss_8: 0.3209356786563495; cnt_loss: 6.123306071773593;
2025-06-20 14:44:58,393 - INFO - Evaluation:
Curr mae: 31.7254; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 75.8794; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1033; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:44:58,393 - INFO - Epoch: 320 / 660	lr: 5.149e-06
2025-06-20 14:49:11,785 - INFO - Training: cls_zice: 22.12169152337359; reg_zipnll: 231.94801636526702; aux_mae_loss_1: 109.48070623206603; aux_mae_loss_2: 15.821180631691508; aux_mae_loss_4: 2.2481288634872683; aux_mae_loss_8: 0.30139901520143286; cnt_loss: 5.246596651549204;
2025-06-20 14:49:11,786 - INFO - Evaluation:
Curr mae: 31.8239; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 73.5009; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1074; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:49:11,786 - INFO - Epoch: 321 / 660	lr: 4.768e-06
2025-06-20 14:53:25,453 - INFO - Training: cls_zice: 20.879423035064516; reg_zipnll: 225.1196790660868; aux_mae_loss_1: 105.37312577500136; aux_mae_loss_2: 15.261040831899276; aux_mae_loss_4: 2.181304271622611; aux_mae_loss_8: 0.28935870730287006; cnt_loss: 4.908892567559196;
2025-06-20 14:53:25,453 - INFO - Evaluation:
Curr mae: 31.7059; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 72.8434; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1052; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:53:25,454 - INFO - Epoch: 322 / 660	lr: 4.405e-06
2025-06-20 14:57:39,161 - INFO - Training: cls_zice: 22.40301746229586; reg_zipnll: 228.93088795286832; aux_mae_loss_1: 108.56573097013262; aux_mae_loss_2: 15.749082971048233; aux_mae_loss_4: 2.24100828101825; aux_mae_loss_8: 0.30215635684086606; cnt_loss: 5.129607164614611;
2025-06-20 14:57:39,162 - INFO - Evaluation:
Curr mae: 32.0724; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 81.5931; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1013; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1005; 0.1005;



2025-06-20 14:57:39,162 - INFO - Epoch: 323 / 660	lr: 4.060e-06
2025-06-20 15:01:52,656 - INFO - Training: cls_zice: 21.973029057287004; reg_zipnll: 230.01650037986147; aux_mae_loss_1: 107.81661060352864; aux_mae_loss_2: 15.576715294070599; aux_mae_loss_4: 2.2125284517792014; aux_mae_loss_8: 0.29540163166533706; cnt_loss: 5.24607726471896;
2025-06-20 15:01:59,142 - INFO - Evaluation:
Curr mae: 32.4831; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 83.1866; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1002; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1002; 0.1005;



2025-06-20 15:01:59,142 - INFO - Epoch: 324 / 660	lr: 3.732e-06
2025-06-20 15:06:13,081 - INFO - Training: cls_zice: 21.344736429979992; reg_zipnll: 235.49357975663133; aux_mae_loss_1: 109.03483568549463; aux_mae_loss_2: 15.733927954744864; aux_mae_loss_4: 2.2338305213763965; aux_mae_loss_8: 0.29828200943212585; cnt_loss: 5.0716111518270255;
2025-06-20 15:06:13,082 - INFO - Evaluation:
Curr mae: 32.0985; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 77.8131; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1048; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1002; 0.1005;



2025-06-20 15:06:13,082 - INFO - Epoch: 325 / 660	lr: 3.423e-06
2025-06-20 15:10:27,103 - INFO - Training: cls_zice: 24.01793179682104; reg_zipnll: 232.28202141219975; aux_mae_loss_1: 110.0118466453258; aux_mae_loss_2: 15.887207601861046; aux_mae_loss_4: 2.2578570242099714; aux_mae_loss_8: 0.3026536653503048; cnt_loss: 5.069412007812976;
2025-06-20 15:10:27,105 - INFO - Evaluation:
Curr mae: 32.4262; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 79.6413; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1047; 	 Best nae: 0.0971; 0.0985; 0.1001; 0.1002; 0.1005;



2025-06-20 15:10:27,105 - INFO - Epoch: 326 / 660	lr: 3.131e-06
2025-06-20 15:14:40,883 - INFO - Training: cls_zice: 23.00551732516534; reg_zipnll: 236.83500267362226; aux_mae_loss_1: 110.14003174102704; aux_mae_loss_2: 15.822453226405734; aux_mae_loss_4: 2.2346501757216024; aux_mae_loss_8: 0.295208282548465; cnt_loss: 4.677310192033381;
2025-06-20 15:14:47,931 - INFO - Evaluation:
Curr mae: 32.0304; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 79.3004; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0988; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:14:47,932 - INFO - Epoch: 327 / 660	lr: 2.858e-06
2025-06-20 15:19:01,058 - INFO - Training: cls_zice: 21.72521871075532; reg_zipnll: 226.68643011470687; aux_mae_loss_1: 108.40341788147286; aux_mae_loss_2: 15.732275255235118; aux_mae_loss_4: 2.2384124416618545; aux_mae_loss_8: 0.30070760296442206; cnt_loss: 4.8471032687508355;
2025-06-20 15:19:01,059 - INFO - Evaluation:
Curr mae: 32.4235; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 80.4665; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1009; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:19:01,059 - INFO - Epoch: 328 / 660	lr: 2.604e-06
2025-06-20 15:23:14,235 - INFO - Training: cls_zice: 23.684378604656015; reg_zipnll: 231.38396272438658; aux_mae_loss_1: 110.95236728982019; aux_mae_loss_2: 16.002547421001836; aux_mae_loss_4: 2.276887269973142; aux_mae_loss_8: 0.3059038883194825; cnt_loss: 4.935382403873846;
2025-06-20 15:23:14,236 - INFO - Evaluation:
Curr mae: 32.0997; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 80.2686; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1010; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:23:14,236 - INFO - Epoch: 329 / 660	lr: 2.368e-06
2025-06-20 15:27:28,199 - INFO - Training: cls_zice: 23.20047696022877; reg_zipnll: 233.05121868986703; aux_mae_loss_1: 110.32734451686203; aux_mae_loss_2: 15.944442164315662; aux_mae_loss_4: 2.2576932272751717; aux_mae_loss_8: 0.30103074511211453; cnt_loss: 4.774231470795708;
2025-06-20 15:27:28,200 - INFO - Evaluation:
Curr mae: 31.8958; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 76.8425; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1021; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:27:28,200 - INFO - Epoch: 330 / 660	lr: 2.150e-06
2025-06-20 15:31:42,188 - INFO - Training: cls_zice: 22.472160700047844; reg_zipnll: 230.1717658692583; aux_mae_loss_1: 109.21410472472714; aux_mae_loss_2: 15.89995882535655; aux_mae_loss_4: 2.27057115342899; aux_mae_loss_8: 0.30358292503344675; cnt_loss: 4.534437893135689;
2025-06-20 15:31:42,189 - INFO - Evaluation:
Curr mae: 32.2239; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 79.8993; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1019; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:31:42,189 - INFO - Epoch: 331 / 660	lr: 1.951e-06
2025-06-20 15:35:56,321 - INFO - Training: cls_zice: 22.9836968192711; reg_zipnll: 230.1885575243011; aux_mae_loss_1: 110.93788764777098; aux_mae_loss_2: 16.105572010986602; aux_mae_loss_4: 2.3042856872388207; aux_mae_loss_8: 0.31016184108997374; cnt_loss: 5.190620188235011;
2025-06-20 15:35:56,322 - INFO - Evaluation:
Curr mae: 32.5373; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 78.7783; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1052; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:35:56,322 - INFO - Epoch: 332 / 660	lr: 1.771e-06
2025-06-20 15:40:10,028 - INFO - Training: cls_zice: 20.50373039369718; reg_zipnll: 220.41697279530504; aux_mae_loss_1: 104.71783920180215; aux_mae_loss_2: 15.224008492761529; aux_mae_loss_4: 2.167115030872485; aux_mae_loss_8: 0.2890702598371512; cnt_loss: 4.6901276975027395;
2025-06-20 15:40:10,030 - INFO - Evaluation:
Curr mae: 33.4260; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 83.2002; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1085; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:40:10,030 - INFO - Epoch: 333 / 660	lr: 1.609e-06
2025-06-20 15:44:23,012 - INFO - Training: cls_zice: 23.412361952210453; reg_zipnll: 227.75730746448193; aux_mae_loss_1: 109.38029523619036; aux_mae_loss_2: 15.865468138594247; aux_mae_loss_4: 2.267997258120147; aux_mae_loss_8: 0.3047573578311729; cnt_loss: 4.8281173737848935;
2025-06-20 15:44:23,014 - INFO - Evaluation:
Curr mae: 32.3699; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 79.2742; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1028; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:44:23,014 - INFO - Epoch: 334 / 660	lr: 1.467e-06
2025-06-20 15:48:35,757 - INFO - Training: cls_zice: 24.247172534848854; reg_zipnll: 236.11278480000237; aux_mae_loss_1: 111.96464861940909; aux_mae_loss_2: 16.23496651097864; aux_mae_loss_4: 2.3158132399415603; aux_mae_loss_8: 0.3101161973009839; cnt_loss: 5.075842140534543;
2025-06-20 15:48:35,758 - INFO - Evaluation:
Curr mae: 31.9217; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 78.0177; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1024; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:48:35,758 - INFO - Epoch: 335 / 660	lr: 1.343e-06
2025-06-20 15:52:49,352 - INFO - Training: cls_zice: 23.242198953361928; reg_zipnll: 232.04648125263597; aux_mae_loss_1: 109.79556017240705; aux_mae_loss_2: 15.813132156749617; aux_mae_loss_4: 2.242188561621546; aux_mae_loss_8: 0.3007537549826051; cnt_loss: 4.656530127733716;
2025-06-20 15:52:49,353 - INFO - Evaluation:
Curr mae: 32.1014; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 76.4088; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1040; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:52:49,354 - INFO - Epoch: 336 / 660	lr: 1.238e-06
2025-06-20 15:57:03,090 - INFO - Training: cls_zice: 23.504893294413478; reg_zipnll: 228.25966472674764; aux_mae_loss_1: 110.79904510674562; aux_mae_loss_2: 16.10848605663427; aux_mae_loss_4: 2.2947138871968864; aux_mae_loss_8: 0.30862726749981584; cnt_loss: 5.5856542007322485;
2025-06-20 15:57:03,091 - INFO - Evaluation:
Curr mae: 31.7961; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 77.9391; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1011; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 15:57:03,091 - INFO - Epoch: 337 / 660	lr: 1.153e-06
2025-06-20 16:01:17,204 - INFO - Training: cls_zice: 23.735558885956486; reg_zipnll: 237.3670763246198; aux_mae_loss_1: 111.66739569960646; aux_mae_loss_2: 16.093937984775454; aux_mae_loss_4: 2.2778259639874827; aux_mae_loss_8: 0.29981442179846884; cnt_loss: 4.824625830570652;
2025-06-20 16:01:17,205 - INFO - Evaluation:
Curr mae: 32.3328; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 81.6996; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1025; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:01:17,205 - INFO - Epoch: 338 / 660	lr: 1.086e-06
2025-06-20 16:05:33,492 - INFO - Training: cls_zice: 21.140577836713938; reg_zipnll: 224.188361712164; aux_mae_loss_1: 107.24288985784379; aux_mae_loss_2: 15.586720360581856; aux_mae_loss_4: 2.215999353092863; aux_mae_loss_8: 0.29795753147098736; cnt_loss: 5.080319082522453;
2025-06-20 16:05:33,493 - INFO - Evaluation:
Curr mae: 32.1333; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 79.3311; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1031; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:05:33,493 - INFO - Epoch: 339 / 660	lr: 1.038e-06
2025-06-20 16:09:47,624 - INFO - Training: cls_zice: 22.75056059057118; reg_zipnll: 232.25515100827255; aux_mae_loss_1: 109.49295651453014; aux_mae_loss_2: 15.923224357835432; aux_mae_loss_4: 2.2769183619929465; aux_mae_loss_8: 0.3057264703730538; cnt_loss: 4.637893665265914;
2025-06-20 16:09:47,625 - INFO - Evaluation:
Curr mae: 31.9128; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 77.7312; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1025; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:09:47,625 - INFO - Epoch: 340 / 660	lr: 1.010e-06
2025-06-20 16:14:03,480 - INFO - Training: cls_zice: 23.656792146678065; reg_zipnll: 231.7898153756149; aux_mae_loss_1: 109.163735944998; aux_mae_loss_2: 15.763121006574606; aux_mae_loss_4: 2.242059912274; aux_mae_loss_8: 0.3002020634069158; cnt_loss: 4.935631741211776;
2025-06-20 16:14:03,481 - INFO - Evaluation:
Curr mae: 32.1115; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 78.5774; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1024; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:14:03,481 - INFO - Epoch: 341 / 660	lr: 1.000e-04
2025-06-20 16:18:17,551 - INFO - Training: cls_zice: 22.410248146265516; reg_zipnll: 233.34907639608898; aux_mae_loss_1: 111.28362283976341; aux_mae_loss_2: 16.27403074794073; aux_mae_loss_4: 2.3820643143819353; aux_mae_loss_8: 0.3388348093739972; cnt_loss: 9.636544234571849;
2025-06-20 16:18:17,552 - INFO - Evaluation:
Curr mae: 48.5729; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 133.0424; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1558; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:18:17,552 - INFO - Epoch: 342 / 660	lr: 1.000e-04
2025-06-20 16:22:31,369 - INFO - Training: cls_zice: 21.864533474711955; reg_zipnll: 233.93915470584193; aux_mae_loss_1: 110.48494153647925; aux_mae_loss_2: 16.326592075794093; aux_mae_loss_4: 2.433163880842204; aux_mae_loss_8: 0.35753837733464866; cnt_loss: 11.29603777140149;
2025-06-20 16:22:31,370 - INFO - Evaluation:
Curr mae: 60.6204; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 151.5130; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.2343; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:22:31,370 - INFO - Epoch: 343 / 660	lr: 9.999e-05
2025-06-20 16:26:45,258 - INFO - Training: cls_zice: 24.684565447519862; reg_zipnll: 238.51391504969266; aux_mae_loss_1: 115.28481806090682; aux_mae_loss_2: 16.993500433421687; aux_mae_loss_4: 2.5284706936397408; aux_mae_loss_8: 0.37129584590696124; cnt_loss: 11.246227408742538;
2025-06-20 16:26:45,259 - INFO - Evaluation:
Curr mae: 48.1696; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 152.4782; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1638; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:26:45,259 - INFO - Epoch: 344 / 660	lr: 9.998e-05
2025-06-20 16:30:59,060 - INFO - Training: cls_zice: 26.2915247638152; reg_zipnll: 241.96793346355997; aux_mae_loss_1: 116.44821318011051; aux_mae_loss_2: 17.20192364524753; aux_mae_loss_4: 2.587159063408491; aux_mae_loss_8: 0.3863914058876528; cnt_loss: 12.964782884464165;
2025-06-20 16:30:59,061 - INFO - Evaluation:
Curr mae: 40.7474; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 126.3796; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1132; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:30:59,061 - INFO - Epoch: 345 / 660	lr: 9.996e-05
2025-06-20 16:35:14,415 - INFO - Training: cls_zice: 20.4722734117416; reg_zipnll: 235.00612882844587; aux_mae_loss_1: 111.65055648097649; aux_mae_loss_2: 16.455026044637194; aux_mae_loss_4: 2.4429330933829507; aux_mae_loss_8: 0.355758939838578; cnt_loss: 10.999230666454777;
2025-06-20 16:35:14,416 - INFO - Evaluation:
Curr mae: 65.5186; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 152.0842; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1906; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:35:14,416 - INFO - Epoch: 346 / 660	lr: 9.994e-05
2025-06-20 16:39:28,470 - INFO - Training: cls_zice: 24.090303271472607; reg_zipnll: 231.05215421740377; aux_mae_loss_1: 113.34498051935113; aux_mae_loss_2: 16.889747710338288; aux_mae_loss_4: 2.565139536685993; aux_mae_loss_8: 0.38501856241442245; cnt_loss: 13.085076872747784;
2025-06-20 16:39:28,471 - INFO - Evaluation:
Curr mae: 42.6853; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 204.3912; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1232; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:39:28,471 - INFO - Epoch: 347 / 660	lr: 9.991e-05
2025-06-20 16:43:42,002 - INFO - Training: cls_zice: 23.896486327473486; reg_zipnll: 235.68453512216288; aux_mae_loss_1: 114.23960155938155; aux_mae_loss_2: 17.036054005659636; aux_mae_loss_4: 2.560421165433212; aux_mae_loss_8: 0.38027087726407616; cnt_loss: 12.258729777023541;
2025-06-20 16:43:42,004 - INFO - Evaluation:
Curr mae: 38.8963; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 106.4947; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1215; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:43:42,004 - INFO - Epoch: 348 / 660	lr: 9.988e-05
2025-06-20 16:47:56,147 - INFO - Training: cls_zice: 20.410402581746904; reg_zipnll: 230.90653528836208; aux_mae_loss_1: 109.93895917563941; aux_mae_loss_2: 16.288286612395456; aux_mae_loss_4: 2.4353509493995755; aux_mae_loss_8: 0.3605780544808101; cnt_loss: 11.612308669672528;
2025-06-20 16:47:56,148 - INFO - Evaluation:
Curr mae: 73.5400; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 169.7383; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.2845; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:47:56,148 - INFO - Epoch: 349 / 660	lr: 9.985e-05
2025-06-20 16:52:10,217 - INFO - Training: cls_zice: 24.951659393264578; reg_zipnll: 234.09388683387738; aux_mae_loss_1: 113.11487545268395; aux_mae_loss_2: 16.670120350192935; aux_mae_loss_4: 2.506744167951814; aux_mae_loss_8: 0.37455386660782414; cnt_loss: 12.076443197334946;
2025-06-20 16:52:10,218 - INFO - Evaluation:
Curr mae: 38.5247; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 104.3612; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1209; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:52:10,218 - INFO - Epoch: 350 / 660	lr: 9.981e-05
2025-06-20 16:56:23,813 - INFO - Training: cls_zice: 19.46617324355329; reg_zipnll: 227.67490870909702; aux_mae_loss_1: 107.6395051240308; aux_mae_loss_2: 15.889832765706707; aux_mae_loss_4: 2.3509445927443418; aux_mae_loss_8: 0.34124952593966745; cnt_loss: 10.182152880954252;
2025-06-20 16:56:23,814 - INFO - Evaluation:
Curr mae: 40.6210; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 111.8005; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1273; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 16:56:53,315 - INFO - Epoch: 351 / 660	lr: 9.976e-05
2025-06-20 17:01:06,320 - INFO - Training: cls_zice: 19.505946370966942; reg_zipnll: 229.54197189801764; aux_mae_loss_1: 107.39472285273142; aux_mae_loss_2: 15.845586174251487; aux_mae_loss_4: 2.3360405869992658; aux_mae_loss_8: 0.3352907252399811; cnt_loss: 9.82079854806775;
2025-06-20 17:01:06,321 - INFO - Evaluation:
Curr mae: 40.6793; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 106.6241; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1309; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:01:06,321 - INFO - Epoch: 352 / 660	lr: 9.971e-05
2025-06-20 17:05:19,705 - INFO - Training: cls_zice: 21.57194592797971; reg_zipnll: 232.06266802809844; aux_mae_loss_1: 111.72111038070717; aux_mae_loss_2: 16.623205155517265; aux_mae_loss_4: 2.4907141776808124; aux_mae_loss_8: 0.36865044172594663; cnt_loss: 11.508893743885206;
2025-06-20 17:05:19,706 - INFO - Evaluation:
Curr mae: 36.0338; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 92.3745; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1094; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:05:19,706 - INFO - Epoch: 353 / 660	lr: 9.966e-05
2025-06-20 17:09:34,722 - INFO - Training: cls_zice: 23.171311656690673; reg_zipnll: 236.83723326146142; aux_mae_loss_1: 112.49930207220632; aux_mae_loss_2: 16.55063336306182; aux_mae_loss_4: 2.456331940880165; aux_mae_loss_8: 0.3600044201264651; cnt_loss: 10.507784410276878;
2025-06-20 17:09:34,722 - INFO - Evaluation:
Curr mae: 48.8490; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 207.9937; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1137; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:09:34,722 - INFO - Epoch: 354 / 660	lr: 9.960e-05
2025-06-20 17:13:48,488 - INFO - Training: cls_zice: 24.61199060159048; reg_zipnll: 230.7860229953089; aux_mae_loss_1: 114.0296241691609; aux_mae_loss_2: 16.918847062287416; aux_mae_loss_4: 2.5562332965107992; aux_mae_loss_8: 0.38181683188424015; cnt_loss: 11.926333368667294;
2025-06-20 17:13:48,489 - INFO - Evaluation:
Curr mae: 39.3734; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 104.7757; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1298; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:13:48,489 - INFO - Epoch: 355 / 660	lr: 9.953e-05
2025-06-20 17:18:01,670 - INFO - Training: cls_zice: 22.57948944822988; reg_zipnll: 228.49935253359052; aux_mae_loss_1: 108.62279439401505; aux_mae_loss_2: 16.082768766003586; aux_mae_loss_4: 2.3847256047330356; aux_mae_loss_8: 0.3468569523360398; cnt_loss: 10.509395407067473;
2025-06-20 17:18:01,670 - INFO - Evaluation:
Curr mae: 50.2121; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 140.8703; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1615; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:18:01,671 - INFO - Epoch: 356 / 660	lr: 9.946e-05
2025-06-20 17:22:15,150 - INFO - Training: cls_zice: 22.29461323563728; reg_zipnll: 242.1767657311839; aux_mae_loss_1: 115.89329787698074; aux_mae_loss_2: 17.043187623158826; aux_mae_loss_4: 2.5463794649106983; aux_mae_loss_8: 0.37676173947502534; cnt_loss: 12.653668179150412;
2025-06-20 17:22:15,151 - INFO - Evaluation:
Curr mae: 35.1523; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 87.7094; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1052; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:22:15,151 - INFO - Epoch: 357 / 660	lr: 9.939e-05
2025-06-20 17:26:29,007 - INFO - Training: cls_zice: 22.529910089577378; reg_zipnll: 237.23361791007622; aux_mae_loss_1: 112.60660210979628; aux_mae_loss_2: 16.673860200879506; aux_mae_loss_4: 2.507604423249595; aux_mae_loss_8: 0.3721882811433858; cnt_loss: 12.695140597906088;
2025-06-20 17:26:29,008 - INFO - Evaluation:
Curr mae: 47.8779; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 111.3715; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.2034; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:26:29,008 - INFO - Epoch: 358 / 660	lr: 9.931e-05
2025-06-20 17:30:42,526 - INFO - Training: cls_zice: 23.741600017008253; reg_zipnll: 231.53894342554872; aux_mae_loss_1: 111.98381196441258; aux_mae_loss_2: 16.56023216400784; aux_mae_loss_4: 2.4688956840179266; aux_mae_loss_8: 0.3583350120050052; cnt_loss: 10.841627558429934;
2025-06-20 17:30:42,527 - INFO - Evaluation:
Curr mae: 38.4380; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 78.8678; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1705; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:30:42,527 - INFO - Epoch: 359 / 660	lr: 9.923e-05
2025-06-20 17:34:56,048 - INFO - Training: cls_zice: 23.388143613836355; reg_zipnll: 234.94488325339663; aux_mae_loss_1: 111.94720394016845; aux_mae_loss_2: 16.452748889481807; aux_mae_loss_4: 2.445268869093574; aux_mae_loss_8: 0.3597442493762026; cnt_loss: 11.045631385018096;
2025-06-20 17:34:56,049 - INFO - Evaluation:
Curr mae: 49.5001; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 190.7055; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1334; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:34:56,049 - INFO - Epoch: 360 / 660	lr: 9.914e-05
2025-06-20 17:39:11,257 - INFO - Training: cls_zice: 22.587000629512694; reg_zipnll: 233.7218077765026; aux_mae_loss_1: 112.32389442473267; aux_mae_loss_2: 16.542848140231136; aux_mae_loss_4: 2.469129587966556; aux_mae_loss_8: 0.36172208357075647; cnt_loss: 10.742448063658259;
2025-06-20 17:39:11,258 - INFO - Evaluation:
Curr mae: 44.9296; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 130.0190; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1402; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:39:11,258 - INFO - Epoch: 361 / 660	lr: 9.905e-05
2025-06-20 17:43:24,870 - INFO - Training: cls_zice: 24.004480377720682; reg_zipnll: 235.0554991479398; aux_mae_loss_1: 113.36403945540401; aux_mae_loss_2: 16.727912615994256; aux_mae_loss_4: 2.5112187188971014; aux_mae_loss_8: 0.37552279659132726; cnt_loss: 11.927959344610763;
2025-06-20 17:43:24,871 - INFO - Evaluation:
Curr mae: 36.6292; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 93.8638; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1082; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:43:24,871 - INFO - Epoch: 362 / 660	lr: 9.895e-05
2025-06-20 17:47:38,356 - INFO - Training: cls_zice: 25.246807078591484; reg_zipnll: 236.11238851277565; aux_mae_loss_1: 114.38676142999016; aux_mae_loss_2: 16.88589962098776; aux_mae_loss_4: 2.5392494553312237; aux_mae_loss_8: 0.3786340906143495; cnt_loss: 12.504849699131933;
2025-06-20 17:47:38,357 - INFO - Evaluation:
Curr mae: 36.0614; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 88.4895; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1123; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:47:38,357 - INFO - Epoch: 363 / 660	lr: 9.885e-05
2025-06-20 17:52:22,462 - INFO - Training: cls_zice: 22.3689185485895; reg_zipnll: 230.50248308353375; aux_mae_loss_1: 109.68979966671118; aux_mae_loss_2: 16.18970557043669; aux_mae_loss_4: 2.410043945425887; aux_mae_loss_8: 0.35463583744238764; cnt_loss: 10.991411420097695;
2025-06-20 17:52:22,463 - INFO - Evaluation:
Curr mae: 37.9290; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 121.7317; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1123; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:52:22,463 - INFO - Epoch: 364 / 660	lr: 9.874e-05
2025-06-20 17:56:36,147 - INFO - Training: cls_zice: 22.57300020038009; reg_zipnll: 231.50024842603042; aux_mae_loss_1: 110.70281838512666; aux_mae_loss_2: 16.262402964128626; aux_mae_loss_4: 2.4147216893713392; aux_mae_loss_8: 0.3513963121183427; cnt_loss: 11.602905377783935;
2025-06-20 17:56:36,148 - INFO - Evaluation:
Curr mae: 40.0820; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 128.2198; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1131; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 17:56:36,148 - INFO - Epoch: 365 / 660	lr: 9.863e-05
2025-06-20 18:00:49,290 - INFO - Training: cls_zice: 22.174098604902202; reg_zipnll: 230.35081777106828; aux_mae_loss_1: 109.95619448536772; aux_mae_loss_2: 16.264447336025288; aux_mae_loss_4: 2.4358921275500465; aux_mae_loss_8: 0.36133851858866245; cnt_loss: 11.202696859070452;
2025-06-20 18:00:49,290 - INFO - Evaluation:
Curr mae: 50.0739; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 155.8262; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1332; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:00:49,291 - INFO - Epoch: 366 / 660	lr: 9.852e-05
2025-06-20 18:05:02,713 - INFO - Training: cls_zice: 22.034346308760288; reg_zipnll: 234.7170089682454; aux_mae_loss_1: 111.51866052083307; aux_mae_loss_2: 16.402093127638025; aux_mae_loss_4: 2.436267545949524; aux_mae_loss_8: 0.3548990796609832; cnt_loss: 11.434764041385797;
2025-06-20 18:05:02,714 - INFO - Evaluation:
Curr mae: 39.3133; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 129.4478; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1197; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:05:02,714 - INFO - Epoch: 367 / 660	lr: 9.840e-05
2025-06-20 18:09:16,043 - INFO - Training: cls_zice: 22.88912497750055; reg_zipnll: 225.22528014881752; aux_mae_loss_1: 109.61952427052593; aux_mae_loss_2: 16.252498722628026; aux_mae_loss_4: 2.4365256503798967; aux_mae_loss_8: 0.3590540037679565; cnt_loss: 11.464340543685658;
2025-06-20 18:09:16,044 - INFO - Evaluation:
Curr mae: 37.0098; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 105.2615; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1071; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:09:16,044 - INFO - Epoch: 368 / 660	lr: 9.827e-05
2025-06-20 18:13:29,957 - INFO - Training: cls_zice: 19.71206677963617; reg_zipnll: 231.04903928663552; aux_mae_loss_1: 109.41624807882431; aux_mae_loss_2: 16.12350535270181; aux_mae_loss_4: 2.3877760451526444; aux_mae_loss_8: 0.3452447895631003; cnt_loss: 10.210980028143885;
2025-06-20 18:13:29,958 - INFO - Evaluation:
Curr mae: 60.1638; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 116.8077; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.2423; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:13:29,958 - INFO - Epoch: 369 / 660	lr: 9.814e-05
2025-06-20 18:17:44,054 - INFO - Training: cls_zice: 23.533575657937092; reg_zipnll: 239.3977402096236; aux_mae_loss_1: 115.2520958966645; aux_mae_loss_2: 16.95956046967396; aux_mae_loss_4: 2.5269616552674066; aux_mae_loss_8: 0.3778141257101742; cnt_loss: 12.411010083625127;
2025-06-20 18:17:44,055 - INFO - Evaluation:
Curr mae: 37.8317; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 97.9670; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1142; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:17:44,056 - INFO - Epoch: 370 / 660	lr: 9.801e-05
2025-06-20 18:21:57,672 - INFO - Training: cls_zice: 20.730485808496915; reg_zipnll: 230.7864288070208; aux_mae_loss_1: 108.12264724991316; aux_mae_loss_2: 15.860060789897693; aux_mae_loss_4: 2.335181728196941; aux_mae_loss_8: 0.3325209989090352; cnt_loss: 9.356873697594077;
2025-06-20 18:21:57,673 - INFO - Evaluation:
Curr mae: 55.7385; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 209.7474; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1644; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:21:57,673 - INFO - Epoch: 371 / 660	lr: 9.787e-05
2025-06-20 18:26:11,113 - INFO - Training: cls_zice: 24.464882243568304; reg_zipnll: 233.73092965172617; aux_mae_loss_1: 113.30235400359244; aux_mae_loss_2: 16.70506593837836; aux_mae_loss_4: 2.5334260369481036; aux_mae_loss_8: 0.38164157427100415; cnt_loss: 12.635772733118356;
2025-06-20 18:26:11,114 - INFO - Evaluation:
Curr mae: 45.8260; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 177.7572; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1223; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:26:11,114 - INFO - Epoch: 372 / 660	lr: 9.773e-05
2025-06-20 18:30:24,306 - INFO - Training: cls_zice: 21.971789597009327; reg_zipnll: 226.4638075154361; aux_mae_loss_1: 109.23839002035578; aux_mae_loss_2: 16.112739156634763; aux_mae_loss_4: 2.4019209050733816; aux_mae_loss_8: 0.3485986799154919; cnt_loss: 10.42968285895865;
2025-06-20 18:30:24,307 - INFO - Evaluation:
Curr mae: 46.0071; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 150.8734; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1478; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:30:24,307 - INFO - Epoch: 373 / 660	lr: 9.758e-05
2025-06-20 18:34:37,596 - INFO - Training: cls_zice: 24.134307332241136; reg_zipnll: 236.92950779245567; aux_mae_loss_1: 112.88980694233912; aux_mae_loss_2: 16.51674692336575; aux_mae_loss_4: 2.4556765060651577; aux_mae_loss_8: 0.3607969861525496; cnt_loss: 10.990916842053666;
2025-06-20 18:34:37,597 - INFO - Evaluation:
Curr mae: 42.7136; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 186.9801; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1072; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:34:37,597 - INFO - Epoch: 374 / 660	lr: 9.742e-05
2025-06-20 18:38:51,490 - INFO - Training: cls_zice: 23.328371322323548; reg_zipnll: 234.14909260315883; aux_mae_loss_1: 111.64122025703097; aux_mae_loss_2: 16.40291418759559; aux_mae_loss_4: 2.421269212023458; aux_mae_loss_8: 0.3495565488321616; cnt_loss: 9.899221141111575;
2025-06-20 18:38:51,491 - INFO - Evaluation:
Curr mae: 38.9804; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 87.3266; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1297; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:38:51,491 - INFO - Epoch: 375 / 660	lr: 9.727e-05
2025-06-20 18:43:09,374 - INFO - Training: cls_zice: 20.976376528590727; reg_zipnll: 229.2804098447981; aux_mae_loss_1: 107.7946550889003; aux_mae_loss_2: 15.857537616494382; aux_mae_loss_4: 2.338844709117492; aux_mae_loss_8: 0.3373952122132239; cnt_loss: 9.649354705007646;
2025-06-20 18:43:09,376 - INFO - Evaluation:
Curr mae: 37.9278; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 114.4847; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1060; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:43:09,376 - INFO - Epoch: 376 / 660	lr: 9.711e-05
2025-06-20 18:47:22,936 - INFO - Training: cls_zice: 21.6711087404609; reg_zipnll: 234.03629114695258; aux_mae_loss_1: 110.15375844617122; aux_mae_loss_2: 16.073404015183144; aux_mae_loss_4: 2.352494737482929; aux_mae_loss_8: 0.3385783618263383; cnt_loss: 10.417659518421463;
2025-06-20 18:47:22,938 - INFO - Evaluation:
Curr mae: 51.0762; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 115.8461; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1532; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:47:22,938 - INFO - Epoch: 377 / 660	lr: 9.694e-05
2025-06-20 18:51:36,123 - INFO - Training: cls_zice: 21.72495991091189; reg_zipnll: 234.1146076957487; aux_mae_loss_1: 109.67720176628133; aux_mae_loss_2: 16.024594400260014; aux_mae_loss_4: 2.3683196628767913; aux_mae_loss_8: 0.34161951144855557; cnt_loss: 10.56941257926676;
2025-06-20 18:51:36,124 - INFO - Evaluation:
Curr mae: 38.7438; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 80.0830; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1408; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:51:36,124 - INFO - Epoch: 378 / 660	lr: 9.677e-05
2025-06-20 18:55:49,572 - INFO - Training: cls_zice: 22.266169907118176; reg_zipnll: 223.23062941347726; aux_mae_loss_1: 108.13042656621467; aux_mae_loss_2: 16.020867312781913; aux_mae_loss_4: 2.3872490670043582; aux_mae_loss_8: 0.35140657594432256; cnt_loss: 10.650539888054668;
2025-06-20 18:55:49,573 - INFO - Evaluation:
Curr mae: 40.0745; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 101.3663; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1193; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 18:55:49,574 - INFO - Epoch: 379 / 660	lr: 9.660e-05
2025-06-20 19:00:02,210 - INFO - Training: cls_zice: 25.39005154053319; reg_zipnll: 236.23946161932074; aux_mae_loss_1: 115.01639572575037; aux_mae_loss_2: 16.93848221590096; aux_mae_loss_4: 2.5480835476080985; aux_mae_loss_8: 0.38446049074280847; cnt_loss: 12.11270322238878;
2025-06-20 19:00:02,212 - INFO - Evaluation:
Curr mae: 50.2182; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 108.2091; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1589; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:00:02,212 - INFO - Epoch: 380 / 660	lr: 9.642e-05
2025-06-20 19:04:15,143 - INFO - Training: cls_zice: 26.146570123751243; reg_zipnll: 236.03785486883245; aux_mae_loss_1: 114.18919268365384; aux_mae_loss_2: 16.84659524288766; aux_mae_loss_4: 2.541851959835288; aux_mae_loss_8: 0.3847970650088435; cnt_loss: 12.971751083138669;
2025-06-20 19:04:15,145 - INFO - Evaluation:
Curr mae: 34.0783; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 83.8768; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1143; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:04:15,145 - INFO - Epoch: 381 / 660	lr: 9.623e-05
2025-06-20 19:08:28,597 - INFO - Training: cls_zice: 21.143597619086123; reg_zipnll: 227.30402843995083; aux_mae_loss_1: 108.47017395588304; aux_mae_loss_2: 15.82693963921162; aux_mae_loss_4: 2.3202662395940647; aux_mae_loss_8: 0.33098122624053133; cnt_loss: 9.96915822508709;
2025-06-20 19:08:28,598 - INFO - Evaluation:
Curr mae: 38.8451; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 97.7222; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1428; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:08:28,598 - INFO - Epoch: 382 / 660	lr: 9.604e-05
2025-06-20 19:12:42,849 - INFO - Training: cls_zice: 22.217269914698786; reg_zipnll: 232.9469727170498; aux_mae_loss_1: 109.67373446388538; aux_mae_loss_2: 15.985399160409647; aux_mae_loss_4: 2.3412744605142843; aux_mae_loss_8: 0.3365421321693147; cnt_loss: 10.16821504819056;
2025-06-20 19:12:42,850 - INFO - Evaluation:
Curr mae: 35.3506; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 120.5948; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1026; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:12:42,850 - INFO - Epoch: 383 / 660	lr: 9.585e-05
2025-06-20 19:16:56,483 - INFO - Training: cls_zice: 22.27385482322281; reg_zipnll: 235.87778723454414; aux_mae_loss_1: 112.25873816105272; aux_mae_loss_2: 16.44076987740926; aux_mae_loss_4: 2.4308392575973103; aux_mae_loss_8: 0.3544699202236602; cnt_loss: 10.209769557251722;
2025-06-20 19:16:56,484 - INFO - Evaluation:
Curr mae: 71.8178; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 201.3600; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1882; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:16:56,485 - INFO - Epoch: 384 / 660	lr: 9.565e-05
2025-06-20 19:21:09,855 - INFO - Training: cls_zice: 24.927425284192427; reg_zipnll: 238.9379823581725; aux_mae_loss_1: 114.26322072575822; aux_mae_loss_2: 16.642035052525046; aux_mae_loss_4: 2.453486476428711; aux_mae_loss_8: 0.3558145187182261; cnt_loss: 10.764051539023768;
2025-06-20 19:21:09,856 - INFO - Evaluation:
Curr mae: 38.1154; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 161.3738; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1011; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:21:09,856 - INFO - Epoch: 385 / 660	lr: 9.545e-05
2025-06-20 19:25:23,222 - INFO - Training: cls_zice: 23.787019288050043; reg_zipnll: 241.35521558746888; aux_mae_loss_1: 115.18090130185713; aux_mae_loss_2: 16.75132049784869; aux_mae_loss_4: 2.469115289517111; aux_mae_loss_8: 0.3579268286191406; cnt_loss: 10.968983961101669;
2025-06-20 19:25:23,223 - INFO - Evaluation:
Curr mae: 37.7709; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 133.6784; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1063; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:25:23,223 - INFO - Epoch: 386 / 660	lr: 9.525e-05
2025-06-20 19:29:36,465 - INFO - Training: cls_zice: 25.08481374735391; reg_zipnll: 236.20308839263524; aux_mae_loss_1: 112.78180392542352; aux_mae_loss_2: 16.477269409861233; aux_mae_loss_4: 2.4411782922658944; aux_mae_loss_8: 0.36039721754147336; cnt_loss: 11.444353493902554;
2025-06-20 19:29:36,466 - INFO - Evaluation:
Curr mae: 38.9133; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 94.4375; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1209; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:29:36,467 - INFO - Epoch: 387 / 660	lr: 9.504e-05
2025-06-20 19:33:49,574 - INFO - Training: cls_zice: 21.087280681170043; reg_zipnll: 225.52188379537785; aux_mae_loss_1: 106.66219289382504; aux_mae_loss_2: 15.642687250225586; aux_mae_loss_4: 2.302003006472379; aux_mae_loss_8: 0.3325513319847363; cnt_loss: 9.277343194098583;
2025-06-20 19:33:49,575 - INFO - Evaluation:
Curr mae: 46.7994; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 90.4005; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1876; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:33:49,575 - INFO - Epoch: 388 / 660	lr: 9.482e-05
2025-06-20 19:38:02,771 - INFO - Training: cls_zice: 25.267306335251252; reg_zipnll: 232.10927764676836; aux_mae_loss_1: 111.94830678483821; aux_mae_loss_2: 16.327467654848466; aux_mae_loss_4: 2.4430289016438023; aux_mae_loss_8: 0.3585585798484041; cnt_loss: 11.748791820745542;
2025-06-20 19:38:02,772 - INFO - Evaluation:
Curr mae: 34.3689; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 82.4035; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1300; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:38:02,772 - INFO - Epoch: 389 / 660	lr: 9.460e-05
2025-06-20 19:42:16,178 - INFO - Training: cls_zice: 20.005122142647583; reg_zipnll: 230.10135336829336; aux_mae_loss_1: 107.44969366755154; aux_mae_loss_2: 15.740252392457506; aux_mae_loss_4: 2.310630721037676; aux_mae_loss_8: 0.3319093828546817; cnt_loss: 9.85791353027128;
2025-06-20 19:42:16,179 - INFO - Evaluation:
Curr mae: 35.4149; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 90.4538; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1057; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:42:16,179 - INFO - Epoch: 390 / 660	lr: 9.438e-05
2025-06-20 19:46:29,266 - INFO - Training: cls_zice: 24.407432378334374; reg_zipnll: 232.58131044873235; aux_mae_loss_1: 112.1112186951625; aux_mae_loss_2: 16.454419132982856; aux_mae_loss_4: 2.4318031647977607; aux_mae_loss_8: 0.35515276857850486; cnt_loss: 9.932126864599384;
2025-06-20 19:46:29,268 - INFO - Evaluation:
Curr mae: 36.4735; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 110.1581; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1109; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:46:29,268 - INFO - Epoch: 391 / 660	lr: 9.416e-05
2025-06-20 19:50:42,525 - INFO - Training: cls_zice: 21.89612734478666; reg_zipnll: 234.86390947866562; aux_mae_loss_1: 110.00943756593837; aux_mae_loss_2: 15.980554795203908; aux_mae_loss_4: 2.351246686475136; aux_mae_loss_8: 0.33730803790159886; cnt_loss: 9.407624522564037;
2025-06-20 19:50:42,526 - INFO - Evaluation:
Curr mae: 37.4016; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 110.3222; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1300; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:50:42,526 - INFO - Epoch: 392 / 660	lr: 9.392e-05
2025-06-20 19:54:55,641 - INFO - Training: cls_zice: 24.90169361547823; reg_zipnll: 235.03196498606076; aux_mae_loss_1: 114.24974916894516; aux_mae_loss_2: 16.7974867440741; aux_mae_loss_4: 2.5085076171052485; aux_mae_loss_8: 0.3663806895172381; cnt_loss: 10.544196501489164;
2025-06-20 19:54:55,645 - INFO - Evaluation:
Curr mae: 57.7538; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 149.2577; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1675; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:54:55,646 - INFO - Epoch: 393 / 660	lr: 9.369e-05
2025-06-20 19:59:09,295 - INFO - Training: cls_zice: 21.040665409865294; reg_zipnll: 223.95423395897245; aux_mae_loss_1: 107.19659027403608; aux_mae_loss_2: 15.806364527091882; aux_mae_loss_4: 2.351926489247148; aux_mae_loss_8: 0.3436769166132938; cnt_loss: 10.364735267462645;
2025-06-20 19:59:09,295 - INFO - Evaluation:
Curr mae: 38.9874; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 133.7027; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1003; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 19:59:09,295 - INFO - Epoch: 394 / 660	lr: 9.345e-05
2025-06-20 20:03:23,267 - INFO - Training: cls_zice: 21.413527783743827; reg_zipnll: 225.74541310111783; aux_mae_loss_1: 107.24824838221532; aux_mae_loss_2: 15.827239740170672; aux_mae_loss_4: 2.3450366254024457; aux_mae_loss_8: 0.3416789427380482; cnt_loss: 9.934846859817947;
2025-06-20 20:03:23,268 - INFO - Evaluation:
Curr mae: 39.1360; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 117.8003; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1073; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:03:23,268 - INFO - Epoch: 395 / 660	lr: 9.321e-05
2025-06-20 20:07:37,190 - INFO - Training: cls_zice: 25.259382321549566; reg_zipnll: 230.3131994821112; aux_mae_loss_1: 111.24134935266254; aux_mae_loss_2: 16.24726257410025; aux_mae_loss_4: 2.39235545997448; aux_mae_loss_8: 0.34621964610519324; cnt_loss: 9.877120238343364;
2025-06-20 20:07:37,191 - INFO - Evaluation:
Curr mae: 43.1882; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 121.0655; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1379; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:07:37,191 - INFO - Epoch: 396 / 660	lr: 9.296e-05
2025-06-20 20:11:51,009 - INFO - Training: cls_zice: 21.433194797802095; reg_zipnll: 225.40126384744914; aux_mae_loss_1: 107.34813876507522; aux_mae_loss_2: 15.743379123413165; aux_mae_loss_4: 2.3209948648523855; aux_mae_loss_8: 0.3365202813019023; cnt_loss: 9.785537192401666;
2025-06-20 20:11:51,010 - INFO - Evaluation:
Curr mae: 46.4392; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 255.6704; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1090; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:11:51,010 - INFO - Epoch: 397 / 660	lr: 9.271e-05
2025-06-20 20:16:04,911 - INFO - Training: cls_zice: 20.238937695106074; reg_zipnll: 225.21834342093578; aux_mae_loss_1: 105.49764828816784; aux_mae_loss_2: 15.489978105059626; aux_mae_loss_4: 2.2852404685283996; aux_mae_loss_8: 0.32837517202321853; cnt_loss: 10.193162598079764;
2025-06-20 20:16:04,912 - INFO - Evaluation:
Curr mae: 37.8462; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 141.1710; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1097; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:16:04,912 - INFO - Epoch: 398 / 660	lr: 9.245e-05
2025-06-20 20:20:18,696 - INFO - Training: cls_zice: 22.669418174917105; reg_zipnll: 230.78135045696348; aux_mae_loss_1: 109.17986531000211; aux_mae_loss_2: 15.912097305136045; aux_mae_loss_4: 2.3446588889338975; aux_mae_loss_8: 0.3397201316139079; cnt_loss: 9.685595324229459;
2025-06-20 20:20:18,697 - INFO - Evaluation:
Curr mae: 34.9139; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 81.2121; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1301; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:20:18,697 - INFO - Epoch: 399 / 660	lr: 9.219e-05
2025-06-20 20:24:32,097 - INFO - Training: cls_zice: 21.939300659842846; reg_zipnll: 228.67422933504943; aux_mae_loss_1: 108.65360120268285; aux_mae_loss_2: 15.914362641410534; aux_mae_loss_4: 2.341350886539812; aux_mae_loss_8: 0.3367236293469266; cnt_loss: 10.19113613331839;
2025-06-20 20:24:32,099 - INFO - Evaluation:
Curr mae: 36.3654; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 105.5323; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1176; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:24:32,099 - INFO - Epoch: 400 / 660	lr: 9.193e-05
2025-06-20 20:28:45,961 - INFO - Training: cls_zice: 21.410137073685124; reg_zipnll: 227.74033017881732; aux_mae_loss_1: 107.9987204779696; aux_mae_loss_2: 15.7845511228076; aux_mae_loss_4: 2.311345968730652; aux_mae_loss_8: 0.32661656676228984; cnt_loss: 9.064997437067694;
2025-06-20 20:28:45,962 - INFO - Evaluation:
Curr mae: 77.8485; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 230.1716; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.2098; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:29:08,804 - INFO - Epoch: 401 / 660	lr: 9.166e-05
2025-06-20 20:33:22,045 - INFO - Training: cls_zice: 21.481986223348922; reg_zipnll: 235.31441589002438; aux_mae_loss_1: 110.39657112994354; aux_mae_loss_2: 16.046687576642075; aux_mae_loss_4: 2.348770255907642; aux_mae_loss_8: 0.335986107434589; cnt_loss: 9.926300050130541;
2025-06-20 20:33:22,046 - INFO - Evaluation:
Curr mae: 38.9929; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 120.8128; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1127; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:33:22,046 - INFO - Epoch: 402 / 660	lr: 9.139e-05
2025-06-20 20:37:35,228 - INFO - Training: cls_zice: 21.016733962496634; reg_zipnll: 231.53404284871942; aux_mae_loss_1: 108.46814703512314; aux_mae_loss_2: 15.804110669844562; aux_mae_loss_4: 2.288077355350504; aux_mae_loss_8: 0.3231151255570678; cnt_loss: 8.845845547617248;
2025-06-20 20:37:35,229 - INFO - Evaluation:
Curr mae: 37.3612; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 120.6397; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1053; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:37:35,229 - INFO - Epoch: 403 / 660	lr: 9.111e-05
2025-06-20 20:41:49,237 - INFO - Training: cls_zice: 22.775009571739826; reg_zipnll: 223.59373187283316; aux_mae_loss_1: 109.0485796523891; aux_mae_loss_2: 16.029774858896406; aux_mae_loss_4: 2.3759061908660635; aux_mae_loss_8: 0.346362668704864; cnt_loss: 9.695419834328188;
2025-06-20 20:41:49,238 - INFO - Evaluation:
Curr mae: 33.1715; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 87.2151; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1101; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:41:49,238 - INFO - Epoch: 404 / 660	lr: 9.083e-05
2025-06-20 20:46:03,211 - INFO - Training: cls_zice: 25.97049322341279; reg_zipnll: 233.774767878123; aux_mae_loss_1: 112.47352296588966; aux_mae_loss_2: 16.4945080298691; aux_mae_loss_4: 2.458443066224954; aux_mae_loss_8: 0.36571059587164984; cnt_loss: 11.660157896903916;
2025-06-20 20:46:03,213 - INFO - Evaluation:
Curr mae: 42.3690; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 106.2379; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1404; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:46:03,213 - INFO - Epoch: 405 / 660	lr: 9.055e-05
2025-06-20 20:50:17,375 - INFO - Training: cls_zice: 20.40227569053596; reg_zipnll: 232.60163680324212; aux_mae_loss_1: 108.95047997570283; aux_mae_loss_2: 15.804739754733205; aux_mae_loss_4: 2.292751545847841; aux_mae_loss_8: 0.3237229273163721; cnt_loss: 8.25020186867383;
2025-06-20 20:50:17,375 - INFO - Evaluation:
Curr mae: 34.6518; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 103.3961; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1144; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:50:17,376 - INFO - Epoch: 406 / 660	lr: 9.026e-05
2025-06-20 20:54:31,582 - INFO - Training: cls_zice: 22.703100246298284; reg_zipnll: 226.79956406737966; aux_mae_loss_1: 108.40032692004598; aux_mae_loss_2: 15.853288998334143; aux_mae_loss_4: 2.3292755676878754; aux_mae_loss_8: 0.33724943568072924; cnt_loss: 9.95779291829597;
2025-06-20 20:54:31,583 - INFO - Evaluation:
Curr mae: 50.1968; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 159.9963; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1330; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:54:31,583 - INFO - Epoch: 407 / 660	lr: 8.997e-05
2025-06-20 20:58:45,508 - INFO - Training: cls_zice: 24.097235081434864; reg_zipnll: 224.90157396566593; aux_mae_loss_1: 107.63542251292722; aux_mae_loss_2: 15.798936816904416; aux_mae_loss_4: 2.3555420751283593; aux_mae_loss_8: 0.3458517569675084; cnt_loss: 10.741048532770348;
2025-06-20 20:58:45,510 - INFO - Evaluation:
Curr mae: 33.4362; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 77.4527; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1162; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 20:58:45,510 - INFO - Epoch: 408 / 660	lr: 8.967e-05
2025-06-20 21:02:58,964 - INFO - Training: cls_zice: 25.007666628893972; reg_zipnll: 235.28288348474968; aux_mae_loss_1: 112.64381173827654; aux_mae_loss_2: 16.42030848451629; aux_mae_loss_4: 2.4081359000775993; aux_mae_loss_8: 0.34669316480544354; cnt_loss: 9.22865534977925;
2025-06-20 21:02:58,965 - INFO - Evaluation:
Curr mae: 43.2046; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 107.4605; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1370; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:02:58,965 - INFO - Epoch: 409 / 660	lr: 8.937e-05
2025-06-20 21:07:12,831 - INFO - Training: cls_zice: 21.256618160898093; reg_zipnll: 225.7420754812677; aux_mae_loss_1: 107.69672539424161; aux_mae_loss_2: 15.721804239449586; aux_mae_loss_4: 2.3080789025461153; aux_mae_loss_8: 0.3322654075748203; cnt_loss: 9.434987439594416;
2025-06-20 21:07:12,832 - INFO - Evaluation:
Curr mae: 35.7344; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 107.6923; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1070; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:07:12,832 - INFO - Epoch: 410 / 660	lr: 8.907e-05
2025-06-20 21:11:26,601 - INFO - Training: cls_zice: 22.6820929379449; reg_zipnll: 229.61986199013677; aux_mae_loss_1: 108.80102953383732; aux_mae_loss_2: 15.79627920484175; aux_mae_loss_4: 2.304988405545144; aux_mae_loss_8: 0.3264803742190253; cnt_loss: 8.745332991096232;
2025-06-20 21:11:26,602 - INFO - Evaluation:
Curr mae: 43.7905; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 182.5596; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1169; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:11:26,602 - INFO - Epoch: 411 / 660	lr: 8.876e-05
2025-06-20 21:15:44,287 - INFO - Training: cls_zice: 24.67063910190428; reg_zipnll: 229.74627949339566; aux_mae_loss_1: 110.32390090677609; aux_mae_loss_2: 16.138380715657014; aux_mae_loss_4: 2.368545196280075; aux_mae_loss_8: 0.3411300478641969; cnt_loss: 10.111317518897412;
2025-06-20 21:15:44,288 - INFO - Evaluation:
Curr mae: 49.6645; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 124.0929; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1411; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:15:44,288 - INFO - Epoch: 412 / 660	lr: 8.845e-05
2025-06-20 21:19:57,083 - INFO - Training: cls_zice: 23.320929392923272; reg_zipnll: 235.9576325355275; aux_mae_loss_1: 111.91051009013904; aux_mae_loss_2: 16.402899930900045; aux_mae_loss_4: 2.447313734375726; aux_mae_loss_8: 0.3626747051766262; cnt_loss: 12.085195375592052;
2025-06-20 21:19:57,084 - INFO - Evaluation:
Curr mae: 37.4949; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 118.6052; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1146; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:19:57,084 - INFO - Epoch: 413 / 660	lr: 8.814e-05
2025-06-20 21:24:10,117 - INFO - Training: cls_zice: 24.366883260885057; reg_zipnll: 232.0843964211432; aux_mae_loss_1: 113.01151863529627; aux_mae_loss_2: 16.663233109182443; aux_mae_loss_4: 2.468289488691904; aux_mae_loss_8: 0.36300160568255385; cnt_loss: 11.178972377875164;
2025-06-20 21:24:10,118 - INFO - Evaluation:
Curr mae: 42.6831; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 120.6925; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1362; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:24:10,118 - INFO - Epoch: 414 / 660	lr: 8.782e-05
2025-06-20 21:28:22,954 - INFO - Training: cls_zice: 21.348002334486857; reg_zipnll: 227.02197707404207; aux_mae_loss_1: 106.15909904195594; aux_mae_loss_2: 15.477377893992132; aux_mae_loss_4: 2.248649615708231; aux_mae_loss_8: 0.314498063895114; cnt_loss: 8.67068870331144;
2025-06-20 21:28:22,955 - INFO - Evaluation:
Curr mae: 31.2810; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 75.5508; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1023; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:28:22,955 - INFO - Epoch: 415 / 660	lr: 8.750e-05
2025-06-20 21:32:35,600 - INFO - Training: cls_zice: 23.462044941888678; reg_zipnll: 230.77813032292462; aux_mae_loss_1: 109.03225847258972; aux_mae_loss_2: 15.78671568953899; aux_mae_loss_4: 2.3005047520972157; aux_mae_loss_8: 0.32423885354346055; cnt_loss: 8.372502207756042;
2025-06-20 21:32:35,601 - INFO - Evaluation:
Curr mae: 33.9242; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 82.5466; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1091; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:32:35,601 - INFO - Epoch: 416 / 660	lr: 8.718e-05
2025-06-20 21:36:48,256 - INFO - Training: cls_zice: 19.799254278858267; reg_zipnll: 223.34233185442065; aux_mae_loss_1: 104.70240185499804; aux_mae_loss_2: 15.301477500283013; aux_mae_loss_4: 2.214832240174546; aux_mae_loss_8: 0.309078758108432; cnt_loss: 7.774865959328061;
2025-06-20 21:36:48,257 - INFO - Evaluation:
Curr mae: 35.4160; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 75.8904; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1388; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:36:48,257 - INFO - Epoch: 417 / 660	lr: 8.685e-05
2025-06-20 21:41:01,433 - INFO - Training: cls_zice: 21.24033590208902; reg_zipnll: 223.89909562108448; aux_mae_loss_1: 105.05488797018644; aux_mae_loss_2: 15.302349444373409; aux_mae_loss_4: 2.2152466366024433; aux_mae_loss_8: 0.307725904341835; cnt_loss: 7.9888618179336;
2025-06-20 21:41:01,434 - INFO - Evaluation:
Curr mae: 33.6485; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 91.8845; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1033; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:41:01,434 - INFO - Epoch: 418 / 660	lr: 8.652e-05
2025-06-20 21:45:14,706 - INFO - Training: cls_zice: 22.697458461424993; reg_zipnll: 223.9571439208592; aux_mae_loss_1: 106.76289067844499; aux_mae_loss_2: 15.583639533476841; aux_mae_loss_4: 2.294085961534309; aux_mae_loss_8: 0.33175951873543635; cnt_loss: 9.321709364192957;
2025-06-20 21:45:14,707 - INFO - Evaluation:
Curr mae: 44.0828; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 139.6340; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1241; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:45:14,708 - INFO - Epoch: 419 / 660	lr: 8.618e-05
2025-06-20 21:49:28,229 - INFO - Training: cls_zice: 20.813239835987975; reg_zipnll: 227.86833655742262; aux_mae_loss_1: 107.00056464138865; aux_mae_loss_2: 15.607339628864377; aux_mae_loss_4: 2.278620330947224; aux_mae_loss_8: 0.3256999417986232; cnt_loss: 9.385694055906605;
2025-06-20 21:49:28,230 - INFO - Evaluation:
Curr mae: 54.0817; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 105.1993; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.2141; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:49:28,230 - INFO - Epoch: 420 / 660	lr: 8.584e-05
2025-06-20 21:53:41,481 - INFO - Training: cls_zice: 22.869067556370805; reg_zipnll: 232.08383360129702; aux_mae_loss_1: 109.97307751908095; aux_mae_loss_2: 15.909923129339145; aux_mae_loss_4: 2.295657498058133; aux_mae_loss_8: 0.3249014868930097; cnt_loss: 8.763841700890989;
2025-06-20 21:53:41,483 - INFO - Evaluation:
Curr mae: 37.3235; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 106.6298; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1249; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:53:41,483 - INFO - Epoch: 421 / 660	lr: 8.550e-05
2025-06-20 21:57:54,800 - INFO - Training: cls_zice: 23.33060966596812; reg_zipnll: 230.57728864968897; aux_mae_loss_1: 109.85281200457968; aux_mae_loss_2: 15.998391888135503; aux_mae_loss_4: 2.3467516473908656; aux_mae_loss_8: 0.33517318072424757; cnt_loss: 9.758434013489893;
2025-06-20 21:57:54,801 - INFO - Evaluation:
Curr mae: 52.3115; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 125.7059; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1513; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 21:57:54,802 - INFO - Epoch: 422 / 660	lr: 8.516e-05
2025-06-20 22:02:08,265 - INFO - Training: cls_zice: 21.39182430138012; reg_zipnll: 222.8178867693119; aux_mae_loss_1: 105.00238153805769; aux_mae_loss_2: 15.289778121026439; aux_mae_loss_4: 2.242063085455208; aux_mae_loss_8: 0.32105783316615616; cnt_loss: 9.196214932096035;
2025-06-20 22:02:08,267 - INFO - Evaluation:
Curr mae: 34.0163; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 75.1328; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1334; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 22:02:08,267 - INFO - Epoch: 423 / 660	lr: 8.481e-05
2025-06-20 22:06:22,161 - INFO - Training: cls_zice: 23.054660616849567; reg_zipnll: 229.4075050010779; aux_mae_loss_1: 108.53591842945559; aux_mae_loss_2: 15.743387593401735; aux_mae_loss_4: 2.303684761254524; aux_mae_loss_8: 0.32912679815277035; cnt_loss: 9.380406795936256;
2025-06-20 22:06:22,163 - INFO - Evaluation:
Curr mae: 41.4667; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 128.0745; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1192; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 22:06:22,163 - INFO - Epoch: 424 / 660	lr: 8.446e-05
2025-06-20 22:10:36,026 - INFO - Training: cls_zice: 22.042596173041755; reg_zipnll: 226.1952653213148; aux_mae_loss_1: 108.16323036399783; aux_mae_loss_2: 15.763098281575965; aux_mae_loss_4: 2.2999313410112974; aux_mae_loss_8: 0.32528910802193656; cnt_loss: 8.998864876886874;
2025-06-20 22:10:36,027 - INFO - Evaluation:
Curr mae: 46.4047; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 99.2828; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1603; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 22:10:36,027 - INFO - Epoch: 425 / 660	lr: 8.410e-05
2025-06-20 22:14:49,856 - INFO - Training: cls_zice: 22.74235980300793; reg_zipnll: 231.94583428978615; aux_mae_loss_1: 108.93948705521218; aux_mae_loss_2: 15.762233463841417; aux_mae_loss_4: 2.2794771469497435; aux_mae_loss_8: 0.3227176556512139; cnt_loss: 9.007694777225774;
2025-06-20 22:14:49,856 - INFO - Evaluation:
Curr mae: 48.9224; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 130.4088; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1562; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 22:14:49,856 - INFO - Epoch: 426 / 660	lr: 8.374e-05
2025-06-20 22:19:03,137 - INFO - Training: cls_zice: 22.209015159726448; reg_zipnll: 227.89477551810845; aux_mae_loss_1: 106.86530714353742; aux_mae_loss_2: 15.538146037368971; aux_mae_loss_4: 2.261960840432074; aux_mae_loss_8: 0.3191615162096477; cnt_loss: 8.404350679530582;
2025-06-20 22:19:03,138 - INFO - Evaluation:
Curr mae: 47.0273; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 122.2585; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1526; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 22:19:03,138 - INFO - Epoch: 427 / 660	lr: 8.338e-05
2025-06-20 22:23:16,853 - INFO - Training: cls_zice: 22.794705490450013; reg_zipnll: 229.23737130250908; aux_mae_loss_1: 108.63492690015268; aux_mae_loss_2: 15.877883540327568; aux_mae_loss_4: 2.331020171201015; aux_mae_loss_8: 0.33048079646453454; cnt_loss: 9.568938146979766;
2025-06-20 22:23:16,854 - INFO - Evaluation:
Curr mae: 33.8228; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 81.0823; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1098; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 22:23:16,854 - INFO - Epoch: 428 / 660	lr: 8.302e-05
2025-06-20 22:27:30,738 - INFO - Training: cls_zice: 24.64722420424606; reg_zipnll: 230.71482606412206; aux_mae_loss_1: 110.2988939138182; aux_mae_loss_2: 16.01831964478088; aux_mae_loss_4: 2.3509695460986357; aux_mae_loss_8: 0.33770317507663544; cnt_loss: 9.32618137121507;
2025-06-20 22:27:30,739 - INFO - Evaluation:
Curr mae: 47.4901; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 138.3799; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1525; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.1001; 0.1002;



2025-06-20 22:27:30,739 - INFO - Epoch: 429 / 660	lr: 8.265e-05
2025-06-20 22:31:44,054 - INFO - Training: cls_zice: 22.48889131633359; reg_zipnll: 229.24136174552544; aux_mae_loss_1: 107.61818174592634; aux_mae_loss_2: 15.638402783778762; aux_mae_loss_4: 2.282224193100451; aux_mae_loss_8: 0.3258972868878768; cnt_loss: 9.0275959121614;
2025-06-20 22:31:51,515 - INFO - Evaluation:
Curr mae: 32.3561; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 84.8373; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0989; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.0989; 0.1001;



2025-06-20 22:31:51,516 - INFO - Epoch: 430 / 660	lr: 8.228e-05
2025-06-20 22:36:04,919 - INFO - Training: cls_zice: 21.122283923748526; reg_zipnll: 222.96979941439199; aux_mae_loss_1: 105.77446227821409; aux_mae_loss_2: 15.469571511359325; aux_mae_loss_4: 2.2708190417534895; aux_mae_loss_8: 0.3253224842336536; cnt_loss: 9.424377017738273;
2025-06-20 22:36:04,920 - INFO - Evaluation:
Curr mae: 39.5408; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 152.5442; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1297; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.0989; 0.1001;



2025-06-20 22:36:04,920 - INFO - Epoch: 431 / 660	lr: 8.190e-05
2025-06-20 22:40:18,306 - INFO - Training: cls_zice: 20.484667678035624; reg_zipnll: 224.12824268390096; aux_mae_loss_1: 104.81372292673066; aux_mae_loss_2: 15.299152474170478; aux_mae_loss_4: 2.230030320067639; aux_mae_loss_8: 0.31791360177348693; cnt_loss: 9.506821521296906;
2025-06-20 22:40:18,307 - INFO - Evaluation:
Curr mae: 42.1434; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 120.4417; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1171; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.0989; 0.1001;



2025-06-20 22:40:18,307 - INFO - Epoch: 432 / 660	lr: 8.153e-05
2025-06-20 22:44:31,551 - INFO - Training: cls_zice: 24.104925914200688; reg_zipnll: 227.56470038406647; aux_mae_loss_1: 108.82531212902315; aux_mae_loss_2: 15.74588142323923; aux_mae_loss_4: 2.299091141220843; aux_mae_loss_8: 0.32716263870883416; cnt_loss: 9.299524434734433;
2025-06-20 22:44:31,552 - INFO - Evaluation:
Curr mae: 33.9167; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 92.4933; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1066; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.0989; 0.1001;



2025-06-20 22:44:31,552 - INFO - Epoch: 433 / 660	lr: 8.115e-05
2025-06-20 22:48:45,105 - INFO - Training: cls_zice: 24.56208301896761; reg_zipnll: 223.5489465522276; aux_mae_loss_1: 107.71709293571413; aux_mae_loss_2: 15.700137678332684; aux_mae_loss_4: 2.3162454362853326; aux_mae_loss_8: 0.3376664823749531; cnt_loss: 10.265215582590177;
2025-06-20 22:48:50,838 - INFO - Evaluation:
Curr mae: 32.4338; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 90.0655; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0995; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.0989; 0.0995;



2025-06-20 22:48:50,838 - INFO - Epoch: 434 / 660	lr: 8.076e-05
2025-06-20 22:53:04,492 - INFO - Training: cls_zice: 21.412524064739443; reg_zipnll: 223.5831536633803; aux_mae_loss_1: 104.98184585326129; aux_mae_loss_2: 15.203283735902879; aux_mae_loss_4: 2.189647570060887; aux_mae_loss_8: 0.3092843747115993; cnt_loss: 7.9636682704818895;
2025-06-20 22:53:04,493 - INFO - Evaluation:
Curr mae: 41.9050; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 104.9337; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1195; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.0989; 0.0995;



2025-06-20 22:53:04,494 - INFO - Epoch: 435 / 660	lr: 8.038e-05
2025-06-20 22:57:17,555 - INFO - Training: cls_zice: 22.809399876006157; reg_zipnll: 230.03797821397953; aux_mae_loss_1: 107.82259154135893; aux_mae_loss_2: 15.586890201642152; aux_mae_loss_4: 2.259011385373407; aux_mae_loss_8: 0.3192864920953552; cnt_loss: 8.370476020102636;
2025-06-20 22:57:17,557 - INFO - Evaluation:
Curr mae: 32.6483; 	 Best mae: 29.7539; 30.1853; 30.9625; 31.0486; 31.0654;
Curr rmse: 86.1917; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1016; 	 Best nae: 0.0971; 0.0985; 0.0988; 0.0989; 0.0995;



2025-06-20 22:57:17,557 - INFO - Epoch: 436 / 660	lr: 7.999e-05
2025-06-20 23:01:30,525 - INFO - Training: cls_zice: 22.896786788224713; reg_zipnll: 226.40722325283335; aux_mae_loss_1: 107.64737506268264; aux_mae_loss_2: 15.683849632586796; aux_mae_loss_4: 2.2954346440291955; aux_mae_loss_8: 0.3294748355440585; cnt_loss: 9.456346693182972;
2025-06-20 23:01:43,968 - INFO - Evaluation:
Curr mae: 30.9888; 	 Best mae: 29.7539; 30.1853; 30.9625; 30.9888; 31.0486;
Curr rmse: 94.1065; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0950; 	 Best nae: 0.0950; 0.0971; 0.0985; 0.0988; 0.0989;



2025-06-20 23:01:43,969 - INFO - Epoch: 437 / 660	lr: 7.960e-05
2025-06-20 23:05:56,890 - INFO - Training: cls_zice: 21.41650173022079; reg_zipnll: 223.146440589336; aux_mae_loss_1: 104.91268500203032; aux_mae_loss_2: 15.25211164179069; aux_mae_loss_4: 2.2135959231608324; aux_mae_loss_8: 0.3084953898386814; cnt_loss: 8.550184134729111;
2025-06-20 23:05:56,891 - INFO - Evaluation:
Curr mae: 32.1304; 	 Best mae: 29.7539; 30.1853; 30.9625; 30.9888; 31.0486;
Curr rmse: 79.4155; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1027; 	 Best nae: 0.0950; 0.0971; 0.0985; 0.0988; 0.0989;



2025-06-20 23:05:56,891 - INFO - Epoch: 438 / 660	lr: 7.920e-05
2025-06-20 23:10:09,987 - INFO - Training: cls_zice: 19.88979691856931; reg_zipnll: 227.37577997320415; aux_mae_loss_1: 104.83840020334199; aux_mae_loss_2: 15.240392401776154; aux_mae_loss_4: 2.19690537314795; aux_mae_loss_8: 0.30633596532946994; cnt_loss: 7.974601490332105;
2025-06-20 23:10:17,767 - INFO - Evaluation:
Curr mae: 32.3009; 	 Best mae: 29.7539; 30.1853; 30.9625; 30.9888; 31.0486;
Curr rmse: 93.2394; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0973; 	 Best nae: 0.0950; 0.0971; 0.0973; 0.0985; 0.0988;



2025-06-20 23:10:17,767 - INFO - Epoch: 439 / 660	lr: 7.880e-05
2025-06-20 23:14:30,895 - INFO - Training: cls_zice: 22.946738544037533; reg_zipnll: 224.6032438694971; aux_mae_loss_1: 106.8841654230819; aux_mae_loss_2: 15.554762238095536; aux_mae_loss_4: 2.264640097599716; aux_mae_loss_8: 0.3231012941575142; cnt_loss: 9.157236189339645;
2025-06-20 23:14:30,896 - INFO - Evaluation:
Curr mae: 54.0844; 	 Best mae: 29.7539; 30.1853; 30.9625; 30.9888; 31.0486;
Curr rmse: 158.8698; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1614; 	 Best nae: 0.0950; 0.0971; 0.0973; 0.0985; 0.0988;



2025-06-20 23:14:30,896 - INFO - Epoch: 440 / 660	lr: 7.840e-05
2025-06-20 23:18:43,691 - INFO - Training: cls_zice: 20.883765402539684; reg_zipnll: 226.9627536293167; aux_mae_loss_1: 105.35003419400488; aux_mae_loss_2: 15.226760020599267; aux_mae_loss_4: 2.1898332619728342; aux_mae_loss_8: 0.3050355265984805; cnt_loss: 8.02360036195397;
2025-06-20 23:18:51,850 - INFO - Evaluation:
Curr mae: 42.9653; 	 Best mae: 29.7539; 30.1853; 30.9625; 30.9888; 31.0486;
Curr rmse: 261.6503; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0963; 	 Best nae: 0.0950; 0.0963; 0.0971; 0.0973; 0.0985;



2025-06-20 23:18:51,850 - INFO - Epoch: 441 / 660	lr: 7.800e-05
2025-06-20 23:23:05,198 - INFO - Training: cls_zice: 21.996253635475753; reg_zipnll: 226.26975037444834; aux_mae_loss_1: 107.68951840143278; aux_mae_loss_2: 15.623298303633545; aux_mae_loss_4: 2.2649922835183327; aux_mae_loss_8: 0.32136013741894676; cnt_loss: 8.349114412015691;
2025-06-20 23:23:05,199 - INFO - Evaluation:
Curr mae: 46.1272; 	 Best mae: 29.7539; 30.1853; 30.9625; 30.9888; 31.0486;
Curr rmse: 271.9080; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1055; 	 Best nae: 0.0950; 0.0963; 0.0971; 0.0973; 0.0985;



2025-06-20 23:23:05,199 - INFO - Epoch: 442 / 660	lr: 7.760e-05
2025-06-20 23:27:17,516 - INFO - Training: cls_zice: 25.0372883885869; reg_zipnll: 231.13157713137434; aux_mae_loss_1: 109.30869883681937; aux_mae_loss_2: 15.91662863900545; aux_mae_loss_4: 2.332375517081479; aux_mae_loss_8: 0.33687687866332294; cnt_loss: 10.159702067969697;
2025-06-20 23:27:24,382 - INFO - Evaluation:
Curr mae: 30.6598; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 75.2357; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0995; 	 Best nae: 0.0950; 0.0963; 0.0971; 0.0973; 0.0985;



2025-06-20 23:27:24,382 - INFO - Epoch: 443 / 660	lr: 7.719e-05
2025-06-20 23:31:36,786 - INFO - Training: cls_zice: 23.599359648163336; reg_zipnll: 226.3684585688966; aux_mae_loss_1: 107.46745354228277; aux_mae_loss_2: 15.607000852305356; aux_mae_loss_4: 2.2634458663684236; aux_mae_loss_8: 0.3171226217634114; cnt_loss: 8.04141031446984;
2025-06-20 23:31:36,787 - INFO - Evaluation:
Curr mae: 42.7964; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 119.0014; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1195; 	 Best nae: 0.0950; 0.0963; 0.0971; 0.0973; 0.0985;



2025-06-20 23:31:36,787 - INFO - Epoch: 444 / 660	lr: 7.678e-05
2025-06-20 23:35:50,337 - INFO - Training: cls_zice: 22.636665487810394; reg_zipnll: 223.6810838213923; aux_mae_loss_1: 106.243348388868; aux_mae_loss_2: 15.44555544577405; aux_mae_loss_4: 2.256202355601794; aux_mae_loss_8: 0.3218394556013355; cnt_loss: 9.306224166504215;
2025-06-20 23:35:50,338 - INFO - Evaluation:
Curr mae: 35.4811; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 85.1768; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1032; 	 Best nae: 0.0950; 0.0963; 0.0971; 0.0973; 0.0985;



2025-06-20 23:35:50,338 - INFO - Epoch: 445 / 660	lr: 7.636e-05
2025-06-20 23:40:03,028 - INFO - Training: cls_zice: 23.344720835933956; reg_zipnll: 224.22653601776358; aux_mae_loss_1: 108.59499674897575; aux_mae_loss_2: 15.831500304695266; aux_mae_loss_4: 2.3226101678870332; aux_mae_loss_8: 0.3335335844586625; cnt_loss: 10.23753168635013;
2025-06-20 23:40:03,029 - INFO - Evaluation:
Curr mae: 31.6069; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 75.1648; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1040; 	 Best nae: 0.0950; 0.0963; 0.0971; 0.0973; 0.0985;



2025-06-20 23:40:03,029 - INFO - Epoch: 446 / 660	lr: 7.595e-05
2025-06-20 23:44:16,601 - INFO - Training: cls_zice: 23.129677255961152; reg_zipnll: 228.68046375166787; aux_mae_loss_1: 108.86633077378751; aux_mae_loss_2: 15.842767258536233; aux_mae_loss_4: 2.3218961326659184; aux_mae_loss_8: 0.3336453424014898; cnt_loss: 9.448203851140864;
2025-06-20 23:44:23,236 - INFO - Evaluation:
Curr mae: 32.0490; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 79.8198; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0980; 	 Best nae: 0.0950; 0.0963; 0.0971; 0.0973; 0.0980;



2025-06-20 23:44:23,236 - INFO - Epoch: 447 / 660	lr: 7.553e-05
2025-06-20 23:48:36,236 - INFO - Training: cls_zice: 22.234728953372542; reg_zipnll: 223.7064426441732; aux_mae_loss_1: 104.90755602142805; aux_mae_loss_2: 15.284966692519985; aux_mae_loss_4: 2.2291839866681085; aux_mae_loss_8: 0.3170772273869165; cnt_loss: 8.721733234229003;
2025-06-20 23:48:36,237 - INFO - Evaluation:
Curr mae: 35.3525; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 86.0213; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1122; 	 Best nae: 0.0950; 0.0963; 0.0971; 0.0973; 0.0980;



2025-06-20 23:48:36,237 - INFO - Epoch: 448 / 660	lr: 7.511e-05
2025-06-20 23:52:53,103 - INFO - Training: cls_zice: 20.074106817993222; reg_zipnll: 217.06471181222284; aux_mae_loss_1: 100.96709900466213; aux_mae_loss_2: 14.662680968220865; aux_mae_loss_4: 2.1204760834613006; aux_mae_loss_8: 0.2988460524448201; cnt_loss: 7.7669385555930495;
2025-06-20 23:52:53,104 - INFO - Evaluation:
Curr mae: 32.4134; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 89.0658; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0988; 	 Best nae: 0.0950; 0.0963; 0.0971; 0.0973; 0.0980;



2025-06-20 23:52:53,104 - INFO - Epoch: 449 / 660	lr: 7.469e-05
2025-06-20 23:57:06,318 - INFO - Training: cls_zice: 19.25131635639845; reg_zipnll: 216.85209654781076; aux_mae_loss_1: 101.72497566193725; aux_mae_loss_2: 14.792595984083828; aux_mae_loss_4: 2.1262355721854918; aux_mae_loss_8: 0.2960248609147679; cnt_loss: 7.991004575647241;
2025-06-20 23:57:11,954 - INFO - Evaluation:
Curr mae: 31.3193; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 80.6931; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0946; 	 Best nae: 0.0946; 0.0950; 0.0963; 0.0971; 0.0973;



2025-06-20 23:57:11,954 - INFO - Epoch: 450 / 660	lr: 7.426e-05
2025-06-21 00:01:24,712 - INFO - Training: cls_zice: 22.337291348869208; reg_zipnll: 224.77857496560694; aux_mae_loss_1: 107.05019789551095; aux_mae_loss_2: 15.538759278760777; aux_mae_loss_4: 2.2456762943139115; aux_mae_loss_8: 0.31821401229554397; cnt_loss: 8.666403715515504;
2025-06-21 00:01:32,478 - INFO - Evaluation:
Curr mae: 31.0354; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 74.8141; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0964; 	 Best nae: 0.0946; 0.0950; 0.0963; 0.0964; 0.0971;



2025-06-21 00:01:55,877 - INFO - Epoch: 451 / 660	lr: 7.383e-05
2025-06-21 00:06:09,851 - INFO - Training: cls_zice: 22.00905547349697; reg_zipnll: 223.01744651304114; aux_mae_loss_1: 106.12566246348972; aux_mae_loss_2: 15.414488833943492; aux_mae_loss_4: 2.2470308440165225; aux_mae_loss_8: 0.32011935879071757; cnt_loss: 9.160811935031935;
2025-06-21 00:06:09,852 - INFO - Evaluation:
Curr mae: 36.8355; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 92.4564; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.1217; 	 Best nae: 0.0946; 0.0950; 0.0963; 0.0964; 0.0971;



2025-06-21 00:06:09,853 - INFO - Epoch: 452 / 660	lr: 7.340e-05
2025-06-21 00:10:24,000 - INFO - Training: cls_zice: 22.79056099095504; reg_zipnll: 221.52615049504377; aux_mae_loss_1: 105.51307218301572; aux_mae_loss_2: 15.380679847035738; aux_mae_loss_4: 2.259053960940525; aux_mae_loss_8: 0.3229470413206935; cnt_loss: 9.348572164007814;
2025-06-21 00:10:30,664 - INFO - Evaluation:
Curr mae: 31.0850; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 93.8028; 	 Best rmse: 70.5012; 70.5168; 71.6609; 71.7209; 71.8679;
Curr nae: 0.0922; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:10:30,664 - INFO - Epoch: 453 / 660	lr: 7.297e-05
2025-06-21 00:14:44,474 - INFO - Training: cls_zice: 22.350631903821082; reg_zipnll: 223.1671362536119; aux_mae_loss_1: 105.16920265256593; aux_mae_loss_2: 15.213119193643408; aux_mae_loss_4: 2.2001562366755274; aux_mae_loss_8: 0.31123375529686714; cnt_loss: 8.70254557665945;
2025-06-21 00:14:51,585 - INFO - Evaluation:
Curr mae: 32.6559; 	 Best mae: 29.7539; 30.1853; 30.6598; 30.9625; 30.9888;
Curr rmse: 70.6347; 	 Best rmse: 70.5012; 70.5168; 70.6347; 71.6609; 71.7209;
Curr nae: 0.1232; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:14:51,585 - INFO - Epoch: 454 / 660	lr: 7.254e-05
2025-06-21 00:19:05,310 - INFO - Training: cls_zice: 25.610242648763645; reg_zipnll: 230.26905219659093; aux_mae_loss_1: 110.26545945047413; aux_mae_loss_2: 16.010646578891723; aux_mae_loss_4: 2.3284314220392917; aux_mae_loss_8: 0.3305678094490635; cnt_loss: 9.132950299503257;
2025-06-21 00:19:18,066 - INFO - Evaluation:
Curr mae: 30.0637; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 70.3791; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.0975; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:19:18,066 - INFO - Epoch: 455 / 660	lr: 7.210e-05
2025-06-21 00:23:31,797 - INFO - Training: cls_zice: 22.253817137685104; reg_zipnll: 229.2295813180487; aux_mae_loss_1: 107.32350425916343; aux_mae_loss_2: 15.402201492559634; aux_mae_loss_4: 2.218083392914892; aux_mae_loss_8: 0.31027946714072424; cnt_loss: 7.990386132103006;
2025-06-21 00:23:31,798 - INFO - Evaluation:
Curr mae: 38.5437; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 130.0929; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1022; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:23:31,798 - INFO - Epoch: 456 / 660	lr: 7.166e-05
2025-06-21 00:27:45,729 - INFO - Training: cls_zice: 21.791167066267338; reg_zipnll: 224.43457326913554; aux_mae_loss_1: 105.03442025123341; aux_mae_loss_2: 15.206505587290982; aux_mae_loss_4: 2.1944082108132332; aux_mae_loss_8: 0.3083677535689888; cnt_loss: 8.337467692505118;
2025-06-21 00:27:45,730 - INFO - Evaluation:
Curr mae: 31.8817; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 74.4023; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1210; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:27:45,730 - INFO - Epoch: 457 / 660	lr: 7.122e-05
2025-06-21 00:32:00,135 - INFO - Training: cls_zice: 20.830661042567083; reg_zipnll: 226.2353484881874; aux_mae_loss_1: 106.22327889636121; aux_mae_loss_2: 15.450009758184379; aux_mae_loss_4: 2.238683420082597; aux_mae_loss_8: 0.3168879807052851; cnt_loss: 8.964265908251079;
2025-06-21 00:32:00,136 - INFO - Evaluation:
Curr mae: 37.5502; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 115.1726; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1000; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:32:00,136 - INFO - Epoch: 458 / 660	lr: 7.078e-05
2025-06-21 00:36:14,510 - INFO - Training: cls_zice: 19.637867497754282; reg_zipnll: 218.5897022237508; aux_mae_loss_1: 100.66997927197454; aux_mae_loss_2: 14.6353254413237; aux_mae_loss_4: 2.097292397697971; aux_mae_loss_8: 0.29119621988165656; cnt_loss: 7.325932203114492;
2025-06-21 00:36:14,512 - INFO - Evaluation:
Curr mae: 47.7398; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 125.0594; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1313; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:36:14,512 - INFO - Epoch: 459 / 660	lr: 7.034e-05
2025-06-21 00:40:29,336 - INFO - Training: cls_zice: 21.672957958361483; reg_zipnll: 223.51701117665112; aux_mae_loss_1: 103.5395474495189; aux_mae_loss_2: 15.034353033129538; aux_mae_loss_4: 2.1708249581503685; aux_mae_loss_8: 0.30413360298062964; cnt_loss: 8.223234689787299;
2025-06-21 00:40:29,337 - INFO - Evaluation:
Curr mae: 31.0278; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 78.2367; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1006; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:40:29,338 - INFO - Epoch: 460 / 660	lr: 6.989e-05
2025-06-21 00:44:43,373 - INFO - Training: cls_zice: 20.764358703497138; reg_zipnll: 222.79216163752932; aux_mae_loss_1: 103.51901762650988; aux_mae_loss_2: 14.990500995922824; aux_mae_loss_4: 2.139615897271198; aux_mae_loss_8: 0.29836472051079294; cnt_loss: 7.472872324498576;
2025-06-21 00:44:43,374 - INFO - Evaluation:
Curr mae: 42.1437; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 90.0598; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1396; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:44:43,374 - INFO - Epoch: 461 / 660	lr: 6.944e-05
2025-06-21 00:48:57,755 - INFO - Training: cls_zice: 20.878676101488747; reg_zipnll: 226.60355527235487; aux_mae_loss_1: 104.47521352400203; aux_mae_loss_2: 15.11560734439938; aux_mae_loss_4: 2.1811911535753383; aux_mae_loss_8: 0.3063715340085998; cnt_loss: 8.548592920398345;
2025-06-21 00:48:57,756 - INFO - Evaluation:
Curr mae: 37.9491; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 106.4948; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1092; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:48:57,756 - INFO - Epoch: 462 / 660	lr: 6.899e-05
2025-06-21 00:53:12,103 - INFO - Training: cls_zice: 22.722123630325715; reg_zipnll: 222.11549048926346; aux_mae_loss_1: 106.06215314448339; aux_mae_loss_2: 15.3354890793945; aux_mae_loss_4: 2.231082268193326; aux_mae_loss_8: 0.31532600678139605; cnt_loss: 8.7398390203791;
2025-06-21 00:53:12,105 - INFO - Evaluation:
Curr mae: 43.7599; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 95.6105; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1432; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:53:12,105 - INFO - Epoch: 463 / 660	lr: 6.854e-05
2025-06-21 00:57:26,517 - INFO - Training: cls_zice: 24.276056144941972; reg_zipnll: 225.2017224074023; aux_mae_loss_1: 108.77535089429057; aux_mae_loss_2: 15.78422777940804; aux_mae_loss_4: 2.283782266176145; aux_mae_loss_8: 0.32200290679759264; cnt_loss: 8.270290127067149;
2025-06-21 00:57:26,517 - INFO - Evaluation:
Curr mae: 32.2627; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 74.5241; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1035; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 00:57:26,517 - INFO - Epoch: 464 / 660	lr: 6.809e-05
2025-06-21 01:01:40,482 - INFO - Training: cls_zice: 20.781635301898696; reg_zipnll: 220.03310586983255; aux_mae_loss_1: 102.75346448550188; aux_mae_loss_2: 14.961023210559835; aux_mae_loss_4: 2.165999586523958; aux_mae_loss_8: 0.3016942121318343; cnt_loss: 7.548516616033711;
2025-06-21 01:01:40,483 - INFO - Evaluation:
Curr mae: 34.3193; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 90.1997; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1004; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 01:01:40,483 - INFO - Epoch: 465 / 660	lr: 6.763e-05
2025-06-21 01:05:55,096 - INFO - Training: cls_zice: 23.146048989496492; reg_zipnll: 220.59625459881858; aux_mae_loss_1: 103.80048891327375; aux_mae_loss_2: 15.046247747686039; aux_mae_loss_4: 2.1646365579265554; aux_mae_loss_8: 0.3016717410706233; cnt_loss: 7.669136708530485;
2025-06-21 01:05:55,097 - INFO - Evaluation:
Curr mae: 47.5745; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 112.3366; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1344; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 01:05:55,097 - INFO - Epoch: 466 / 660	lr: 6.718e-05
2025-06-21 01:10:09,200 - INFO - Training: cls_zice: 22.959291851145615; reg_zipnll: 226.1027550390876; aux_mae_loss_1: 105.72190040058832; aux_mae_loss_2: 15.274910891270576; aux_mae_loss_4: 2.2022450832903844; aux_mae_loss_8: 0.3066587840233257; cnt_loss: 8.117175165745778;
2025-06-21 01:10:09,201 - INFO - Evaluation:
Curr mae: 34.4166; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 79.3197; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1175; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0964;



2025-06-21 01:10:09,202 - INFO - Epoch: 467 / 660	lr: 6.672e-05
2025-06-21 01:14:23,613 - INFO - Training: cls_zice: 22.95341526423904; reg_zipnll: 221.59604432956726; aux_mae_loss_1: 104.35674007631513; aux_mae_loss_2: 15.125726671635645; aux_mae_loss_4: 2.2107728029814355; aux_mae_loss_8: 0.3145405673649363; cnt_loss: 9.047451867619026;
2025-06-21 01:14:30,566 - INFO - Evaluation:
Curr mae: 31.7515; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 83.3587; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.0963; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:14:30,566 - INFO - Epoch: 468 / 660	lr: 6.626e-05
2025-06-21 01:18:44,925 - INFO - Training: cls_zice: 22.33992978413338; reg_zipnll: 223.8158330255425; aux_mae_loss_1: 105.32165266738146; aux_mae_loss_2: 15.192398478868382; aux_mae_loss_4: 2.1816947149127186; aux_mae_loss_8: 0.3028903735614834; cnt_loss: 7.356051137254293;
2025-06-21 01:18:44,926 - INFO - Evaluation:
Curr mae: 33.2401; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 83.2767; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1020; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:18:44,926 - INFO - Epoch: 469 / 660	lr: 6.580e-05
2025-06-21 01:22:58,618 - INFO - Training: cls_zice: 22.755914698989347; reg_zipnll: 223.5523484580621; aux_mae_loss_1: 106.51836630617746; aux_mae_loss_2: 15.323090560638507; aux_mae_loss_4: 2.2088238142220096; aux_mae_loss_8: 0.30665469213190144; cnt_loss: 7.859910146436225;
2025-06-21 01:22:58,619 - INFO - Evaluation:
Curr mae: 34.1381; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 95.4238; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1049; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:22:58,619 - INFO - Epoch: 470 / 660	lr: 6.533e-05
2025-06-21 01:27:12,970 - INFO - Training: cls_zice: 21.011691192753975; reg_zipnll: 221.07207231595154; aux_mae_loss_1: 102.77254476767885; aux_mae_loss_2: 14.84731922082239; aux_mae_loss_4: 2.1367732481049386; aux_mae_loss_8: 0.2932043492861073; cnt_loss: 7.101158362427837;
2025-06-21 01:27:12,971 - INFO - Evaluation:
Curr mae: 32.2411; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 78.6449; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.0995; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:27:12,971 - INFO - Epoch: 471 / 660	lr: 6.487e-05
2025-06-21 01:31:27,535 - INFO - Training: cls_zice: 21.58770725035269; reg_zipnll: 215.31252416792137; aux_mae_loss_1: 101.94112228550458; aux_mae_loss_2: 14.861390064185567; aux_mae_loss_4: 2.147735150966669; aux_mae_loss_8: 0.3007177491612483; cnt_loss: 7.505808084360432;
2025-06-21 01:31:27,536 - INFO - Evaluation:
Curr mae: 40.5715; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 123.4195; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1232; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:31:27,536 - INFO - Epoch: 472 / 660	lr: 6.440e-05
2025-06-21 01:35:41,922 - INFO - Training: cls_zice: 24.567841939685582; reg_zipnll: 227.394091334012; aux_mae_loss_1: 107.15318885989545; aux_mae_loss_2: 15.363704059301734; aux_mae_loss_4: 2.2081626173309923; aux_mae_loss_8: 0.3111814757124317; cnt_loss: 8.422848746142227;
2025-06-21 01:35:41,923 - INFO - Evaluation:
Curr mae: 34.3380; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 89.1168; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1013; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:35:41,923 - INFO - Epoch: 473 / 660	lr: 6.394e-05
2025-06-21 01:39:56,177 - INFO - Training: cls_zice: 20.71515570979345; reg_zipnll: 218.04661595852025; aux_mae_loss_1: 103.06707231183285; aux_mae_loss_2: 14.98294528989375; aux_mae_loss_4: 2.1477891700126825; aux_mae_loss_8: 0.30025404213824736; cnt_loss: 6.9951585695185825;
2025-06-21 01:39:56,178 - INFO - Evaluation:
Curr mae: 32.8837; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 95.6720; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1040; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:39:56,178 - INFO - Epoch: 474 / 660	lr: 6.347e-05
2025-06-21 01:44:11,080 - INFO - Training: cls_zice: 23.70999916660142; reg_zipnll: 222.95429110098007; aux_mae_loss_1: 105.49204620420167; aux_mae_loss_2: 15.296864875484555; aux_mae_loss_4: 2.219185658163154; aux_mae_loss_8: 0.31251973439496405; cnt_loss: 8.74130161278965;
2025-06-21 01:44:11,081 - INFO - Evaluation:
Curr mae: 31.3509; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 73.6667; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1085; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:44:11,081 - INFO - Epoch: 475 / 660	lr: 6.300e-05
2025-06-21 01:48:25,890 - INFO - Training: cls_zice: 23.85961997214044; reg_zipnll: 220.66521563689324; aux_mae_loss_1: 103.96279549537404; aux_mae_loss_2: 15.014701601165733; aux_mae_loss_4: 2.1680423971313436; aux_mae_loss_8: 0.30109273036103934; cnt_loss: 7.799364650463997;
2025-06-21 01:48:25,891 - INFO - Evaluation:
Curr mae: 34.8857; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 104.5749; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1056; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:48:25,891 - INFO - Epoch: 476 / 660	lr: 6.253e-05
2025-06-21 01:52:40,744 - INFO - Training: cls_zice: 23.759323256870776; reg_zipnll: 224.35583871189303; aux_mae_loss_1: 107.4553872037363; aux_mae_loss_2: 15.529826455986592; aux_mae_loss_4: 2.2420802107200526; aux_mae_loss_8: 0.3111741350278986; cnt_loss: 7.550607807761906;
2025-06-21 01:52:40,745 - INFO - Evaluation:
Curr mae: 38.0936; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 121.4303; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1003; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:52:40,745 - INFO - Epoch: 477 / 660	lr: 6.206e-05
2025-06-21 01:56:55,131 - INFO - Training: cls_zice: 21.714546676964563; reg_zipnll: 220.47478084515177; aux_mae_loss_1: 103.88787671165173; aux_mae_loss_2: 14.957309548836442; aux_mae_loss_4: 2.131991223535072; aux_mae_loss_8: 0.2913817355844999; cnt_loss: 6.71113213797155;
2025-06-21 01:56:55,132 - INFO - Evaluation:
Curr mae: 52.0615; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 139.1984; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1376; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 01:56:55,132 - INFO - Epoch: 478 / 660	lr: 6.158e-05
2025-06-21 02:01:09,514 - INFO - Training: cls_zice: 22.18946899728045; reg_zipnll: 223.52797444007697; aux_mae_loss_1: 104.11640935324152; aux_mae_loss_2: 14.959027094215845; aux_mae_loss_4: 2.1396919348705703; aux_mae_loss_8: 0.2947350457348983; cnt_loss: 6.938554185368408;
2025-06-21 02:01:09,515 - INFO - Evaluation:
Curr mae: 33.5941; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 81.0963; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1116; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 02:01:09,515 - INFO - Epoch: 479 / 660	lr: 6.111e-05
2025-06-21 02:05:24,084 - INFO - Training: cls_zice: 19.956593258866615; reg_zipnll: 213.80781934684225; aux_mae_loss_1: 101.33344280321371; aux_mae_loss_2: 14.698389115554201; aux_mae_loss_4: 2.1047635209437816; aux_mae_loss_8: 0.29007626889910365; cnt_loss: 7.2410576716640005;
2025-06-21 02:05:24,085 - INFO - Evaluation:
Curr mae: 35.4457; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 85.9162; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1102; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 02:05:24,085 - INFO - Epoch: 480 / 660	lr: 6.063e-05
2025-06-21 02:09:38,344 - INFO - Training: cls_zice: 19.98415319495152; reg_zipnll: 221.83956653232133; aux_mae_loss_1: 102.64984295974966; aux_mae_loss_2: 14.830700388910838; aux_mae_loss_4: 2.1086458382998763; aux_mae_loss_8: 0.28651828964295917; cnt_loss: 6.6464935009461135;
2025-06-21 02:09:38,345 - INFO - Evaluation:
Curr mae: 52.2224; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 137.2160; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1354; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 02:09:38,345 - INFO - Epoch: 481 / 660	lr: 6.016e-05
2025-06-21 02:13:51,949 - INFO - Training: cls_zice: 21.68727737487052; reg_zipnll: 215.26887579871328; aux_mae_loss_1: 102.71649114515604; aux_mae_loss_2: 14.947183891862707; aux_mae_loss_4: 2.172821729609163; aux_mae_loss_8: 0.30962085061177497; cnt_loss: 8.42752403373277;
2025-06-21 02:13:51,950 - INFO - Evaluation:
Curr mae: 31.1921; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 75.9288; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1029; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 02:13:51,950 - INFO - Epoch: 482 / 660	lr: 5.968e-05
2025-06-21 02:18:05,748 - INFO - Training: cls_zice: 18.35556160246805; reg_zipnll: 217.89660800453322; aux_mae_loss_1: 99.15089334620302; aux_mae_loss_2: 14.314140707484247; aux_mae_loss_4: 2.021077876379067; aux_mae_loss_8: 0.27413898781133494; cnt_loss: 6.161191184600399;
2025-06-21 02:18:05,750 - INFO - Evaluation:
Curr mae: 32.4610; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 75.8257; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1068; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 02:18:05,750 - INFO - Epoch: 483 / 660	lr: 5.920e-05
2025-06-21 02:22:19,684 - INFO - Training: cls_zice: 20.138848522711534; reg_zipnll: 219.79463853321224; aux_mae_loss_1: 100.9952993711653; aux_mae_loss_2: 14.538741969204194; aux_mae_loss_4: 2.062706204183917; aux_mae_loss_8: 0.2808931900719827; cnt_loss: 6.557004071906171;
2025-06-21 02:22:19,686 - INFO - Evaluation:
Curr mae: 38.9995; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 94.9420; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1117; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 02:22:19,686 - INFO - Epoch: 484 / 660	lr: 5.872e-05
2025-06-21 02:26:36,891 - INFO - Training: cls_zice: 21.19656848872995; reg_zipnll: 218.76181619639263; aux_mae_loss_1: 101.32307871938671; aux_mae_loss_2: 14.638480341526414; aux_mae_loss_4: 2.0864173088864373; aux_mae_loss_8: 0.2853063875498073; cnt_loss: 6.788420265085593;
2025-06-21 02:26:36,892 - INFO - Evaluation:
Curr mae: 33.3554; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 93.9651; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.0984; 	 Best nae: 0.0922; 0.0946; 0.0950; 0.0963; 0.0963;



2025-06-21 02:26:36,893 - INFO - Epoch: 485 / 660	lr: 5.824e-05
2025-06-21 02:30:51,258 - INFO - Training: cls_zice: 22.01557376984612; reg_zipnll: 222.7766240715674; aux_mae_loss_1: 103.50312985981644; aux_mae_loss_2: 14.918244469135157; aux_mae_loss_4: 2.1364935287166684; aux_mae_loss_8: 0.29582549159470134; cnt_loss: 7.503046626067101;
2025-06-21 02:30:58,026 - INFO - Evaluation:
Curr mae: 36.3261; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 116.8961; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.0947; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 02:30:58,026 - INFO - Epoch: 486 / 660	lr: 5.776e-05
2025-06-21 02:35:11,947 - INFO - Training: cls_zice: 22.441300749673406; reg_zipnll: 222.62653831344645; aux_mae_loss_1: 103.44991085155458; aux_mae_loss_2: 14.913399026142601; aux_mae_loss_4: 2.130556063242927; aux_mae_loss_8: 0.2949890599018657; cnt_loss: 7.587601595795246;
2025-06-21 02:35:11,949 - INFO - Evaluation:
Curr mae: 32.5632; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 100.5682; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1004; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 02:35:11,949 - INFO - Epoch: 487 / 660	lr: 5.728e-05
2025-06-21 02:39:25,828 - INFO - Training: cls_zice: 21.13348578169444; reg_zipnll: 222.59039002396455; aux_mae_loss_1: 103.03880926637233; aux_mae_loss_2: 14.809547707630001; aux_mae_loss_4: 2.1087212739536265; aux_mae_loss_8: 0.2894428776179687; cnt_loss: 7.351367437211285;
2025-06-21 02:39:25,829 - INFO - Evaluation:
Curr mae: 38.9481; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 151.4006; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1076; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 02:39:25,829 - INFO - Epoch: 488 / 660	lr: 5.680e-05
2025-06-21 02:43:39,954 - INFO - Training: cls_zice: 22.609391782523772; reg_zipnll: 220.98628763919623; aux_mae_loss_1: 103.90768893273753; aux_mae_loss_2: 14.990521489807756; aux_mae_loss_4: 2.149216414570502; aux_mae_loss_8: 0.2996708361149447; cnt_loss: 7.830131272194012;
2025-06-21 02:43:39,955 - INFO - Evaluation:
Curr mae: 32.6188; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 76.4646; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1065; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 02:43:39,955 - INFO - Epoch: 489 / 660	lr: 5.632e-05
2025-06-21 02:47:54,455 - INFO - Training: cls_zice: 22.774453197201296; reg_zipnll: 216.42337620840587; aux_mae_loss_1: 102.51178608823251; aux_mae_loss_2: 14.82167453171355; aux_mae_loss_4: 2.122883654996791; aux_mae_loss_8: 0.292188941369403; cnt_loss: 6.710853122423731;
2025-06-21 02:47:54,457 - INFO - Evaluation:
Curr mae: 36.1778; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 121.0551; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1081; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 02:47:54,457 - INFO - Epoch: 490 / 660	lr: 5.584e-05
2025-06-21 02:52:08,768 - INFO - Training: cls_zice: 21.656386924088768; reg_zipnll: 216.42649812869976; aux_mae_loss_1: 101.9758151012705; aux_mae_loss_2: 14.684072539248627; aux_mae_loss_4: 2.0996893987940637; aux_mae_loss_8: 0.289930849060761; cnt_loss: 6.818930848628512;
2025-06-21 02:52:08,769 - INFO - Evaluation:
Curr mae: 34.4211; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 91.5565; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1033; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 02:52:08,769 - INFO - Epoch: 491 / 660	lr: 5.535e-05
2025-06-21 02:56:22,712 - INFO - Training: cls_zice: 21.615793608722772; reg_zipnll: 220.6333500094769; aux_mae_loss_1: 102.5172285825244; aux_mae_loss_2: 14.807633227738133; aux_mae_loss_4: 2.1173506998923872; aux_mae_loss_8: 0.2935024335271748; cnt_loss: 7.571037414447813;
2025-06-21 02:56:22,713 - INFO - Evaluation:
Curr mae: 35.0497; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 98.5346; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.0983; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 02:56:22,713 - INFO - Epoch: 492 / 660	lr: 5.487e-05
2025-06-21 03:00:36,895 - INFO - Training: cls_zice: 21.157802729534612; reg_zipnll: 215.92641651967497; aux_mae_loss_1: 101.32963444825003; aux_mae_loss_2: 14.637898349516803; aux_mae_loss_4: 2.093959859833313; aux_mae_loss_8: 0.2882521525312665; cnt_loss: 7.121337684536961;
2025-06-21 03:00:36,896 - INFO - Evaluation:
Curr mae: 38.8214; 	 Best mae: 29.7539; 30.0637; 30.1853; 30.6598; 30.9625;
Curr rmse: 91.6112; 	 Best rmse: 70.3791; 70.5012; 70.5168; 70.6347; 71.6609;
Curr nae: 0.1160; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 03:00:36,896 - INFO - Epoch: 493 / 660	lr: 5.438e-05
2025-06-21 03:04:50,839 - INFO - Training: cls_zice: 21.409887746436123; reg_zipnll: 213.9058493440133; aux_mae_loss_1: 100.67296089917652; aux_mae_loss_2: 14.580043415483901; aux_mae_loss_4: 2.091587693112062; aux_mae_loss_8: 0.2872672655732206; cnt_loss: 6.990661142571113;
2025-06-21 03:05:04,389 - INFO - Evaluation:
Curr mae: 30.0236; 	 Best mae: 29.7539; 30.0236; 30.0637; 30.1853; 30.6598;
Curr rmse: 70.0842; 	 Best rmse: 70.0842; 70.3791; 70.5012; 70.5168; 70.6347;
Curr nae: 0.1021; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 03:05:04,389 - INFO - Epoch: 494 / 660	lr: 5.390e-05
2025-06-21 03:09:18,786 - INFO - Training: cls_zice: 24.669464885575607; reg_zipnll: 221.68312927383383; aux_mae_loss_1: 105.64618548023057; aux_mae_loss_2: 15.192911722972644; aux_mae_loss_4: 2.178697673283077; aux_mae_loss_8: 0.3011609069993456; cnt_loss: 6.953849807343324;
2025-06-21 03:09:18,787 - INFO - Evaluation:
Curr mae: 32.0604; 	 Best mae: 29.7539; 30.0236; 30.0637; 30.1853; 30.6598;
Curr rmse: 79.8047; 	 Best rmse: 70.0842; 70.3791; 70.5012; 70.5168; 70.6347;
Curr nae: 0.0975; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 03:09:18,787 - INFO - Epoch: 495 / 660	lr: 5.341e-05
2025-06-21 03:13:33,609 - INFO - Training: cls_zice: 22.02055869211268; reg_zipnll: 222.175432013975; aux_mae_loss_1: 102.88117478868342; aux_mae_loss_2: 14.769179284112925; aux_mae_loss_4: 2.094684109206678; aux_mae_loss_8: 0.2863976127709858; cnt_loss: 6.860333870799499;
2025-06-21 03:13:33,610 - INFO - Evaluation:
Curr mae: 31.3103; 	 Best mae: 29.7539; 30.0236; 30.0637; 30.1853; 30.6598;
Curr rmse: 75.0062; 	 Best rmse: 70.0842; 70.3791; 70.5012; 70.5168; 70.6347;
Curr nae: 0.0996; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0963;



2025-06-21 03:13:33,610 - INFO - Epoch: 496 / 660	lr: 5.293e-05
2025-06-21 03:17:48,350 - INFO - Training: cls_zice: 21.345069504036523; reg_zipnll: 216.06539029020882; aux_mae_loss_1: 100.88001034989149; aux_mae_loss_2: 14.526656945137868; aux_mae_loss_4: 2.0673171802780623; aux_mae_loss_8: 0.27968209403013966; cnt_loss: 6.442996082621552;
2025-06-21 03:18:09,876 - INFO - Evaluation:
Curr mae: 29.3548; 	 Best mae: 29.3548; 29.7539; 30.0236; 30.0637; 30.1853;
Curr rmse: 69.5853; 	 Best rmse: 69.5853; 70.0842; 70.3791; 70.5012; 70.5168;
Curr nae: 0.0950; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0950;



2025-06-21 03:18:09,876 - INFO - Epoch: 497 / 660	lr: 5.244e-05
2025-06-21 03:22:23,244 - INFO - Training: cls_zice: 22.653148948150307; reg_zipnll: 217.53100368725305; aux_mae_loss_1: 103.12726346386123; aux_mae_loss_2: 14.892201666660357; aux_mae_loss_4: 2.1302166389622235; aux_mae_loss_8: 0.29420669608603406; cnt_loss: 6.972817894272449;
2025-06-21 03:22:23,245 - INFO - Evaluation:
Curr mae: 34.6187; 	 Best mae: 29.3548; 29.7539; 30.0236; 30.0637; 30.1853;
Curr rmse: 99.5470; 	 Best rmse: 69.5853; 70.0842; 70.3791; 70.5012; 70.5168;
Curr nae: 0.1013; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0950;



2025-06-21 03:22:23,245 - INFO - Epoch: 498 / 660	lr: 5.196e-05
2025-06-21 03:26:37,343 - INFO - Training: cls_zice: 21.669209461438932; reg_zipnll: 216.09794033217247; aux_mae_loss_1: 102.26107195287867; aux_mae_loss_2: 14.83443084045057; aux_mae_loss_4: 2.1175415037836696; aux_mae_loss_8: 0.29132841108007723; cnt_loss: 6.817366909436824;
2025-06-21 03:26:37,344 - INFO - Evaluation:
Curr mae: 34.3792; 	 Best mae: 29.3548; 29.7539; 30.0236; 30.0637; 30.1853;
Curr rmse: 83.4882; 	 Best rmse: 69.5853; 70.0842; 70.3791; 70.5012; 70.5168;
Curr nae: 0.1039; 	 Best nae: 0.0922; 0.0946; 0.0947; 0.0950; 0.0950;



2025-06-21 03:26:37,344 - INFO - Epoch: 499 / 660	lr: 5.147e-05
2025-06-21 03:30:51,976 - INFO - Training: cls_zice: 20.56115632529124; reg_zipnll: 216.63349423249153; aux_mae_loss_1: 101.2058704640994; aux_mae_loss_2: 14.604004010443209; aux_mae_loss_4: 2.067271464128421; aux_mae_loss_8: 0.2773626877861648; cnt_loss: 6.203818049444638;
2025-06-21 03:30:58,763 - INFO - Evaluation:
Curr mae: 31.7559; 	 Best mae: 29.3548; 29.7539; 30.0236; 30.0637; 30.1853;
Curr rmse: 81.0163; 	 Best rmse: 69.5853; 70.0842; 70.3791; 70.5012; 70.5168;
Curr nae: 0.0920; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0950;



2025-06-21 03:30:58,763 - INFO - Epoch: 500 / 660	lr: 5.099e-05
2025-06-21 03:35:12,425 - INFO - Training: cls_zice: 23.02985352775738; reg_zipnll: 218.80377058014466; aux_mae_loss_1: 103.70302061066224; aux_mae_loss_2: 14.964993576157676; aux_mae_loss_4: 2.136614260759329; aux_mae_loss_8: 0.2956476917772872; cnt_loss: 7.577231488374941;
2025-06-21 03:35:12,426 - INFO - Evaluation:
Curr mae: 31.7957; 	 Best mae: 29.3548; 29.7539; 30.0236; 30.0637; 30.1853;
Curr rmse: 83.0438; 	 Best rmse: 69.5853; 70.0842; 70.3791; 70.5012; 70.5168;
Curr nae: 0.0986; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0950;



2025-06-21 03:35:34,425 - INFO - Epoch: 501 / 660	lr: 5.050e-05
2025-06-21 03:39:47,480 - INFO - Training: cls_zice: 22.569299405637008; reg_zipnll: 226.94560876664895; aux_mae_loss_1: 106.39166392887772; aux_mae_loss_2: 15.333549247609312; aux_mae_loss_4: 2.1941611063894086; aux_mae_loss_8: 0.30367620898396314; cnt_loss: 7.482378915909936;
2025-06-21 03:39:47,481 - INFO - Evaluation:
Curr mae: 35.6019; 	 Best mae: 29.3548; 29.7539; 30.0236; 30.0637; 30.1853;
Curr rmse: 86.3520; 	 Best rmse: 69.5853; 70.0842; 70.3791; 70.5012; 70.5168;
Curr nae: 0.1097; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0950;



2025-06-21 03:39:47,481 - INFO - Epoch: 502 / 660	lr: 5.001e-05
2025-06-21 03:44:00,930 - INFO - Training: cls_zice: 19.25662291513464; reg_zipnll: 214.154323850009; aux_mae_loss_1: 98.01448870318102; aux_mae_loss_2: 14.17741983378148; aux_mae_loss_4: 2.0127084275903924; aux_mae_loss_8: 0.27233788142205817; cnt_loss: 6.638433356441385;
2025-06-21 03:44:00,932 - INFO - Evaluation:
Curr mae: 37.9512; 	 Best mae: 29.3548; 29.7539; 30.0236; 30.0637; 30.1853;
Curr rmse: 85.7333; 	 Best rmse: 69.5853; 70.0842; 70.3791; 70.5012; 70.5168;
Curr nae: 0.1213; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0950;



2025-06-21 03:44:00,932 - INFO - Epoch: 503 / 660	lr: 4.953e-05
2025-06-21 03:48:14,503 - INFO - Training: cls_zice: 20.67795807866327; reg_zipnll: 213.61327523866473; aux_mae_loss_1: 99.82083598016773; aux_mae_loss_2: 14.476804672905596; aux_mae_loss_4: 2.0697293594517867; aux_mae_loss_8: 0.2840704069997167; cnt_loss: 6.5374366261045855;
2025-06-21 03:48:14,504 - INFO - Evaluation:
Curr mae: 31.3147; 	 Best mae: 29.3548; 29.7539; 30.0236; 30.0637; 30.1853;
Curr rmse: 80.5664; 	 Best rmse: 69.5853; 70.0842; 70.3791; 70.5012; 70.5168;
Curr nae: 0.0986; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0950;



2025-06-21 03:48:14,504 - INFO - Epoch: 504 / 660	lr: 4.904e-05
2025-06-21 03:52:27,863 - INFO - Training: cls_zice: 22.567815892149365; reg_zipnll: 214.31077322677965; aux_mae_loss_1: 101.57263911720413; aux_mae_loss_2: 14.690665520248805; aux_mae_loss_4: 2.108151998188931; aux_mae_loss_8: 0.2916713053489865; cnt_loss: 6.495261522828766;
2025-06-21 03:52:27,864 - INFO - Evaluation:
Curr mae: 31.6849; 	 Best mae: 29.3548; 29.7539; 30.0236; 30.0637; 30.1853;
Curr rmse: 73.9600; 	 Best rmse: 69.5853; 70.0842; 70.3791; 70.5012; 70.5168;
Curr nae: 0.1060; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0950;



2025-06-21 03:52:27,864 - INFO - Epoch: 505 / 660	lr: 4.856e-05
2025-06-21 03:56:41,262 - INFO - Training: cls_zice: 22.37884378919718; reg_zipnll: 217.96407264670248; aux_mae_loss_1: 102.73160981028735; aux_mae_loss_2: 14.831750749009434; aux_mae_loss_4: 2.1294722461302054; aux_mae_loss_8: 0.2963329025359877; cnt_loss: 7.392659498594107;
2025-06-21 03:57:01,359 - INFO - Evaluation:
Curr mae: 28.2656; 	 Best mae: 28.2656; 29.3548; 29.7539; 30.0236; 30.0637;
Curr rmse: 65.3405; 	 Best rmse: 65.3405; 69.5853; 70.0842; 70.3791; 70.5012;
Curr nae: 0.0949; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 03:57:01,359 - INFO - Epoch: 506 / 660	lr: 4.807e-05
2025-06-21 04:01:14,264 - INFO - Training: cls_zice: 20.483312364753843; reg_zipnll: 223.9462602512389; aux_mae_loss_1: 103.33079986523234; aux_mae_loss_2: 14.902047923720588; aux_mae_loss_4: 2.1174104119481036; aux_mae_loss_8: 0.2858463189825607; cnt_loss: 6.121032919859212;
2025-06-21 04:01:21,141 - INFO - Evaluation:
Curr mae: 29.9984; 	 Best mae: 28.2656; 29.3548; 29.7539; 29.9984; 30.0236;
Curr rmse: 73.5068; 	 Best rmse: 65.3405; 69.5853; 70.0842; 70.3791; 70.5012;
Curr nae: 0.0957; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:01:21,142 - INFO - Epoch: 507 / 660	lr: 4.759e-05
2025-06-21 04:05:33,822 - INFO - Training: cls_zice: 20.811703927221213; reg_zipnll: 219.49770916151817; aux_mae_loss_1: 100.85836410522461; aux_mae_loss_2: 14.490619823681358; aux_mae_loss_4: 2.0387457231476254; aux_mae_loss_8: 0.27367863965946176; cnt_loss: 6.256334191422843;
2025-06-21 04:05:33,824 - INFO - Evaluation:
Curr mae: 38.9607; 	 Best mae: 28.2656; 29.3548; 29.7539; 29.9984; 30.0236;
Curr rmse: 138.0412; 	 Best rmse: 65.3405; 69.5853; 70.0842; 70.3791; 70.5012;
Curr nae: 0.1039; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:05:33,824 - INFO - Epoch: 508 / 660	lr: 4.710e-05
2025-06-21 04:09:46,498 - INFO - Training: cls_zice: 23.70883548217598; reg_zipnll: 219.75134551923503; aux_mae_loss_1: 104.50214537005192; aux_mae_loss_2: 15.041468649719553; aux_mae_loss_4: 2.1492701292344414; aux_mae_loss_8: 0.29532290169619657; cnt_loss: 7.193969738054398;
2025-06-21 04:09:52,844 - INFO - Evaluation:
Curr mae: 29.6533; 	 Best mae: 28.2656; 29.3548; 29.6533; 29.7539; 29.9984;
Curr rmse: 72.8311; 	 Best rmse: 65.3405; 69.5853; 70.0842; 70.3791; 70.5012;
Curr nae: 0.0964; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:09:52,844 - INFO - Epoch: 509 / 660	lr: 4.662e-05
2025-06-21 04:14:05,784 - INFO - Training: cls_zice: 22.636240044565618; reg_zipnll: 214.97750211191055; aux_mae_loss_1: 101.67973618274483; aux_mae_loss_2: 14.662541357594469; aux_mae_loss_4: 2.0767981840972727; aux_mae_loss_8: 0.2835081173035204; cnt_loss: 6.41624372170946;
2025-06-21 04:14:05,785 - INFO - Evaluation:
Curr mae: 32.1937; 	 Best mae: 28.2656; 29.3548; 29.6533; 29.7539; 29.9984;
Curr rmse: 81.0164; 	 Best rmse: 65.3405; 69.5853; 70.0842; 70.3791; 70.5012;
Curr nae: 0.0991; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:14:05,785 - INFO - Epoch: 510 / 660	lr: 4.613e-05
2025-06-21 04:18:19,021 - INFO - Training: cls_zice: 21.65908026805861; reg_zipnll: 216.68588475519098; aux_mae_loss_1: 100.95932527556823; aux_mae_loss_2: 14.508068690876115; aux_mae_loss_4: 2.0548325219313712; aux_mae_loss_8: 0.2787280151749791; cnt_loss: 5.867801343873718;
2025-06-21 04:18:19,022 - INFO - Evaluation:
Curr mae: 31.4100; 	 Best mae: 28.2656; 29.3548; 29.6533; 29.7539; 29.9984;
Curr rmse: 73.7356; 	 Best rmse: 65.3405; 69.5853; 70.0842; 70.3791; 70.5012;
Curr nae: 0.1041; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:18:19,022 - INFO - Epoch: 511 / 660	lr: 4.565e-05
2025-06-21 04:22:32,239 - INFO - Training: cls_zice: 21.231871875093958; reg_zipnll: 216.9470696044765; aux_mae_loss_1: 101.18851972790794; aux_mae_loss_2: 14.580632058391227; aux_mae_loss_4: 2.0589097321493153; aux_mae_loss_8: 0.2806459152137329; cnt_loss: 6.292035131880434;
2025-06-21 04:22:32,240 - INFO - Evaluation:
Curr mae: 31.1938; 	 Best mae: 28.2656; 29.3548; 29.6533; 29.7539; 29.9984;
Curr rmse: 77.2513; 	 Best rmse: 65.3405; 69.5853; 70.0842; 70.3791; 70.5012;
Curr nae: 0.1014; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:22:32,240 - INFO - Epoch: 512 / 660	lr: 4.516e-05
2025-06-21 04:26:45,151 - INFO - Training: cls_zice: 20.55001684843268; reg_zipnll: 216.31161426946252; aux_mae_loss_1: 100.72977985146726; aux_mae_loss_2: 14.518889823732156; aux_mae_loss_4: 2.0616264076649684; aux_mae_loss_8: 0.2785327247892217; cnt_loss: 6.139688153959485;
2025-06-21 04:26:45,152 - INFO - Evaluation:
Curr mae: 32.2247; 	 Best mae: 28.2656; 29.3548; 29.6533; 29.7539; 29.9984;
Curr rmse: 78.3116; 	 Best rmse: 65.3405; 69.5853; 70.0842; 70.3791; 70.5012;
Curr nae: 0.0983; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:26:45,152 - INFO - Epoch: 513 / 660	lr: 4.468e-05
2025-06-21 04:30:58,298 - INFO - Training: cls_zice: 21.16840931635283; reg_zipnll: 210.82751336379653; aux_mae_loss_1: 98.32367996568851; aux_mae_loss_2: 14.150475116499285; aux_mae_loss_4: 2.0140921514873944; aux_mae_loss_8: 0.27317656208892716; cnt_loss: 6.869999346052773;
2025-06-21 04:30:58,299 - INFO - Evaluation:
Curr mae: 32.5394; 	 Best mae: 28.2656; 29.3548; 29.6533; 29.7539; 29.9984;
Curr rmse: 71.7974; 	 Best rmse: 65.3405; 69.5853; 70.0842; 70.3791; 70.5012;
Curr nae: 0.1097; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:30:58,299 - INFO - Epoch: 514 / 660	lr: 4.420e-05
2025-06-21 04:35:11,684 - INFO - Training: cls_zice: 21.618727322524187; reg_zipnll: 215.9389711100522; aux_mae_loss_1: 100.09856722226179; aux_mae_loss_2: 14.369533947010579; aux_mae_loss_4: 2.0248089557594997; aux_mae_loss_8: 0.26969911402287705; cnt_loss: 6.002861298448322;
2025-06-21 04:35:26,888 - INFO - Evaluation:
Curr mae: 29.0327; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 69.0866; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.0987; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:35:26,888 - INFO - Epoch: 515 / 660	lr: 4.372e-05
2025-06-21 04:39:39,872 - INFO - Training: cls_zice: 20.198654846352905; reg_zipnll: 216.69253148272594; aux_mae_loss_1: 100.19413147364914; aux_mae_loss_2: 14.413346213056373; aux_mae_loss_4: 2.026998880743061; aux_mae_loss_8: 0.27376178807188734; cnt_loss: 6.095981853326979;
2025-06-21 04:39:39,874 - INFO - Evaluation:
Curr mae: 32.1629; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 80.2142; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.1057; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:39:39,874 - INFO - Epoch: 516 / 660	lr: 4.324e-05
2025-06-21 04:43:53,140 - INFO - Training: cls_zice: 19.98236742247959; reg_zipnll: 211.40727062274374; aux_mae_loss_1: 99.0471083903374; aux_mae_loss_2: 14.295186643735303; aux_mae_loss_4: 2.0311850946023102; aux_mae_loss_8: 0.27809231853768573; cnt_loss: 6.3483262852715345;
2025-06-21 04:43:53,141 - INFO - Evaluation:
Curr mae: 32.7035; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 79.4378; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.1056; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:43:53,141 - INFO - Epoch: 517 / 660	lr: 4.276e-05
2025-06-21 04:48:06,911 - INFO - Training: cls_zice: 22.5717569978041; reg_zipnll: 219.2783679864094; aux_mae_loss_1: 102.5721716721444; aux_mae_loss_2: 14.736669095132529; aux_mae_loss_4: 2.0880702766362376; aux_mae_loss_8: 0.2825920912688526; cnt_loss: 5.981245693556754;
2025-06-21 04:48:06,912 - INFO - Evaluation:
Curr mae: 30.9149; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 73.1953; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.0989; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:48:06,912 - INFO - Epoch: 518 / 660	lr: 4.228e-05
2025-06-21 04:52:20,447 - INFO - Training: cls_zice: 23.19963208001806; reg_zipnll: 221.40245311364416; aux_mae_loss_1: 103.27834675060753; aux_mae_loss_2: 14.783962535367833; aux_mae_loss_4: 2.0988973042039456; aux_mae_loss_8: 0.2846874629068344; cnt_loss: 6.7511004392622675;
2025-06-21 04:52:20,448 - INFO - Evaluation:
Curr mae: 30.7681; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 75.9355; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.0984; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:52:20,448 - INFO - Epoch: 519 / 660	lr: 4.180e-05
2025-06-21 04:56:33,032 - INFO - Training: cls_zice: 22.695301625195288; reg_zipnll: 220.0247279659948; aux_mae_loss_1: 103.10742802607676; aux_mae_loss_2: 14.783591419994679; aux_mae_loss_4: 2.086094527210858; aux_mae_loss_8: 0.2807514520701988; cnt_loss: 5.990936002265518;
2025-06-21 04:56:33,033 - INFO - Evaluation:
Curr mae: 33.0901; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 81.8432; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.0988; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 04:56:33,034 - INFO - Epoch: 520 / 660	lr: 4.132e-05
2025-06-21 05:00:45,920 - INFO - Training: cls_zice: 22.75892334464928; reg_zipnll: 218.56573455928225; aux_mae_loss_1: 102.44596084653566; aux_mae_loss_2: 14.7468351294265; aux_mae_loss_4: 2.1032923528191976; aux_mae_loss_8: 0.28920372461560145; cnt_loss: 6.671533872964756;
2025-06-21 05:00:45,921 - INFO - Evaluation:
Curr mae: 33.6355; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 74.4511; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.1133; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:00:45,921 - INFO - Epoch: 521 / 660	lr: 4.084e-05
2025-06-21 05:04:58,298 - INFO - Training: cls_zice: 23.865310155295774; reg_zipnll: 219.26876502049308; aux_mae_loss_1: 102.64911366612256; aux_mae_loss_2: 14.689666348741723; aux_mae_loss_4: 2.0767007744404222; aux_mae_loss_8: 0.28367304257033416; cnt_loss: 6.211713346157098;
2025-06-21 05:04:58,299 - INFO - Evaluation:
Curr mae: 32.8976; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 83.8317; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.1000; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:04:58,299 - INFO - Epoch: 522 / 660	lr: 4.037e-05
2025-06-21 05:09:11,158 - INFO - Training: cls_zice: 23.60035019503921; reg_zipnll: 217.04084530219933; aux_mae_loss_1: 102.47495782405981; aux_mae_loss_2: 14.793314177456736; aux_mae_loss_4: 2.102876905495526; aux_mae_loss_8: 0.28729840882294894; cnt_loss: 6.0231373858635715;
2025-06-21 05:09:11,160 - INFO - Evaluation:
Curr mae: 34.1669; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 87.2180; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.1089; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:09:11,160 - INFO - Epoch: 523 / 660	lr: 3.989e-05
2025-06-21 05:13:23,639 - INFO - Training: cls_zice: 21.267552115940095; reg_zipnll: 211.35207002389706; aux_mae_loss_1: 99.39894095423288; aux_mae_loss_2: 14.31163485283104; aux_mae_loss_4: 2.0257556579413327; aux_mae_loss_8: 0.27290910911437477; cnt_loss: 6.058197260822306;
2025-06-21 05:13:23,640 - INFO - Evaluation:
Curr mae: 33.5142; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 78.0728; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.1029; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:13:23,640 - INFO - Epoch: 524 / 660	lr: 3.942e-05
2025-06-21 05:17:36,485 - INFO - Training: cls_zice: 19.506240480203555; reg_zipnll: 218.8040041935781; aux_mae_loss_1: 100.75613450268547; aux_mae_loss_2: 14.451577781405119; aux_mae_loss_4: 2.045810948683854; aux_mae_loss_8: 0.2772850907553744; cnt_loss: 6.226275112757646;
2025-06-21 05:17:36,487 - INFO - Evaluation:
Curr mae: 34.5303; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 118.9648; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.1000; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:17:36,487 - INFO - Epoch: 525 / 660	lr: 3.894e-05
2025-06-21 05:21:49,693 - INFO - Training: cls_zice: 24.131179943795683; reg_zipnll: 216.8179683832399; aux_mae_loss_1: 102.98042583710736; aux_mae_loss_2: 14.829714514295976; aux_mae_loss_4: 2.104904585525125; aux_mae_loss_8: 0.29040722708890554; cnt_loss: 6.35173641034141;
2025-06-21 05:21:49,695 - INFO - Evaluation:
Curr mae: 33.3508; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 81.7012; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.1037; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:21:49,695 - INFO - Epoch: 526 / 660	lr: 3.847e-05
2025-06-21 05:26:02,381 - INFO - Training: cls_zice: 23.249587281810594; reg_zipnll: 219.64309116991137; aux_mae_loss_1: 104.36801258089609; aux_mae_loss_2: 14.936438733783664; aux_mae_loss_4: 2.1205724806819295; aux_mae_loss_8: 0.28855157304545603; cnt_loss: 6.323717883665948;
2025-06-21 05:26:02,382 - INFO - Evaluation:
Curr mae: 33.0106; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 85.9911; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.0960; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:26:02,382 - INFO - Epoch: 527 / 660	lr: 3.800e-05
2025-06-21 05:30:15,665 - INFO - Training: cls_zice: 21.190504759971464; reg_zipnll: 213.71577534516243; aux_mae_loss_1: 99.8313546094919; aux_mae_loss_2: 14.32991776644111; aux_mae_loss_4: 2.014744499885025; aux_mae_loss_8: 0.2696455169402082; cnt_loss: 5.53235863796543;
2025-06-21 05:30:15,666 - INFO - Evaluation:
Curr mae: 32.1321; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 92.0510; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.0989; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:30:15,666 - INFO - Epoch: 528 / 660	lr: 3.753e-05
2025-06-21 05:34:29,586 - INFO - Training: cls_zice: 21.256929260576687; reg_zipnll: 220.15247852820664; aux_mae_loss_1: 101.46050804868761; aux_mae_loss_2: 14.487554260268617; aux_mae_loss_4: 2.0331830246551177; aux_mae_loss_8: 0.2717304037199152; cnt_loss: 5.779319738552625;
2025-06-21 05:34:29,587 - INFO - Evaluation:
Curr mae: 31.2836; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 78.8706; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.0951; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:34:29,588 - INFO - Epoch: 529 / 660	lr: 3.706e-05
2025-06-21 05:38:42,260 - INFO - Training: cls_zice: 20.803599491983576; reg_zipnll: 220.42122595720855; aux_mae_loss_1: 100.8767640216798; aux_mae_loss_2: 14.353140718219827; aux_mae_loss_4: 2.0045230596644714; aux_mae_loss_8: 0.2655453210921628; cnt_loss: 5.568190570125849;
2025-06-21 05:38:42,261 - INFO - Evaluation:
Curr mae: 29.9583; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 71.2340; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.0992; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:38:42,262 - INFO - Epoch: 530 / 660	lr: 3.660e-05
2025-06-21 05:42:55,794 - INFO - Training: cls_zice: 23.123373854742564; reg_zipnll: 216.64353394692233; aux_mae_loss_1: 101.38052957039565; aux_mae_loss_2: 14.487018487140881; aux_mae_loss_4: 2.035359786837757; aux_mae_loss_8: 0.27537120730259423; cnt_loss: 6.192408968213285;
2025-06-21 05:42:55,796 - INFO - Evaluation:
Curr mae: 40.1651; 	 Best mae: 28.2656; 29.0327; 29.3548; 29.6533; 29.7539;
Curr rmse: 103.3492; 	 Best rmse: 65.3405; 69.0866; 69.5853; 70.0842; 70.3791;
Curr nae: 0.1136; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:42:55,796 - INFO - Epoch: 531 / 660	lr: 3.613e-05
2025-06-21 05:47:09,756 - INFO - Training: cls_zice: 22.311901757297296; reg_zipnll: 219.35446430294556; aux_mae_loss_1: 102.07866027238742; aux_mae_loss_2: 14.680961050533696; aux_mae_loss_4: 2.0785526151369043; aux_mae_loss_8: 0.27993826287532836; cnt_loss: 5.902787924349155;
2025-06-21 05:47:25,009 - INFO - Evaluation:
Curr mae: 28.9276; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3548; 29.6533;
Curr rmse: 67.6404; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.5853; 70.0842;
Curr nae: 0.0967; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:47:25,009 - INFO - Epoch: 532 / 660	lr: 3.567e-05
2025-06-21 05:51:37,982 - INFO - Training: cls_zice: 21.292707792897456; reg_zipnll: 214.0929533215599; aux_mae_loss_1: 101.3585638068329; aux_mae_loss_2: 14.6001557304804; aux_mae_loss_4: 2.0634489458983234; aux_mae_loss_8: 0.2775921315567659; cnt_loss: 5.763521797093143;
2025-06-21 05:51:37,983 - INFO - Evaluation:
Curr mae: 32.2798; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3548; 29.6533;
Curr rmse: 81.0129; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.5853; 70.0842;
Curr nae: 0.0973; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:51:37,983 - INFO - Epoch: 533 / 660	lr: 3.520e-05
2025-06-21 05:55:51,084 - INFO - Training: cls_zice: 22.19331204182538; reg_zipnll: 214.66607788105551; aux_mae_loss_1: 100.72388525425929; aux_mae_loss_2: 14.422303063397543; aux_mae_loss_4: 2.039866778108945; aux_mae_loss_8: 0.275906311123031; cnt_loss: 6.311229735153193;
2025-06-21 05:55:51,085 - INFO - Evaluation:
Curr mae: 30.0860; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3548; 29.6533;
Curr rmse: 72.2417; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.5853; 70.0842;
Curr nae: 0.0973; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0947; 0.0949;



2025-06-21 05:55:51,085 - INFO - Epoch: 534 / 660	lr: 3.474e-05
2025-06-21 06:00:04,029 - INFO - Training: cls_zice: 22.01549841398445; reg_zipnll: 216.1055487654816; aux_mae_loss_1: 101.15635245256988; aux_mae_loss_2: 14.504691271671598; aux_mae_loss_4: 2.039439355116577; aux_mae_loss_8: 0.27441376367234327; cnt_loss: 5.76189158676829;
2025-06-21 06:00:18,093 - INFO - Evaluation:
Curr mae: 29.6305; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3548; 29.6305;
Curr rmse: 70.8090; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.5853; 70.0842;
Curr nae: 0.0946; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:00:18,093 - INFO - Epoch: 535 / 660	lr: 3.428e-05
2025-06-21 06:04:31,484 - INFO - Training: cls_zice: 21.196744909514805; reg_zipnll: 212.242509469275; aux_mae_loss_1: 99.05995388080038; aux_mae_loss_2: 14.184359177219225; aux_mae_loss_4: 2.0087176572464425; aux_mae_loss_8: 0.2714911126376041; cnt_loss: 6.064554224437184;
2025-06-21 06:04:31,485 - INFO - Evaluation:
Curr mae: 31.4993; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3548; 29.6305;
Curr rmse: 81.4458; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.5853; 70.0842;
Curr nae: 0.0978; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:04:31,485 - INFO - Epoch: 536 / 660	lr: 3.382e-05
2025-06-21 06:08:44,729 - INFO - Training: cls_zice: 22.689621151910956; reg_zipnll: 220.31951851342208; aux_mae_loss_1: 103.96244646038065; aux_mae_loss_2: 14.930593142472686; aux_mae_loss_4: 2.1083765736275897; aux_mae_loss_8: 0.2875763336938727; cnt_loss: 6.444389463543586;
2025-06-21 06:08:44,730 - INFO - Evaluation:
Curr mae: 30.0453; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3548; 29.6305;
Curr rmse: 72.5088; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.5853; 70.0842;
Curr nae: 0.0964; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:08:44,730 - INFO - Epoch: 537 / 660	lr: 3.337e-05
2025-06-21 06:12:57,853 - INFO - Training: cls_zice: 21.229475518173818; reg_zipnll: 222.761966371904; aux_mae_loss_1: 102.3913156269142; aux_mae_loss_2: 14.63094116605646; aux_mae_loss_4: 2.051088479919728; aux_mae_loss_8: 0.2753085173417486; cnt_loss: 5.776848216059888;
2025-06-21 06:12:57,855 - INFO - Evaluation:
Curr mae: 31.3747; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3548; 29.6305;
Curr rmse: 79.7696; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.5853; 70.0842;
Curr nae: 0.1011; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:12:57,855 - INFO - Epoch: 538 / 660	lr: 3.291e-05
2025-06-21 06:17:11,040 - INFO - Training: cls_zice: 23.991318814025515; reg_zipnll: 221.01726149041733; aux_mae_loss_1: 103.81157590920024; aux_mae_loss_2: 14.84217432225578; aux_mae_loss_4: 2.090961117824123; aux_mae_loss_8: 0.2841255853101037; cnt_loss: 6.279844317690572;
2025-06-21 06:17:16,997 - INFO - Evaluation:
Curr mae: 29.3042; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 71.4326; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.5853; 70.0842;
Curr nae: 0.0956; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:17:16,997 - INFO - Epoch: 539 / 660	lr: 3.246e-05
2025-06-21 06:21:29,767 - INFO - Training: cls_zice: 22.17237608258045; reg_zipnll: 218.34475946794132; aux_mae_loss_1: 102.11217909423122; aux_mae_loss_2: 14.634686255516307; aux_mae_loss_4: 2.06087163339697; aux_mae_loss_8: 0.27612919140616693; cnt_loss: 5.675856904804247;
2025-06-21 06:21:37,068 - INFO - Evaluation:
Curr mae: 30.9269; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 69.3728; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.3728; 69.5853;
Curr nae: 0.1026; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:21:37,068 - INFO - Epoch: 540 / 660	lr: 3.201e-05
2025-06-21 06:25:50,131 - INFO - Training: cls_zice: 20.29653560425751; reg_zipnll: 214.77044343335464; aux_mae_loss_1: 99.3707609801795; aux_mae_loss_2: 14.265946694695245; aux_mae_loss_4: 2.0135973550206896; aux_mae_loss_8: 0.2709546815843386; cnt_loss: 5.264801341034759;
2025-06-21 06:25:50,132 - INFO - Evaluation:
Curr mae: 31.8012; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 75.8057; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.3728; 69.5853;
Curr nae: 0.0994; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:25:50,132 - INFO - Epoch: 541 / 660	lr: 3.156e-05
2025-06-21 06:30:03,332 - INFO - Training: cls_zice: 21.76794368158882; reg_zipnll: 215.74346854692865; aux_mae_loss_1: 100.9443098610042; aux_mae_loss_2: 14.466330312824494; aux_mae_loss_4: 2.0403091179681008; aux_mae_loss_8: 0.27688494910770944; cnt_loss: 5.848790354777731;
2025-06-21 06:30:03,333 - INFO - Evaluation:
Curr mae: 33.2286; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 81.4966; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.3728; 69.5853;
Curr nae: 0.1020; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:30:03,333 - INFO - Epoch: 542 / 660	lr: 3.111e-05
2025-06-21 06:34:16,815 - INFO - Training: cls_zice: 21.899068338130924; reg_zipnll: 214.60203932980338; aux_mae_loss_1: 99.44008144927821; aux_mae_loss_2: 14.175303266103592; aux_mae_loss_4: 1.9783007888683624; aux_mae_loss_8: 0.2623420664705432; cnt_loss: 5.40074023864876;
2025-06-21 06:34:16,816 - INFO - Evaluation:
Curr mae: 32.4503; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 78.7251; 	 Best rmse: 65.3405; 67.6404; 69.0866; 69.3728; 69.5853;
Curr nae: 0.1066; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:34:16,816 - INFO - Epoch: 543 / 660	lr: 3.066e-05
2025-06-21 06:38:29,921 - INFO - Training: cls_zice: 22.1734361209186; reg_zipnll: 216.8875204836495; aux_mae_loss_1: 101.47361912273809; aux_mae_loss_2: 14.524497037375188; aux_mae_loss_4: 2.049592740814606; aux_mae_loss_8: 0.2741006179485269; cnt_loss: 5.4793336632395775;
2025-06-21 06:38:36,668 - INFO - Evaluation:
Curr mae: 29.5190; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 69.0113; 	 Best rmse: 65.3405; 67.6404; 69.0113; 69.0866; 69.3728;
Curr nae: 0.0963; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:38:36,668 - INFO - Epoch: 544 / 660	lr: 3.022e-05
2025-06-21 06:42:50,538 - INFO - Training: cls_zice: 19.567862519721444; reg_zipnll: 219.57786081995633; aux_mae_loss_1: 100.17402634951632; aux_mae_loss_2: 14.307836525237958; aux_mae_loss_4: 1.9973023942166552; aux_mae_loss_8: 0.26560032018639895; cnt_loss: 5.300261677882053;
2025-06-21 06:42:50,539 - INFO - Evaluation:
Curr mae: 31.3372; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 88.3111; 	 Best rmse: 65.3405; 67.6404; 69.0113; 69.0866; 69.3728;
Curr nae: 0.0975; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:42:50,539 - INFO - Epoch: 545 / 660	lr: 2.978e-05
2025-06-21 06:47:04,183 - INFO - Training: cls_zice: 21.572275647429084; reg_zipnll: 214.79296875; aux_mae_loss_1: 99.13819591061315; aux_mae_loss_2: 14.212714398428224; aux_mae_loss_4: 1.9881755578640494; aux_mae_loss_8: 0.264010925621637; cnt_loss: 5.403288710622983;
2025-06-21 06:47:04,184 - INFO - Evaluation:
Curr mae: 30.0937; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 76.2105; 	 Best rmse: 65.3405; 67.6404; 69.0113; 69.0866; 69.3728;
Curr nae: 0.0953; 	 Best nae: 0.0920; 0.0922; 0.0946; 0.0946; 0.0947;



2025-06-21 06:47:04,185 - INFO - Epoch: 546 / 660	lr: 2.934e-05
2025-06-21 06:51:17,038 - INFO - Training: cls_zice: 19.950732704414808; reg_zipnll: 214.5212704871798; aux_mae_loss_1: 98.77516964223514; aux_mae_loss_2: 14.157378683666337; aux_mae_loss_4: 1.9869754511317128; aux_mae_loss_8: 0.26358607751353236; cnt_loss: 5.057537242961726;
2025-06-21 06:51:24,190 - INFO - Evaluation:
Curr mae: 32.0716; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 82.2344; 	 Best rmse: 65.3405; 67.6404; 69.0113; 69.0866; 69.3728;
Curr nae: 0.0942; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 06:51:24,190 - INFO - Epoch: 547 / 660	lr: 2.890e-05
2025-06-21 06:55:37,274 - INFO - Training: cls_zice: 20.288527795733707; reg_zipnll: 209.1892190898905; aux_mae_loss_1: 97.12784908608484; aux_mae_loss_2: 14.004002807072931; aux_mae_loss_4: 1.9753359002671695; aux_mae_loss_8: 0.2637664912062623; cnt_loss: 4.878820661101059;
2025-06-21 06:55:37,275 - INFO - Evaluation:
Curr mae: 31.9632; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 80.1179; 	 Best rmse: 65.3405; 67.6404; 69.0113; 69.0866; 69.3728;
Curr nae: 0.1054; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 06:55:37,276 - INFO - Epoch: 548 / 660	lr: 2.846e-05
2025-06-21 06:59:50,097 - INFO - Training: cls_zice: 23.738740586261518; reg_zipnll: 222.16561248308588; aux_mae_loss_1: 104.3778442466167; aux_mae_loss_2: 14.882537546991383; aux_mae_loss_4: 2.0951618539183796; aux_mae_loss_8: 0.27885035996188845; cnt_loss: 5.7072224085312575;
2025-06-21 06:59:50,098 - INFO - Evaluation:
Curr mae: 31.0763; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 72.9415; 	 Best rmse: 65.3405; 67.6404; 69.0113; 69.0866; 69.3728;
Curr nae: 0.1000; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 06:59:50,098 - INFO - Epoch: 549 / 660	lr: 2.803e-05
2025-06-21 07:04:02,897 - INFO - Training: cls_zice: 23.281431982595386; reg_zipnll: 217.72007377840254; aux_mae_loss_1: 101.08241930105999; aux_mae_loss_2: 14.442517345852595; aux_mae_loss_4: 2.029822114539024; aux_mae_loss_8: 0.2701667084198225; cnt_loss: 5.458232335075928;
2025-06-21 07:04:11,254 - INFO - Evaluation:
Curr mae: 29.3870; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 67.3744; 	 Best rmse: 65.3405; 67.3744; 67.6404; 69.0113; 69.0866;
Curr nae: 0.0981; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:04:11,254 - INFO - Epoch: 550 / 660	lr: 2.760e-05
2025-06-21 07:08:24,358 - INFO - Training: cls_zice: 23.456477447156736; reg_zipnll: 217.75234867184204; aux_mae_loss_1: 101.60408240663975; aux_mae_loss_2: 14.498727446963057; aux_mae_loss_4: 2.0314102214222394; aux_mae_loss_8: 0.2708466099838518; cnt_loss: 5.410385926538997;
2025-06-21 07:08:24,359 - INFO - Evaluation:
Curr mae: 31.7889; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 70.7913; 	 Best rmse: 65.3405; 67.3744; 67.6404; 69.0113; 69.0866;
Curr nae: 0.1063; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:08:48,653 - INFO - Epoch: 551 / 660	lr: 2.717e-05
2025-06-21 07:13:01,873 - INFO - Training: cls_zice: 20.83984234017394; reg_zipnll: 213.1356300559939; aux_mae_loss_1: 98.78984960247128; aux_mae_loss_2: 14.117072960404933; aux_mae_loss_4: 1.9829009055784859; aux_mae_loss_8: 0.26331909174209694; cnt_loss: 5.118215602743595;
2025-06-21 07:13:01,874 - INFO - Evaluation:
Curr mae: 30.4814; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 70.1495; 	 Best rmse: 65.3405; 67.3744; 67.6404; 69.0113; 69.0866;
Curr nae: 0.1016; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:13:01,874 - INFO - Epoch: 552 / 660	lr: 2.674e-05
2025-06-21 07:17:15,394 - INFO - Training: cls_zice: 18.251762615263; reg_zipnll: 210.11448635111125; aux_mae_loss_1: 97.40122712731055; aux_mae_loss_2: 13.957170450289023; aux_mae_loss_4: 1.962487267497879; aux_mae_loss_8: 0.2604462892238463; cnt_loss: 5.11362594779782;
2025-06-21 07:17:15,395 - INFO - Evaluation:
Curr mae: 31.4580; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 74.7693; 	 Best rmse: 65.3405; 67.3744; 67.6404; 69.0113; 69.0866;
Curr nae: 0.1014; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:17:15,395 - INFO - Epoch: 553 / 660	lr: 2.631e-05
2025-06-21 07:21:28,867 - INFO - Training: cls_zice: 19.50933299445401; reg_zipnll: 211.68822990162514; aux_mae_loss_1: 96.09035876109851; aux_mae_loss_2: 13.697780721904685; aux_mae_loss_4: 1.9152688939880895; aux_mae_loss_8: 0.25219193099971604; cnt_loss: 4.836324877864597;
2025-06-21 07:21:28,869 - INFO - Evaluation:
Curr mae: 31.2376; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 74.9976; 	 Best rmse: 65.3405; 67.3744; 67.6404; 69.0113; 69.0866;
Curr nae: 0.1012; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:21:28,869 - INFO - Epoch: 554 / 660	lr: 2.589e-05
2025-06-21 07:25:42,589 - INFO - Training: cls_zice: 19.250499940336056; reg_zipnll: 211.68211805054338; aux_mae_loss_1: 97.41589456229713; aux_mae_loss_2: 13.943852489589112; aux_mae_loss_4: 1.9475249528578438; aux_mae_loss_8: 0.2585514330599639; cnt_loss: 4.96424619014588;
2025-06-21 07:25:48,386 - INFO - Evaluation:
Curr mae: 29.5465; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 68.0250; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.1025; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:25:48,386 - INFO - Epoch: 555 / 660	lr: 2.547e-05
2025-06-21 07:30:01,900 - INFO - Training: cls_zice: 21.80575526925163; reg_zipnll: 210.99669143166824; aux_mae_loss_1: 98.62095517793475; aux_mae_loss_2: 14.089024648261868; aux_mae_loss_4: 1.974824559565988; aux_mae_loss_8: 0.2624620195181327; cnt_loss: 4.904287330902021;
2025-06-21 07:30:01,901 - INFO - Evaluation:
Curr mae: 32.0369; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 81.7527; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.1021; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:30:01,902 - INFO - Epoch: 556 / 660	lr: 2.505e-05
2025-06-21 07:34:15,235 - INFO - Training: cls_zice: 20.396639468469168; reg_zipnll: 211.58931049160603; aux_mae_loss_1: 97.59391152031317; aux_mae_loss_2: 13.992991188038284; aux_mae_loss_4: 1.965585593929021; aux_mae_loss_8: 0.26013215331499556; cnt_loss: 5.106712027196712;
2025-06-21 07:34:15,237 - INFO - Evaluation:
Curr mae: 31.2319; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 72.1271; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.1010; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:34:15,237 - INFO - Epoch: 557 / 660	lr: 2.464e-05
2025-06-21 07:38:28,469 - INFO - Training: cls_zice: 20.15025552176418; reg_zipnll: 207.87754055650805; aux_mae_loss_1: 96.22276345132862; aux_mae_loss_2: 13.833099972006595; aux_mae_loss_4: 1.937335058548763; aux_mae_loss_8: 0.25567530454699056; cnt_loss: 4.473932347636296;
2025-06-21 07:38:28,470 - INFO - Evaluation:
Curr mae: 33.9013; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 78.4152; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.1091; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:38:28,470 - INFO - Epoch: 558 / 660	lr: 2.422e-05
2025-06-21 07:42:41,647 - INFO - Training: cls_zice: 20.18599903675462; reg_zipnll: 214.2742005179045; aux_mae_loss_1: 97.58879807185392; aux_mae_loss_2: 13.948858747139075; aux_mae_loss_4: 1.9459540974971261; aux_mae_loss_8: 0.25516160934742127; cnt_loss: 4.75506313225604;
2025-06-21 07:42:41,648 - INFO - Evaluation:
Curr mae: 32.1615; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 79.6139; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.0990; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:42:41,649 - INFO - Epoch: 559 / 660	lr: 2.381e-05
2025-06-21 07:46:55,206 - INFO - Training: cls_zice: 22.8910038132594; reg_zipnll: 214.12455205745746; aux_mae_loss_1: 100.61152948021582; aux_mae_loss_2: 14.397518927456481; aux_mae_loss_4: 2.0234873825756012; aux_mae_loss_8: 0.266247740039329; cnt_loss: 4.97201818289058;
2025-06-21 07:46:55,207 - INFO - Evaluation:
Curr mae: 32.5887; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 81.5940; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.0972; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:46:55,207 - INFO - Epoch: 560 / 660	lr: 2.340e-05
2025-06-21 07:51:09,263 - INFO - Training: cls_zice: 21.355861524239682; reg_zipnll: 216.5302758743953; aux_mae_loss_1: 100.30402555441182; aux_mae_loss_2: 14.263567583113526; aux_mae_loss_4: 1.9930358157902572; aux_mae_loss_8: 0.2610481548048843; cnt_loss: 4.751160081983532;
2025-06-21 07:51:09,263 - INFO - Evaluation:
Curr mae: 33.6653; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 87.6343; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.1067; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:51:09,263 - INFO - Epoch: 561 / 660	lr: 2.300e-05
2025-06-21 07:55:22,750 - INFO - Training: cls_zice: 20.53687061603088; reg_zipnll: 216.6330194546815; aux_mae_loss_1: 99.15504769739577; aux_mae_loss_2: 14.148652951331249; aux_mae_loss_4: 1.9709523701729075; aux_mae_loss_8: 0.25795739598016815; cnt_loss: 4.701673567678138;
2025-06-21 07:55:22,751 - INFO - Evaluation:
Curr mae: 31.5940; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 77.7521; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.0958; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:55:22,751 - INFO - Epoch: 562 / 660	lr: 2.260e-05
2025-06-21 07:59:35,637 - INFO - Training: cls_zice: 21.739756866216965; reg_zipnll: 216.75309875017572; aux_mae_loss_1: 100.39615775503046; aux_mae_loss_2: 14.321866827329817; aux_mae_loss_4: 2.007423159778884; aux_mae_loss_8: 0.26591576807258366; cnt_loss: 5.0590630871624445;
2025-06-21 07:59:35,638 - INFO - Evaluation:
Curr mae: 32.1960; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 78.2845; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.1007; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 07:59:35,639 - INFO - Epoch: 563 / 660	lr: 2.220e-05
2025-06-21 08:03:48,331 - INFO - Training: cls_zice: 21.203362183123446; reg_zipnll: 207.3534801502767; aux_mae_loss_1: 96.97217540079033; aux_mae_loss_2: 13.898116586753826; aux_mae_loss_4: 1.9461263691704807; aux_mae_loss_8: 0.257762853740918; cnt_loss: 4.9392567203406506;
2025-06-21 08:03:48,332 - INFO - Evaluation:
Curr mae: 29.7161; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 69.8510; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 69.0113;
Curr nae: 0.0992; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:03:48,332 - INFO - Epoch: 564 / 660	lr: 2.180e-05
2025-06-21 08:08:01,305 - INFO - Training: cls_zice: 20.160579572982396; reg_zipnll: 210.49036600657172; aux_mae_loss_1: 98.2670932784485; aux_mae_loss_2: 14.13054378847843; aux_mae_loss_4: 1.9991257107196554; aux_mae_loss_8: 0.26704979719531874; cnt_loss: 5.0617288916077285;
2025-06-21 08:08:07,660 - INFO - Evaluation:
Curr mae: 29.7738; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 68.2313; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.1018; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:08:07,661 - INFO - Epoch: 565 / 660	lr: 2.140e-05
2025-06-21 08:12:19,866 - INFO - Training: cls_zice: 22.076036544339516; reg_zipnll: 210.9201811959627; aux_mae_loss_1: 98.5941953879702; aux_mae_loss_2: 14.190587488728502; aux_mae_loss_4: 2.0075035426947636; aux_mae_loss_8: 0.2709549256531009; cnt_loss: 5.539905477152385;
2025-06-21 08:12:19,868 - INFO - Evaluation:
Curr mae: 30.5212; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 78.3069; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0967; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:12:19,868 - INFO - Epoch: 566 / 660	lr: 2.101e-05
2025-06-21 08:16:32,959 - INFO - Training: cls_zice: 20.36433824827861; reg_zipnll: 213.96616109539121; aux_mae_loss_1: 98.83311596259973; aux_mae_loss_2: 14.104923642080056; aux_mae_loss_4: 1.9732847492615178; aux_mae_loss_8: 0.2618456230448573; cnt_loss: 5.097816622732231;
2025-06-21 08:16:32,960 - INFO - Evaluation:
Curr mae: 31.0437; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 71.9010; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.1040; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:16:32,960 - INFO - Epoch: 567 / 660	lr: 2.062e-05
2025-06-21 08:20:45,369 - INFO - Training: cls_zice: 22.613313219311305; reg_zipnll: 217.20720166105843; aux_mae_loss_1: 100.80818392010765; aux_mae_loss_2: 14.349630400576752; aux_mae_loss_4: 2.011150512566603; aux_mae_loss_8: 0.26659756500015375; cnt_loss: 5.087856405345211;
2025-06-21 08:20:45,371 - INFO - Evaluation:
Curr mae: 32.6897; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 81.1251; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0967; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:20:45,371 - INFO - Epoch: 568 / 660	lr: 2.024e-05
2025-06-21 08:24:58,162 - INFO - Training: cls_zice: 20.963949826581924; reg_zipnll: 216.934284769171; aux_mae_loss_1: 99.32406765268517; aux_mae_loss_2: 14.17029329360604; aux_mae_loss_4: 1.96176078915596; aux_mae_loss_8: 0.2556156412983232; cnt_loss: 4.455406645116585;
2025-06-21 08:24:58,164 - INFO - Evaluation:
Curr mae: 30.3822; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 70.1599; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.1027; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:24:58,164 - INFO - Epoch: 569 / 660	lr: 1.985e-05
2025-06-21 08:29:10,967 - INFO - Training: cls_zice: 22.44776838351338; reg_zipnll: 216.52247749563966; aux_mae_loss_1: 101.11750601373785; aux_mae_loss_2: 14.497582648591088; aux_mae_loss_4: 2.0377182481298104; aux_mae_loss_8: 0.2710673108620325; cnt_loss: 5.020263769402908;
2025-06-21 08:29:10,968 - INFO - Evaluation:
Curr mae: 31.5415; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 79.0426; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0973; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:29:10,968 - INFO - Epoch: 570 / 660	lr: 1.947e-05
2025-06-21 08:33:23,486 - INFO - Training: cls_zice: 22.05864870245628; reg_zipnll: 218.0760958850537; aux_mae_loss_1: 100.9280827210924; aux_mae_loss_2: 14.306736015108987; aux_mae_loss_4: 1.988610006006947; aux_mae_loss_8: 0.26276542673457254; cnt_loss: 4.894504158692985;
2025-06-21 08:33:23,487 - INFO - Evaluation:
Curr mae: 30.3495; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 71.1509; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0983; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:33:23,487 - INFO - Epoch: 571 / 660	lr: 1.910e-05
2025-06-21 08:37:36,467 - INFO - Training: cls_zice: 21.768184070262322; reg_zipnll: 218.6937274736733; aux_mae_loss_1: 101.1324770468979; aux_mae_loss_2: 14.398234945336467; aux_mae_loss_4: 2.015334939588924; aux_mae_loss_8: 0.26869807463225487; cnt_loss: 5.080557896346237;
2025-06-21 08:37:36,468 - INFO - Evaluation:
Curr mae: 32.2114; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 79.5803; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.1000; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:37:36,468 - INFO - Epoch: 572 / 660	lr: 1.872e-05
2025-06-21 08:41:50,267 - INFO - Training: cls_zice: 22.140916722162284; reg_zipnll: 213.5217163262453; aux_mae_loss_1: 100.42712067209357; aux_mae_loss_2: 14.36144920026735; aux_mae_loss_4: 2.019905661785817; aux_mae_loss_8: 0.26787827065295916; cnt_loss: 4.713477072878178;
2025-06-21 08:41:50,269 - INFO - Evaluation:
Curr mae: 30.1155; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 69.9945; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.1004; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:41:50,269 - INFO - Epoch: 573 / 660	lr: 1.835e-05
2025-06-21 08:46:03,806 - INFO - Training: cls_zice: 23.33409203730696; reg_zipnll: 215.89004085119095; aux_mae_loss_1: 101.26216193397738; aux_mae_loss_2: 14.438459693312952; aux_mae_loss_4: 2.0362341233114964; aux_mae_loss_8: 0.2712120534971854; cnt_loss: 4.82494849253896;
2025-06-21 08:46:03,807 - INFO - Evaluation:
Curr mae: 30.5459; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 69.2077; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.1055; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:46:03,808 - INFO - Epoch: 574 / 660	lr: 1.798e-05
2025-06-21 08:50:16,844 - INFO - Training: cls_zice: 21.890787471306048; reg_zipnll: 205.13969540534717; aux_mae_loss_1: 96.39138465430253; aux_mae_loss_2: 13.819915696097523; aux_mae_loss_4: 1.942775266680742; aux_mae_loss_8: 0.25575110891350283; cnt_loss: 4.499540411376402;
2025-06-21 08:50:16,846 - INFO - Evaluation:
Curr mae: 30.8328; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3548;
Curr rmse: 75.3223; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0973; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:50:16,846 - INFO - Epoch: 575 / 660	lr: 1.762e-05
2025-06-21 08:54:29,328 - INFO - Training: cls_zice: 19.05777752606299; reg_zipnll: 199.53287366852356; aux_mae_loss_1: 93.24538962209746; aux_mae_loss_2: 13.383994940314011; aux_mae_loss_4: 1.870905776103542; aux_mae_loss_8: 0.24631027727936106; cnt_loss: 4.217783361060454;
2025-06-21 08:54:37,100 - INFO - Evaluation:
Curr mae: 29.3330; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 68.7338; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0996; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:54:37,101 - INFO - Epoch: 576 / 660	lr: 1.726e-05
2025-06-21 08:58:50,829 - INFO - Training: cls_zice: 22.29187950691098; reg_zipnll: 210.1576551275572; aux_mae_loss_1: 99.40227482312748; aux_mae_loss_2: 14.17829729628134; aux_mae_loss_4: 1.9852086794407018; aux_mae_loss_8: 0.2658386941194764; cnt_loss: 5.160830901490385;
2025-06-21 08:58:50,830 - INFO - Evaluation:
Curr mae: 29.3934; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 68.7989; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0993; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 08:58:50,831 - INFO - Epoch: 577 / 660	lr: 1.690e-05
2025-06-21 09:03:04,046 - INFO - Training: cls_zice: 20.19058998289176; reg_zipnll: 207.93900987728088; aux_mae_loss_1: 96.22605743506267; aux_mae_loss_2: 13.762815385060936; aux_mae_loss_4: 1.92770020014446; aux_mae_loss_8: 0.2541440239650195; cnt_loss: 4.89744127108919;
2025-06-21 09:03:04,047 - INFO - Evaluation:
Curr mae: 30.2672; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 70.8904; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0990; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:03:04,047 - INFO - Epoch: 578 / 660	lr: 1.654e-05
2025-06-21 09:07:17,153 - INFO - Training: cls_zice: 22.374565712781983; reg_zipnll: 214.29271215522198; aux_mae_loss_1: 99.38045333774046; aux_mae_loss_2: 14.159471101503446; aux_mae_loss_4: 1.9820926911113808; aux_mae_loss_8: 0.2627003335592679; cnt_loss: 4.696453536345904;
2025-06-21 09:07:17,154 - INFO - Evaluation:
Curr mae: 30.1926; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 71.6606; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0980; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:07:17,154 - INFO - Epoch: 579 / 660	lr: 1.619e-05
2025-06-21 09:11:30,985 - INFO - Training: cls_zice: 22.250246662368813; reg_zipnll: 213.2180834257817; aux_mae_loss_1: 99.50739549793744; aux_mae_loss_2: 14.218574506764547; aux_mae_loss_4: 1.9940865926616909; aux_mae_loss_8: 0.2651952043927459; cnt_loss: 4.96333583844658;
2025-06-21 09:11:30,986 - INFO - Evaluation:
Curr mae: 31.5412; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 77.3435; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0957; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:11:30,986 - INFO - Epoch: 580 / 660	lr: 1.584e-05
2025-06-21 09:15:44,709 - INFO - Training: cls_zice: 21.980399164871567; reg_zipnll: 215.49931745357563; aux_mae_loss_1: 98.76688136049286; aux_mae_loss_2: 13.988105185387374; aux_mae_loss_4: 1.9362228271817181; aux_mae_loss_8: 0.25304174081812636; cnt_loss: 4.415615761839332;
2025-06-21 09:15:44,710 - INFO - Evaluation:
Curr mae: 30.7511; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 73.6107; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0966; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:15:44,710 - INFO - Epoch: 581 / 660	lr: 1.550e-05
2025-06-21 09:19:58,229 - INFO - Training: cls_zice: 21.98454952960149; reg_zipnll: 215.72410528089821; aux_mae_loss_1: 99.61739153972322; aux_mae_loss_2: 14.21846430221989; aux_mae_loss_4: 1.9755898271627474; aux_mae_loss_8: 0.258426765233738; cnt_loss: 4.477557025792359;
2025-06-21 09:19:58,230 - INFO - Evaluation:
Curr mae: 30.2017; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 72.6397; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0959; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:19:58,230 - INFO - Epoch: 582 / 660	lr: 1.516e-05
2025-06-21 09:24:11,501 - INFO - Training: cls_zice: 21.55330468817664; reg_zipnll: 211.41564897277362; aux_mae_loss_1: 98.77566279727573; aux_mae_loss_2: 14.176087804809022; aux_mae_loss_4: 1.9940495671067568; aux_mae_loss_8: 0.2630171184799129; cnt_loss: 4.771634772151785;
2025-06-21 09:24:11,502 - INFO - Evaluation:
Curr mae: 29.8650; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 71.5359; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0959; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:24:11,502 - INFO - Epoch: 583 / 660	lr: 1.482e-05
2025-06-21 09:28:24,289 - INFO - Training: cls_zice: 21.78130280672738; reg_zipnll: 213.89688050532402; aux_mae_loss_1: 100.76223366793752; aux_mae_loss_2: 14.377206243402242; aux_mae_loss_4: 2.0361148959413593; aux_mae_loss_8: 0.2693345565300981; cnt_loss: 4.780036387682574;
2025-06-21 09:28:24,290 - INFO - Evaluation:
Curr mae: 31.3692; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 76.6654; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0973; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:28:24,290 - INFO - Epoch: 584 / 660	lr: 1.448e-05
2025-06-21 09:32:37,808 - INFO - Training: cls_zice: 22.352363313263364; reg_zipnll: 219.75733106363094; aux_mae_loss_1: 100.95898650789628; aux_mae_loss_2: 14.272782787259256; aux_mae_loss_4: 1.9809296886534802; aux_mae_loss_8: 0.258516341428677; cnt_loss: 4.409079134387651;
2025-06-21 09:32:37,810 - INFO - Evaluation:
Curr mae: 29.8260; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.3042; 29.3330;
Curr rmse: 71.1266; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0990; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:32:37,810 - INFO - Epoch: 585 / 660	lr: 1.415e-05
2025-06-21 09:36:51,295 - INFO - Training: cls_zice: 22.723462866375026; reg_zipnll: 213.87467072003912; aux_mae_loss_1: 99.03858494942476; aux_mae_loss_2: 14.109491518653144; aux_mae_loss_4: 1.970005859982385; aux_mae_loss_8: 0.2594046217980759; cnt_loss: 4.497853766829925;
2025-06-21 09:36:57,832 - INFO - Evaluation:
Curr mae: 29.0571; 	 Best mae: 28.2656; 28.9276; 29.0327; 29.0571; 29.3042;
Curr rmse: 68.2445; 	 Best rmse: 65.3405; 67.3744; 67.6404; 68.0250; 68.2313;
Curr nae: 0.0960; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:36:57,832 - INFO - Epoch: 586 / 660	lr: 1.382e-05
2025-06-21 09:41:10,774 - INFO - Training: cls_zice: 21.577838879786096; reg_zipnll: 215.60571887008942; aux_mae_loss_1: 99.64768766927841; aux_mae_loss_2: 14.181974386647918; aux_mae_loss_4: 1.9703226273156378; aux_mae_loss_8: 0.2572291845283387; cnt_loss: 4.017842699062548;
2025-06-21 09:41:24,290 - INFO - Evaluation:
Curr mae: 28.9568; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 66.8288; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 68.0250;
Curr nae: 0.0971; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:41:24,290 - INFO - Epoch: 587 / 660	lr: 1.350e-05
2025-06-21 09:45:37,411 - INFO - Training: cls_zice: 23.285019507061854; reg_zipnll: 207.86731602661408; aux_mae_loss_1: 98.43771015402591; aux_mae_loss_2: 14.077710288655789; aux_mae_loss_4: 1.966835720756673; aux_mae_loss_8: 0.25944983294583224; cnt_loss: 4.135703892779841;
2025-06-21 09:45:37,412 - INFO - Evaluation:
Curr mae: 30.1441; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 72.5089; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 68.0250;
Curr nae: 0.0982; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:45:37,412 - INFO - Epoch: 588 / 660	lr: 1.318e-05
2025-06-21 09:49:50,321 - INFO - Training: cls_zice: 20.731209429263455; reg_zipnll: 215.9981190306362; aux_mae_loss_1: 99.80655305857523; aux_mae_loss_2: 14.173510162873256; aux_mae_loss_4: 1.9650535087046097; aux_mae_loss_8: 0.2570960038176386; cnt_loss: 4.321248834267987;
2025-06-21 09:49:50,322 - INFO - Evaluation:
Curr mae: 29.8826; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 70.5111; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 68.0250;
Curr nae: 0.0977; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:49:50,322 - INFO - Epoch: 589 / 660	lr: 1.286e-05
2025-06-21 09:54:03,331 - INFO - Training: cls_zice: 19.96657062423413; reg_zipnll: 215.2283539906872; aux_mae_loss_1: 98.85302687671926; aux_mae_loss_2: 14.01685766113448; aux_mae_loss_4: 1.9485500535345937; aux_mae_loss_8: 0.25614524769637453; cnt_loss: 4.060526649968024;
2025-06-21 09:54:03,333 - INFO - Evaluation:
Curr mae: 30.7788; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 73.1773; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 68.0250;
Curr nae: 0.0965; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:54:03,333 - INFO - Epoch: 590 / 660	lr: 1.255e-05
2025-06-21 09:58:16,490 - INFO - Training: cls_zice: 21.244205723499885; reg_zipnll: 216.8162928387561; aux_mae_loss_1: 100.0654097829196; aux_mae_loss_2: 14.287976366082317; aux_mae_loss_4: 1.9862585122910135; aux_mae_loss_8: 0.2593687029416579; cnt_loss: 4.277607264011562;
2025-06-21 09:58:16,491 - INFO - Evaluation:
Curr mae: 29.8299; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 69.7461; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 68.0250;
Curr nae: 0.0986; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 09:58:16,492 - INFO - Epoch: 591 / 660	lr: 1.224e-05
2025-06-21 10:02:29,628 - INFO - Training: cls_zice: 19.754676807508982; reg_zipnll: 212.8667218617731; aux_mae_loss_1: 98.29937978514056; aux_mae_loss_2: 14.01790608293293; aux_mae_loss_4: 1.9529767149824717; aux_mae_loss_8: 0.2556334301580347; cnt_loss: 4.317459615689623;
2025-06-21 10:02:29,630 - INFO - Evaluation:
Curr mae: 29.7294; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 70.4678; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 68.0250;
Curr nae: 0.0976; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:02:29,630 - INFO - Epoch: 592 / 660	lr: 1.193e-05
2025-06-21 10:06:42,588 - INFO - Training: cls_zice: 19.118856988674878; reg_zipnll: 206.15342923240368; aux_mae_loss_1: 96.03362888051795; aux_mae_loss_2: 13.743310208185779; aux_mae_loss_4: 1.9222358614206314; aux_mae_loss_8: 0.2527294168799426; cnt_loss: 4.073288508812995;
2025-06-21 10:06:42,589 - INFO - Evaluation:
Curr mae: 30.7708; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 74.6604; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 68.0250;
Curr nae: 0.0977; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:06:42,589 - INFO - Epoch: 593 / 660	lr: 1.163e-05
2025-06-21 10:10:55,754 - INFO - Training: cls_zice: 22.27757429437841; reg_zipnll: 224.4676711271232; aux_mae_loss_1: 103.56154350143471; aux_mae_loss_2: 14.735276780275575; aux_mae_loss_4: 2.057833068321787; aux_mae_loss_8: 0.27035812317252467; cnt_loss: 4.304848398831326;
2025-06-21 10:11:04,211 - INFO - Evaluation:
Curr mae: 29.9872; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 67.8117; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 67.8117;
Curr nae: 0.1037; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:11:04,211 - INFO - Epoch: 594 / 660	lr: 1.133e-05
2025-06-21 10:15:16,890 - INFO - Training: cls_zice: 19.668007157417374; reg_zipnll: 211.2701872847687; aux_mae_loss_1: 96.32295667849347; aux_mae_loss_2: 13.714090896143093; aux_mae_loss_4: 1.8992695144178935; aux_mae_loss_8: 0.24567425928550238; cnt_loss: 3.9335125295545876;
2025-06-21 10:15:16,891 - INFO - Evaluation:
Curr mae: 30.6426; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 73.3441; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 67.8117;
Curr nae: 0.0962; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:15:16,891 - INFO - Epoch: 595 / 660	lr: 1.103e-05
2025-06-21 10:19:30,406 - INFO - Training: cls_zice: 22.577753448279474; reg_zipnll: 215.92086428909496; aux_mae_loss_1: 99.54818882488652; aux_mae_loss_2: 14.121536291350436; aux_mae_loss_4: 1.970559559254919; aux_mae_loss_8: 0.258119090216038; cnt_loss: 4.38388403790469;
2025-06-21 10:19:30,407 - INFO - Evaluation:
Curr mae: 30.7120; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 73.2026; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 67.8117;
Curr nae: 0.0954; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:19:30,407 - INFO - Epoch: 596 / 660	lr: 1.074e-05
2025-06-21 10:23:43,258 - INFO - Training: cls_zice: 23.819150090179285; reg_zipnll: 214.46712160968536; aux_mae_loss_1: 99.0480158813202; aux_mae_loss_2: 14.085381167713352; aux_mae_loss_4: 1.9550359768931846; aux_mae_loss_8: 0.2530591411918287; cnt_loss: 4.044686036811696;
2025-06-21 10:23:43,260 - INFO - Evaluation:
Curr mae: 29.4931; 	 Best mae: 28.2656; 28.9276; 28.9568; 29.0327; 29.0571;
Curr rmse: 69.1260; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.6404; 67.8117;
Curr nae: 0.0979; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:23:43,260 - INFO - Epoch: 597 / 660	lr: 1.045e-05
2025-06-21 10:27:56,568 - INFO - Training: cls_zice: 22.4702431173818; reg_zipnll: 213.6235428248702; aux_mae_loss_1: 99.84096776918152; aux_mae_loss_2: 14.270369017951593; aux_mae_loss_4: 1.992647698805081; aux_mae_loss_8: 0.2616756672666894; cnt_loss: 4.156235467115834;
2025-06-21 10:28:09,810 - INFO - Evaluation:
Curr mae: 28.8118; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 67.4781; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0980; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:28:09,810 - INFO - Epoch: 598 / 660	lr: 1.017e-05
2025-06-21 10:32:22,411 - INFO - Training: cls_zice: 21.566088678032774; reg_zipnll: 218.92179708309223; aux_mae_loss_1: 100.41057075265134; aux_mae_loss_2: 14.249761058003246; aux_mae_loss_4: 1.9741599182083551; aux_mae_loss_8: 0.2579898005854195; cnt_loss: 4.215165920229988;
2025-06-21 10:32:22,412 - INFO - Evaluation:
Curr mae: 29.2345; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 69.1341; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0967; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:32:22,412 - INFO - Epoch: 599 / 660	lr: 9.890e-06
2025-06-21 10:36:35,602 - INFO - Training: cls_zice: 20.182337276235337; reg_zipnll: 213.9598836432999; aux_mae_loss_1: 98.57693691547854; aux_mae_loss_2: 14.100803461356763; aux_mae_loss_4: 1.962163842735683; aux_mae_loss_8: 0.25753687894819327; cnt_loss: 4.101598698176578;
2025-06-21 10:36:35,603 - INFO - Evaluation:
Curr mae: 30.4253; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 69.8435; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.1010; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:36:35,603 - INFO - Epoch: 600 / 660	lr: 9.614e-06
2025-06-21 10:40:48,365 - INFO - Training: cls_zice: 20.23139591967079; reg_zipnll: 214.40590574563623; aux_mae_loss_1: 98.05313442298869; aux_mae_loss_2: 13.967949304911656; aux_mae_loss_4: 1.9414557254942646; aux_mae_loss_8: 0.25153214317820677; cnt_loss: 3.8970423422772966;
2025-06-21 10:40:48,367 - INFO - Evaluation:
Curr mae: 29.2344; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 69.2749; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0959; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:41:13,098 - INFO - Epoch: 601 / 660	lr: 9.342e-06
2025-06-21 10:45:27,426 - INFO - Training: cls_zice: 21.538419726077265; reg_zipnll: 211.22888977913746; aux_mae_loss_1: 99.08529036700878; aux_mae_loss_2: 14.15213697735019; aux_mae_loss_4: 1.9828745232066642; aux_mae_loss_8: 0.2615749287229884; cnt_loss: 4.616171012769015;
2025-06-21 10:45:27,428 - INFO - Evaluation:
Curr mae: 30.9159; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 77.9759; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.1003; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:45:27,428 - INFO - Epoch: 602 / 660	lr: 9.074e-06
2025-06-21 10:49:41,582 - INFO - Training: cls_zice: 20.222867299666134; reg_zipnll: 211.87207665725356; aux_mae_loss_1: 97.11589762239039; aux_mae_loss_2: 13.836983862143862; aux_mae_loss_4: 1.9242940418671213; aux_mae_loss_8: 0.24782125121293766; cnt_loss: 3.965279676460668;
2025-06-21 10:49:41,583 - INFO - Evaluation:
Curr mae: 29.3684; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 68.7827; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0973; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:49:41,583 - INFO - Epoch: 603 / 660	lr: 8.810e-06
2025-06-21 10:53:55,893 - INFO - Training: cls_zice: 20.362605807867027; reg_zipnll: 207.9047136404827; aux_mae_loss_1: 95.85574919766816; aux_mae_loss_2: 13.700601550178234; aux_mae_loss_4: 1.9022092705827138; aux_mae_loss_8: 0.24766868047397056; cnt_loss: 3.9811774403393114;
2025-06-21 10:53:55,894 - INFO - Evaluation:
Curr mae: 29.4876; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 69.6801; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0965; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:53:55,894 - INFO - Epoch: 604 / 660	lr: 8.550e-06
2025-06-21 10:58:10,311 - INFO - Training: cls_zice: 20.93117687186576; reg_zipnll: 209.67914727904804; aux_mae_loss_1: 97.89452468705362; aux_mae_loss_2: 13.971107029976146; aux_mae_loss_4: 1.9447836217429766; aux_mae_loss_8: 0.25397221686601024; cnt_loss: 4.1713920957325055;
2025-06-21 10:58:10,312 - INFO - Evaluation:
Curr mae: 30.3991; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 72.1468; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.1015; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 10:58:10,312 - INFO - Epoch: 605 / 660	lr: 8.294e-06
2025-06-21 11:02:24,882 - INFO - Training: cls_zice: 22.44368972037476; reg_zipnll: 213.4702516080175; aux_mae_loss_1: 99.23541891421634; aux_mae_loss_2: 14.1240918121485; aux_mae_loss_4: 1.9625808615381124; aux_mae_loss_8: 0.2547752950101095; cnt_loss: 3.9563557383027357;
2025-06-21 11:02:24,883 - INFO - Evaluation:
Curr mae: 30.1681; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 70.3433; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0997; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:02:24,883 - INFO - Epoch: 606 / 660	lr: 8.042e-06
2025-06-21 11:06:39,531 - INFO - Training: cls_zice: 20.342718719784887; reg_zipnll: 210.49103404439813; aux_mae_loss_1: 97.30494894650418; aux_mae_loss_2: 13.864653046762422; aux_mae_loss_4: 1.9331128054075806; aux_mae_loss_8: 0.25178659533014025; cnt_loss: 3.83066180267953;
2025-06-21 11:06:39,532 - INFO - Evaluation:
Curr mae: 30.8611; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 74.0966; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0986; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:06:39,532 - INFO - Epoch: 607 / 660	lr: 7.795e-06
2025-06-21 11:10:54,109 - INFO - Training: cls_zice: 18.691909840909865; reg_zipnll: 208.47976337423054; aux_mae_loss_1: 94.95173413588026; aux_mae_loss_2: 13.56381087438; aux_mae_loss_4: 1.8738637754267469; aux_mae_loss_8: 0.2401271072577848; cnt_loss: 3.6023611236354074;
2025-06-21 11:10:54,110 - INFO - Evaluation:
Curr mae: 29.9447; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 71.7195; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0966; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:10:54,110 - INFO - Epoch: 608 / 660	lr: 7.551e-06
2025-06-21 11:15:08,198 - INFO - Training: cls_zice: 21.35117626351072; reg_zipnll: 207.9871280273006; aux_mae_loss_1: 97.0577337343466; aux_mae_loss_2: 13.780558764474863; aux_mae_loss_4: 1.9202221212932566; aux_mae_loss_8: 0.2514778832835564; cnt_loss: 3.991913555367134;
2025-06-21 11:15:08,199 - INFO - Evaluation:
Curr mae: 29.7707; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 71.2696; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0947; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:15:08,199 - INFO - Epoch: 609 / 660	lr: 7.311e-06
2025-06-21 11:19:22,631 - INFO - Training: cls_zice: 20.37974954593764; reg_zipnll: 208.41271266348872; aux_mae_loss_1: 96.02997001706788; aux_mae_loss_2: 13.667052653577457; aux_mae_loss_4: 1.8995384850891206; aux_mae_loss_8: 0.247733654018616; cnt_loss: 3.9317280167479134;
2025-06-21 11:19:22,632 - INFO - Evaluation:
Curr mae: 29.8918; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 70.3023; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0978; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:19:22,632 - INFO - Epoch: 610 / 660	lr: 7.076e-06
2025-06-21 11:23:37,039 - INFO - Training: cls_zice: 18.939488178353688; reg_zipnll: 210.3149162331706; aux_mae_loss_1: 96.82316586413543; aux_mae_loss_2: 13.820974224943734; aux_mae_loss_4: 1.9162651925589553; aux_mae_loss_8: 0.24621805525684112; cnt_loss: 3.8468250200573766;
2025-06-21 11:23:37,041 - INFO - Evaluation:
Curr mae: 29.1775; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 69.4986; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0960; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:23:37,041 - INFO - Epoch: 611 / 660	lr: 6.845e-06
2025-06-21 11:27:51,334 - INFO - Training: cls_zice: 20.527026850260928; reg_zipnll: 211.64156602403497; aux_mae_loss_1: 98.55595349407442; aux_mae_loss_2: 13.975780168351907; aux_mae_loss_4: 1.944372051709109; aux_mae_loss_8: 0.2554298351042375; cnt_loss: 3.853231355011616;
2025-06-21 11:27:51,335 - INFO - Evaluation:
Curr mae: 29.5278; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 69.8345; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0965; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:27:51,335 - INFO - Epoch: 612 / 660	lr: 6.618e-06
2025-06-21 11:32:05,609 - INFO - Training: cls_zice: 19.653524415237126; reg_zipnll: 210.37473941891236; aux_mae_loss_1: 97.19191428995991; aux_mae_loss_2: 13.866183405976676; aux_mae_loss_4: 1.9302506351455624; aux_mae_loss_8: 0.25017773909470337; cnt_loss: 3.6125274732670625;
2025-06-21 11:32:05,610 - INFO - Evaluation:
Curr mae: 30.6790; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 74.0928; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0955; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:32:05,611 - INFO - Epoch: 613 / 660	lr: 6.395e-06
2025-06-21 11:36:19,521 - INFO - Training: cls_zice: 20.742788220930528; reg_zipnll: 218.1405482206369; aux_mae_loss_1: 99.96190733407028; aux_mae_loss_2: 14.215638935259499; aux_mae_loss_4: 1.9712433945435486; aux_mae_loss_8: 0.2559397916781182; cnt_loss: 3.93217197472378;
2025-06-21 11:36:19,523 - INFO - Evaluation:
Curr mae: 29.1359; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 68.2824; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0980; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:36:19,523 - INFO - Epoch: 614 / 660	lr: 6.177e-06
2025-06-21 11:40:33,781 - INFO - Training: cls_zice: 24.34957750271862; reg_zipnll: 217.05921810022664; aux_mae_loss_1: 102.15565090620733; aux_mae_loss_2: 14.482499800488391; aux_mae_loss_4: 2.013368491533483; aux_mae_loss_8: 0.264007388942116; cnt_loss: 4.0768140496968615;
2025-06-21 11:40:33,783 - INFO - Evaluation:
Curr mae: 30.0427; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 71.5627; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0975; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:40:33,783 - INFO - Epoch: 615 / 660	lr: 5.962e-06
2025-06-21 11:44:47,461 - INFO - Training: cls_zice: 21.199554571532346; reg_zipnll: 210.22437917910383; aux_mae_loss_1: 96.26937961088048; aux_mae_loss_2: 13.665402996815875; aux_mae_loss_4: 1.8875076415299756; aux_mae_loss_8: 0.2440155433074291; cnt_loss: 3.6706938029561376;
2025-06-21 11:44:47,462 - INFO - Evaluation:
Curr mae: 30.3003; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 72.2657; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0949; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:44:47,463 - INFO - Epoch: 616 / 660	lr: 5.753e-06
2025-06-21 11:49:01,360 - INFO - Training: cls_zice: 23.08287889048802; reg_zipnll: 211.35770284853743; aux_mae_loss_1: 98.28571662559607; aux_mae_loss_2: 13.971706561993205; aux_mae_loss_4: 1.9366707415308009; aux_mae_loss_8: 0.25286047436431014; cnt_loss: 3.800096826833747;
2025-06-21 11:49:01,361 - INFO - Evaluation:
Curr mae: 30.1698; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 75.9879; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0951; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:49:01,361 - INFO - Epoch: 617 / 660	lr: 5.547e-06
2025-06-21 11:53:15,109 - INFO - Training: cls_zice: 20.709776390564166; reg_zipnll: 209.1578443865543; aux_mae_loss_1: 96.42134091051194; aux_mae_loss_2: 13.716198251302567; aux_mae_loss_4: 1.9053175779571876; aux_mae_loss_8: 0.24657885938078394; cnt_loss: 3.571394610221098;
2025-06-21 11:53:15,111 - INFO - Evaluation:
Curr mae: 30.4834; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 73.4778; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0949; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:53:15,111 - INFO - Epoch: 618 / 660	lr: 5.346e-06
2025-06-21 11:57:28,214 - INFO - Training: cls_zice: 20.97977713658295; reg_zipnll: 214.1636209904688; aux_mae_loss_1: 97.72503716044683; aux_mae_loss_2: 13.82768213289256; aux_mae_loss_4: 1.90272998710218; aux_mae_loss_8: 0.24496655539635828; cnt_loss: 3.716574963230094;
2025-06-21 11:57:28,215 - INFO - Evaluation:
Curr mae: 30.8472; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 74.8699; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0962; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 11:57:28,215 - INFO - Epoch: 619 / 660	lr: 5.149e-06
2025-06-21 12:01:41,727 - INFO - Training: cls_zice: 21.52359872899356; reg_zipnll: 213.70559385441877; aux_mae_loss_1: 98.15466936694932; aux_mae_loss_2: 13.859980445901043; aux_mae_loss_4: 1.9113650115106284; aux_mae_loss_8: 0.24768485973534057; cnt_loss: 4.137343630462809;
2025-06-21 12:01:41,728 - INFO - Evaluation:
Curr mae: 29.8773; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 70.4967; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0969; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:01:41,728 - INFO - Epoch: 620 / 660	lr: 4.956e-06
2025-06-21 12:05:55,326 - INFO - Training: cls_zice: 20.30542068141285; reg_zipnll: 215.2541480125682; aux_mae_loss_1: 99.1248684520893; aux_mae_loss_2: 14.1155505483745; aux_mae_loss_4: 1.9553549304642837; aux_mae_loss_8: 0.25411796217406013; cnt_loss: 3.906200615253424;
2025-06-21 12:05:55,328 - INFO - Evaluation:
Curr mae: 29.4194; 	 Best mae: 28.2656; 28.8118; 28.9276; 28.9568; 29.0327;
Curr rmse: 68.7781; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0976; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:05:55,328 - INFO - Epoch: 621 / 660	lr: 4.768e-06
2025-06-21 12:10:08,795 - INFO - Training: cls_zice: 21.3943626900182; reg_zipnll: 208.81504468010752; aux_mae_loss_1: 96.57474650454093; aux_mae_loss_2: 13.825851023043949; aux_mae_loss_4: 1.929112999635368; aux_mae_loss_8: 0.25198356550579515; cnt_loss: 3.570720139230125;
2025-06-21 12:10:15,597 - INFO - Evaluation:
Curr mae: 28.9024; 	 Best mae: 28.2656; 28.8118; 28.9024; 28.9276; 28.9568;
Curr rmse: 67.7413; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0973; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:10:15,597 - INFO - Epoch: 622 / 660	lr: 4.584e-06
2025-06-21 12:14:28,482 - INFO - Training: cls_zice: 19.48841637108657; reg_zipnll: 211.57363506454428; aux_mae_loss_1: 99.96421615384844; aux_mae_loss_2: 14.242332115271404; aux_mae_loss_4: 1.993875418959669; aux_mae_loss_8: 0.26328120089511947; cnt_loss: 3.9263498226520643;
2025-06-21 12:14:28,484 - INFO - Evaluation:
Curr mae: 29.9304; 	 Best mae: 28.2656; 28.8118; 28.9024; 28.9276; 28.9568;
Curr rmse: 70.5897; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4781; 67.6404;
Curr nae: 0.0975; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:14:28,484 - INFO - Epoch: 623 / 660	lr: 4.405e-06
2025-06-21 12:18:42,222 - INFO - Training: cls_zice: 20.010401004460906; reg_zipnll: 208.50502402984696; aux_mae_loss_1: 95.07306049415568; aux_mae_loss_2: 13.554280101486833; aux_mae_loss_4: 1.870577081463331; aux_mae_loss_8: 0.24140971628015329; cnt_loss: 3.8210539732003888;
2025-06-21 12:18:48,995 - INFO - Evaluation:
Curr mae: 29.0260; 	 Best mae: 28.2656; 28.8118; 28.9024; 28.9276; 28.9568;
Curr rmse: 67.4522; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4522; 67.4781;
Curr nae: 0.0992; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:18:48,995 - INFO - Epoch: 624 / 660	lr: 4.230e-06
2025-06-21 12:23:01,996 - INFO - Training: cls_zice: 21.54552590904475; reg_zipnll: 217.9883645065033; aux_mae_loss_1: 99.64442243428954; aux_mae_loss_2: 14.12912378764704; aux_mae_loss_4: 1.9520305545670207; aux_mae_loss_8: 0.2514348061118457; cnt_loss: 3.7612587578192467;
2025-06-21 12:23:01,998 - INFO - Evaluation:
Curr mae: 29.5772; 	 Best mae: 28.2656; 28.8118; 28.9024; 28.9276; 28.9568;
Curr rmse: 69.2785; 	 Best rmse: 65.3405; 66.8288; 67.3744; 67.4522; 67.4781;
Curr nae: 0.0983; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:23:01,998 - INFO - Epoch: 625 / 660	lr: 4.060e-06
2025-06-21 12:27:15,497 - INFO - Training: cls_zice: 22.32978514530205; reg_zipnll: 213.62787085878819; aux_mae_loss_1: 98.5689655465761; aux_mae_loss_2: 13.992181714825275; aux_mae_loss_4: 1.9383895161985432; aux_mae_loss_8: 0.2526334046762063; cnt_loss: 3.7298263774126537;
2025-06-21 12:27:29,025 - INFO - Evaluation:
Curr mae: 28.7074; 	 Best mae: 28.2656; 28.7074; 28.8118; 28.9024; 28.9276;
Curr rmse: 67.2658; 	 Best rmse: 65.3405; 66.8288; 67.2658; 67.3744; 67.4522;
Curr nae: 0.0977; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:27:29,025 - INFO - Epoch: 626 / 660	lr: 3.894e-06
2025-06-21 12:31:42,805 - INFO - Training: cls_zice: 19.879039752261193; reg_zipnll: 212.05970371903368; aux_mae_loss_1: 97.19508111262382; aux_mae_loss_2: 13.738455947076753; aux_mae_loss_4: 1.904346213932209; aux_mae_loss_8: 0.24586448307055742; cnt_loss: 3.63209449218294;
2025-06-21 12:31:42,806 - INFO - Evaluation:
Curr mae: 29.2097; 	 Best mae: 28.2656; 28.7074; 28.8118; 28.9024; 28.9276;
Curr rmse: 68.8423; 	 Best rmse: 65.3405; 66.8288; 67.2658; 67.3744; 67.4522;
Curr nae: 0.0965; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:31:42,806 - INFO - Epoch: 627 / 660	lr: 3.732e-06
2025-06-21 12:35:56,516 - INFO - Training: cls_zice: 20.832603534749424; reg_zipnll: 211.11799455853537; aux_mae_loss_1: 97.25542795995207; aux_mae_loss_2: 13.80137943424725; aux_mae_loss_4: 1.9092851230601724; aux_mae_loss_8: 0.24831377712478214; cnt_loss: 3.6593184789072883;
2025-06-21 12:36:03,271 - INFO - Evaluation:
Curr mae: 28.9093; 	 Best mae: 28.2656; 28.7074; 28.8118; 28.9024; 28.9093;
Curr rmse: 67.7574; 	 Best rmse: 65.3405; 66.8288; 67.2658; 67.3744; 67.4522;
Curr nae: 0.0965; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:36:03,271 - INFO - Epoch: 628 / 660	lr: 3.575e-06
2025-06-21 12:40:16,907 - INFO - Training: cls_zice: 22.03737179927317; reg_zipnll: 213.77969875066017; aux_mae_loss_1: 98.53676116068137; aux_mae_loss_2: 13.978775597400102; aux_mae_loss_4: 1.9363178936788539; aux_mae_loss_8: 0.25009522115773397; cnt_loss: 3.702741407279337;
2025-06-21 12:40:31,459 - INFO - Evaluation:
Curr mae: 28.7062; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.8118; 28.9024;
Curr rmse: 66.9537; 	 Best rmse: 65.3405; 66.8288; 66.9537; 67.2658; 67.3744;
Curr nae: 0.0960; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:40:31,459 - INFO - Epoch: 629 / 660	lr: 3.423e-06
2025-06-21 12:44:44,422 - INFO - Training: cls_zice: 22.140911013730694; reg_zipnll: 213.6579566357375; aux_mae_loss_1: 97.95103834098286; aux_mae_loss_2: 13.890812243777866; aux_mae_loss_4: 1.9300407378869682; aux_mae_loss_8: 0.25176348539600796; cnt_loss: 3.8444952170692557;
2025-06-21 12:44:44,423 - INFO - Evaluation:
Curr mae: 29.6359; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.8118; 28.9024;
Curr rmse: 70.6876; 	 Best rmse: 65.3405; 66.8288; 66.9537; 67.2658; 67.3744;
Curr nae: 0.0961; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:44:44,424 - INFO - Epoch: 630 / 660	lr: 3.275e-06
2025-06-21 12:48:57,969 - INFO - Training: cls_zice: 19.731233241050898; reg_zipnll: 213.61181180581335; aux_mae_loss_1: 96.51582558204092; aux_mae_loss_2: 13.731246203873642; aux_mae_loss_4: 1.8984477550729841; aux_mae_loss_8: 0.2449057922461537; cnt_loss: 3.615052438716962;
2025-06-21 12:48:57,970 - INFO - Evaluation:
Curr mae: 29.6227; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.8118; 28.9024;
Curr rmse: 68.8694; 	 Best rmse: 65.3405; 66.8288; 66.9537; 67.2658; 67.3744;
Curr nae: 0.0972; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:48:57,970 - INFO - Epoch: 631 / 660	lr: 3.131e-06
2025-06-21 12:53:10,826 - INFO - Training: cls_zice: 20.391672886812287; reg_zipnll: 214.1966074965607; aux_mae_loss_1: 99.08542157935607; aux_mae_loss_2: 14.109794968198075; aux_mae_loss_4: 1.9549912608451279; aux_mae_loss_8: 0.25259909835095806; cnt_loss: 3.920741790977419;
2025-06-21 12:53:24,509 - INFO - Evaluation:
Curr mae: 28.7328; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 66.6896; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.2658;
Curr nae: 0.0972; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:53:24,509 - INFO - Epoch: 632 / 660	lr: 2.993e-06
2025-06-21 12:57:37,260 - INFO - Training: cls_zice: 18.158907783138723; reg_zipnll: 203.4964000927452; aux_mae_loss_1: 93.31974369088297; aux_mae_loss_2: 13.406502280259806; aux_mae_loss_4: 1.8643948513162167; aux_mae_loss_8: 0.2432258759163186; cnt_loss: 3.5534418579621914;
2025-06-21 12:57:37,261 - INFO - Evaluation:
Curr mae: 29.5743; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 70.0117; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.2658;
Curr nae: 0.0964; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 12:57:37,261 - INFO - Epoch: 633 / 660	lr: 2.858e-06
2025-06-21 13:01:50,523 - INFO - Training: cls_zice: 21.446530867051955; reg_zipnll: 215.07010401551705; aux_mae_loss_1: 98.5525047650374; aux_mae_loss_2: 13.948447152704077; aux_mae_loss_4: 1.9430598779784989; aux_mae_loss_8: 0.2551562063740734; cnt_loss: 3.8551087739151977;
2025-06-21 13:01:50,525 - INFO - Evaluation:
Curr mae: 28.9928; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 67.4173; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.2658;
Curr nae: 0.0965; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:01:50,525 - INFO - Epoch: 634 / 660	lr: 2.729e-06
2025-06-21 13:06:03,744 - INFO - Training: cls_zice: 20.06685659971213; reg_zipnll: 213.3612208819941; aux_mae_loss_1: 98.08719384946063; aux_mae_loss_2: 13.91832362532922; aux_mae_loss_4: 1.9194239806240199; aux_mae_loss_8: 0.24797648990138943; cnt_loss: 3.5315314886425946;
2025-06-21 13:06:03,746 - INFO - Evaluation:
Curr mae: 28.8350; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 67.2905; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.2658;
Curr nae: 0.0952; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:06:03,746 - INFO - Epoch: 635 / 660	lr: 2.604e-06
2025-06-21 13:10:17,144 - INFO - Training: cls_zice: 22.851752495934235; reg_zipnll: 213.42043382894718; aux_mae_loss_1: 98.02164279280714; aux_mae_loss_2: 13.945744500368603; aux_mae_loss_4: 1.931032560861509; aux_mae_loss_8: 0.24766290143783418; cnt_loss: 3.6197440425810288;
2025-06-21 13:10:17,145 - INFO - Evaluation:
Curr mae: 29.4312; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 68.9950; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.2658;
Curr nae: 0.0967; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:10:17,146 - INFO - Epoch: 636 / 660	lr: 2.483e-06
2025-06-21 13:14:30,686 - INFO - Training: cls_zice: 21.545129906357406; reg_zipnll: 214.2475290862331; aux_mae_loss_1: 99.11036673364418; aux_mae_loss_2: 14.069337404019421; aux_mae_loss_4: 1.95799676568312; aux_mae_loss_8: 0.251521512401556; cnt_loss: 3.7186100608585426;
2025-06-21 13:14:37,868 - INFO - Evaluation:
Curr mae: 28.9325; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 67.0138; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.0138;
Curr nae: 0.0976; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:14:37,868 - INFO - Epoch: 637 / 660	lr: 2.368e-06
2025-06-21 13:18:51,184 - INFO - Training: cls_zice: 21.79094757618512; reg_zipnll: 211.71573409936116; aux_mae_loss_1: 97.29578165775094; aux_mae_loss_2: 13.764816928951783; aux_mae_loss_4: 1.899628109061626; aux_mae_loss_8: 0.24485913441925858; cnt_loss: 3.351395765046534;
2025-06-21 13:18:51,185 - INFO - Evaluation:
Curr mae: 29.0716; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 67.7837; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.0138;
Curr nae: 0.0963; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:18:51,185 - INFO - Epoch: 638 / 660	lr: 2.257e-06
2025-06-21 13:23:05,223 - INFO - Training: cls_zice: 20.238381365002887; reg_zipnll: 213.57822161284693; aux_mae_loss_1: 97.06482075541675; aux_mae_loss_2: 13.756493914096705; aux_mae_loss_4: 1.8991876917204085; aux_mae_loss_8: 0.2440139742467581; cnt_loss: 3.6016572037362193;
2025-06-21 13:23:05,225 - INFO - Evaluation:
Curr mae: 29.6795; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 69.4158; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.0138;
Curr nae: 0.0969; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:23:05,225 - INFO - Epoch: 639 / 660	lr: 2.150e-06
2025-06-21 13:27:18,923 - INFO - Training: cls_zice: 20.899622287840646; reg_zipnll: 216.63818786444577; aux_mae_loss_1: 99.34638208962957; aux_mae_loss_2: 14.144410562392679; aux_mae_loss_4: 1.9572587489775337; aux_mae_loss_8: 0.2518192389956017; cnt_loss: 3.469617702813872;
2025-06-21 13:27:18,924 - INFO - Evaluation:
Curr mae: 29.6538; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 69.5462; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.0138;
Curr nae: 0.0969; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:27:18,924 - INFO - Epoch: 640 / 660	lr: 2.048e-06
2025-06-21 13:31:32,365 - INFO - Training: cls_zice: 21.73319460827005; reg_zipnll: 209.29234807718075; aux_mae_loss_1: 97.73098038033532; aux_mae_loss_2: 13.959170687474444; aux_mae_loss_4: 1.9319269709231615; aux_mae_loss_8: 0.24938886410587857; cnt_loss: 3.273457951403216;
2025-06-21 13:31:32,366 - INFO - Evaluation:
Curr mae: 30.0610; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 71.2636; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.0138;
Curr nae: 0.0969; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:31:32,366 - INFO - Epoch: 641 / 660	lr: 1.951e-06
2025-06-21 13:35:45,745 - INFO - Training: cls_zice: 19.0056366852669; reg_zipnll: 213.75460854655367; aux_mae_loss_1: 97.73535244507778; aux_mae_loss_2: 13.964470100893154; aux_mae_loss_4: 1.9435085121800784; aux_mae_loss_8: 0.24956323334750907; cnt_loss: 3.4396814447288953;
2025-06-21 13:35:45,746 - INFO - Evaluation:
Curr mae: 29.0238; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 67.6926; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.0138;
Curr nae: 0.0964; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:35:45,746 - INFO - Epoch: 642 / 660	lr: 1.859e-06
2025-06-21 13:39:59,347 - INFO - Training: cls_zice: 20.126937509885483; reg_zipnll: 208.9348868637281; aux_mae_loss_1: 97.66928715938774; aux_mae_loss_2: 13.983533155029415; aux_mae_loss_4: 1.9544318956933475; aux_mae_loss_8: 0.2570178639766183; cnt_loss: 3.4474481667528423;
2025-06-21 13:39:59,348 - INFO - Evaluation:
Curr mae: 29.4545; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 68.6611; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.0138;
Curr nae: 0.0975; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:39:59,348 - INFO - Epoch: 643 / 660	lr: 1.771e-06
2025-06-21 13:44:12,830 - INFO - Training: cls_zice: 21.59514828646857; reg_zipnll: 216.0246591984766; aux_mae_loss_1: 99.1281052027999; aux_mae_loss_2: 14.032725733472633; aux_mae_loss_4: 1.9328916765423851; aux_mae_loss_8: 0.24816998364379902; cnt_loss: 3.4369834010276206;
2025-06-21 13:44:12,831 - INFO - Evaluation:
Curr mae: 29.7154; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 69.7155; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.0138;
Curr nae: 0.0966; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:44:12,832 - INFO - Epoch: 644 / 660	lr: 1.688e-06
2025-06-21 13:48:26,510 - INFO - Training: cls_zice: 19.627794574170462; reg_zipnll: 210.02316213083145; aux_mae_loss_1: 96.19679527233683; aux_mae_loss_2: 13.690401444398345; aux_mae_loss_4: 1.893046444171805; aux_mae_loss_8: 0.2433569478373831; cnt_loss: 3.504900257814206;
2025-06-21 13:48:26,512 - INFO - Evaluation:
Curr mae: 29.3162; 	 Best mae: 28.2656; 28.7062; 28.7074; 28.7328; 28.8118;
Curr rmse: 68.4605; 	 Best rmse: 65.3405; 66.6896; 66.8288; 66.9537; 67.0138;
Curr nae: 0.0968; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:48:26,512 - INFO - Epoch: 645 / 660	lr: 1.609e-06
2025-06-21 13:52:39,838 - INFO - Training: cls_zice: 20.013720261790144; reg_zipnll: 209.97517173394445; aux_mae_loss_1: 95.56530366765196; aux_mae_loss_2: 13.615916849868157; aux_mae_loss_4: 1.8912100031550563; aux_mae_loss_8: 0.2433968068442875; cnt_loss: 3.278581705911607;
2025-06-21 13:52:52,180 - INFO - Evaluation:
Curr mae: 28.5610; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7328;
Curr rmse: 66.4667; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0975; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:52:52,180 - INFO - Epoch: 646 / 660	lr: 1.536e-06
2025-06-21 13:57:05,446 - INFO - Training: cls_zice: 20.55119803425279; reg_zipnll: 213.7665877378998; aux_mae_loss_1: 98.00692950667943; aux_mae_loss_2: 13.911611056649592; aux_mae_loss_4: 1.9271483957231197; aux_mae_loss_8: 0.24937362894224324; cnt_loss: 3.6747597514587076;
2025-06-21 13:57:12,495 - INFO - Evaluation:
Curr mae: 28.7109; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 67.0064; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0968; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 13:57:12,495 - INFO - Epoch: 647 / 660	lr: 1.467e-06
2025-06-21 14:01:25,606 - INFO - Training: cls_zice: 22.17588047150781; reg_zipnll: 209.2800712095128; aux_mae_loss_1: 98.74069810220085; aux_mae_loss_2: 14.076496794168625; aux_mae_loss_4: 1.9655321711209868; aux_mae_loss_8: 0.257411852445463; cnt_loss: 3.746355896820446;
2025-06-21 14:01:25,607 - INFO - Evaluation:
Curr mae: 28.8630; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 67.3040; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0971; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:01:25,607 - INFO - Epoch: 648 / 660	lr: 1.403e-06
2025-06-21 14:05:38,918 - INFO - Training: cls_zice: 21.5070490745162; reg_zipnll: 214.9756814814472; aux_mae_loss_1: 100.26216118623788; aux_mae_loss_2: 14.21120101382003; aux_mae_loss_4: 1.9705719179390022; aux_mae_loss_8: 0.2570631873714893; cnt_loss: 3.6625918058012936;
2025-06-21 14:05:38,920 - INFO - Evaluation:
Curr mae: 29.5647; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 69.4398; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0964; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:05:38,920 - INFO - Epoch: 649 / 660	lr: 1.343e-06
2025-06-21 14:09:52,354 - INFO - Training: cls_zice: 20.034803391843653; reg_zipnll: 206.7086439402367; aux_mae_loss_1: 95.18893138669756; aux_mae_loss_2: 13.60822432880843; aux_mae_loss_4: 1.8804817077126785; aux_mae_loss_8: 0.2429814229558933; cnt_loss: 3.3529991891359607;
2025-06-21 14:09:52,356 - INFO - Evaluation:
Curr mae: 29.4160; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 69.1986; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0975; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:09:52,356 - INFO - Epoch: 650 / 660	lr: 1.288e-06
2025-06-21 14:14:05,276 - INFO - Training: cls_zice: 20.256514165809037; reg_zipnll: 215.6931247858278; aux_mae_loss_1: 97.56366514730576; aux_mae_loss_2: 13.795882373205494; aux_mae_loss_4: 1.885286448240893; aux_mae_loss_8: 0.2396615844861554; cnt_loss: 3.3649801836375404;
2025-06-21 14:14:05,277 - INFO - Evaluation:
Curr mae: 29.5639; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 69.3756; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0978; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:14:24,802 - INFO - Epoch: 651 / 660	lr: 1.238e-06
2025-06-21 14:18:37,549 - INFO - Training: cls_zice: 20.66166152529763; reg_zipnll: 210.60055012445522; aux_mae_loss_1: 97.61347645291326; aux_mae_loss_2: 13.849062888358736; aux_mae_loss_4: 1.9222084720520862; aux_mae_loss_8: 0.2484001168660379; cnt_loss: 3.5392717289281075;
2025-06-21 14:18:37,550 - INFO - Evaluation:
Curr mae: 29.7954; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 70.1604; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0969; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:18:37,550 - INFO - Epoch: 652 / 660	lr: 1.193e-06
2025-06-21 14:22:50,506 - INFO - Training: cls_zice: 19.497783945744096; reg_zipnll: 213.6390601847043; aux_mae_loss_1: 97.88550265466645; aux_mae_loss_2: 13.88587404186131; aux_mae_loss_4: 1.913419001359866; aux_mae_loss_8: 0.24569213626891911; cnt_loss: 3.6801526362990966;
2025-06-21 14:22:50,508 - INFO - Evaluation:
Curr mae: 29.2468; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 68.1194; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0980; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:22:50,508 - INFO - Epoch: 653 / 660	lr: 1.153e-06
2025-06-21 14:27:03,778 - INFO - Training: cls_zice: 20.88717884974492; reg_zipnll: 211.2974047820182; aux_mae_loss_1: 96.62016966655506; aux_mae_loss_2: 13.70037354111365; aux_mae_loss_4: 1.8910523456902002; aux_mae_loss_8: 0.24458696627103577; cnt_loss: 3.5897121003477004;
2025-06-21 14:27:03,780 - INFO - Evaluation:
Curr mae: 29.7998; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 70.0099; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0967; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:27:03,780 - INFO - Epoch: 654 / 660	lr: 1.117e-06
2025-06-21 14:31:17,106 - INFO - Training: cls_zice: 21.425710895220845; reg_zipnll: 212.35612724618005; aux_mae_loss_1: 97.04744870006886; aux_mae_loss_2: 13.785524199431844; aux_mae_loss_4: 1.9026753235139087; aux_mae_loss_8: 0.2450784253325208; cnt_loss: 3.186752497690196;
2025-06-21 14:31:17,108 - INFO - Evaluation:
Curr mae: 29.5723; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 69.8416; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0974; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:31:17,108 - INFO - Epoch: 655 / 660	lr: 1.086e-06
2025-06-21 14:35:30,522 - INFO - Training: cls_zice: 18.679727584506676; reg_zipnll: 210.19043808179526; aux_mae_loss_1: 95.40720758217466; aux_mae_loss_2: 13.509717914929427; aux_mae_loss_4: 1.861138319294986; aux_mae_loss_8: 0.2388051900351875; cnt_loss: 3.4523452405451502;
2025-06-21 14:35:30,524 - INFO - Evaluation:
Curr mae: 29.6864; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 69.7297; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0965; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:35:30,524 - INFO - Epoch: 656 / 660	lr: 1.060e-06
2025-06-21 14:39:44,451 - INFO - Training: cls_zice: 22.178072304261374; reg_zipnll: 208.6599881091277; aux_mae_loss_1: 97.98368057309816; aux_mae_loss_2: 13.947391090172422; aux_mae_loss_4: 1.9465202498788392; aux_mae_loss_8: 0.2540145437245121; cnt_loss: 3.591242919199571;
2025-06-21 14:39:44,452 - INFO - Evaluation:
Curr mae: 29.5137; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 69.3799; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0970; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:39:44,452 - INFO - Epoch: 657 / 660	lr: 1.038e-06
2025-06-21 14:43:58,098 - INFO - Training: cls_zice: 21.032732061103253; reg_zipnll: 215.05204089932087; aux_mae_loss_1: 98.41251870966816; aux_mae_loss_2: 13.985105502881243; aux_mae_loss_4: 1.9476805359967877; aux_mae_loss_8: 0.25340222740656; cnt_loss: 3.7201945177233924;
2025-06-21 14:43:58,100 - INFO - Evaluation:
Curr mae: 29.3243; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 69.0804; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0972; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:43:58,100 - INFO - Epoch: 658 / 660	lr: 1.021e-06
2025-06-21 14:48:11,676 - INFO - Training: cls_zice: 21.137492042695648; reg_zipnll: 211.48704139984054; aux_mae_loss_1: 96.66338110582994; aux_mae_loss_2: 13.757934670828302; aux_mae_loss_4: 1.9114422936442579; aux_mae_loss_8: 0.24962330396959898; cnt_loss: 3.890818817756476;
2025-06-21 14:48:11,678 - INFO - Evaluation:
Curr mae: 29.2546; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 68.2706; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0967; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:48:11,678 - INFO - Epoch: 659 / 660	lr: 1.010e-06
2025-06-21 14:52:25,190 - INFO - Training: cls_zice: 22.70069322020658; reg_zipnll: 219.13714875169768; aux_mae_loss_1: 100.21605867469219; aux_mae_loss_2: 14.130357365988214; aux_mae_loss_4: 1.9447285453274195; aux_mae_loss_8: 0.24878634001035005; cnt_loss: 3.320515433742945;
2025-06-21 14:52:25,191 - INFO - Evaluation:
Curr mae: 29.3346; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 68.4342; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0967; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;



2025-06-21 14:52:25,192 - INFO - Epoch: 660 / 660	lr: 1.002e-06
2025-06-21 14:56:38,361 - INFO - Training: cls_zice: 23.949197574185835; reg_zipnll: 216.75401794512044; aux_mae_loss_1: 101.18608996678134; aux_mae_loss_2: 14.316776722133312; aux_mae_loss_4: 1.9847259146465435; aux_mae_loss_8: 0.25949202190634524; cnt_loss: 3.254062668676548;
2025-06-21 14:56:38,363 - INFO - Evaluation:
Curr mae: 29.5389; 	 Best mae: 28.2656; 28.5610; 28.7062; 28.7074; 28.7109;
Curr rmse: 69.0594; 	 Best rmse: 65.3405; 66.4667; 66.6896; 66.8288; 66.9537;
Curr nae: 0.0969; 	 Best nae: 0.0920; 0.0922; 0.0942; 0.0946; 0.0946;