diff --git "a/checkpoints/shb/best_rmse.log" "b/checkpoints/shb/best_rmse.log"
new file mode 100644--- /dev/null
+++ "b/checkpoints/shb/best_rmse.log"
@@ -0,0 +1,11687 @@
+2025-07-01 23:59:24,941 - INFO - model_name     :	CLIP_MobileCLIP_S1
+block_size     :	16
+clip_weight_name:	datacompdr
+norm           :	none
+act            :	none
+num_vpt        :	None
+vpt_drop       :	None
+adapter        :	False
+adapter_reduction:	None
+lora           :	False
+lora_rank      :	None
+lora_alpha     :	None
+lora_dropout   :	None
+dataset        :	shb
+in_memory_dataset:	False
+input_size     :	448
+batch_size     :	8
+num_crops      :	1
+aug_min_scale  :	0.75
+aug_max_scale  :	2.5
+aug_brightness :	0.15
+aug_contrast   :	0.15
+aug_saturation :	0.1
+aug_hue        :	0.0
+aug_kernel_size:	None
+aug_saltiness  :	0.001
+aug_spiciness  :	0.001
+aug_blur_prob  :	0.0
+sliding_window :	False
+stride         :	448
+max_input_size :	4096
+max_num_windows:	64
+resize_to_multiple:	False
+reg_loss       :	zipnll
+aux_loss       :	msmae
+weight_cls     :	1.0
+weight_reg     :	1.0
+weight_aux     :	0.025
+numItermax     :	None
+regularization :	None
+scales         :	[1, 2]
+min_scale_weight:	0.0
+max_scale_weight:	1.0
+alpha          :	0.5
+optimizer      :	adam
+lr             :	0.0001
+vpt_lr         :	None
+adapter_lr     :	None
+lora_lr        :	None
+backbone_lr    :	0.0001
+weight_decay   :	0.0001
+vpt_weight_decay:	None
+adapter_weight_decay:	None
+lora_weight_decay:	None
+backbone_weight_decay:	0.0001
+scheduler      :	cos_restarts
+warmup_epochs  :	25
+warmup_lr      :	1e-05
+eta_min        :	1e-06
+gamma          :	None
+step_size      :	None
+T_0            :	5
+T_mult         :	2
+T_max          :	None
+ckpt_dir_name  :	ebc_s_16_448x1_msmae_1_2
+total_epochs   :	1300
+eval_start     :	100
+eval_freq      :	0.25
+save_freq      :	50
+save_best_k    :	5
+amp            :	True
+num_workers    :	8
+local_rank     :	0
+seed           :	42
+nprocs         :	1
+ckpt_dir       :	/dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/shb/ebc_s_16_448x1_msmae_1_2
+bins           :	[(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, inf)]
+bin_centers    :	[0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 10.183084577114428]
+bin_counts     :	[294072360, 8559657, 922301, 225017, 75708, 29428, 12533, 6347, 3429, 4020]
+2025-07-01 23:59:24,941 - INFO - Total parameters: 33,603,842
+Trainable parameters: 33,603,842
+Non-trainable parameters: 0
+
+2025-07-01 23:59:24,945 - INFO - Epoch: 0001 / 1300	lr: 1.000e-05
+2025-07-01 23:59:36,015 - INFO - Training: cls_zice: 88.02175720214844; reg_zipnll: 366.3085995483398; aux_mae_loss_1: 753.2686871337891; aux_mae_loss_2: 183.328936958313; cnt_loss: 698.2273033142089;
+
+
+2025-07-01 23:59:36,016 - INFO - Epoch: 0002 / 1300	lr: 1.096e-05
+2025-07-01 23:59:46,334 - INFO - Training: cls_zice: 46.04326049804688; reg_zipnll: 164.14559677124024; aux_mae_loss_1: 118.09413299560546; aux_mae_loss_2: 22.509221267700195; cnt_loss: 44.8815668296814;
+
+
+2025-07-01 23:59:46,334 - INFO - Epoch: 0003 / 1300	lr: 1.202e-05
+2025-07-01 23:59:56,673 - INFO - Training: cls_zice: 38.98556716918945; reg_zipnll: 145.22935791015624; aux_mae_loss_1: 95.84987091064453; aux_mae_loss_2: 17.178605995178224; cnt_loss: 28.012716388702394;
+
+
+2025-07-01 23:59:56,673 - INFO - Epoch: 0004 / 1300	lr: 1.318e-05
+2025-07-02 00:00:07,058 - INFO - Training: cls_zice: 34.08205707550049; reg_zipnll: 133.81998077392578; aux_mae_loss_1: 87.75598388671875; aux_mae_loss_2: 14.973292865753173; cnt_loss: 24.47322032928467;
+
+
+2025-07-02 00:00:07,059 - INFO - Epoch: 0005 / 1300	lr: 1.445e-05
+2025-07-02 00:00:17,420 - INFO - Training: cls_zice: 33.24624229431152; reg_zipnll: 128.67192443847657; aux_mae_loss_1: 85.1937230682373; aux_mae_loss_2: 13.451664237976074; cnt_loss: 17.259029569625856;
+
+
+2025-07-02 00:00:17,420 - INFO - Epoch: 0006 / 1300	lr: 1.585e-05
+2025-07-02 00:00:27,826 - INFO - Training: cls_zice: 28.260939521789552; reg_zipnll: 122.89871704101563; aux_mae_loss_1: 78.16900390625; aux_mae_loss_2: 12.17426552772522; cnt_loss: 18.033730974197386;
+
+
+2025-07-02 00:00:27,826 - INFO - Epoch: 0007 / 1300	lr: 1.738e-05
+2025-07-02 00:00:38,188 - INFO - Training: cls_zice: 29.522672805786133; reg_zipnll: 120.74550537109376; aux_mae_loss_1: 79.47226455688477; aux_mae_loss_2: 12.252439498901367; cnt_loss: 19.72531171798706;
+
+
+2025-07-02 00:00:38,188 - INFO - Epoch: 0008 / 1300	lr: 1.905e-05
+2025-07-02 00:00:48,390 - INFO - Training: cls_zice: 29.196566429138183; reg_zipnll: 113.77043830871582; aux_mae_loss_1: 77.01927543640137; aux_mae_loss_2: 11.327691125869752; cnt_loss: 15.505487213134765;
+
+
+2025-07-02 00:00:48,390 - INFO - Epoch: 0009 / 1300	lr: 2.089e-05
+2025-07-02 00:00:59,032 - INFO - Training: cls_zice: 30.736989669799804; reg_zipnll: 117.62771499633789; aux_mae_loss_1: 79.9761890411377; aux_mae_loss_2: 11.921707563400268; cnt_loss: 18.179669618606567;
+
+
+2025-07-02 00:00:59,033 - INFO - Epoch: 0010 / 1300	lr: 2.291e-05
+2025-07-02 00:01:09,278 - INFO - Training: cls_zice: 27.578347511291504; reg_zipnll: 113.62979888916016; aux_mae_loss_1: 75.10803176879882; aux_mae_loss_2: 11.059380321502685; cnt_loss: 17.37490279197693;
+
+
+2025-07-02 00:01:09,279 - INFO - Epoch: 0011 / 1300	lr: 2.512e-05
+2025-07-02 00:01:19,651 - INFO - Training: cls_zice: 27.493619270324707; reg_zipnll: 116.35351470947266; aux_mae_loss_1: 74.70037910461426; aux_mae_loss_2: 10.974642639160157; cnt_loss: 16.265046730041504;
+
+
+2025-07-02 00:01:19,651 - INFO - Epoch: 0012 / 1300	lr: 2.754e-05
+2025-07-02 00:01:29,907 - INFO - Training: cls_zice: 29.61124713897705; reg_zipnll: 109.9613565826416; aux_mae_loss_1: 75.08967224121093; aux_mae_loss_2: 10.885517921447754; cnt_loss: 17.4863760471344;
+
+
+2025-07-02 00:01:29,907 - INFO - Epoch: 0013 / 1300	lr: 3.020e-05
+2025-07-02 00:01:40,307 - INFO - Training: cls_zice: 28.96312198638916; reg_zipnll: 112.76352600097657; aux_mae_loss_1: 75.46279869079589; aux_mae_loss_2: 10.804374523162842; cnt_loss: 15.89763309955597;
+
+
+2025-07-02 00:01:40,307 - INFO - Epoch: 0014 / 1300	lr: 3.311e-05
+2025-07-02 00:01:50,724 - INFO - Training: cls_zice: 24.228213500976562; reg_zipnll: 111.12479858398437; aux_mae_loss_1: 71.48507759094238; aux_mae_loss_2: 10.226196422576905; cnt_loss: 14.793880405426025;
+
+
+2025-07-02 00:01:50,725 - INFO - Epoch: 0015 / 1300	lr: 3.631e-05
+2025-07-02 00:02:01,033 - INFO - Training: cls_zice: 29.65641700744629; reg_zipnll: 109.34134552001953; aux_mae_loss_1: 75.36906196594238; aux_mae_loss_2: 10.776640367507934; cnt_loss: 16.91707244873047;
+
+
+2025-07-02 00:02:01,034 - INFO - Epoch: 0016 / 1300	lr: 3.981e-05
+2025-07-02 00:02:11,408 - INFO - Training: cls_zice: 26.65067153930664; reg_zipnll: 107.97095687866211; aux_mae_loss_1: 71.05992774963379; aux_mae_loss_2: 10.020014991760254; cnt_loss: 13.90458267211914;
+
+
+2025-07-02 00:02:11,408 - INFO - Epoch: 0017 / 1300	lr: 4.365e-05
+2025-07-02 00:02:21,570 - INFO - Training: cls_zice: 26.95589237213135; reg_zipnll: 109.24408920288086; aux_mae_loss_1: 69.76895881652833; aux_mae_loss_2: 9.59615460395813; cnt_loss: 13.078642253875733;
+
+
+2025-07-02 00:02:21,571 - INFO - Epoch: 0018 / 1300	lr: 4.786e-05
+2025-07-02 00:02:31,925 - INFO - Training: cls_zice: 27.86720426559448; reg_zipnll: 106.3213419342041; aux_mae_loss_1: 71.52273918151856; aux_mae_loss_2: 10.014811525344848; cnt_loss: 15.707111144065857;
+
+
+2025-07-02 00:02:31,925 - INFO - Epoch: 0019 / 1300	lr: 5.248e-05
+2025-07-02 00:02:42,303 - INFO - Training: cls_zice: 27.758444137573242; reg_zipnll: 107.01721351623536; aux_mae_loss_1: 71.81053352355957; aux_mae_loss_2: 10.395560989379883; cnt_loss: 17.07083730697632;
+
+
+2025-07-02 00:02:42,304 - INFO - Epoch: 0020 / 1300	lr: 5.754e-05
+2025-07-02 00:02:52,585 - INFO - Training: cls_zice: 27.19013273239136; reg_zipnll: 104.72781478881836; aux_mae_loss_1: 69.78371910095215; aux_mae_loss_2: 9.70075478553772; cnt_loss: 14.650242953300475;
+
+
+2025-07-02 00:02:52,586 - INFO - Epoch: 0021 / 1300	lr: 6.310e-05
+2025-07-02 00:03:02,743 - INFO - Training: cls_zice: 26.955475006103516; reg_zipnll: 102.97563766479492; aux_mae_loss_1: 70.91837173461914; aux_mae_loss_2: 10.055320854187011; cnt_loss: 18.364126105308532;
+
+
+2025-07-02 00:03:02,744 - INFO - Epoch: 0022 / 1300	lr: 6.918e-05
+2025-07-02 00:03:13,031 - INFO - Training: cls_zice: 26.335459995269776; reg_zipnll: 101.94608360290528; aux_mae_loss_1: 67.49998863220215; aux_mae_loss_2: 9.340833072662354; cnt_loss: 14.799789848327636;
+
+
+2025-07-02 00:03:13,031 - INFO - Epoch: 0023 / 1300	lr: 7.586e-05
+2025-07-02 00:03:23,420 - INFO - Training: cls_zice: 28.459956150054932; reg_zipnll: 102.66245140075684; aux_mae_loss_1: 70.04036209106445; aux_mae_loss_2: 9.949888439178467; cnt_loss: 15.664292144775391;
+
+
+2025-07-02 00:03:23,466 - INFO - Epoch: 0024 / 1300	lr: 8.318e-05
+2025-07-02 00:03:33,877 - INFO - Training: cls_zice: 27.12486665725708; reg_zipnll: 105.04604049682617; aux_mae_loss_1: 68.13914810180664; aux_mae_loss_2: 9.432454833984375; cnt_loss: 15.020178518295289;
+
+
+2025-07-02 00:03:33,878 - INFO - Epoch: 0025 / 1300	lr: 9.120e-05
+2025-07-02 00:03:44,127 - INFO - Training: cls_zice: 26.66045450210571; reg_zipnll: 94.71319519042969; aux_mae_loss_1: 63.51766845703125; aux_mae_loss_2: 8.983096151351928; cnt_loss: 15.874733629226684;
+
+
+2025-07-02 00:03:44,127 - INFO - Epoch: 0026 / 1300	lr: 1.000e-04
+2025-07-02 00:03:54,371 - INFO - Training: cls_zice: 28.526569576263427; reg_zipnll: 96.38390518188477; aux_mae_loss_1: 66.0036270904541; aux_mae_loss_2: 9.451029567718505; cnt_loss: 17.64803370952606;
+
+
+2025-07-02 00:03:54,371 - INFO - Epoch: 0027 / 1300	lr: 9.055e-05
+2025-07-02 00:04:04,735 - INFO - Training: cls_zice: 25.596840934753416; reg_zipnll: 93.33494743347168; aux_mae_loss_1: 61.59255310058594; aux_mae_loss_2: 8.376549339294433; cnt_loss: 11.697878108024597;
+
+
+2025-07-02 00:04:04,735 - INFO - Epoch: 0028 / 1300	lr: 6.580e-05
+2025-07-02 00:04:15,000 - INFO - Training: cls_zice: 27.70515516281128; reg_zipnll: 93.8712744140625; aux_mae_loss_1: 63.53184295654297; aux_mae_loss_2: 8.643281784057617; cnt_loss: 11.950939631462097;
+
+
+2025-07-02 00:04:15,001 - INFO - Epoch: 0029 / 1300	lr: 3.520e-05
+2025-07-02 00:04:25,431 - INFO - Training: cls_zice: 25.995153522491456; reg_zipnll: 93.0462271118164; aux_mae_loss_1: 60.89545387268066; aux_mae_loss_2: 7.978864593505859; cnt_loss: 8.726409459114075;
+
+
+2025-07-02 00:04:25,432 - INFO - Epoch: 0030 / 1300	lr: 1.045e-05
+2025-07-02 00:04:35,867 - INFO - Training: cls_zice: 25.093751754760742; reg_zipnll: 91.22583114624024; aux_mae_loss_1: 58.95859664916992; aux_mae_loss_2: 7.608059368133545; cnt_loss: 8.083286619186401;
+
+
+2025-07-02 00:04:35,868 - INFO - Epoch: 0031 / 1300	lr: 1.000e-04
+2025-07-02 00:04:46,085 - INFO - Training: cls_zice: 27.223598346710205; reg_zipnll: 89.76069175720215; aux_mae_loss_1: 60.186006774902346; aux_mae_loss_2: 8.286612911224365; cnt_loss: 13.064895243644715;
+
+
+2025-07-02 00:04:46,085 - INFO - Epoch: 0032 / 1300	lr: 9.758e-05
+2025-07-02 00:04:56,483 - INFO - Training: cls_zice: 25.828903160095216; reg_zipnll: 88.79895805358886; aux_mae_loss_1: 58.21872463226318; aux_mae_loss_2: 8.21683322906494; cnt_loss: 12.655925006866456;
+
+
+2025-07-02 00:04:56,484 - INFO - Epoch: 0033 / 1300	lr: 9.055e-05
+2025-07-02 00:05:06,752 - INFO - Training: cls_zice: 26.824466762542723; reg_zipnll: 91.34936431884766; aux_mae_loss_1: 58.75305023193359; aux_mae_loss_2: 7.994650554656983; cnt_loss: 11.165172324180602;
+
+
+2025-07-02 00:05:06,753 - INFO - Epoch: 0034 / 1300	lr: 7.960e-05
+2025-07-02 00:05:17,176 - INFO - Training: cls_zice: 26.0840749168396; reg_zipnll: 85.33606452941895; aux_mae_loss_1: 56.19443866729736; aux_mae_loss_2: 7.741446113586425; cnt_loss: 10.936483235359193;
+
+
+2025-07-02 00:05:17,177 - INFO - Epoch: 0035 / 1300	lr: 6.580e-05
+2025-07-02 00:05:27,513 - INFO - Training: cls_zice: 28.153747310638426; reg_zipnll: 87.89936805725098; aux_mae_loss_1: 57.92275569915771; aux_mae_loss_2: 7.905700092315674; cnt_loss: 9.52801079750061;
+
+
+2025-07-02 00:05:27,513 - INFO - Epoch: 0036 / 1300	lr: 5.050e-05
+2025-07-02 00:05:37,821 - INFO - Training: cls_zice: 26.575354804992674; reg_zipnll: 83.71711418151855; aux_mae_loss_1: 54.38972229003906; aux_mae_loss_2: 7.450769019126892; cnt_loss: 9.538578805923462;
+
+
+2025-07-02 00:05:37,822 - INFO - Epoch: 0037 / 1300	lr: 3.520e-05
+2025-07-02 00:05:48,147 - INFO - Training: cls_zice: 25.408353004455567; reg_zipnll: 83.62973205566406; aux_mae_loss_1: 52.92959720611572; aux_mae_loss_2: 7.199798932075501; cnt_loss: 9.273423676490784;
+
+
+2025-07-02 00:05:48,148 - INFO - Epoch: 0038 / 1300	lr: 2.140e-05
+2025-07-02 00:05:58,451 - INFO - Training: cls_zice: 25.13816816329956; reg_zipnll: 79.73598766326904; aux_mae_loss_1: 51.33776443481445; aux_mae_loss_2: 6.905598363876343; cnt_loss: 8.006078605651856;
+
+
+2025-07-02 00:05:58,452 - INFO - Epoch: 0039 / 1300	lr: 1.045e-05
+2025-07-02 00:06:08,815 - INFO - Training: cls_zice: 25.96748357772827; reg_zipnll: 80.79960403442382; aux_mae_loss_1: 51.794177513122555; aux_mae_loss_2: 6.843110461235046; cnt_loss: 6.485859985351563;
+
+
+2025-07-02 00:06:08,816 - INFO - Epoch: 0040 / 1300	lr: 3.423e-06
+2025-07-02 00:06:19,180 - INFO - Training: cls_zice: 23.825874080657957; reg_zipnll: 81.01763786315918; aux_mae_loss_1: 50.07544025421143; aux_mae_loss_2: 6.5920278930664065; cnt_loss: 5.211781063079834;
+
+
+2025-07-02 00:06:19,180 - INFO - Epoch: 0041 / 1300	lr: 1.000e-04
+2025-07-02 00:06:29,455 - INFO - Training: cls_zice: 27.410217418670655; reg_zipnll: 87.45426818847656; aux_mae_loss_1: 56.265991592407225; aux_mae_loss_2: 8.062656540870666; cnt_loss: 11.739500343799591;
+
+
+2025-07-02 00:06:29,455 - INFO - Epoch: 0042 / 1300	lr: 9.939e-05
+2025-07-02 00:06:39,798 - INFO - Training: cls_zice: 28.148849258422853; reg_zipnll: 83.75292892456055; aux_mae_loss_1: 56.34324710845947; aux_mae_loss_2: 8.254827127456664; cnt_loss: 13.949083213806153;
+
+
+2025-07-02 00:06:39,799 - INFO - Epoch: 0043 / 1300	lr: 9.758e-05
+2025-07-02 00:06:50,131 - INFO - Training: cls_zice: 25.523193998336794; reg_zipnll: 84.41317726135254; aux_mae_loss_1: 52.39191093444824; aux_mae_loss_2: 7.510809302330017; cnt_loss: 11.86857774734497;
+
+
+2025-07-02 00:06:50,131 - INFO - Epoch: 0044 / 1300	lr: 9.460e-05
+2025-07-02 00:07:00,518 - INFO - Training: cls_zice: 26.424596815109254; reg_zipnll: 81.21713081359863; aux_mae_loss_1: 52.835982170104984; aux_mae_loss_2: 7.319362802505493; cnt_loss: 8.314750733375549;
+
+
+2025-07-02 00:07:00,518 - INFO - Epoch: 0045 / 1300	lr: 9.055e-05
+2025-07-02 00:07:10,886 - INFO - Training: cls_zice: 26.805253715515136; reg_zipnll: 81.64959503173829; aux_mae_loss_1: 51.67661521911621; aux_mae_loss_2: 7.2836824321746825; cnt_loss: 10.659358291625976;
+
+
+2025-07-02 00:07:10,886 - INFO - Epoch: 0046 / 1300	lr: 8.550e-05
+2025-07-02 00:07:21,193 - INFO - Training: cls_zice: 24.656088562011718; reg_zipnll: 77.01200798034668; aux_mae_loss_1: 48.63877143859863; aux_mae_loss_2: 6.8718834352493285; cnt_loss: 9.039154613018036;
+
+
+2025-07-02 00:07:21,194 - INFO - Epoch: 0047 / 1300	lr: 7.960e-05
+2025-07-02 00:07:31,508 - INFO - Training: cls_zice: 25.242893047332764; reg_zipnll: 77.63327690124511; aux_mae_loss_1: 47.9470783996582; aux_mae_loss_2: 6.7326299095153805; cnt_loss: 8.65811418056488;
+
+
+2025-07-02 00:07:31,508 - INFO - Epoch: 0048 / 1300	lr: 7.297e-05
+2025-07-02 00:07:41,865 - INFO - Training: cls_zice: 24.528313875198364; reg_zipnll: 77.6176515197754; aux_mae_loss_1: 47.667169075012204; aux_mae_loss_2: 6.605049948692322; cnt_loss: 7.329431834220887;
+
+
+2025-07-02 00:07:41,865 - INFO - Epoch: 0049 / 1300	lr: 6.580e-05
+2025-07-02 00:07:52,056 - INFO - Training: cls_zice: 24.41565227508545; reg_zipnll: 74.88254528045654; aux_mae_loss_1: 46.40065929412842; aux_mae_loss_2: 6.4492854881286625; cnt_loss: 7.097721402645111;
+
+
+2025-07-02 00:07:52,057 - INFO - Epoch: 0050 / 1300	lr: 5.824e-05
+2025-07-02 00:08:02,473 - INFO - Training: cls_zice: 24.47157428741455; reg_zipnll: 75.55221969604492; aux_mae_loss_1: 47.03177181243896; aux_mae_loss_2: 6.553650493621826; cnt_loss: 8.344086451530456;
+
+
+2025-07-02 00:08:07,296 - INFO - Epoch: 0051 / 1300	lr: 5.050e-05
+2025-07-02 00:08:17,711 - INFO - Training: cls_zice: 25.416953496932983; reg_zipnll: 77.85642356872559; aux_mae_loss_1: 46.97099964141846; aux_mae_loss_2: 6.619038624763489; cnt_loss: 8.356812996864319;
+
+
+2025-07-02 00:08:17,711 - INFO - Epoch: 0052 / 1300	lr: 4.276e-05
+2025-07-02 00:08:27,927 - INFO - Training: cls_zice: 26.77880662918091; reg_zipnll: 75.94667839050292; aux_mae_loss_1: 47.58217670440674; aux_mae_loss_2: 6.615821237564087; cnt_loss: 8.051576023101807;
+
+
+2025-07-02 00:08:27,928 - INFO - Epoch: 0053 / 1300	lr: 3.520e-05
+2025-07-02 00:08:38,293 - INFO - Training: cls_zice: 24.371750144958497; reg_zipnll: 73.42783622741699; aux_mae_loss_1: 45.57813293457031; aux_mae_loss_2: 6.295087876319886; cnt_loss: 6.949482254981994;
+
+
+2025-07-02 00:08:38,294 - INFO - Epoch: 0054 / 1300	lr: 2.803e-05
+2025-07-02 00:08:48,538 - INFO - Training: cls_zice: 24.079564781188964; reg_zipnll: 75.91222396850586; aux_mae_loss_1: 44.876105575561525; aux_mae_loss_2: 6.151609091758728; cnt_loss: 7.854702208042145;
+
+
+2025-07-02 00:08:48,539 - INFO - Epoch: 0055 / 1300	lr: 2.140e-05
+2025-07-02 00:08:58,877 - INFO - Training: cls_zice: 22.93391212463379; reg_zipnll: 71.33907279968261; aux_mae_loss_1: 42.18147403717041; aux_mae_loss_2: 5.7429963397979735; cnt_loss: 5.141738090515137;
+
+
+2025-07-02 00:08:58,877 - INFO - Epoch: 0056 / 1300	lr: 1.550e-05
+2025-07-02 00:09:09,164 - INFO - Training: cls_zice: 23.799321165084837; reg_zipnll: 70.46219074249268; aux_mae_loss_1: 43.8921369934082; aux_mae_loss_2: 5.984297971725464; cnt_loss: 5.02438670873642;
+
+
+2025-07-02 00:09:09,164 - INFO - Epoch: 0057 / 1300	lr: 1.045e-05
+2025-07-02 00:09:19,417 - INFO - Training: cls_zice: 23.27032977104187; reg_zipnll: 69.64473777770996; aux_mae_loss_1: 43.36391754150391; aux_mae_loss_2: 6.0140873098373415; cnt_loss: 5.619509780406952;
+
+
+2025-07-02 00:09:19,417 - INFO - Epoch: 0058 / 1300	lr: 6.395e-06
+2025-07-02 00:09:29,722 - INFO - Training: cls_zice: 23.684879999160767; reg_zipnll: 70.73236492156983; aux_mae_loss_1: 42.639553756713866; aux_mae_loss_2: 5.747030549049377; cnt_loss: 4.6550517272949214;
+
+
+2025-07-02 00:09:29,722 - INFO - Epoch: 0059 / 1300	lr: 3.423e-06
+2025-07-02 00:09:39,961 - INFO - Training: cls_zice: 24.10562448501587; reg_zipnll: 70.83370742797851; aux_mae_loss_1: 43.670097503662106; aux_mae_loss_2: 5.894404754638672; cnt_loss: 4.454122834205627;
+
+
+2025-07-02 00:09:39,961 - INFO - Epoch: 0060 / 1300	lr: 1.609e-06
+2025-07-02 00:09:50,193 - INFO - Training: cls_zice: 22.19612832069397; reg_zipnll: 72.80624046325684; aux_mae_loss_1: 42.219156665802004; aux_mae_loss_2: 5.661391944885254; cnt_loss: 4.532777299880982;
+
+
+2025-07-02 00:09:50,194 - INFO - Epoch: 0061 / 1300	lr: 1.000e-04
+2025-07-02 00:10:00,538 - INFO - Training: cls_zice: 24.735656061172484; reg_zipnll: 73.79238624572754; aux_mae_loss_1: 45.130838279724124; aux_mae_loss_2: 6.490490641593933; cnt_loss: 8.141096320152283;
+
+
+2025-07-02 00:10:00,538 - INFO - Epoch: 0062 / 1300	lr: 9.985e-05
+2025-07-02 00:10:11,000 - INFO - Training: cls_zice: 24.777957048416138; reg_zipnll: 76.76939205169678; aux_mae_loss_1: 46.409751396179196; aux_mae_loss_2: 6.676895093917847; cnt_loss: 9.189525971412658;
+
+
+2025-07-02 00:10:11,001 - INFO - Epoch: 0063 / 1300	lr: 9.939e-05
+2025-07-02 00:10:21,903 - INFO - Training: cls_zice: 25.673777093887328; reg_zipnll: 74.44878059387207; aux_mae_loss_1: 47.36870292663574; aux_mae_loss_2: 7.068490362167358; cnt_loss: 11.378426651954651;
+
+
+2025-07-02 00:10:21,904 - INFO - Epoch: 0064 / 1300	lr: 9.863e-05
+2025-07-02 00:10:32,264 - INFO - Training: cls_zice: 24.307806930541993; reg_zipnll: 72.28150329589843; aux_mae_loss_1: 44.56449764251709; aux_mae_loss_2: 6.457279987335205; cnt_loss: 8.728628120422364;
+
+
+2025-07-02 00:10:32,264 - INFO - Epoch: 0065 / 1300	lr: 9.758e-05
+2025-07-02 00:10:42,573 - INFO - Training: cls_zice: 22.78470913887024; reg_zipnll: 70.99075151443482; aux_mae_loss_1: 42.19068115234375; aux_mae_loss_2: 6.182070899009704; cnt_loss: 9.09327446937561;
+
+
+2025-07-02 00:10:42,573 - INFO - Epoch: 0066 / 1300	lr: 9.623e-05
+2025-07-02 00:10:52,894 - INFO - Training: cls_zice: 24.560717792510985; reg_zipnll: 72.09559635162354; aux_mae_loss_1: 44.775014305114745; aux_mae_loss_2: 6.8768404722213745; cnt_loss: 11.269302935600281;
+
+
+2025-07-02 00:10:52,895 - INFO - Epoch: 0067 / 1300	lr: 9.460e-05
+2025-07-02 00:11:03,347 - INFO - Training: cls_zice: 24.680731716156007; reg_zipnll: 71.74637435913085; aux_mae_loss_1: 45.04200687408447; aux_mae_loss_2: 6.680457673072815; cnt_loss: 9.525700187683105;
+
+
+2025-07-02 00:11:03,348 - INFO - Epoch: 0068 / 1300	lr: 9.271e-05
+2025-07-02 00:11:13,625 - INFO - Training: cls_zice: 23.139293947219848; reg_zipnll: 71.50736442565918; aux_mae_loss_1: 41.40947704315185; aux_mae_loss_2: 5.948976016044616; cnt_loss: 7.870671811103821;
+
+
+2025-07-02 00:11:13,625 - INFO - Epoch: 0069 / 1300	lr: 9.055e-05
+2025-07-02 00:11:23,845 - INFO - Training: cls_zice: 23.773091201782226; reg_zipnll: 70.89802032470703; aux_mae_loss_1: 42.37526672363281; aux_mae_loss_2: 6.147774877548218; cnt_loss: 8.099231572151185;
+
+
+2025-07-02 00:11:23,845 - INFO - Epoch: 0070 / 1300	lr: 8.814e-05
+2025-07-02 00:11:34,074 - INFO - Training: cls_zice: 24.650208349227906; reg_zipnll: 70.84703140258789; aux_mae_loss_1: 42.84820125579834; aux_mae_loss_2: 6.177034916877747; cnt_loss: 7.885281929969787;
+
+
+2025-07-02 00:11:34,074 - INFO - Epoch: 0071 / 1300	lr: 8.550e-05
+2025-07-02 00:11:44,458 - INFO - Training: cls_zice: 26.02098388671875; reg_zipnll: 70.61740745544434; aux_mae_loss_1: 43.4299133682251; aux_mae_loss_2: 6.1797207164764405; cnt_loss: 7.610767493247986;
+
+
+2025-07-02 00:11:44,459 - INFO - Epoch: 0072 / 1300	lr: 8.265e-05
+2025-07-02 00:11:54,859 - INFO - Training: cls_zice: 23.19285129547119; reg_zipnll: 69.26094253540039; aux_mae_loss_1: 41.3151605796814; aux_mae_loss_2: 6.259785509109497; cnt_loss: 10.018862657546997;
+
+
+2025-07-02 00:11:54,859 - INFO - Epoch: 0073 / 1300	lr: 7.960e-05
+2025-07-02 00:12:05,068 - INFO - Training: cls_zice: 22.705302820205688; reg_zipnll: 68.26019691467285; aux_mae_loss_1: 40.28990833282471; aux_mae_loss_2: 5.782088527679443; cnt_loss: 7.2789891338348385;
+
+
+2025-07-02 00:12:05,069 - INFO - Epoch: 0074 / 1300	lr: 7.636e-05
+2025-07-02 00:12:15,614 - INFO - Training: cls_zice: 23.994100704193116; reg_zipnll: 66.79332054138183; aux_mae_loss_1: 39.902902660369875; aux_mae_loss_2: 5.783998298645019; cnt_loss: 6.65052808046341;
+
+
+2025-07-02 00:12:15,615 - INFO - Epoch: 0075 / 1300	lr: 7.297e-05
+2025-07-02 00:12:25,925 - INFO - Training: cls_zice: 23.876373596191407; reg_zipnll: 68.39563201904296; aux_mae_loss_1: 40.94821807861328; aux_mae_loss_2: 5.875227332115173; cnt_loss: 7.596865594387054;
+
+
+2025-07-02 00:12:25,925 - INFO - Epoch: 0076 / 1300	lr: 6.944e-05
+2025-07-02 00:12:36,304 - INFO - Training: cls_zice: 24.78770133972168; reg_zipnll: 67.68614601135253; aux_mae_loss_1: 41.61515922546387; aux_mae_loss_2: 5.916064944267273; cnt_loss: 6.142792553901672;
+
+
+2025-07-02 00:12:36,304 - INFO - Epoch: 0077 / 1300	lr: 6.580e-05
+2025-07-02 00:12:46,591 - INFO - Training: cls_zice: 22.687184743881225; reg_zipnll: 68.56022373199463; aux_mae_loss_1: 39.61290637969971; aux_mae_loss_2: 5.663131861686707; cnt_loss: 6.466492161750794;
+
+
+2025-07-02 00:12:46,591 - INFO - Epoch: 0078 / 1300	lr: 6.206e-05
+2025-07-02 00:12:56,925 - INFO - Training: cls_zice: 23.062723693847655; reg_zipnll: 68.12864807128906; aux_mae_loss_1: 38.64277694702148; aux_mae_loss_2: 5.508600735664368; cnt_loss: 6.265467615127563;
+
+
+2025-07-02 00:12:56,925 - INFO - Epoch: 0079 / 1300	lr: 5.824e-05
+2025-07-02 00:13:07,352 - INFO - Training: cls_zice: 22.521457576751708; reg_zipnll: 65.64990550994872; aux_mae_loss_1: 38.21560316085815; aux_mae_loss_2: 5.6038819646835325; cnt_loss: 7.516859157085419;
+
+
+2025-07-02 00:13:07,353 - INFO - Epoch: 0080 / 1300	lr: 5.438e-05
+2025-07-02 00:13:17,568 - INFO - Training: cls_zice: 22.85011633872986; reg_zipnll: 67.18113327026367; aux_mae_loss_1: 38.23988990783691; aux_mae_loss_2: 5.452437748908997; cnt_loss: 6.698178968429565;
+
+
+2025-07-02 00:13:17,568 - INFO - Epoch: 0081 / 1300	lr: 5.050e-05
+2025-07-02 00:13:27,826 - INFO - Training: cls_zice: 22.724531717300415; reg_zipnll: 67.33971946716309; aux_mae_loss_1: 37.440617408752445; aux_mae_loss_2: 5.415448713302612; cnt_loss: 5.867045655250549;
+
+
+2025-07-02 00:13:27,826 - INFO - Epoch: 0082 / 1300	lr: 4.662e-05
+2025-07-02 00:13:38,190 - INFO - Training: cls_zice: 21.098069229125976; reg_zipnll: 64.63109424591065; aux_mae_loss_1: 37.08998992919922; aux_mae_loss_2: 5.46763726234436; cnt_loss: 6.623640379905701;
+
+
+2025-07-02 00:13:38,190 - INFO - Epoch: 0083 / 1300	lr: 4.276e-05
+2025-07-02 00:13:48,517 - INFO - Training: cls_zice: 22.51861282348633; reg_zipnll: 63.11729248046875; aux_mae_loss_1: 36.81344802856445; aux_mae_loss_2: 5.245778455734253; cnt_loss: 5.080594390630722;
+
+
+2025-07-02 00:13:48,518 - INFO - Epoch: 0084 / 1300	lr: 3.894e-05
+2025-07-02 00:13:58,817 - INFO - Training: cls_zice: 23.03703472137451; reg_zipnll: 65.9340592956543; aux_mae_loss_1: 37.37421394348144; aux_mae_loss_2: 5.4170916223526; cnt_loss: 5.918910903930664;
+
+
+2025-07-02 00:13:58,817 - INFO - Epoch: 0085 / 1300	lr: 3.520e-05
+2025-07-02 00:14:09,023 - INFO - Training: cls_zice: 21.13941149711609; reg_zipnll: 64.70660381317138; aux_mae_loss_1: 35.67434158325195; aux_mae_loss_2: 5.0704700756073; cnt_loss: 4.764773972034455;
+
+
+2025-07-02 00:14:09,023 - INFO - Epoch: 0086 / 1300	lr: 3.156e-05
+2025-07-02 00:14:19,295 - INFO - Training: cls_zice: 20.796809177398682; reg_zipnll: 64.60223316192626; aux_mae_loss_1: 35.169421730041506; aux_mae_loss_2: 5.0294333171844485; cnt_loss: 5.273797125816345;
+
+
+2025-07-02 00:14:19,295 - INFO - Epoch: 0087 / 1300	lr: 2.803e-05
+2025-07-02 00:14:29,665 - INFO - Training: cls_zice: 21.378604345321655; reg_zipnll: 61.24372936248779; aux_mae_loss_1: 35.835849571228025; aux_mae_loss_2: 5.1184691190719604; cnt_loss: 4.813745427131653;
+
+
+2025-07-02 00:14:29,665 - INFO - Epoch: 0088 / 1300	lr: 2.464e-05
+2025-07-02 00:14:39,958 - INFO - Training: cls_zice: 20.77784418106079; reg_zipnll: 61.39062423706055; aux_mae_loss_1: 34.205648536682126; aux_mae_loss_2: 4.908796458244324; cnt_loss: 4.616126372814178;
+
+
+2025-07-02 00:14:39,959 - INFO - Epoch: 0089 / 1300	lr: 2.140e-05
+2025-07-02 00:14:50,229 - INFO - Training: cls_zice: 20.412781600952147; reg_zipnll: 63.550043182373045; aux_mae_loss_1: 34.22651683807373; aux_mae_loss_2: 4.822403664588928; cnt_loss: 3.731685960292816;
+
+
+2025-07-02 00:14:50,229 - INFO - Epoch: 0090 / 1300	lr: 1.835e-05
+2025-07-02 00:15:00,400 - INFO - Training: cls_zice: 21.805446648597716; reg_zipnll: 65.94431079864502; aux_mae_loss_1: 36.244318885803224; aux_mae_loss_2: 5.005436263084412; cnt_loss: 4.482686008214951;
+
+
+2025-07-02 00:15:00,400 - INFO - Epoch: 0091 / 1300	lr: 1.550e-05
+2025-07-02 00:15:10,718 - INFO - Training: cls_zice: 21.86835825920105; reg_zipnll: 63.55349998474121; aux_mae_loss_1: 34.5510941696167; aux_mae_loss_2: 4.832570252418518; cnt_loss: 4.396448676586151;
+
+
+2025-07-02 00:15:10,719 - INFO - Epoch: 0092 / 1300	lr: 1.286e-05
+2025-07-02 00:15:21,061 - INFO - Training: cls_zice: 20.64794592857361; reg_zipnll: 60.760788917541504; aux_mae_loss_1: 33.80839817047119; aux_mae_loss_2: 4.743291902542114; cnt_loss: 4.126358933448792;
+
+
+2025-07-02 00:15:21,062 - INFO - Epoch: 0093 / 1300	lr: 1.045e-05
+2025-07-02 00:15:31,425 - INFO - Training: cls_zice: 20.603813858032225; reg_zipnll: 61.33045269012451; aux_mae_loss_1: 33.88504249572754; aux_mae_loss_2: 4.7007127952575685; cnt_loss: 3.698861699104309;
+
+
+2025-07-02 00:15:31,425 - INFO - Epoch: 0094 / 1300	lr: 8.294e-06
+2025-07-02 00:15:41,677 - INFO - Training: cls_zice: 22.670596284866335; reg_zipnll: 64.45484375; aux_mae_loss_1: 35.17684604644776; aux_mae_loss_2: 4.82910852432251; cnt_loss: 3.8252428007125854;
+
+
+2025-07-02 00:15:41,677 - INFO - Epoch: 0095 / 1300	lr: 6.395e-06
+2025-07-02 00:15:51,972 - INFO - Training: cls_zice: 21.97619089126587; reg_zipnll: 64.71485584259034; aux_mae_loss_1: 34.844521560668944; aux_mae_loss_2: 4.774265694618225; cnt_loss: 3.6050827169418334;
+
+
+2025-07-02 00:15:51,973 - INFO - Epoch: 0096 / 1300	lr: 4.768e-06
+2025-07-02 00:16:02,208 - INFO - Training: cls_zice: 21.639719431400298; reg_zipnll: 62.312665138244625; aux_mae_loss_1: 34.32598222732544; aux_mae_loss_2: 4.862776403427124; cnt_loss: 3.601867115497589;
+
+
+2025-07-02 00:16:02,209 - INFO - Epoch: 0097 / 1300	lr: 3.423e-06
+2025-07-02 00:16:12,969 - INFO - Training: cls_zice: 21.83918335914612; reg_zipnll: 61.398383712768556; aux_mae_loss_1: 35.42427627563477; aux_mae_loss_2: 4.972742495536804; cnt_loss: 3.808524706363678;
+
+
+2025-07-02 00:16:12,970 - INFO - Epoch: 0098 / 1300	lr: 2.368e-06
+2025-07-02 00:16:23,297 - INFO - Training: cls_zice: 20.83367693901062; reg_zipnll: 57.2097639465332; aux_mae_loss_1: 33.40280035018921; aux_mae_loss_2: 4.652424876689911; cnt_loss: 2.9576565718650816;
+
+
+2025-07-02 00:16:23,297 - INFO - Epoch: 0099 / 1300	lr: 1.609e-06
+2025-07-02 00:16:33,765 - INFO - Training: cls_zice: 21.418094959259033; reg_zipnll: 63.80030639648437; aux_mae_loss_1: 34.349274444580075; aux_mae_loss_2: 4.730561828613281; cnt_loss: 3.123052644729614;
+
+
+2025-07-02 00:16:33,766 - INFO - Epoch: 0100 / 1300	lr: 1.153e-06
+2025-07-02 00:17:27,915 - INFO - Training: cls_zice: 22.063853158950806; reg_zipnll: 59.11261558532715; aux_mae_loss_1: 34.98011455535889; aux_mae_loss_2: 4.854499697685242; cnt_loss: 3.464191673994064;
+2025-07-02 00:17:32,545 - INFO - Evaluation:
+Curr mae: 6.4131; 	 Best mae: 6.4131; inf; inf; inf; inf;
+Curr rmse: 10.6752; 	 Best rmse: 10.6752; inf; inf; inf; inf;
+Curr nae: 0.0534; 	 Best nae: 0.0534; inf; inf; inf; inf;
+
+
+
+2025-07-02 00:17:38,714 - INFO - Epoch: 0101 / 1300	lr: 1.000e-04
+2025-07-02 00:18:32,634 - INFO - Training: cls_zice: 24.807641401290894; reg_zipnll: 66.57720308303833; aux_mae_loss_1: 40.01418319702148; aux_mae_loss_2: 6.151741995811462; cnt_loss: 10.236787369251251;
+2025-07-02 00:18:37,044 - INFO - Evaluation:
+Curr mae: 9.9556; 	 Best mae: 6.4131; 9.9556; inf; inf; inf;
+Curr rmse: 15.8079; 	 Best rmse: 10.6752; 15.8079; inf; inf; inf;
+Curr nae: 0.0911; 	 Best nae: 0.0534; 0.0911; inf; inf; inf;
+
+
+
+2025-07-02 00:18:37,044 - INFO - Epoch: 0102 / 1300	lr: 9.996e-05
+2025-07-02 00:19:30,709 - INFO - Training: cls_zice: 21.115136995315552; reg_zipnll: 66.3832625579834; aux_mae_loss_1: 36.81441558837891; aux_mae_loss_2: 5.574960942268372; cnt_loss: 7.7149772810935975;
+2025-07-02 00:19:35,621 - INFO - Evaluation:
+Curr mae: 10.2056; 	 Best mae: 6.4131; 9.9556; 10.2056; inf; inf;
+Curr rmse: 15.3571; 	 Best rmse: 10.6752; 15.3571; 15.8079; inf; inf;
+Curr nae: 0.0815; 	 Best nae: 0.0534; 0.0815; 0.0911; inf; inf;
+
+
+
+2025-07-02 00:19:35,621 - INFO - Epoch: 0103 / 1300	lr: 9.985e-05
+2025-07-02 00:20:29,436 - INFO - Training: cls_zice: 20.491136074066162; reg_zipnll: 64.010220413208; aux_mae_loss_1: 35.82010929107666; aux_mae_loss_2: 5.481552319526672; cnt_loss: 7.575724873542786;
+2025-07-02 00:20:33,787 - INFO - Evaluation:
+Curr mae: 9.5088; 	 Best mae: 6.4131; 9.5088; 9.9556; 10.2056; inf;
+Curr rmse: 14.8771; 	 Best rmse: 10.6752; 14.8771; 15.3571; 15.8079; inf;
+Curr nae: 0.0852; 	 Best nae: 0.0534; 0.0815; 0.0852; 0.0911; inf;
+
+
+
+2025-07-02 00:20:33,788 - INFO - Epoch: 0104 / 1300	lr: 9.966e-05
+2025-07-02 00:21:27,658 - INFO - Training: cls_zice: 24.8793932056427; reg_zipnll: 66.50514156341552; aux_mae_loss_1: 41.46541088104248; aux_mae_loss_2: 6.497765202522277; cnt_loss: 9.570443248748779;
+2025-07-02 00:21:32,613 - INFO - Evaluation:
+Curr mae: 12.8762; 	 Best mae: 6.4131; 9.5088; 9.9556; 10.2056; 12.8762;
+Curr rmse: 19.3263; 	 Best rmse: 10.6752; 14.8771; 15.3571; 15.8079; 19.3263;
+Curr nae: 0.1089; 	 Best nae: 0.0534; 0.0815; 0.0852; 0.0911; 0.1089;
+
+
+
+2025-07-02 00:21:32,613 - INFO - Epoch: 0105 / 1300	lr: 9.939e-05
+2025-07-02 00:22:26,454 - INFO - Training: cls_zice: 24.19532901763916; reg_zipnll: 67.15591602325439; aux_mae_loss_1: 40.41850101470947; aux_mae_loss_2: 6.294046425819397; cnt_loss: 9.872714614868164;
+2025-07-02 00:22:31,483 - INFO - Evaluation:
+Curr mae: 10.1107; 	 Best mae: 6.4131; 9.5088; 9.9556; 10.1107; 10.2056;
+Curr rmse: 14.9719; 	 Best rmse: 10.6752; 14.8771; 14.9719; 15.3571; 15.8079;
+Curr nae: 0.1049; 	 Best nae: 0.0534; 0.0815; 0.0852; 0.0911; 0.1049;
+
+
+
+2025-07-02 00:22:31,483 - INFO - Epoch: 0106 / 1300	lr: 9.905e-05
+2025-07-02 00:23:25,086 - INFO - Training: cls_zice: 22.99964135169983; reg_zipnll: 65.77683277130127; aux_mae_loss_1: 38.38334323883057; aux_mae_loss_2: 5.72766610622406; cnt_loss: 7.169336652755737;
+2025-07-02 00:23:29,865 - INFO - Evaluation:
+Curr mae: 8.3002; 	 Best mae: 6.4131; 8.3002; 9.5088; 9.9556; 10.1107;
+Curr rmse: 12.9679; 	 Best rmse: 10.6752; 12.9679; 14.8771; 14.9719; 15.3571;
+Curr nae: 0.0675; 	 Best nae: 0.0534; 0.0675; 0.0815; 0.0852; 0.0911;
+
+
+
+2025-07-02 00:23:29,865 - INFO - Epoch: 0107 / 1300	lr: 9.863e-05
+2025-07-02 00:24:23,681 - INFO - Training: cls_zice: 23.64807378768921; reg_zipnll: 66.89667953491211; aux_mae_loss_1: 40.136367340087894; aux_mae_loss_2: 6.396317114830017; cnt_loss: 10.753344569206238;
+2025-07-02 00:24:28,395 - INFO - Evaluation:
+Curr mae: 9.0552; 	 Best mae: 6.4131; 8.3002; 9.0552; 9.5088; 9.9556;
+Curr rmse: 14.7068; 	 Best rmse: 10.6752; 12.9679; 14.7068; 14.8771; 14.9719;
+Curr nae: 0.0688; 	 Best nae: 0.0534; 0.0675; 0.0688; 0.0815; 0.0852;
+
+
+
+2025-07-02 00:24:28,396 - INFO - Epoch: 0108 / 1300	lr: 9.814e-05
+2025-07-02 00:25:22,255 - INFO - Training: cls_zice: 23.06224747657776; reg_zipnll: 66.39926383972168; aux_mae_loss_1: 38.819492454528806; aux_mae_loss_2: 5.95538875579834; cnt_loss: 9.447662839889526;
+2025-07-02 00:25:22,257 - INFO - Evaluation:
+Curr mae: 15.8947; 	 Best mae: 6.4131; 8.3002; 9.0552; 9.5088; 9.9556;
+Curr rmse: 20.6296; 	 Best rmse: 10.6752; 12.9679; 14.7068; 14.8771; 14.9719;
+Curr nae: 0.1551; 	 Best nae: 0.0534; 0.0675; 0.0688; 0.0815; 0.0852;
+
+
+
+2025-07-02 00:25:22,257 - INFO - Epoch: 0109 / 1300	lr: 9.758e-05
+2025-07-02 00:26:16,052 - INFO - Training: cls_zice: 23.28723666191101; reg_zipnll: 64.29313556671143; aux_mae_loss_1: 37.67180980682373; aux_mae_loss_2: 5.692614617347718; cnt_loss: 7.135000195503235;
+2025-07-02 00:26:16,053 - INFO - Evaluation:
+Curr mae: 11.6690; 	 Best mae: 6.4131; 8.3002; 9.0552; 9.5088; 9.9556;
+Curr rmse: 17.1920; 	 Best rmse: 10.6752; 12.9679; 14.7068; 14.8771; 14.9719;
+Curr nae: 0.0932; 	 Best nae: 0.0534; 0.0675; 0.0688; 0.0815; 0.0852;
+
+
+
+2025-07-02 00:26:16,053 - INFO - Epoch: 0110 / 1300	lr: 9.694e-05
+2025-07-02 00:27:09,844 - INFO - Training: cls_zice: 23.55804630279541; reg_zipnll: 64.48496383666992; aux_mae_loss_1: 38.1757678604126; aux_mae_loss_2: 5.826454253196716; cnt_loss: 9.105693373680115;
+2025-07-02 00:27:11,431 - INFO - Evaluation:
+Curr mae: 10.4980; 	 Best mae: 6.4131; 8.3002; 9.0552; 9.5088; 9.9556;
+Curr rmse: 14.0838; 	 Best rmse: 10.6752; 12.9679; 14.0838; 14.7068; 14.8771;
+Curr nae: 0.1025; 	 Best nae: 0.0534; 0.0675; 0.0688; 0.0815; 0.0852;
+
+
+
+2025-07-02 00:27:11,432 - INFO - Epoch: 0111 / 1300	lr: 9.623e-05
+2025-07-02 00:28:05,505 - INFO - Training: cls_zice: 23.01962121963501; reg_zipnll: 63.05182607650757; aux_mae_loss_1: 37.37566553115845; aux_mae_loss_2: 5.747650940418243; cnt_loss: 8.400066797733308;
+2025-07-02 00:28:09,374 - INFO - Evaluation:
+Curr mae: 8.5653; 	 Best mae: 6.4131; 8.3002; 8.5653; 9.0552; 9.5088;
+Curr rmse: 16.1585; 	 Best rmse: 10.6752; 12.9679; 14.0838; 14.7068; 14.8771;
+Curr nae: 0.0665; 	 Best nae: 0.0534; 0.0665; 0.0675; 0.0688; 0.0815;
+
+
+
+2025-07-02 00:28:09,374 - INFO - Epoch: 0112 / 1300	lr: 9.545e-05
+2025-07-02 00:29:03,238 - INFO - Training: cls_zice: 23.49022506713867; reg_zipnll: 66.07171188354492; aux_mae_loss_1: 37.20055547714233; aux_mae_loss_2: 5.559757452011109; cnt_loss: 7.625358729362488;
+2025-07-02 00:29:03,240 - INFO - Evaluation:
+Curr mae: 13.1005; 	 Best mae: 6.4131; 8.3002; 8.5653; 9.0552; 9.5088;
+Curr rmse: 17.1892; 	 Best rmse: 10.6752; 12.9679; 14.0838; 14.7068; 14.8771;
+Curr nae: 0.1137; 	 Best nae: 0.0534; 0.0665; 0.0675; 0.0688; 0.0815;
+
+
+
+2025-07-02 00:29:03,240 - INFO - Epoch: 0113 / 1300	lr: 9.460e-05
+2025-07-02 00:29:56,916 - INFO - Training: cls_zice: 23.027629175186156; reg_zipnll: 60.80965534210205; aux_mae_loss_1: 36.25044527053833; aux_mae_loss_2: 5.382987279891967; cnt_loss: 7.229862792491913;
+2025-07-02 00:30:01,246 - INFO - Evaluation:
+Curr mae: 7.9670; 	 Best mae: 6.4131; 7.9670; 8.3002; 8.5653; 9.0552;
+Curr rmse: 11.8638; 	 Best rmse: 10.6752; 11.8638; 12.9679; 14.0838; 14.7068;
+Curr nae: 0.0687; 	 Best nae: 0.0534; 0.0665; 0.0675; 0.0687; 0.0688;
+
+
+
+2025-07-02 00:30:01,246 - INFO - Epoch: 0114 / 1300	lr: 9.369e-05
+2025-07-02 00:30:55,159 - INFO - Training: cls_zice: 25.577262077331543; reg_zipnll: 62.00474109649658; aux_mae_loss_1: 38.504830532073974; aux_mae_loss_2: 5.898631601333618; cnt_loss: 8.394002220630647;
+2025-07-02 00:30:59,783 - INFO - Evaluation:
+Curr mae: 7.9388; 	 Best mae: 6.4131; 7.9388; 7.9670; 8.3002; 8.5653;
+Curr rmse: 12.9876; 	 Best rmse: 10.6752; 11.8638; 12.9679; 12.9876; 14.0838;
+Curr nae: 0.0629; 	 Best nae: 0.0534; 0.0629; 0.0665; 0.0675; 0.0687;
+
+
+
+2025-07-02 00:30:59,783 - INFO - Epoch: 0115 / 1300	lr: 9.271e-05
+2025-07-02 00:31:53,578 - INFO - Training: cls_zice: 23.36616798400879; reg_zipnll: 62.57923782348633; aux_mae_loss_1: 36.938011493682865; aux_mae_loss_2: 5.617230062484741; cnt_loss: 8.529607819318771;
+2025-07-02 00:32:00,132 - INFO - Evaluation:
+Curr mae: 7.2794; 	 Best mae: 6.4131; 7.2794; 7.9388; 7.9670; 8.3002;
+Curr rmse: 12.0333; 	 Best rmse: 10.6752; 11.8638; 12.0333; 12.9679; 12.9876;
+Curr nae: 0.0583; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0665; 0.0675;
+
+
+
+2025-07-02 00:32:00,132 - INFO - Epoch: 0116 / 1300	lr: 9.166e-05
+2025-07-02 00:32:53,591 - INFO - Training: cls_zice: 21.74551049232483; reg_zipnll: 63.0841096496582; aux_mae_loss_1: 34.83001050949097; aux_mae_loss_2: 5.139192230701447; cnt_loss: 6.856793441772461;
+2025-07-02 00:33:01,561 - INFO - Evaluation:
+Curr mae: 7.5601; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9670;
+Curr rmse: 11.7320; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9679;
+Curr nae: 0.0658; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0658; 0.0665;
+
+
+
+2025-07-02 00:33:01,562 - INFO - Epoch: 0117 / 1300	lr: 9.055e-05
+2025-07-02 00:33:55,324 - INFO - Training: cls_zice: 23.29229154586792; reg_zipnll: 62.06850185394287; aux_mae_loss_1: 36.21630466461182; aux_mae_loss_2: 5.740575103759766; cnt_loss: 9.270754284858704;
+2025-07-02 00:33:55,325 - INFO - Evaluation:
+Curr mae: 21.0338; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9670;
+Curr rmse: 32.7310; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9679;
+Curr nae: 0.1435; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0658; 0.0665;
+
+
+
+2025-07-02 00:33:55,326 - INFO - Epoch: 0118 / 1300	lr: 8.937e-05
+2025-07-02 00:34:48,922 - INFO - Training: cls_zice: 23.312602748870848; reg_zipnll: 62.72807369232178; aux_mae_loss_1: 36.580722885131834; aux_mae_loss_2: 5.623149905204773; cnt_loss: 8.572921447753906;
+2025-07-02 00:34:50,694 - INFO - Evaluation:
+Curr mae: 8.2969; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9670;
+Curr rmse: 14.3483; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9679;
+Curr nae: 0.0646; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0646; 0.0658;
+
+
+
+2025-07-02 00:34:50,694 - INFO - Epoch: 0119 / 1300	lr: 8.814e-05
+2025-07-02 00:35:44,518 - INFO - Training: cls_zice: 22.36008569717407; reg_zipnll: 61.54606685638428; aux_mae_loss_1: 34.86220222473145; aux_mae_loss_2: 5.164084968566894; cnt_loss: 7.008282437324524;
+2025-07-02 00:35:44,519 - INFO - Evaluation:
+Curr mae: 8.3398; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9670;
+Curr rmse: 13.1700; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9679;
+Curr nae: 0.0690; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0646; 0.0658;
+
+
+
+2025-07-02 00:35:44,519 - INFO - Epoch: 0120 / 1300	lr: 8.685e-05
+2025-07-02 00:36:38,924 - INFO - Training: cls_zice: 23.21838888168335; reg_zipnll: 62.00207363128662; aux_mae_loss_1: 35.605537300109866; aux_mae_loss_2: 5.53254536151886; cnt_loss: 8.905726075172424;
+2025-07-02 00:36:38,926 - INFO - Evaluation:
+Curr mae: 8.4570; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9670;
+Curr rmse: 13.8161; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9679;
+Curr nae: 0.0775; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0646; 0.0658;
+
+
+
+2025-07-02 00:36:38,926 - INFO - Epoch: 0121 / 1300	lr: 8.550e-05
+2025-07-02 00:37:33,155 - INFO - Training: cls_zice: 21.62209189414978; reg_zipnll: 62.97401912689209; aux_mae_loss_1: 33.51790069580078; aux_mae_loss_2: 4.897485606670379; cnt_loss: 5.648148159980774;
+2025-07-02 00:37:33,156 - INFO - Evaluation:
+Curr mae: 8.6931; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9670;
+Curr rmse: 14.4873; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9679;
+Curr nae: 0.0740; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0646; 0.0658;
+
+
+
+2025-07-02 00:37:33,156 - INFO - Epoch: 0122 / 1300	lr: 8.410e-05
+2025-07-02 00:38:27,168 - INFO - Training: cls_zice: 21.98972972869873; reg_zipnll: 61.33527189254761; aux_mae_loss_1: 34.87060375213623; aux_mae_loss_2: 5.171065034866333; cnt_loss: 6.290773823261261;
+2025-07-02 00:38:27,169 - INFO - Evaluation:
+Curr mae: 9.6813; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9670;
+Curr rmse: 16.3779; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9679;
+Curr nae: 0.0990; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0646; 0.0658;
+
+
+
+2025-07-02 00:38:27,169 - INFO - Epoch: 0123 / 1300	lr: 8.265e-05
+2025-07-02 00:39:21,575 - INFO - Training: cls_zice: 20.897498297691346; reg_zipnll: 57.90905838012695; aux_mae_loss_1: 32.115356521606444; aux_mae_loss_2: 4.860983958244324; cnt_loss: 6.281183886528015;
+2025-07-02 00:39:21,576 - INFO - Evaluation:
+Curr mae: 10.4581; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9670;
+Curr rmse: 17.9531; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9679;
+Curr nae: 0.0741; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0646; 0.0658;
+
+
+
+2025-07-02 00:39:21,576 - INFO - Epoch: 0124 / 1300	lr: 8.115e-05
+2025-07-02 00:40:15,903 - INFO - Training: cls_zice: 21.292205896377563; reg_zipnll: 59.55792053222656; aux_mae_loss_1: 33.36092077255249; aux_mae_loss_2: 4.944745497703552; cnt_loss: 5.799437866210938;
+2025-07-02 00:40:15,904 - INFO - Evaluation:
+Curr mae: 10.6351; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9670;
+Curr rmse: 16.0020; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9679;
+Curr nae: 0.0956; 	 Best nae: 0.0534; 0.0583; 0.0629; 0.0646; 0.0658;
+
+
+
+2025-07-02 00:40:15,904 - INFO - Epoch: 0125 / 1300	lr: 7.960e-05
+2025-07-02 00:41:09,730 - INFO - Training: cls_zice: 21.360653343200685; reg_zipnll: 62.511039352416994; aux_mae_loss_1: 33.41253652572632; aux_mae_loss_2: 5.072715210914612; cnt_loss: 7.069265885353088;
+2025-07-02 00:41:15,453 - INFO - Evaluation:
+Curr mae: 7.9390; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9390;
+Curr rmse: 12.9229; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.9229;
+Curr nae: 0.0628; 	 Best nae: 0.0534; 0.0583; 0.0628; 0.0629; 0.0646;
+
+
+
+2025-07-02 00:41:15,454 - INFO - Epoch: 0126 / 1300	lr: 7.800e-05
+2025-07-02 00:42:09,190 - INFO - Training: cls_zice: 21.548657150268554; reg_zipnll: 59.90264579772949; aux_mae_loss_1: 32.19142803192139; aux_mae_loss_2: 4.743795137405396; cnt_loss: 5.659406533241272;
+2025-07-02 00:42:11,166 - INFO - Evaluation:
+Curr mae: 8.2853; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9390;
+Curr rmse: 12.3663; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.3663;
+Curr nae: 0.0672; 	 Best nae: 0.0534; 0.0583; 0.0628; 0.0629; 0.0646;
+
+
+
+2025-07-02 00:42:11,166 - INFO - Epoch: 0127 / 1300	lr: 7.636e-05
+2025-07-02 00:43:04,724 - INFO - Training: cls_zice: 20.50527850151062; reg_zipnll: 60.010791034698485; aux_mae_loss_1: 32.8475899887085; aux_mae_loss_2: 4.904568333625793; cnt_loss: 6.748558149337769;
+2025-07-02 00:43:05,988 - INFO - Evaluation:
+Curr mae: 8.3211; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9390;
+Curr rmse: 14.4234; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.3663;
+Curr nae: 0.0639; 	 Best nae: 0.0534; 0.0583; 0.0628; 0.0629; 0.0639;
+
+
+
+2025-07-02 00:43:05,989 - INFO - Epoch: 0128 / 1300	lr: 7.469e-05
+2025-07-02 00:44:00,187 - INFO - Training: cls_zice: 17.772249040603636; reg_zipnll: 57.71621948242188; aux_mae_loss_1: 28.793391723632812; aux_mae_loss_2: 4.302402930259705; cnt_loss: 5.154542510509491;
+2025-07-02 00:44:03,058 - INFO - Evaluation:
+Curr mae: 8.3546; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9390;
+Curr rmse: 14.0794; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.3663;
+Curr nae: 0.0613; 	 Best nae: 0.0534; 0.0583; 0.0613; 0.0628; 0.0629;
+
+
+
+2025-07-02 00:44:03,058 - INFO - Epoch: 0129 / 1300	lr: 7.297e-05
+2025-07-02 00:44:57,035 - INFO - Training: cls_zice: 20.94115153312683; reg_zipnll: 58.75060802459717; aux_mae_loss_1: 31.74070737838745; aux_mae_loss_2: 4.725368943214416; cnt_loss: 5.517799816131592;
+2025-07-02 00:44:57,036 - INFO - Evaluation:
+Curr mae: 9.0646; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9390;
+Curr rmse: 16.0220; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.3663;
+Curr nae: 0.0659; 	 Best nae: 0.0534; 0.0583; 0.0613; 0.0628; 0.0629;
+
+
+
+2025-07-02 00:44:57,036 - INFO - Epoch: 0130 / 1300	lr: 7.122e-05
+2025-07-02 00:45:51,085 - INFO - Training: cls_zice: 20.205427396297456; reg_zipnll: 57.61349853515625; aux_mae_loss_1: 32.06210809707642; aux_mae_loss_2: 4.906167898178101; cnt_loss: 7.0602436351776126;
+2025-07-02 00:45:51,086 - INFO - Evaluation:
+Curr mae: 9.7346; 	 Best mae: 6.4131; 7.2794; 7.5601; 7.9388; 7.9390;
+Curr rmse: 15.6285; 	 Best rmse: 10.6752; 11.7320; 11.8638; 12.0333; 12.3663;
+Curr nae: 0.0666; 	 Best nae: 0.0534; 0.0583; 0.0613; 0.0628; 0.0629;
+
+
+
+2025-07-02 00:45:51,086 - INFO - Epoch: 0131 / 1300	lr: 6.944e-05
+2025-07-02 00:46:45,067 - INFO - Training: cls_zice: 21.373582592010496; reg_zipnll: 59.43773132324219; aux_mae_loss_1: 32.22535146713257; aux_mae_loss_2: 4.776628766059876; cnt_loss: 4.607410278320312;
+2025-07-02 00:46:49,027 - INFO - Evaluation:
+Curr mae: 6.7325; 	 Best mae: 6.4131; 6.7325; 7.2794; 7.5601; 7.9388;
+Curr rmse: 10.7390; 	 Best rmse: 10.6752; 10.7390; 11.7320; 11.8638; 12.0333;
+Curr nae: 0.0559; 	 Best nae: 0.0534; 0.0559; 0.0583; 0.0613; 0.0628;
+
+
+
+2025-07-02 00:46:49,028 - INFO - Epoch: 0132 / 1300	lr: 6.763e-05
+2025-07-02 00:47:42,692 - INFO - Training: cls_zice: 19.378017959594725; reg_zipnll: 57.490024452209475; aux_mae_loss_1: 30.122634983062746; aux_mae_loss_2: 4.3255224609375; cnt_loss: 4.62896754026413;
+2025-07-02 00:47:45,481 - INFO - Evaluation:
+Curr mae: 7.8249; 	 Best mae: 6.4131; 6.7325; 7.2794; 7.5601; 7.8249;
+Curr rmse: 13.7338; 	 Best rmse: 10.6752; 10.7390; 11.7320; 11.8638; 12.0333;
+Curr nae: 0.0593; 	 Best nae: 0.0534; 0.0559; 0.0583; 0.0593; 0.0613;
+
+
+
+2025-07-02 00:47:45,481 - INFO - Epoch: 0133 / 1300	lr: 6.580e-05
+2025-07-02 00:48:39,211 - INFO - Training: cls_zice: 20.3689328956604; reg_zipnll: 60.947138938903805; aux_mae_loss_1: 31.76535837173462; aux_mae_loss_2: 4.661821012496948; cnt_loss: 5.500941107273102;
+2025-07-02 00:48:39,212 - INFO - Evaluation:
+Curr mae: 10.8029; 	 Best mae: 6.4131; 6.7325; 7.2794; 7.5601; 7.8249;
+Curr rmse: 16.7132; 	 Best rmse: 10.6752; 10.7390; 11.7320; 11.8638; 12.0333;
+Curr nae: 0.0809; 	 Best nae: 0.0534; 0.0559; 0.0583; 0.0593; 0.0613;
+
+
+
+2025-07-02 00:48:39,212 - INFO - Epoch: 0134 / 1300	lr: 6.394e-05
+2025-07-02 00:49:33,256 - INFO - Training: cls_zice: 20.48954496383667; reg_zipnll: 57.99936847686767; aux_mae_loss_1: 31.923695583343505; aux_mae_loss_2: 4.648852596282959; cnt_loss: 5.1962500667572025;
+2025-07-02 00:49:34,533 - INFO - Evaluation:
+Curr mae: 7.5370; 	 Best mae: 6.4131; 6.7325; 7.2794; 7.5370; 7.5601;
+Curr rmse: 12.0992; 	 Best rmse: 10.6752; 10.7390; 11.7320; 11.8638; 12.0333;
+Curr nae: 0.0618; 	 Best nae: 0.0534; 0.0559; 0.0583; 0.0593; 0.0613;
+
+
+
+2025-07-02 00:49:34,534 - INFO - Epoch: 0135 / 1300	lr: 6.206e-05
+2025-07-02 00:50:28,665 - INFO - Training: cls_zice: 20.407153277397157; reg_zipnll: 58.83767082214356; aux_mae_loss_1: 30.040132179260254; aux_mae_loss_2: 4.418161594867707; cnt_loss: 4.551152369976044;
+2025-07-02 00:50:31,159 - INFO - Evaluation:
+Curr mae: 7.5180; 	 Best mae: 6.4131; 6.7325; 7.2794; 7.5180; 7.5370;
+Curr rmse: 12.0573; 	 Best rmse: 10.6752; 10.7390; 11.7320; 11.8638; 12.0333;
+Curr nae: 0.0611; 	 Best nae: 0.0534; 0.0559; 0.0583; 0.0593; 0.0611;
+
+
+
+2025-07-02 00:50:31,159 - INFO - Epoch: 0136 / 1300	lr: 6.016e-05
+2025-07-02 00:51:25,450 - INFO - Training: cls_zice: 19.712870936393738; reg_zipnll: 60.32026145935058; aux_mae_loss_1: 29.83771116256714; aux_mae_loss_2: 4.340942330360413; cnt_loss: 4.592321619987488;
+2025-07-02 00:51:31,077 - INFO - Evaluation:
+Curr mae: 6.8491; 	 Best mae: 6.4131; 6.7325; 6.8491; 7.2794; 7.5180;
+Curr rmse: 11.2090; 	 Best rmse: 10.6752; 10.7390; 11.2090; 11.7320; 11.8638;
+Curr nae: 0.0547; 	 Best nae: 0.0534; 0.0547; 0.0559; 0.0583; 0.0593;
+
+
+
+2025-07-02 00:51:31,077 - INFO - Epoch: 0137 / 1300	lr: 5.824e-05
+2025-07-02 00:52:25,063 - INFO - Training: cls_zice: 19.071392283439636; reg_zipnll: 55.612600059509276; aux_mae_loss_1: 29.118577899932863; aux_mae_loss_2: 4.181078906059265; cnt_loss: 4.232133729457855;
+2025-07-02 00:52:30,655 - INFO - Evaluation:
+Curr mae: 7.3958; 	 Best mae: 6.4131; 6.7325; 6.8491; 7.2794; 7.3958;
+Curr rmse: 11.7199; 	 Best rmse: 10.6752; 10.7390; 11.2090; 11.7199; 11.7320;
+Curr nae: 0.0569; 	 Best nae: 0.0534; 0.0547; 0.0559; 0.0569; 0.0583;
+
+
+
+2025-07-02 00:52:30,655 - INFO - Epoch: 0138 / 1300	lr: 5.632e-05
+2025-07-02 00:53:24,003 - INFO - Training: cls_zice: 19.5108906519413; reg_zipnll: 53.9479008102417; aux_mae_loss_1: 29.782280082702638; aux_mae_loss_2: 4.441696710586548; cnt_loss: 5.836986157894135;
+2025-07-02 00:53:27,731 - INFO - Evaluation:
+Curr mae: 7.0725; 	 Best mae: 6.4131; 6.7325; 6.8491; 7.0725; 7.2794;
+Curr rmse: 12.1800; 	 Best rmse: 10.6752; 10.7390; 11.2090; 11.7199; 11.7320;
+Curr nae: 0.0558; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0569;
+
+
+
+2025-07-02 00:53:27,731 - INFO - Epoch: 0139 / 1300	lr: 5.438e-05
+2025-07-02 00:54:21,449 - INFO - Training: cls_zice: 20.81032658100128; reg_zipnll: 56.97107723236084; aux_mae_loss_1: 30.456780586242676; aux_mae_loss_2: 4.57596230506897; cnt_loss: 6.098251185417175;
+2025-07-02 00:54:21,450 - INFO - Evaluation:
+Curr mae: 7.3135; 	 Best mae: 6.4131; 6.7325; 6.8491; 7.0725; 7.2794;
+Curr rmse: 12.0047; 	 Best rmse: 10.6752; 10.7390; 11.2090; 11.7199; 11.7320;
+Curr nae: 0.0593; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0569;
+
+
+
+2025-07-02 00:54:21,451 - INFO - Epoch: 0140 / 1300	lr: 5.244e-05
+2025-07-02 00:55:15,223 - INFO - Training: cls_zice: 19.444299602508544; reg_zipnll: 56.08290298461914; aux_mae_loss_1: 29.43341142654419; aux_mae_loss_2: 4.276272478103638; cnt_loss: 4.805751645565033;
+2025-07-02 00:55:20,485 - INFO - Evaluation:
+Curr mae: 6.9146; 	 Best mae: 6.4131; 6.7325; 6.8491; 6.9146; 7.0725;
+Curr rmse: 11.5839; 	 Best rmse: 10.6752; 10.7390; 11.2090; 11.5839; 11.7199;
+Curr nae: 0.0563; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0563;
+
+
+
+2025-07-02 00:55:20,485 - INFO - Epoch: 0141 / 1300	lr: 5.050e-05
+2025-07-02 00:56:14,572 - INFO - Training: cls_zice: 19.439768171310426; reg_zipnll: 57.426661834716796; aux_mae_loss_1: 29.1502893447876; aux_mae_loss_2: 4.33268589258194; cnt_loss: 4.504001848697662;
+2025-07-02 00:56:19,187 - INFO - Evaluation:
+Curr mae: 7.0148; 	 Best mae: 6.4131; 6.7325; 6.8491; 6.9146; 7.0148;
+Curr rmse: 11.2322; 	 Best rmse: 10.6752; 10.7390; 11.2090; 11.2322; 11.5839;
+Curr nae: 0.0602; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0563;
+
+
+
+2025-07-02 00:56:19,187 - INFO - Epoch: 0142 / 1300	lr: 4.856e-05
+2025-07-02 00:57:13,361 - INFO - Training: cls_zice: 19.725643348693847; reg_zipnll: 58.02457504272461; aux_mae_loss_1: 29.877383308410643; aux_mae_loss_2: 4.344211735725403; cnt_loss: 4.630044673681259;
+2025-07-02 00:57:14,584 - INFO - Evaluation:
+Curr mae: 7.1026; 	 Best mae: 6.4131; 6.7325; 6.8491; 6.9146; 7.0148;
+Curr rmse: 11.0411; 	 Best rmse: 10.6752; 10.7390; 11.0411; 11.2090; 11.2322;
+Curr nae: 0.0584; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0563;
+
+
+
+2025-07-02 00:57:14,584 - INFO - Epoch: 0143 / 1300	lr: 4.662e-05
+2025-07-02 00:58:08,618 - INFO - Training: cls_zice: 19.318517398834228; reg_zipnll: 54.015983543396; aux_mae_loss_1: 28.796840267181395; aux_mae_loss_2: 4.179013061523437; cnt_loss: 3.637097307443619;
+2025-07-02 00:58:08,619 - INFO - Evaluation:
+Curr mae: 8.0931; 	 Best mae: 6.4131; 6.7325; 6.8491; 6.9146; 7.0148;
+Curr rmse: 14.3033; 	 Best rmse: 10.6752; 10.7390; 11.0411; 11.2090; 11.2322;
+Curr nae: 0.0623; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0563;
+
+
+
+2025-07-02 00:58:08,619 - INFO - Epoch: 0144 / 1300	lr: 4.468e-05
+2025-07-02 00:59:02,395 - INFO - Training: cls_zice: 18.582364659309388; reg_zipnll: 54.18919036865234; aux_mae_loss_1: 27.59883592605591; aux_mae_loss_2: 3.969945800304413; cnt_loss: 4.071844687461853;
+2025-07-02 00:59:02,396 - INFO - Evaluation:
+Curr mae: 8.4248; 	 Best mae: 6.4131; 6.7325; 6.8491; 6.9146; 7.0148;
+Curr rmse: 13.6889; 	 Best rmse: 10.6752; 10.7390; 11.0411; 11.2090; 11.2322;
+Curr nae: 0.0656; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0563;
+
+
+
+2025-07-02 00:59:02,396 - INFO - Epoch: 0145 / 1300	lr: 4.276e-05
+2025-07-02 00:59:56,452 - INFO - Training: cls_zice: 19.7210520362854; reg_zipnll: 54.035767822265626; aux_mae_loss_1: 29.47568862915039; aux_mae_loss_2: 4.208386926651001; cnt_loss: 3.8854675459861756;
+2025-07-02 00:59:56,454 - INFO - Evaluation:
+Curr mae: 7.0733; 	 Best mae: 6.4131; 6.7325; 6.8491; 6.9146; 7.0148;
+Curr rmse: 12.3400; 	 Best rmse: 10.6752; 10.7390; 11.0411; 11.2090; 11.2322;
+Curr nae: 0.0566; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0563;
+
+
+
+2025-07-02 00:59:56,454 - INFO - Epoch: 0146 / 1300	lr: 4.084e-05
+2025-07-02 01:00:50,416 - INFO - Training: cls_zice: 19.307726230621338; reg_zipnll: 52.7407649230957; aux_mae_loss_1: 28.9155060005188; aux_mae_loss_2: 4.202323410511017; cnt_loss: 4.612287054061889;
+2025-07-02 01:00:50,417 - INFO - Evaluation:
+Curr mae: 8.7484; 	 Best mae: 6.4131; 6.7325; 6.8491; 6.9146; 7.0148;
+Curr rmse: 13.0173; 	 Best rmse: 10.6752; 10.7390; 11.0411; 11.2090; 11.2322;
+Curr nae: 0.0668; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0563;
+
+
+
+2025-07-02 01:00:50,417 - INFO - Epoch: 0147 / 1300	lr: 3.894e-05
+2025-07-02 01:01:44,348 - INFO - Training: cls_zice: 17.493941869735718; reg_zipnll: 54.72335666656494; aux_mae_loss_1: 26.81857509613037; aux_mae_loss_2: 3.885146791934967; cnt_loss: 3.813495361804962;
+2025-07-02 01:01:49,346 - INFO - Evaluation:
+Curr mae: 6.8149; 	 Best mae: 6.4131; 6.7325; 6.8149; 6.8491; 6.9146;
+Curr rmse: 11.0378; 	 Best rmse: 10.6752; 10.7390; 11.0378; 11.0411; 11.2090;
+Curr nae: 0.0588; 	 Best nae: 0.0534; 0.0547; 0.0558; 0.0559; 0.0563;
+
+
+
+2025-07-02 01:01:49,346 - INFO - Epoch: 0148 / 1300	lr: 3.706e-05
+2025-07-02 01:02:43,108 - INFO - Training: cls_zice: 19.11168372154236; reg_zipnll: 56.6254434967041; aux_mae_loss_1: 28.50042314529419; aux_mae_loss_2: 4.0935797691345215; cnt_loss: 4.336269114017487;
+2025-07-02 01:02:47,733 - INFO - Evaluation:
+Curr mae: 6.6582; 	 Best mae: 6.4131; 6.6582; 6.7325; 6.8149; 6.8491;
+Curr rmse: 12.0624; 	 Best rmse: 10.6752; 10.7390; 11.0378; 11.0411; 11.2090;
+Curr nae: 0.0538; 	 Best nae: 0.0534; 0.0538; 0.0547; 0.0558; 0.0559;
+
+
+
+2025-07-02 01:02:47,733 - INFO - Epoch: 0149 / 1300	lr: 3.520e-05
+2025-07-02 01:03:41,664 - INFO - Training: cls_zice: 19.44862985134125; reg_zipnll: 54.13529243469238; aux_mae_loss_1: 28.652877922058106; aux_mae_loss_2: 4.121242835521698; cnt_loss: 4.891676154136658;
+2025-07-02 01:03:41,665 - INFO - Evaluation:
+Curr mae: 9.8437; 	 Best mae: 6.4131; 6.6582; 6.7325; 6.8149; 6.8491;
+Curr rmse: 16.0377; 	 Best rmse: 10.6752; 10.7390; 11.0378; 11.0411; 11.2090;
+Curr nae: 0.0705; 	 Best nae: 0.0534; 0.0538; 0.0547; 0.0558; 0.0559;
+
+
+
+2025-07-02 01:03:41,665 - INFO - Epoch: 0150 / 1300	lr: 3.337e-05
+2025-07-02 01:04:35,620 - INFO - Training: cls_zice: 17.943481302261354; reg_zipnll: 51.679983634948734; aux_mae_loss_1: 26.79624502182007; aux_mae_loss_2: 3.9582279682159425; cnt_loss: 4.14014799118042;
+2025-07-02 01:04:35,621 - INFO - Evaluation:
+Curr mae: 7.8625; 	 Best mae: 6.4131; 6.6582; 6.7325; 6.8149; 6.8491;
+Curr rmse: 12.2013; 	 Best rmse: 10.6752; 10.7390; 11.0378; 11.0411; 11.2090;
+Curr nae: 0.0631; 	 Best nae: 0.0534; 0.0538; 0.0547; 0.0558; 0.0559;
+
+
+
+2025-07-02 01:04:41,334 - INFO - Epoch: 0151 / 1300	lr: 3.156e-05
+2025-07-02 01:05:34,984 - INFO - Training: cls_zice: 19.390893549919127; reg_zipnll: 51.464253482818606; aux_mae_loss_1: 27.971440696716307; aux_mae_loss_2: 4.06417005777359; cnt_loss: 4.2428376936912535;
+2025-07-02 01:05:38,318 - INFO - Evaluation:
+Curr mae: 6.7699; 	 Best mae: 6.4131; 6.6582; 6.7325; 6.7699; 6.8149;
+Curr rmse: 11.2500; 	 Best rmse: 10.6752; 10.7390; 11.0378; 11.0411; 11.2090;
+Curr nae: 0.0542; 	 Best nae: 0.0534; 0.0538; 0.0542; 0.0547; 0.0558;
+
+
+
+2025-07-02 01:05:38,318 - INFO - Epoch: 0152 / 1300	lr: 2.978e-05
+2025-07-02 01:06:32,060 - INFO - Training: cls_zice: 17.56609191417694; reg_zipnll: 53.57283870697022; aux_mae_loss_1: 26.460002422332764; aux_mae_loss_2: 3.871095700263977; cnt_loss: 4.589081091880798;
+2025-07-02 01:06:34,487 - INFO - Evaluation:
+Curr mae: 7.0793; 	 Best mae: 6.4131; 6.6582; 6.7325; 6.7699; 6.8149;
+Curr rmse: 12.4553; 	 Best rmse: 10.6752; 10.7390; 11.0378; 11.0411; 11.2090;
+Curr nae: 0.0546; 	 Best nae: 0.0534; 0.0538; 0.0542; 0.0546; 0.0547;
+
+
+
+2025-07-02 01:06:34,487 - INFO - Epoch: 0153 / 1300	lr: 2.803e-05
+2025-07-02 01:07:28,242 - INFO - Training: cls_zice: 18.492472448348998; reg_zipnll: 52.32321308135986; aux_mae_loss_1: 27.29443380355835; aux_mae_loss_2: 3.9360973930358885; cnt_loss: 3.3393133378028867;
+2025-07-02 01:07:29,495 - INFO - Evaluation:
+Curr mae: 6.9904; 	 Best mae: 6.4131; 6.6582; 6.7325; 6.7699; 6.8149;
+Curr rmse: 12.2229; 	 Best rmse: 10.6752; 10.7390; 11.0378; 11.0411; 11.2090;
+Curr nae: 0.0529; 	 Best nae: 0.0529; 0.0534; 0.0538; 0.0542; 0.0546;
+
+
+
+2025-07-02 01:07:29,495 - INFO - Epoch: 0154 / 1300	lr: 2.631e-05
+2025-07-02 01:08:23,251 - INFO - Training: cls_zice: 18.404216442108154; reg_zipnll: 53.619456672668456; aux_mae_loss_1: 27.033643112182617; aux_mae_loss_2: 3.8743449068069458; cnt_loss: 3.417206838130951;
+2025-07-02 01:08:23,252 - INFO - Evaluation:
+Curr mae: 6.8292; 	 Best mae: 6.4131; 6.6582; 6.7325; 6.7699; 6.8149;
+Curr rmse: 11.4961; 	 Best rmse: 10.6752; 10.7390; 11.0378; 11.0411; 11.2090;
+Curr nae: 0.0564; 	 Best nae: 0.0529; 0.0534; 0.0538; 0.0542; 0.0546;
+
+
+
+2025-07-02 01:08:23,252 - INFO - Epoch: 0155 / 1300	lr: 2.464e-05
+2025-07-02 01:09:17,256 - INFO - Training: cls_zice: 18.300328760147096; reg_zipnll: 54.12342488288879; aux_mae_loss_1: 26.449415035247803; aux_mae_loss_2: 3.807586145401001; cnt_loss: 3.7708534169197083;
+2025-07-02 01:09:20,799 - INFO - Evaluation:
+Curr mae: 6.5048; 	 Best mae: 6.4131; 6.5048; 6.6582; 6.7325; 6.7699;
+Curr rmse: 10.9769; 	 Best rmse: 10.6752; 10.7390; 10.9769; 11.0378; 11.0411;
+Curr nae: 0.0514; 	 Best nae: 0.0514; 0.0529; 0.0534; 0.0538; 0.0542;
+
+
+
+2025-07-02 01:09:20,800 - INFO - Epoch: 0156 / 1300	lr: 2.300e-05
+2025-07-02 01:10:14,655 - INFO - Training: cls_zice: 17.73865602493286; reg_zipnll: 53.65300540924072; aux_mae_loss_1: 25.683214988708496; aux_mae_loss_2: 3.65450403213501; cnt_loss: 3.6035466599464416;
+2025-07-02 01:10:14,656 - INFO - Evaluation:
+Curr mae: 7.6123; 	 Best mae: 6.4131; 6.5048; 6.6582; 6.7325; 6.7699;
+Curr rmse: 11.5976; 	 Best rmse: 10.6752; 10.7390; 10.9769; 11.0378; 11.0411;
+Curr nae: 0.0616; 	 Best nae: 0.0514; 0.0529; 0.0534; 0.0538; 0.0542;
+
+
+
+2025-07-02 01:10:14,657 - INFO - Epoch: 0157 / 1300	lr: 2.140e-05
+2025-07-02 01:11:08,578 - INFO - Training: cls_zice: 17.674027395248412; reg_zipnll: 51.95490943908691; aux_mae_loss_1: 26.375825176239015; aux_mae_loss_2: 3.7454733085632324; cnt_loss: 3.494676854610443;
+2025-07-02 01:11:11,432 - INFO - Evaluation:
+Curr mae: 6.7204; 	 Best mae: 6.4131; 6.5048; 6.6582; 6.7204; 6.7325;
+Curr rmse: 11.1186; 	 Best rmse: 10.6752; 10.7390; 10.9769; 11.0378; 11.0411;
+Curr nae: 0.0536; 	 Best nae: 0.0514; 0.0529; 0.0534; 0.0536; 0.0538;
+
+
+
+2025-07-02 01:11:11,432 - INFO - Epoch: 0158 / 1300	lr: 1.985e-05
+2025-07-02 01:12:05,384 - INFO - Training: cls_zice: 17.544498047828675; reg_zipnll: 51.8442191696167; aux_mae_loss_1: 25.552981128692625; aux_mae_loss_2: 3.5936241817474364; cnt_loss: 3.0858909356594086;
+2025-07-02 01:12:10,075 - INFO - Evaluation:
+Curr mae: 6.0242; 	 Best mae: 6.0242; 6.4131; 6.5048; 6.6582; 6.7204;
+Curr rmse: 9.9210; 	 Best rmse: 9.9210; 10.6752; 10.7390; 10.9769; 11.0378;
+Curr nae: 0.0501; 	 Best nae: 0.0501; 0.0514; 0.0529; 0.0534; 0.0536;
+
+
+
+2025-07-02 01:12:10,075 - INFO - Epoch: 0159 / 1300	lr: 1.835e-05
+2025-07-02 01:13:03,619 - INFO - Training: cls_zice: 18.045100927352905; reg_zipnll: 49.913944702148434; aux_mae_loss_1: 25.81887336730957; aux_mae_loss_2: 3.660313503742218; cnt_loss: 2.960319323539734;
+2025-07-02 01:13:10,010 - INFO - Evaluation:
+Curr mae: 6.1201; 	 Best mae: 6.0242; 6.1201; 6.4131; 6.5048; 6.6582;
+Curr rmse: 9.9050; 	 Best rmse: 9.9050; 9.9210; 10.6752; 10.7390; 10.9769;
+Curr nae: 0.0513; 	 Best nae: 0.0501; 0.0513; 0.0514; 0.0529; 0.0534;
+
+
+
+2025-07-02 01:13:10,010 - INFO - Epoch: 0160 / 1300	lr: 1.690e-05
+2025-07-02 01:14:03,839 - INFO - Training: cls_zice: 17.00419949531555; reg_zipnll: 50.01328437805176; aux_mae_loss_1: 25.031303234100342; aux_mae_loss_2: 3.6064239811897276; cnt_loss: 2.965052192211151;
+2025-07-02 01:14:11,294 - INFO - Evaluation:
+Curr mae: 6.2287; 	 Best mae: 6.0242; 6.1201; 6.2287; 6.4131; 6.5048;
+Curr rmse: 10.2661; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.6752; 10.7390;
+Curr nae: 0.0504; 	 Best nae: 0.0501; 0.0504; 0.0513; 0.0514; 0.0529;
+
+
+
+2025-07-02 01:14:11,294 - INFO - Epoch: 0161 / 1300	lr: 1.550e-05
+2025-07-02 01:15:05,061 - INFO - Training: cls_zice: 17.249045886993407; reg_zipnll: 51.60334774017334; aux_mae_loss_1: 24.97684503555298; aux_mae_loss_2: 3.565853760242462; cnt_loss: 2.675368027687073;
+2025-07-02 01:15:10,747 - INFO - Evaluation:
+Curr mae: 6.2230; 	 Best mae: 6.0242; 6.1201; 6.2230; 6.2287; 6.4131;
+Curr rmse: 10.5071; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.5071; 10.6752;
+Curr nae: 0.0513; 	 Best nae: 0.0501; 0.0504; 0.0513; 0.0513; 0.0514;
+
+
+
+2025-07-02 01:15:10,748 - INFO - Epoch: 0162 / 1300	lr: 1.415e-05
+2025-07-02 01:16:04,515 - INFO - Training: cls_zice: 17.667698884010314; reg_zipnll: 51.797865867614746; aux_mae_loss_1: 25.494015283584595; aux_mae_loss_2: 3.5898515605926513; cnt_loss: 3.070712504386902;
+2025-07-02 01:16:08,250 - INFO - Evaluation:
+Curr mae: 6.2497; 	 Best mae: 6.0242; 6.1201; 6.2230; 6.2287; 6.2497;
+Curr rmse: 10.4324; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.4324; 10.5071;
+Curr nae: 0.0526; 	 Best nae: 0.0501; 0.0504; 0.0513; 0.0513; 0.0514;
+
+
+
+2025-07-02 01:16:08,250 - INFO - Epoch: 0163 / 1300	lr: 1.286e-05
+2025-07-02 01:17:01,795 - INFO - Training: cls_zice: 16.84731234073639; reg_zipnll: 49.90782928466797; aux_mae_loss_1: 24.48176254272461; aux_mae_loss_2: 3.44365389585495; cnt_loss: 2.848634649515152;
+2025-07-02 01:17:01,796 - INFO - Evaluation:
+Curr mae: 6.7333; 	 Best mae: 6.0242; 6.1201; 6.2230; 6.2287; 6.2497;
+Curr rmse: 11.1516; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.4324; 10.5071;
+Curr nae: 0.0539; 	 Best nae: 0.0501; 0.0504; 0.0513; 0.0513; 0.0514;
+
+
+
+2025-07-02 01:17:01,796 - INFO - Epoch: 0164 / 1300	lr: 1.163e-05
+2025-07-02 01:17:55,863 - INFO - Training: cls_zice: 16.41582319736481; reg_zipnll: 52.125906982421874; aux_mae_loss_1: 24.7322695350647; aux_mae_loss_2: 3.5377403497695923; cnt_loss: 2.5960241961479187;
+2025-07-02 01:17:59,115 - INFO - Evaluation:
+Curr mae: 6.2134; 	 Best mae: 6.0242; 6.1201; 6.2134; 6.2230; 6.2287;
+Curr rmse: 10.6066; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.4324; 10.5071;
+Curr nae: 0.0502; 	 Best nae: 0.0501; 0.0502; 0.0504; 0.0513; 0.0513;
+
+
+
+2025-07-02 01:17:59,115 - INFO - Epoch: 0165 / 1300	lr: 1.045e-05
+2025-07-02 01:18:52,763 - INFO - Training: cls_zice: 16.118517780303954; reg_zipnll: 50.99154094696045; aux_mae_loss_1: 24.440055904388426; aux_mae_loss_2: 3.431263687610626; cnt_loss: 2.910650873184204;
+2025-07-02 01:18:52,764 - INFO - Evaluation:
+Curr mae: 6.9379; 	 Best mae: 6.0242; 6.1201; 6.2134; 6.2230; 6.2287;
+Curr rmse: 11.4784; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.4324; 10.5071;
+Curr nae: 0.0542; 	 Best nae: 0.0501; 0.0502; 0.0504; 0.0513; 0.0513;
+
+
+
+2025-07-02 01:18:52,764 - INFO - Epoch: 0166 / 1300	lr: 9.342e-06
+2025-07-02 01:19:46,507 - INFO - Training: cls_zice: 17.363914680480956; reg_zipnll: 51.33101440429687; aux_mae_loss_1: 25.503866920471193; aux_mae_loss_2: 3.586542794704437; cnt_loss: 2.860860959291458;
+2025-07-02 01:19:53,041 - INFO - Evaluation:
+Curr mae: 6.1825; 	 Best mae: 6.0242; 6.1201; 6.1825; 6.2134; 6.2230;
+Curr rmse: 10.3976; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3976; 10.4324;
+Curr nae: 0.0510; 	 Best nae: 0.0501; 0.0502; 0.0504; 0.0510; 0.0513;
+
+
+
+2025-07-02 01:19:53,041 - INFO - Epoch: 0167 / 1300	lr: 8.294e-06
+2025-07-02 01:20:46,732 - INFO - Training: cls_zice: 16.729770789146425; reg_zipnll: 51.44942054748535; aux_mae_loss_1: 24.56746717453003; aux_mae_loss_2: 3.488255841732025; cnt_loss: 2.555232214927673;
+2025-07-02 01:20:46,735 - INFO - Evaluation:
+Curr mae: 7.3028; 	 Best mae: 6.0242; 6.1201; 6.1825; 6.2134; 6.2230;
+Curr rmse: 12.4308; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3976; 10.4324;
+Curr nae: 0.0571; 	 Best nae: 0.0501; 0.0502; 0.0504; 0.0510; 0.0513;
+
+
+
+2025-07-02 01:20:46,735 - INFO - Epoch: 0168 / 1300	lr: 7.311e-06
+2025-07-02 01:21:40,581 - INFO - Training: cls_zice: 16.810618448257447; reg_zipnll: 49.86344188690185; aux_mae_loss_1: 24.450918922424318; aux_mae_loss_2: 3.442272038459778; cnt_loss: 2.529040802717209;
+2025-07-02 01:21:40,582 - INFO - Evaluation:
+Curr mae: 6.4788; 	 Best mae: 6.0242; 6.1201; 6.1825; 6.2134; 6.2230;
+Curr rmse: 11.1562; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3976; 10.4324;
+Curr nae: 0.0513; 	 Best nae: 0.0501; 0.0502; 0.0504; 0.0510; 0.0513;
+
+
+
+2025-07-02 01:21:40,582 - INFO - Epoch: 0169 / 1300	lr: 6.395e-06
+2025-07-02 01:22:34,682 - INFO - Training: cls_zice: 17.222905311584473; reg_zipnll: 51.617278594970706; aux_mae_loss_1: 24.92570550918579; aux_mae_loss_2: 3.5283722496032714; cnt_loss: 2.7142753875255585;
+2025-07-02 01:22:42,590 - INFO - Evaluation:
+Curr mae: 6.2643; 	 Best mae: 6.0242; 6.1201; 6.1825; 6.2134; 6.2230;
+Curr rmse: 10.3679; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3679; 10.3976;
+Curr nae: 0.0510; 	 Best nae: 0.0501; 0.0502; 0.0504; 0.0510; 0.0510;
+
+
+
+2025-07-02 01:22:42,590 - INFO - Epoch: 0170 / 1300	lr: 5.547e-06
+2025-07-02 01:23:36,909 - INFO - Training: cls_zice: 17.858428087234497; reg_zipnll: 50.64394100189209; aux_mae_loss_1: 25.23316423416138; aux_mae_loss_2: 3.5385269856452943; cnt_loss: 2.8169327199459078;
+2025-07-02 01:23:38,675 - INFO - Evaluation:
+Curr mae: 6.3361; 	 Best mae: 6.0242; 6.1201; 6.1825; 6.2134; 6.2230;
+Curr rmse: 10.3024; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0511; 	 Best nae: 0.0501; 0.0502; 0.0504; 0.0510; 0.0510;
+
+
+
+2025-07-02 01:23:38,675 - INFO - Epoch: 0171 / 1300	lr: 4.768e-06
+2025-07-02 01:24:32,120 - INFO - Training: cls_zice: 16.878891468048096; reg_zipnll: 50.87336017608643; aux_mae_loss_1: 24.39516273498535; aux_mae_loss_2: 3.424643976688385; cnt_loss: 2.649935575723648;
+2025-07-02 01:24:32,121 - INFO - Evaluation:
+Curr mae: 6.4647; 	 Best mae: 6.0242; 6.1201; 6.1825; 6.2134; 6.2230;
+Curr rmse: 10.7553; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0531; 	 Best nae: 0.0501; 0.0502; 0.0504; 0.0510; 0.0510;
+
+
+
+2025-07-02 01:24:32,122 - INFO - Epoch: 0172 / 1300	lr: 4.060e-06
+2025-07-02 01:25:25,937 - INFO - Training: cls_zice: 17.47914598464966; reg_zipnll: 53.06334449768067; aux_mae_loss_1: 25.298046922683717; aux_mae_loss_2: 3.563943340778351; cnt_loss: 2.429898428916931;
+2025-07-02 01:25:28,258 - INFO - Evaluation:
+Curr mae: 6.3393; 	 Best mae: 6.0242; 6.1201; 6.1825; 6.2134; 6.2230;
+Curr rmse: 10.5692; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0509; 	 Best nae: 0.0501; 0.0502; 0.0504; 0.0509; 0.0510;
+
+
+
+2025-07-02 01:25:28,258 - INFO - Epoch: 0173 / 1300	lr: 3.423e-06
+2025-07-02 01:26:21,989 - INFO - Training: cls_zice: 17.970281505584715; reg_zipnll: 50.04460826873779; aux_mae_loss_1: 25.1057883644104; aux_mae_loss_2: 3.587343382835388; cnt_loss: 2.829374132156372;
+2025-07-02 01:26:31,776 - INFO - Evaluation:
+Curr mae: 6.1515; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 10.4088; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0500; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:26:31,776 - INFO - Epoch: 0174 / 1300	lr: 2.858e-06
+2025-07-02 01:27:25,545 - INFO - Training: cls_zice: 15.500755491256713; reg_zipnll: 46.39277370452881; aux_mae_loss_1: 23.162424049377442; aux_mae_loss_2: 3.329306516647339; cnt_loss: 2.495387144088745;
+2025-07-02 01:27:25,546 - INFO - Evaluation:
+Curr mae: 6.5977; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.0305; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0535; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:27:25,546 - INFO - Epoch: 0175 / 1300	lr: 2.368e-06
+2025-07-02 01:28:19,033 - INFO - Training: cls_zice: 17.04384792804718; reg_zipnll: 49.13826435089111; aux_mae_loss_1: 24.48638069152832; aux_mae_loss_2: 3.406963007450104; cnt_loss: 2.3735871541500093;
+2025-07-02 01:28:19,035 - INFO - Evaluation:
+Curr mae: 6.2986; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 10.5448; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0512; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:28:19,035 - INFO - Epoch: 0176 / 1300	lr: 1.951e-06
+2025-07-02 01:29:13,176 - INFO - Training: cls_zice: 17.46293855190277; reg_zipnll: 49.62553310394287; aux_mae_loss_1: 24.345083789825438; aux_mae_loss_2: 3.382958166599274; cnt_loss: 2.3760458815097807;
+2025-07-02 01:29:13,177 - INFO - Evaluation:
+Curr mae: 6.7361; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.2880; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0536; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:29:13,177 - INFO - Epoch: 0177 / 1300	lr: 1.609e-06
+2025-07-02 01:30:06,810 - INFO - Training: cls_zice: 17.009511852264403; reg_zipnll: 49.82113639831543; aux_mae_loss_1: 24.344501972198486; aux_mae_loss_2: 3.4560614919662473; cnt_loss: 2.6568292784690857;
+2025-07-02 01:30:06,811 - INFO - Evaluation:
+Curr mae: 6.5467; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.0225; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0523; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:30:06,811 - INFO - Epoch: 0178 / 1300	lr: 1.343e-06
+2025-07-02 01:31:00,603 - INFO - Training: cls_zice: 17.408202567100524; reg_zipnll: 51.50054805755615; aux_mae_loss_1: 24.86660882949829; aux_mae_loss_2: 3.4745261526107787; cnt_loss: 2.4771993827819823;
+2025-07-02 01:31:00,605 - INFO - Evaluation:
+Curr mae: 6.9076; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.3945; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0545; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:31:00,605 - INFO - Epoch: 0179 / 1300	lr: 1.153e-06
+2025-07-02 01:31:54,698 - INFO - Training: cls_zice: 17.229641647338866; reg_zipnll: 51.40491764068604; aux_mae_loss_1: 24.368523254394532; aux_mae_loss_2: 3.393983244895935; cnt_loss: 2.510648422241211;
+2025-07-02 01:31:54,699 - INFO - Evaluation:
+Curr mae: 6.4425; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 10.7477; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0525; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:31:54,699 - INFO - Epoch: 0180 / 1300	lr: 1.038e-06
+2025-07-02 01:32:48,456 - INFO - Training: cls_zice: 18.01307123184204; reg_zipnll: 49.03877742767334; aux_mae_loss_1: 25.10683130264282; aux_mae_loss_2: 3.509494035243988; cnt_loss: 2.3916321539878846;
+2025-07-02 01:32:48,457 - INFO - Evaluation:
+Curr mae: 6.6001; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 10.9814; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0531; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:32:48,458 - INFO - Epoch: 0181 / 1300	lr: 1.000e-04
+2025-07-02 01:33:42,143 - INFO - Training: cls_zice: 20.546559534072877; reg_zipnll: 51.93277645111084; aux_mae_loss_1: 29.977272357940674; aux_mae_loss_2: 4.5577806377410885; cnt_loss: 5.719000887870789;
+2025-07-02 01:33:42,144 - INFO - Evaluation:
+Curr mae: 11.7862; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 15.2565; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.1131; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:33:42,144 - INFO - Epoch: 0182 / 1300	lr: 9.999e-05
+2025-07-02 01:34:36,105 - INFO - Training: cls_zice: 20.067957549095155; reg_zipnll: 57.950454521179196; aux_mae_loss_1: 30.867461700439453; aux_mae_loss_2: 4.913595633506775; cnt_loss: 8.084090371131897;
+2025-07-02 01:34:36,106 - INFO - Evaluation:
+Curr mae: 12.7494; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 16.1836; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.1309; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:34:36,106 - INFO - Epoch: 0183 / 1300	lr: 9.996e-05
+2025-07-02 01:35:29,942 - INFO - Training: cls_zice: 20.78350437641144; reg_zipnll: 58.01013412475586; aux_mae_loss_1: 32.53471513748169; aux_mae_loss_2: 5.194182858467102; cnt_loss: 8.439156317710877;
+2025-07-02 01:35:29,944 - INFO - Evaluation:
+Curr mae: 8.2210; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 14.7016; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0635; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:35:29,944 - INFO - Epoch: 0184 / 1300	lr: 9.991e-05
+2025-07-02 01:36:23,426 - INFO - Training: cls_zice: 21.354919295310975; reg_zipnll: 56.602646865844726; aux_mae_loss_1: 32.35696880340576; aux_mae_loss_2: 5.155662386417389; cnt_loss: 8.992486469745636;
+2025-07-02 01:36:23,427 - INFO - Evaluation:
+Curr mae: 12.2403; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 19.1102; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0903; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:36:23,428 - INFO - Epoch: 0185 / 1300	lr: 9.985e-05
+2025-07-02 01:37:17,749 - INFO - Training: cls_zice: 21.509784269332886; reg_zipnll: 59.17271242141724; aux_mae_loss_1: 34.58120944976807; aux_mae_loss_2: 5.564145431518555; cnt_loss: 8.756610407829285;
+2025-07-02 01:37:17,750 - INFO - Evaluation:
+Curr mae: 10.9688; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 16.6968; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0856; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:37:17,751 - INFO - Epoch: 0186 / 1300	lr: 9.976e-05
+2025-07-02 01:38:11,604 - INFO - Training: cls_zice: 21.292916836738588; reg_zipnll: 58.93170478820801; aux_mae_loss_1: 32.01265628814697; aux_mae_loss_2: 4.862700817584991; cnt_loss: 6.416019961833954;
+2025-07-02 01:38:11,605 - INFO - Evaluation:
+Curr mae: 9.7736; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 17.4202; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0738; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:38:11,605 - INFO - Epoch: 0187 / 1300	lr: 9.966e-05
+2025-07-02 01:39:05,607 - INFO - Training: cls_zice: 22.03699384212494; reg_zipnll: 59.407693481445314; aux_mae_loss_1: 32.81981088638306; aux_mae_loss_2: 5.080069465637207; cnt_loss: 7.417738914489746;
+2025-07-02 01:39:05,609 - INFO - Evaluation:
+Curr mae: 8.6422; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 13.7206; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0740; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:39:05,609 - INFO - Epoch: 0188 / 1300	lr: 9.953e-05
+2025-07-02 01:39:59,252 - INFO - Training: cls_zice: 21.63609167575836; reg_zipnll: 56.59602634429932; aux_mae_loss_1: 31.656070365905762; aux_mae_loss_2: 4.880910835266113; cnt_loss: 7.1378481531143185;
+2025-07-02 01:39:59,253 - INFO - Evaluation:
+Curr mae: 9.6772; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 17.7267; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0677; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:39:59,253 - INFO - Epoch: 0189 / 1300	lr: 9.939e-05
+2025-07-02 01:40:53,490 - INFO - Training: cls_zice: 19.922807936668395; reg_zipnll: 56.201170654296874; aux_mae_loss_1: 30.123561058044434; aux_mae_loss_2: 4.578082456588745; cnt_loss: 5.883968986272812;
+2025-07-02 01:40:53,491 - INFO - Evaluation:
+Curr mae: 8.4237; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.6827; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0666; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:40:53,492 - INFO - Epoch: 0190 / 1300	lr: 9.923e-05
+2025-07-02 01:41:47,588 - INFO - Training: cls_zice: 20.593646965026856; reg_zipnll: 60.271877174377444; aux_mae_loss_1: 31.28962921142578; aux_mae_loss_2: 4.845602025985718; cnt_loss: 7.605720319747925;
+2025-07-02 01:41:47,589 - INFO - Evaluation:
+Curr mae: 8.4346; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 14.5717; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0695; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:41:47,589 - INFO - Epoch: 0191 / 1300	lr: 9.905e-05
+2025-07-02 01:42:41,534 - INFO - Training: cls_zice: 21.785320262908936; reg_zipnll: 60.40634876251221; aux_mae_loss_1: 31.606429805755614; aux_mae_loss_2: 4.751720547676086; cnt_loss: 6.682532405853271;
+2025-07-02 01:42:41,535 - INFO - Evaluation:
+Curr mae: 8.3623; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 13.6061; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0660; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:42:41,535 - INFO - Epoch: 0192 / 1300	lr: 9.885e-05
+2025-07-02 01:43:35,286 - INFO - Training: cls_zice: 20.507063636779787; reg_zipnll: 55.17273042678833; aux_mae_loss_1: 29.569615058898925; aux_mae_loss_2: 4.510467882156372; cnt_loss: 5.404049265384674;
+2025-07-02 01:43:35,287 - INFO - Evaluation:
+Curr mae: 9.2390; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 14.7004; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0738; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:43:35,287 - INFO - Epoch: 0193 / 1300	lr: 9.863e-05
+2025-07-02 01:44:29,396 - INFO - Training: cls_zice: 19.60686933517456; reg_zipnll: 54.190081443786625; aux_mae_loss_1: 29.105062732696535; aux_mae_loss_2: 4.4543740582466125; cnt_loss: 5.96046578168869;
+2025-07-02 01:44:29,397 - INFO - Evaluation:
+Curr mae: 7.2690; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.2116; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0603; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:44:29,397 - INFO - Epoch: 0194 / 1300	lr: 9.840e-05
+2025-07-02 01:45:23,035 - INFO - Training: cls_zice: 20.607737321853637; reg_zipnll: 57.976215553283694; aux_mae_loss_1: 29.784985790252687; aux_mae_loss_2: 4.563574910163879; cnt_loss: 7.100747079849243;
+2025-07-02 01:45:23,036 - INFO - Evaluation:
+Curr mae: 9.2202; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 14.1005; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0776; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:45:23,037 - INFO - Epoch: 0195 / 1300	lr: 9.814e-05
+2025-07-02 01:46:16,872 - INFO - Training: cls_zice: 19.088590960502625; reg_zipnll: 55.76808414459229; aux_mae_loss_1: 28.39532287597656; aux_mae_loss_2: 4.2893859386444095; cnt_loss: 5.094547021389007;
+2025-07-02 01:46:16,873 - INFO - Evaluation:
+Curr mae: 7.9889; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.3754; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0679; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:46:16,873 - INFO - Epoch: 0196 / 1300	lr: 9.787e-05
+2025-07-02 01:47:10,325 - INFO - Training: cls_zice: 18.862941641807556; reg_zipnll: 52.08959308624267; aux_mae_loss_1: 27.8738773727417; aux_mae_loss_2: 4.180455179214477; cnt_loss: 5.539851891994476;
+2025-07-02 01:47:10,326 - INFO - Evaluation:
+Curr mae: 7.3866; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.9127; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0581; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:47:10,326 - INFO - Epoch: 0197 / 1300	lr: 9.758e-05
+2025-07-02 01:48:04,323 - INFO - Training: cls_zice: 18.795945887565612; reg_zipnll: 54.69739971160889; aux_mae_loss_1: 28.234799957275392; aux_mae_loss_2: 4.349467186927796; cnt_loss: 5.926204886436462;
+2025-07-02 01:48:04,324 - INFO - Evaluation:
+Curr mae: 9.0254; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 13.5781; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0782; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:48:04,324 - INFO - Epoch: 0198 / 1300	lr: 9.727e-05
+2025-07-02 01:48:58,763 - INFO - Training: cls_zice: 20.124744567871094; reg_zipnll: 55.22338340759277; aux_mae_loss_1: 29.637904319763184; aux_mae_loss_2: 4.539369192123413; cnt_loss: 6.583082225322723;
+2025-07-02 01:48:58,764 - INFO - Evaluation:
+Curr mae: 7.9582; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.3224; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0693; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:48:58,764 - INFO - Epoch: 0199 / 1300	lr: 9.694e-05
+2025-07-02 01:49:52,651 - INFO - Training: cls_zice: 19.915016708374022; reg_zipnll: 56.054321174621585; aux_mae_loss_1: 29.852205295562744; aux_mae_loss_2: 4.616895546913147; cnt_loss: 7.4935462856292725;
+2025-07-02 01:49:52,652 - INFO - Evaluation:
+Curr mae: 8.8902; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 16.3708; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0676; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:49:52,652 - INFO - Epoch: 0200 / 1300	lr: 9.660e-05
+2025-07-02 01:50:47,000 - INFO - Training: cls_zice: 18.669172315597535; reg_zipnll: 53.64974369049072; aux_mae_loss_1: 27.87159463882446; aux_mae_loss_2: 4.300811357498169; cnt_loss: 6.424324603080749;
+2025-07-02 01:50:47,001 - INFO - Evaluation:
+Curr mae: 7.9496; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.2780; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0628; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:50:51,865 - INFO - Epoch: 0201 / 1300	lr: 9.623e-05
+2025-07-02 01:51:45,738 - INFO - Training: cls_zice: 18.568765211105347; reg_zipnll: 54.13251754760742; aux_mae_loss_1: 28.219042587280274; aux_mae_loss_2: 4.18356376171112; cnt_loss: 5.253438322544098;
+2025-07-02 01:51:45,739 - INFO - Evaluation:
+Curr mae: 7.8600; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.1498; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0696; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:51:45,739 - INFO - Epoch: 0202 / 1300	lr: 9.585e-05
+2025-07-02 01:52:39,501 - INFO - Training: cls_zice: 17.658975505828856; reg_zipnll: 58.725685348510744; aux_mae_loss_1: 27.44056390762329; aux_mae_loss_2: 4.066076788902283; cnt_loss: 4.799904010295868;
+2025-07-02 01:52:39,502 - INFO - Evaluation:
+Curr mae: 7.3377; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.7800; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0600; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:52:39,503 - INFO - Epoch: 0203 / 1300	lr: 9.545e-05
+2025-07-02 01:53:33,404 - INFO - Training: cls_zice: 18.58776361465454; reg_zipnll: 54.88131415367126; aux_mae_loss_1: 27.739075355529785; aux_mae_loss_2: 4.185585508346557; cnt_loss: 4.966066641807556;
+2025-07-02 01:53:33,405 - INFO - Evaluation:
+Curr mae: 7.6723; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.9074; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0625; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:53:33,405 - INFO - Epoch: 0204 / 1300	lr: 9.504e-05
+2025-07-02 01:54:27,382 - INFO - Training: cls_zice: 19.02388834953308; reg_zipnll: 53.34239730834961; aux_mae_loss_1: 28.3582999420166; aux_mae_loss_2: 4.254097392559052; cnt_loss: 6.283721439838409;
+2025-07-02 01:54:27,383 - INFO - Evaluation:
+Curr mae: 7.8201; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.3510; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0665; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:54:27,383 - INFO - Epoch: 0205 / 1300	lr: 9.460e-05
+2025-07-02 01:55:21,496 - INFO - Training: cls_zice: 18.352359347343445; reg_zipnll: 55.90007778167725; aux_mae_loss_1: 26.72448652267456; aux_mae_loss_2: 3.9840460729599; cnt_loss: 5.272083249092102;
+2025-07-02 01:55:21,498 - INFO - Evaluation:
+Curr mae: 8.2498; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 14.9218; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0621; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:55:21,498 - INFO - Epoch: 0206 / 1300	lr: 9.416e-05
+2025-07-02 01:56:15,182 - INFO - Training: cls_zice: 18.9021950674057; reg_zipnll: 51.57503265380859; aux_mae_loss_1: 27.779044647216796; aux_mae_loss_2: 4.3297943496704105; cnt_loss: 6.392877178192139;
+2025-07-02 01:56:15,183 - INFO - Evaluation:
+Curr mae: 7.9875; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 14.2743; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0614; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:56:15,183 - INFO - Epoch: 0207 / 1300	lr: 9.369e-05
+2025-07-02 01:57:09,299 - INFO - Training: cls_zice: 18.817310171127318; reg_zipnll: 54.30230457305908; aux_mae_loss_1: 27.7372442817688; aux_mae_loss_2: 4.136690144538879; cnt_loss: 5.303870098590851;
+2025-07-02 01:57:09,300 - INFO - Evaluation:
+Curr mae: 9.0578; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 14.4028; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0807; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:57:09,300 - INFO - Epoch: 0208 / 1300	lr: 9.321e-05
+2025-07-02 01:58:03,393 - INFO - Training: cls_zice: 18.102236738204954; reg_zipnll: 54.000011863708494; aux_mae_loss_1: 25.971154804229737; aux_mae_loss_2: 3.8471082282066345; cnt_loss: 4.57376384973526;
+2025-07-02 01:58:03,394 - INFO - Evaluation:
+Curr mae: 8.3277; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 13.4327; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0676; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:58:03,394 - INFO - Epoch: 0209 / 1300	lr: 9.271e-05
+2025-07-02 01:58:57,189 - INFO - Training: cls_zice: 19.56913022518158; reg_zipnll: 52.8002705001831; aux_mae_loss_1: 27.450373611450196; aux_mae_loss_2: 4.141815886497498; cnt_loss: 4.74588650226593;
+2025-07-02 01:58:57,190 - INFO - Evaluation:
+Curr mae: 7.9609; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.4596; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0647; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:58:57,190 - INFO - Epoch: 0210 / 1300	lr: 9.219e-05
+2025-07-02 01:59:51,238 - INFO - Training: cls_zice: 18.4655037355423; reg_zipnll: 51.68302995681763; aux_mae_loss_1: 26.885345554351808; aux_mae_loss_2: 4.108711595535278; cnt_loss: 6.009916324615478;
+2025-07-02 01:59:51,239 - INFO - Evaluation:
+Curr mae: 7.5551; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.4667; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0617; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 01:59:51,239 - INFO - Epoch: 0211 / 1300	lr: 9.166e-05
+2025-07-02 02:00:44,901 - INFO - Training: cls_zice: 20.401661677360536; reg_zipnll: 52.33169059753418; aux_mae_loss_1: 28.759740562438964; aux_mae_loss_2: 4.422771089076996; cnt_loss: 5.976588065624237;
+2025-07-02 02:00:44,902 - INFO - Evaluation:
+Curr mae: 7.7369; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.7790; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0627; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:00:44,902 - INFO - Epoch: 0212 / 1300	lr: 9.111e-05
+2025-07-02 02:01:38,502 - INFO - Training: cls_zice: 17.202770004272463; reg_zipnll: 52.06978212356567; aux_mae_loss_1: 26.199200210571288; aux_mae_loss_2: 3.9717394399642942; cnt_loss: 4.845792407989502;
+2025-07-02 02:01:38,503 - INFO - Evaluation:
+Curr mae: 7.7529; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.0138; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0660; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:01:38,504 - INFO - Epoch: 0213 / 1300	lr: 9.055e-05
+2025-07-02 02:02:32,635 - INFO - Training: cls_zice: 15.207063426971436; reg_zipnll: 49.6251301574707; aux_mae_loss_1: 23.392709617614745; aux_mae_loss_2: 3.4982146978378297; cnt_loss: 4.378706282377243;
+2025-07-02 02:02:32,636 - INFO - Evaluation:
+Curr mae: 7.3175; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.6219; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0582; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:02:32,636 - INFO - Epoch: 0214 / 1300	lr: 8.997e-05
+2025-07-02 02:03:26,393 - INFO - Training: cls_zice: 18.813935885429384; reg_zipnll: 53.32185510635376; aux_mae_loss_1: 26.880864810943603; aux_mae_loss_2: 4.024347741603851; cnt_loss: 5.261175398826599;
+2025-07-02 02:03:26,394 - INFO - Evaluation:
+Curr mae: 8.6535; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 13.2432; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0635; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:03:26,395 - INFO - Epoch: 0215 / 1300	lr: 8.937e-05
+2025-07-02 02:04:20,107 - INFO - Training: cls_zice: 17.1621511888504; reg_zipnll: 52.034870567321775; aux_mae_loss_1: 25.90457187652588; aux_mae_loss_2: 3.9360162734985353; cnt_loss: 5.644762487411499;
+2025-07-02 02:04:20,108 - INFO - Evaluation:
+Curr mae: 8.7316; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 12.9597; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0729; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:04:20,108 - INFO - Epoch: 0216 / 1300	lr: 8.876e-05
+2025-07-02 02:05:13,991 - INFO - Training: cls_zice: 17.440862774848938; reg_zipnll: 52.850988693237305; aux_mae_loss_1: 25.23963897705078; aux_mae_loss_2: 3.796179428100586; cnt_loss: 4.286795859336853;
+2025-07-02 02:05:13,992 - INFO - Evaluation:
+Curr mae: 6.9724; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.8423; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0557; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:05:13,992 - INFO - Epoch: 0217 / 1300	lr: 8.814e-05
+2025-07-02 02:06:08,059 - INFO - Training: cls_zice: 18.595961103439333; reg_zipnll: 50.89474924087524; aux_mae_loss_1: 26.78381559371948; aux_mae_loss_2: 4.029286055564881; cnt_loss: 4.031036570072174;
+2025-07-02 02:06:08,060 - INFO - Evaluation:
+Curr mae: 7.0247; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.2288; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0562; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:06:08,060 - INFO - Epoch: 0218 / 1300	lr: 8.750e-05
+2025-07-02 02:07:01,815 - INFO - Training: cls_zice: 18.573112454414368; reg_zipnll: 52.52422256469727; aux_mae_loss_1: 26.57026065826416; aux_mae_loss_2: 3.962494261264801; cnt_loss: 4.294195303916931;
+2025-07-02 02:07:01,816 - INFO - Evaluation:
+Curr mae: 7.6859; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 11.8876; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0668; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:07:01,816 - INFO - Epoch: 0219 / 1300	lr: 8.685e-05
+2025-07-02 02:07:56,001 - INFO - Training: cls_zice: 18.035541625022887; reg_zipnll: 51.86919937133789; aux_mae_loss_1: 26.63994499206543; aux_mae_loss_2: 4.053250451087951; cnt_loss: 5.34441556930542;
+2025-07-02 02:07:56,002 - INFO - Evaluation:
+Curr mae: 9.8617; 	 Best mae: 6.0242; 6.1201; 6.1515; 6.1825; 6.2134;
+Curr rmse: 14.6959; 	 Best rmse: 9.9050; 9.9210; 10.2661; 10.3024; 10.3679;
+Curr nae: 0.0784; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:07:56,002 - INFO - Epoch: 0220 / 1300	lr: 8.618e-05
+2025-07-02 02:08:49,664 - INFO - Training: cls_zice: 17.226360063552857; reg_zipnll: 55.356375732421874; aux_mae_loss_1: 25.840705032348634; aux_mae_loss_2: 3.815131950378418; cnt_loss: 4.361652064323425;
+2025-07-02 02:08:52,937 - INFO - Evaluation:
+Curr mae: 6.1098; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 9.4116; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0519; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:08:52,937 - INFO - Epoch: 0221 / 1300	lr: 8.550e-05
+2025-07-02 02:09:46,664 - INFO - Training: cls_zice: 17.080685391426087; reg_zipnll: 48.203792507648465; aux_mae_loss_1: 24.957150440216065; aux_mae_loss_2: 3.7483375334739684; cnt_loss: 4.470694196224213;
+2025-07-02 02:09:46,666 - INFO - Evaluation:
+Curr mae: 8.8252; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 13.8621; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0704; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:09:46,666 - INFO - Epoch: 0222 / 1300	lr: 8.481e-05
+2025-07-02 02:10:40,579 - INFO - Training: cls_zice: 16.858550081253053; reg_zipnll: 52.86354305267334; aux_mae_loss_1: 25.2064465713501; aux_mae_loss_2: 3.8181780195236206; cnt_loss: 5.40059182882309;
+2025-07-02 02:10:40,580 - INFO - Evaluation:
+Curr mae: 7.9727; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 13.0394; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0640; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:10:40,580 - INFO - Epoch: 0223 / 1300	lr: 8.410e-05
+2025-07-02 02:11:34,556 - INFO - Training: cls_zice: 18.655730347633362; reg_zipnll: 50.40965560913086; aux_mae_loss_1: 26.30746852874756; aux_mae_loss_2: 4.052504706382751; cnt_loss: 5.310167577266693;
+2025-07-02 02:11:34,557 - INFO - Evaluation:
+Curr mae: 7.5748; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.4968; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0596; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:11:34,557 - INFO - Epoch: 0224 / 1300	lr: 8.338e-05
+2025-07-02 02:12:28,337 - INFO - Training: cls_zice: 17.12087826728821; reg_zipnll: 52.64697261810303; aux_mae_loss_1: 25.063277492523195; aux_mae_loss_2: 3.759374599456787; cnt_loss: 4.814106385707856;
+2025-07-02 02:12:28,339 - INFO - Evaluation:
+Curr mae: 10.0103; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 16.4246; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0750; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:12:28,339 - INFO - Epoch: 0225 / 1300	lr: 8.265e-05
+2025-07-02 02:13:22,139 - INFO - Training: cls_zice: 17.248751447200775; reg_zipnll: 49.778698444366455; aux_mae_loss_1: 25.292534980773926; aux_mae_loss_2: 3.940876898765564; cnt_loss: 5.697675652503968;
+2025-07-02 02:13:22,141 - INFO - Evaluation:
+Curr mae: 7.9505; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.2209; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0701; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:13:22,141 - INFO - Epoch: 0226 / 1300	lr: 8.190e-05
+2025-07-02 02:14:15,868 - INFO - Training: cls_zice: 18.618936648368834; reg_zipnll: 49.79609525680542; aux_mae_loss_1: 26.45640277862549; aux_mae_loss_2: 4.038858771324158; cnt_loss: 4.955330510139465;
+2025-07-02 02:14:15,869 - INFO - Evaluation:
+Curr mae: 7.1897; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.0031; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0586; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:14:15,869 - INFO - Epoch: 0227 / 1300	lr: 8.115e-05
+2025-07-02 02:15:09,604 - INFO - Training: cls_zice: 18.556648283004762; reg_zipnll: 52.517978229522704; aux_mae_loss_1: 25.902897987365723; aux_mae_loss_2: 3.877609009742737; cnt_loss: 4.873544244766236;
+2025-07-02 02:15:09,605 - INFO - Evaluation:
+Curr mae: 7.9089; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.9406; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0618; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:15:09,605 - INFO - Epoch: 0228 / 1300	lr: 8.038e-05
+2025-07-02 02:16:03,171 - INFO - Training: cls_zice: 17.16037209510803; reg_zipnll: 51.805506286621096; aux_mae_loss_1: 24.01392532348633; aux_mae_loss_2: 3.6113636755943297; cnt_loss: 4.718369734287262;
+2025-07-02 02:16:03,172 - INFO - Evaluation:
+Curr mae: 7.9002; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.8951; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0616; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:16:03,173 - INFO - Epoch: 0229 / 1300	lr: 7.960e-05
+2025-07-02 02:16:56,965 - INFO - Training: cls_zice: 15.311618161201476; reg_zipnll: 50.33395656585694; aux_mae_loss_1: 23.456583127975463; aux_mae_loss_2: 3.457082552909851; cnt_loss: 4.087445278167724;
+2025-07-02 02:16:56,966 - INFO - Evaluation:
+Curr mae: 7.1275; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 11.6300; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0553; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:16:56,966 - INFO - Epoch: 0230 / 1300	lr: 7.880e-05
+2025-07-02 02:17:50,714 - INFO - Training: cls_zice: 16.80076209306717; reg_zipnll: 52.371637630462644; aux_mae_loss_1: 24.0439923286438; aux_mae_loss_2: 3.5982377243041994; cnt_loss: 3.7918359553813934;
+2025-07-02 02:17:50,716 - INFO - Evaluation:
+Curr mae: 6.8294; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.5824; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0562; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:17:50,716 - INFO - Epoch: 0231 / 1300	lr: 7.800e-05
+2025-07-02 02:18:44,698 - INFO - Training: cls_zice: 17.31589434862137; reg_zipnll: 51.31133377075195; aux_mae_loss_1: 24.11620220184326; aux_mae_loss_2: 3.483716571331024; cnt_loss: 3.5518500804901123;
+2025-07-02 02:18:44,699 - INFO - Evaluation:
+Curr mae: 7.3743; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 11.6213; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0665; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:18:44,699 - INFO - Epoch: 0232 / 1300	lr: 7.719e-05
+2025-07-02 02:19:38,948 - INFO - Training: cls_zice: 17.577297122478484; reg_zipnll: 48.00277717590332; aux_mae_loss_1: 24.403896675109863; aux_mae_loss_2: 3.6313076257705688; cnt_loss: 3.8830331444740294;
+2025-07-02 02:19:38,949 - INFO - Evaluation:
+Curr mae: 7.4858; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.8812; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0590; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:19:38,949 - INFO - Epoch: 0233 / 1300	lr: 7.636e-05
+2025-07-02 02:20:33,160 - INFO - Training: cls_zice: 15.888108158111573; reg_zipnll: 50.097822723388674; aux_mae_loss_1: 23.634799938201905; aux_mae_loss_2: 3.5037714767456056; cnt_loss: 3.9693295550346375;
+2025-07-02 02:20:33,161 - INFO - Evaluation:
+Curr mae: 7.5435; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.8722; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0586; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:20:33,161 - INFO - Epoch: 0234 / 1300	lr: 7.553e-05
+2025-07-02 02:21:26,927 - INFO - Training: cls_zice: 17.99236557006836; reg_zipnll: 49.85447696685791; aux_mae_loss_1: 25.716736698150633; aux_mae_loss_2: 3.8022019624710084; cnt_loss: 4.309736132621765;
+2025-07-02 02:21:26,928 - INFO - Evaluation:
+Curr mae: 7.1963; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 11.6514; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0580; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:21:26,928 - INFO - Epoch: 0235 / 1300	lr: 7.469e-05
+2025-07-02 02:22:20,744 - INFO - Training: cls_zice: 18.209784405231474; reg_zipnll: 50.665435523986815; aux_mae_loss_1: 24.78846237182617; aux_mae_loss_2: 3.746633927822113; cnt_loss: 5.389242312908173;
+2025-07-02 02:22:20,746 - INFO - Evaluation:
+Curr mae: 7.8810; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 11.9022; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0586; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:22:20,746 - INFO - Epoch: 0236 / 1300	lr: 7.383e-05
+2025-07-02 02:23:14,555 - INFO - Training: cls_zice: 15.519835624694824; reg_zipnll: 49.512863311767575; aux_mae_loss_1: 23.18870901107788; aux_mae_loss_2: 3.469111521244049; cnt_loss: 3.880332485437393;
+2025-07-02 02:23:14,556 - INFO - Evaluation:
+Curr mae: 7.7696; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.8446; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.2661; 10.3024;
+Curr nae: 0.0604; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:23:14,556 - INFO - Epoch: 0237 / 1300	lr: 7.297e-05
+2025-07-02 02:24:08,476 - INFO - Training: cls_zice: 17.08416116476059; reg_zipnll: 46.82339828491211; aux_mae_loss_1: 23.559741144180297; aux_mae_loss_2: 3.558546164035797; cnt_loss: 4.038036367893219;
+2025-07-02 02:24:10,160 - INFO - Evaluation:
+Curr mae: 6.5169; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.0626; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2661;
+Curr nae: 0.0541; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:24:10,161 - INFO - Epoch: 0238 / 1300	lr: 7.210e-05
+2025-07-02 02:25:04,024 - INFO - Training: cls_zice: 15.778306264877319; reg_zipnll: 48.46635660171509; aux_mae_loss_1: 23.027875156402587; aux_mae_loss_2: 3.398589811325073; cnt_loss: 4.218942766189575;
+2025-07-02 02:25:04,025 - INFO - Evaluation:
+Curr mae: 9.1366; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 15.0216; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2661;
+Curr nae: 0.0777; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:25:04,025 - INFO - Epoch: 0239 / 1300	lr: 7.122e-05
+2025-07-02 02:25:58,149 - INFO - Training: cls_zice: 16.4337713432312; reg_zipnll: 49.2272492980957; aux_mae_loss_1: 23.518389110565185; aux_mae_loss_2: 3.488036754131317; cnt_loss: 3.9431016707420348;
+2025-07-02 02:25:58,150 - INFO - Evaluation:
+Curr mae: 9.7898; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 15.7630; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2661;
+Curr nae: 0.0776; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:25:58,151 - INFO - Epoch: 0240 / 1300	lr: 7.034e-05
+2025-07-02 02:26:52,054 - INFO - Training: cls_zice: 15.676802229881286; reg_zipnll: 50.34444885253906; aux_mae_loss_1: 22.424275856018067; aux_mae_loss_2: 3.2971383833885195; cnt_loss: 3.5357375144958496;
+2025-07-02 02:26:52,055 - INFO - Evaluation:
+Curr mae: 6.7381; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 11.1656; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2661;
+Curr nae: 0.0547; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:26:52,055 - INFO - Epoch: 0241 / 1300	lr: 6.944e-05
+2025-07-02 02:27:46,338 - INFO - Training: cls_zice: 15.727113816738129; reg_zipnll: 46.81224112510681; aux_mae_loss_1: 22.78653480529785; aux_mae_loss_2: 3.3675899863243104; cnt_loss: 3.6865552139282225;
+2025-07-02 02:27:46,339 - INFO - Evaluation:
+Curr mae: 6.9012; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 11.2366; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2661;
+Curr nae: 0.0545; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:27:46,339 - INFO - Epoch: 0242 / 1300	lr: 6.854e-05
+2025-07-02 02:28:39,799 - INFO - Training: cls_zice: 16.887952814102174; reg_zipnll: 48.26682941436768; aux_mae_loss_1: 23.333032751083373; aux_mae_loss_2: 3.4451194381713868; cnt_loss: 3.987554440498352;
+2025-07-02 02:28:39,800 - INFO - Evaluation:
+Curr mae: 7.8461; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 14.0008; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2661;
+Curr nae: 0.0616; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:28:39,800 - INFO - Epoch: 0243 / 1300	lr: 6.763e-05
+2025-07-02 02:29:34,154 - INFO - Training: cls_zice: 16.184655389785767; reg_zipnll: 50.45185482025146; aux_mae_loss_1: 22.517951869964598; aux_mae_loss_2: 3.372521409988403; cnt_loss: 4.501920073032379;
+2025-07-02 02:29:34,156 - INFO - Evaluation:
+Curr mae: 6.7365; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.6058; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2661;
+Curr nae: 0.0575; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:29:34,156 - INFO - Epoch: 0244 / 1300	lr: 6.672e-05
+2025-07-02 02:30:28,142 - INFO - Training: cls_zice: 16.97145742416382; reg_zipnll: 46.87460580825805; aux_mae_loss_1: 23.662155475616455; aux_mae_loss_2: 3.416321437358856; cnt_loss: 3.8284942150115966;
+2025-07-02 02:30:29,677 - INFO - Evaluation:
+Curr mae: 6.4975; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.2567; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0524; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:30:29,677 - INFO - Epoch: 0245 / 1300	lr: 6.580e-05
+2025-07-02 02:31:23,592 - INFO - Training: cls_zice: 15.080242025852204; reg_zipnll: 47.31716804504394; aux_mae_loss_1: 22.272123737335207; aux_mae_loss_2: 3.282617094516754; cnt_loss: 4.000283416509628;
+2025-07-02 02:31:23,593 - INFO - Evaluation:
+Curr mae: 7.1165; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.4042; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0575; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:31:23,593 - INFO - Epoch: 0246 / 1300	lr: 6.487e-05
+2025-07-02 02:32:17,402 - INFO - Training: cls_zice: 15.328498640060424; reg_zipnll: 48.974013023376465; aux_mae_loss_1: 22.411239757537842; aux_mae_loss_2: 3.341335356235504; cnt_loss: 3.906685073375702;
+2025-07-02 02:32:17,403 - INFO - Evaluation:
+Curr mae: 6.4557; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.5676; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0522; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:32:17,404 - INFO - Epoch: 0247 / 1300	lr: 6.394e-05
+2025-07-02 02:33:11,136 - INFO - Training: cls_zice: 16.672260513305662; reg_zipnll: 47.23617498397827; aux_mae_loss_1: 23.14790380477905; aux_mae_loss_2: 3.3848101115226745; cnt_loss: 4.175938895940781;
+2025-07-02 02:33:11,138 - INFO - Evaluation:
+Curr mae: 6.9183; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.8391; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0570; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:33:11,138 - INFO - Epoch: 0248 / 1300	lr: 6.300e-05
+2025-07-02 02:34:04,663 - INFO - Training: cls_zice: 15.357008066177368; reg_zipnll: 49.362753810882566; aux_mae_loss_1: 22.326872386932372; aux_mae_loss_2: 3.280704429149628; cnt_loss: 3.4510498797893523;
+2025-07-02 02:34:04,665 - INFO - Evaluation:
+Curr mae: 6.7510; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 11.4846; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0548; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:34:04,665 - INFO - Epoch: 0249 / 1300	lr: 6.206e-05
+2025-07-02 02:34:58,274 - INFO - Training: cls_zice: 16.597264289855957; reg_zipnll: 48.511343002319336; aux_mae_loss_1: 22.697596588134765; aux_mae_loss_2: 3.3179799556732177; cnt_loss: 3.7423947143554686;
+2025-07-02 02:34:58,275 - INFO - Evaluation:
+Curr mae: 7.1150; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.8548; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0540; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:34:58,275 - INFO - Epoch: 0250 / 1300	lr: 6.111e-05
+2025-07-02 02:35:51,811 - INFO - Training: cls_zice: 14.5850159406662; reg_zipnll: 47.39705410003662; aux_mae_loss_1: 21.0970135307312; aux_mae_loss_2: 3.0980449771881102; cnt_loss: 3.6290544867515564;
+2025-07-02 02:35:51,812 - INFO - Evaluation:
+Curr mae: 6.4754; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.6297; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0524; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:35:57,644 - INFO - Epoch: 0251 / 1300	lr: 6.016e-05
+2025-07-02 02:36:51,036 - INFO - Training: cls_zice: 15.128457736968993; reg_zipnll: 47.8076674079895; aux_mae_loss_1: 22.310570697784424; aux_mae_loss_2: 3.30731511592865; cnt_loss: 3.479747517108917;
+2025-07-02 02:36:51,037 - INFO - Evaluation:
+Curr mae: 6.8203; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 11.3291; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0548; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:36:51,037 - INFO - Epoch: 0252 / 1300	lr: 5.920e-05
+2025-07-02 02:37:44,798 - INFO - Training: cls_zice: 16.425735244750978; reg_zipnll: 48.429900856018065; aux_mae_loss_1: 22.612684001922606; aux_mae_loss_2: 3.2879224681854247; cnt_loss: 3.4289528131484985;
+2025-07-02 02:37:44,799 - INFO - Evaluation:
+Curr mae: 6.9349; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.7180; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0583; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:37:44,799 - INFO - Epoch: 0253 / 1300	lr: 5.824e-05
+2025-07-02 02:38:38,623 - INFO - Training: cls_zice: 16.39482224702835; reg_zipnll: 48.5533570098877; aux_mae_loss_1: 22.64870313644409; aux_mae_loss_2: 3.3796893405914306; cnt_loss: 3.72382572054863;
+2025-07-02 02:38:38,625 - INFO - Evaluation:
+Curr mae: 6.6396; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.3795; 	 Best rmse: 9.4116; 9.9050; 9.9210; 10.0626; 10.2567;
+Curr nae: 0.0523; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:38:38,625 - INFO - Epoch: 0254 / 1300	lr: 5.728e-05
+2025-07-02 02:39:32,452 - INFO - Training: cls_zice: 15.714290838241578; reg_zipnll: 47.23444675445557; aux_mae_loss_1: 21.81013027191162; aux_mae_loss_2: 3.2330400919914246; cnt_loss: 3.611574938297272;
+2025-07-02 02:39:34,184 - INFO - Evaluation:
+Curr mae: 6.4616; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 9.8940; 	 Best rmse: 9.4116; 9.8940; 9.9050; 9.9210; 10.0626;
+Curr nae: 0.0532; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:39:34,185 - INFO - Epoch: 0255 / 1300	lr: 5.632e-05
+2025-07-02 02:40:27,875 - INFO - Training: cls_zice: 14.81137445449829; reg_zipnll: 46.709647789001465; aux_mae_loss_1: 21.232824020385742; aux_mae_loss_2: 3.1129478669166564; cnt_loss: 3.5277288603782653;
+2025-07-02 02:40:27,876 - INFO - Evaluation:
+Curr mae: 6.8627; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.6499; 	 Best rmse: 9.4116; 9.8940; 9.9050; 9.9210; 10.0626;
+Curr nae: 0.0573; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:40:27,876 - INFO - Epoch: 0256 / 1300	lr: 5.535e-05
+2025-07-02 02:41:21,907 - INFO - Training: cls_zice: 16.5317191362381; reg_zipnll: 44.94764228820801; aux_mae_loss_1: 22.552410144805908; aux_mae_loss_2: 3.3762874674797057; cnt_loss: 4.924242298603058;
+2025-07-02 02:41:21,908 - INFO - Evaluation:
+Curr mae: 6.8734; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 11.3258; 	 Best rmse: 9.4116; 9.8940; 9.9050; 9.9210; 10.0626;
+Curr nae: 0.0554; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:41:21,908 - INFO - Epoch: 0257 / 1300	lr: 5.438e-05
+2025-07-02 02:42:15,679 - INFO - Training: cls_zice: 14.901425371170044; reg_zipnll: 50.13926055908203; aux_mae_loss_1: 21.218484296798707; aux_mae_loss_2: 3.159399838447571; cnt_loss: 3.5685927629470826;
+2025-07-02 02:42:15,680 - INFO - Evaluation:
+Curr mae: 7.7274; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.4910; 	 Best rmse: 9.4116; 9.8940; 9.9050; 9.9210; 10.0626;
+Curr nae: 0.0588; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:42:15,680 - INFO - Epoch: 0258 / 1300	lr: 5.341e-05
+2025-07-02 02:43:09,834 - INFO - Training: cls_zice: 15.626878881454468; reg_zipnll: 49.53653211593628; aux_mae_loss_1: 21.16424140930176; aux_mae_loss_2: 3.1006899547576903; cnt_loss: 3.617850227355957;
+2025-07-02 02:43:09,835 - INFO - Evaluation:
+Curr mae: 7.6659; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 12.2063; 	 Best rmse: 9.4116; 9.8940; 9.9050; 9.9210; 10.0626;
+Curr nae: 0.0597; 	 Best nae: 0.0500; 0.0501; 0.0502; 0.0504; 0.0509;
+
+
+
+2025-07-02 02:43:09,836 - INFO - Epoch: 0259 / 1300	lr: 5.244e-05
+2025-07-02 02:44:03,748 - INFO - Training: cls_zice: 15.354949049949646; reg_zipnll: 46.5733283996582; aux_mae_loss_1: 21.218641757965088; aux_mae_loss_2: 3.1100244736671447; cnt_loss: 3.399088784456253;
+2025-07-02 02:44:06,908 - INFO - Evaluation:
+Curr mae: 6.2951; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.0190; 	 Best rmse: 9.4116; 9.8940; 9.9050; 9.9210; 10.0190;
+Curr nae: 0.0499; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:44:06,909 - INFO - Epoch: 0260 / 1300	lr: 5.147e-05
+2025-07-02 02:45:00,378 - INFO - Training: cls_zice: 14.736148376464843; reg_zipnll: 46.286069030761716; aux_mae_loss_1: 20.94931667327881; aux_mae_loss_2: 3.1595375299453736; cnt_loss: 3.3009595954418183;
+2025-07-02 02:45:01,848 - INFO - Evaluation:
+Curr mae: 6.3340; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 9.7829; 	 Best rmse: 9.4116; 9.7829; 9.8940; 9.9050; 9.9210;
+Curr nae: 0.0534; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:45:01,848 - INFO - Epoch: 0261 / 1300	lr: 5.050e-05
+2025-07-02 02:45:55,275 - INFO - Training: cls_zice: 14.961379370689393; reg_zipnll: 47.58119739532471; aux_mae_loss_1: 20.98569999694824; aux_mae_loss_2: 3.083262755870819; cnt_loss: 3.4192904257774352;
+2025-07-02 02:45:55,276 - INFO - Evaluation:
+Curr mae: 6.7763; 	 Best mae: 6.0242; 6.1098; 6.1201; 6.1515; 6.1825;
+Curr rmse: 10.3347; 	 Best rmse: 9.4116; 9.7829; 9.8940; 9.9050; 9.9210;
+Curr nae: 0.0539; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:45:55,276 - INFO - Epoch: 0262 / 1300	lr: 4.953e-05
+2025-07-02 02:46:49,409 - INFO - Training: cls_zice: 14.613312859535217; reg_zipnll: 47.92445369720459; aux_mae_loss_1: 21.119966468811036; aux_mae_loss_2: 3.104120738506317; cnt_loss: 3.680044332742691;
+2025-07-02 02:46:52,343 - INFO - Evaluation:
+Curr mae: 6.0139; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1515;
+Curr rmse: 9.9113; 	 Best rmse: 9.4116; 9.7829; 9.8940; 9.9050; 9.9113;
+Curr nae: 0.0507; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:46:52,344 - INFO - Epoch: 0263 / 1300	lr: 4.856e-05
+2025-07-02 02:47:46,284 - INFO - Training: cls_zice: 15.8807972407341; reg_zipnll: 46.28486707687378; aux_mae_loss_1: 21.4254780960083; aux_mae_loss_2: 3.165300154685974; cnt_loss: 3.666352334022522;
+2025-07-02 02:47:46,285 - INFO - Evaluation:
+Curr mae: 7.7916; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1515;
+Curr rmse: 11.8472; 	 Best rmse: 9.4116; 9.7829; 9.8940; 9.9050; 9.9113;
+Curr nae: 0.0563; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:47:46,285 - INFO - Epoch: 0264 / 1300	lr: 4.759e-05
+2025-07-02 02:48:40,289 - INFO - Training: cls_zice: 14.67788969039917; reg_zipnll: 45.042975025177; aux_mae_loss_1: 20.78473213195801; aux_mae_loss_2: 3.021697201728821; cnt_loss: 2.969722263813019;
+2025-07-02 02:48:40,289 - INFO - Evaluation:
+Curr mae: 6.7470; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1515;
+Curr rmse: 10.1045; 	 Best rmse: 9.4116; 9.7829; 9.8940; 9.9050; 9.9113;
+Curr nae: 0.0549; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:48:40,290 - INFO - Epoch: 0265 / 1300	lr: 4.662e-05
+2025-07-02 02:49:34,355 - INFO - Training: cls_zice: 14.676609272956847; reg_zipnll: 50.514136695861815; aux_mae_loss_1: 20.616226530075075; aux_mae_loss_2: 2.993359863758087; cnt_loss: 2.9651408994197848;
+2025-07-02 02:49:34,356 - INFO - Evaluation:
+Curr mae: 6.3870; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1515;
+Curr rmse: 10.0991; 	 Best rmse: 9.4116; 9.7829; 9.8940; 9.9050; 9.9113;
+Curr nae: 0.0538; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:49:34,356 - INFO - Epoch: 0266 / 1300	lr: 4.565e-05
+2025-07-02 02:50:28,237 - INFO - Training: cls_zice: 15.834379241466522; reg_zipnll: 47.016005210876465; aux_mae_loss_1: 22.028276920318604; aux_mae_loss_2: 3.198217170238495; cnt_loss: 3.6479488599300383;
+2025-07-02 02:50:28,238 - INFO - Evaluation:
+Curr mae: 6.4494; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1515;
+Curr rmse: 10.0923; 	 Best rmse: 9.4116; 9.7829; 9.8940; 9.9050; 9.9113;
+Curr nae: 0.0566; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:50:28,238 - INFO - Epoch: 0267 / 1300	lr: 4.468e-05
+2025-07-02 02:51:22,492 - INFO - Training: cls_zice: 15.0115496301651; reg_zipnll: 46.346486282348636; aux_mae_loss_1: 20.51613670349121; aux_mae_loss_2: 2.9695949149131775; cnt_loss: 2.8098755264282227;
+2025-07-02 02:51:22,494 - INFO - Evaluation:
+Curr mae: 6.4618; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1515;
+Curr rmse: 10.0748; 	 Best rmse: 9.4116; 9.7829; 9.8940; 9.9050; 9.9113;
+Curr nae: 0.0552; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:51:22,494 - INFO - Epoch: 0268 / 1300	lr: 4.372e-05
+2025-07-02 02:52:15,935 - INFO - Training: cls_zice: 14.074105474948883; reg_zipnll: 43.43248161315918; aux_mae_loss_1: 20.089361038208008; aux_mae_loss_2: 2.9011284708976746; cnt_loss: 2.760747935771942;
+2025-07-02 02:52:15,936 - INFO - Evaluation:
+Curr mae: 6.7607; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1515;
+Curr rmse: 10.0184; 	 Best rmse: 9.4116; 9.7829; 9.8940; 9.9050; 9.9113;
+Curr nae: 0.0576; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:52:15,936 - INFO - Epoch: 0269 / 1300	lr: 4.276e-05
+2025-07-02 02:53:09,871 - INFO - Training: cls_zice: 14.120087223052979; reg_zipnll: 45.08736915588379; aux_mae_loss_1: 19.734012241363526; aux_mae_loss_2: 2.8581326746940614; cnt_loss: 3.0246405482292174;
+2025-07-02 02:53:11,831 - INFO - Evaluation:
+Curr mae: 6.2833; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1515;
+Curr rmse: 9.7833; 	 Best rmse: 9.4116; 9.7829; 9.7833; 9.8940; 9.9050;
+Curr nae: 0.0539; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:53:11,832 - INFO - Epoch: 0270 / 1300	lr: 4.180e-05
+2025-07-02 02:54:05,529 - INFO - Training: cls_zice: 14.639000880718232; reg_zipnll: 46.08423294067383; aux_mae_loss_1: 20.743215618133544; aux_mae_loss_2: 2.9580791759490968; cnt_loss: 2.9413542115688323;
+2025-07-02 02:54:07,419 - INFO - Evaluation:
+Curr mae: 6.2359; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1515;
+Curr rmse: 9.8420; 	 Best rmse: 9.4116; 9.7829; 9.7833; 9.8420; 9.8940;
+Curr nae: 0.0532; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:54:07,420 - INFO - Epoch: 0271 / 1300	lr: 4.084e-05
+2025-07-02 02:55:00,506 - INFO - Training: cls_zice: 13.200460987091065; reg_zipnll: 45.12071765899658; aux_mae_loss_1: 19.00041265487671; aux_mae_loss_2: 2.6997299456596373; cnt_loss: 2.4362808549404145;
+2025-07-02 02:55:04,179 - INFO - Evaluation:
+Curr mae: 6.1341; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1341;
+Curr rmse: 9.8007; 	 Best rmse: 9.4116; 9.7829; 9.7833; 9.8007; 9.8420;
+Curr nae: 0.0517; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:55:04,180 - INFO - Epoch: 0272 / 1300	lr: 3.989e-05
+2025-07-02 02:55:58,117 - INFO - Training: cls_zice: 14.369947872161866; reg_zipnll: 47.84922588348389; aux_mae_loss_1: 21.08809051513672; aux_mae_loss_2: 2.993860611915588; cnt_loss: 2.9313649892807008;
+2025-07-02 02:55:58,118 - INFO - Evaluation:
+Curr mae: 6.7651; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1341;
+Curr rmse: 10.7121; 	 Best rmse: 9.4116; 9.7829; 9.7833; 9.8007; 9.8420;
+Curr nae: 0.0576; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:55:58,118 - INFO - Epoch: 0273 / 1300	lr: 3.894e-05
+2025-07-02 02:56:51,725 - INFO - Training: cls_zice: 15.222253265380859; reg_zipnll: 47.476604537963865; aux_mae_loss_1: 20.167779903411866; aux_mae_loss_2: 2.8923272681236267; cnt_loss: 2.92755126953125;
+2025-07-02 02:56:51,726 - INFO - Evaluation:
+Curr mae: 6.6503; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1341;
+Curr rmse: 10.0597; 	 Best rmse: 9.4116; 9.7829; 9.7833; 9.8007; 9.8420;
+Curr nae: 0.0579; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:56:51,726 - INFO - Epoch: 0274 / 1300	lr: 3.800e-05
+2025-07-02 02:57:45,341 - INFO - Training: cls_zice: 15.408259372711182; reg_zipnll: 45.00795669555664; aux_mae_loss_1: 20.735718173980715; aux_mae_loss_2: 3.0251446676254274; cnt_loss: 2.7189116930961608;
+2025-07-02 02:57:45,342 - INFO - Evaluation:
+Curr mae: 6.7008; 	 Best mae: 6.0139; 6.0242; 6.1098; 6.1201; 6.1341;
+Curr rmse: 10.3159; 	 Best rmse: 9.4116; 9.7829; 9.7833; 9.8007; 9.8420;
+Curr nae: 0.0552; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:57:45,342 - INFO - Epoch: 0275 / 1300	lr: 3.706e-05
+2025-07-02 02:58:39,198 - INFO - Training: cls_zice: 13.905986034870148; reg_zipnll: 45.56842086791992; aux_mae_loss_1: 19.548349771499634; aux_mae_loss_2: 2.8724262857437135; cnt_loss: 2.6753199887275696;
+2025-07-02 02:58:42,646 - INFO - Evaluation:
+Curr mae: 6.0360; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 9.5039; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0512; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:58:42,646 - INFO - Epoch: 0276 / 1300	lr: 3.613e-05
+2025-07-02 02:59:36,439 - INFO - Training: cls_zice: 14.500584483146667; reg_zipnll: 44.46711087226868; aux_mae_loss_1: 20.351803522109986; aux_mae_loss_2: 3.0052452087402344; cnt_loss: 2.5393435645103453;
+2025-07-02 02:59:36,440 - INFO - Evaluation:
+Curr mae: 6.6616; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.9085; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0546; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 02:59:36,440 - INFO - Epoch: 0277 / 1300	lr: 3.520e-05
+2025-07-02 03:00:30,242 - INFO - Training: cls_zice: 12.971149530410766; reg_zipnll: 46.37247838973999; aux_mae_loss_1: 18.549891471862793; aux_mae_loss_2: 2.69058984041214; cnt_loss: 2.7087573659420014;
+2025-07-02 03:00:30,243 - INFO - Evaluation:
+Curr mae: 7.1802; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 11.9466; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0579; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:00:30,244 - INFO - Epoch: 0278 / 1300	lr: 3.428e-05
+2025-07-02 03:01:24,000 - INFO - Training: cls_zice: 13.892605013847351; reg_zipnll: 46.25521451950073; aux_mae_loss_1: 19.649760684967042; aux_mae_loss_2: 2.796551501750946; cnt_loss: 2.712586423158646;
+2025-07-02 03:01:24,001 - INFO - Evaluation:
+Curr mae: 6.5168; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.2499; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0534; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:01:24,001 - INFO - Epoch: 0279 / 1300	lr: 3.337e-05
+2025-07-02 03:02:17,620 - INFO - Training: cls_zice: 13.461209180355072; reg_zipnll: 46.391439046859745; aux_mae_loss_1: 18.993653888702394; aux_mae_loss_2: 2.754665298461914; cnt_loss: 2.628771241903305;
+2025-07-02 03:02:17,621 - INFO - Evaluation:
+Curr mae: 6.4373; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.0252; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0536; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:02:17,622 - INFO - Epoch: 0280 / 1300	lr: 3.246e-05
+2025-07-02 03:03:11,567 - INFO - Training: cls_zice: 14.176096193790436; reg_zipnll: 45.35858993530273; aux_mae_loss_1: 19.72462465286255; aux_mae_loss_2: 2.8414065790176393; cnt_loss: 2.9749915742874147;
+2025-07-02 03:03:11,568 - INFO - Evaluation:
+Curr mae: 6.3379; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.0408; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0518; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:03:11,569 - INFO - Epoch: 0281 / 1300	lr: 3.156e-05
+2025-07-02 03:04:05,231 - INFO - Training: cls_zice: 12.9872177028656; reg_zipnll: 43.99889133453369; aux_mae_loss_1: 18.50238229751587; aux_mae_loss_2: 2.757644605636597; cnt_loss: 2.879851361513138;
+2025-07-02 03:04:05,233 - INFO - Evaluation:
+Curr mae: 6.2647; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 9.8182; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0519; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:04:05,233 - INFO - Epoch: 0282 / 1300	lr: 3.066e-05
+2025-07-02 03:04:59,450 - INFO - Training: cls_zice: 13.885384063720704; reg_zipnll: 47.846431770324706; aux_mae_loss_1: 19.28519998550415; aux_mae_loss_2: 2.7586088228225707; cnt_loss: 2.3980849981307983;
+2025-07-02 03:04:59,451 - INFO - Evaluation:
+Curr mae: 6.4082; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.3037; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0529; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:04:59,452 - INFO - Epoch: 0283 / 1300	lr: 2.978e-05
+2025-07-02 03:05:53,036 - INFO - Training: cls_zice: 13.75585303068161; reg_zipnll: 46.1439559173584; aux_mae_loss_1: 19.62285680770874; aux_mae_loss_2: 2.8583850049972535; cnt_loss: 2.423966052532196;
+2025-07-02 03:05:53,037 - INFO - Evaluation:
+Curr mae: 6.4890; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.3491; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0534; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:05:53,037 - INFO - Epoch: 0284 / 1300	lr: 2.890e-05
+2025-07-02 03:06:46,626 - INFO - Training: cls_zice: 14.36653738975525; reg_zipnll: 45.55680774688721; aux_mae_loss_1: 19.41328970909119; aux_mae_loss_2: 2.8033820295333864; cnt_loss: 2.558491178750992;
+2025-07-02 03:06:46,627 - INFO - Evaluation:
+Curr mae: 6.7033; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.7141; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0537; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:06:46,628 - INFO - Epoch: 0285 / 1300	lr: 2.803e-05
+2025-07-02 03:07:40,597 - INFO - Training: cls_zice: 13.450328352451324; reg_zipnll: 44.678427734375; aux_mae_loss_1: 18.481905574798585; aux_mae_loss_2: 2.619875237941742; cnt_loss: 2.5164233195781707;
+2025-07-02 03:07:40,598 - INFO - Evaluation:
+Curr mae: 6.4998; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.5894; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0536; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:07:40,598 - INFO - Epoch: 0286 / 1300	lr: 2.717e-05
+2025-07-02 03:08:34,946 - INFO - Training: cls_zice: 14.199299879074097; reg_zipnll: 47.382771759033204; aux_mae_loss_1: 19.035677642822264; aux_mae_loss_2: 2.7540631532669066; cnt_loss: 2.5686303877830508;
+2025-07-02 03:08:34,947 - INFO - Evaluation:
+Curr mae: 6.7124; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.4689; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0535; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:08:34,947 - INFO - Epoch: 0287 / 1300	lr: 2.631e-05
+2025-07-02 03:09:29,035 - INFO - Training: cls_zice: 13.707745537757873; reg_zipnll: 44.23668130874634; aux_mae_loss_1: 19.10529806137085; aux_mae_loss_2: 2.779156756401062; cnt_loss: 2.6401984238624574;
+2025-07-02 03:09:29,037 - INFO - Evaluation:
+Curr mae: 6.7329; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 11.3233; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0520; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0504;
+
+
+
+2025-07-02 03:09:29,037 - INFO - Epoch: 0288 / 1300	lr: 2.547e-05
+2025-07-02 03:10:23,122 - INFO - Training: cls_zice: 13.678474140167236; reg_zipnll: 43.41346008300781; aux_mae_loss_1: 18.876915206909178; aux_mae_loss_2: 2.7185509467124938; cnt_loss: 2.6054440575838087;
+2025-07-02 03:10:24,959 - INFO - Evaluation:
+Curr mae: 6.4626; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 9.9832; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0503; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0503;
+
+
+
+2025-07-02 03:10:24,959 - INFO - Epoch: 0289 / 1300	lr: 2.464e-05
+2025-07-02 03:11:18,354 - INFO - Training: cls_zice: 14.536292152404785; reg_zipnll: 45.215170555114746; aux_mae_loss_1: 19.44383218765259; aux_mae_loss_2: 2.8130100703239442; cnt_loss: 2.6689642059803007;
+2025-07-02 03:11:18,356 - INFO - Evaluation:
+Curr mae: 6.7806; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.5355; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0547; 	 Best nae: 0.0499; 0.0500; 0.0501; 0.0502; 0.0503;
+
+
+
+2025-07-02 03:11:18,356 - INFO - Epoch: 0290 / 1300	lr: 2.381e-05
+2025-07-02 03:12:12,263 - INFO - Training: cls_zice: 14.114798743724823; reg_zipnll: 43.54279163360596; aux_mae_loss_1: 19.7830770778656; aux_mae_loss_2: 2.8550210928916933; cnt_loss: 2.7305612134933472;
+2025-07-02 03:12:13,782 - INFO - Evaluation:
+Curr mae: 6.2185; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 9.8506; 	 Best rmse: 9.4116; 9.5039; 9.7829; 9.7833; 9.8007;
+Curr nae: 0.0498; 	 Best nae: 0.0498; 0.0499; 0.0500; 0.0501; 0.0502;
+
+
+
+2025-07-02 03:12:13,783 - INFO - Epoch: 0291 / 1300	lr: 2.300e-05
+2025-07-02 03:13:07,463 - INFO - Training: cls_zice: 13.665999636650085; reg_zipnll: 44.591980056762694; aux_mae_loss_1: 19.20552598953247; aux_mae_loss_2: 2.8025669050216675; cnt_loss: 2.345506374835968;
+2025-07-02 03:13:10,030 - INFO - Evaluation:
+Curr mae: 6.2430; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 9.7030; 	 Best rmse: 9.4116; 9.5039; 9.7030; 9.7829; 9.7833;
+Curr nae: 0.0517; 	 Best nae: 0.0498; 0.0499; 0.0500; 0.0501; 0.0502;
+
+
+
+2025-07-02 03:13:10,031 - INFO - Epoch: 0292 / 1300	lr: 2.220e-05
+2025-07-02 03:14:03,486 - INFO - Training: cls_zice: 13.353862092494964; reg_zipnll: 45.550737075805664; aux_mae_loss_1: 19.48741985321045; aux_mae_loss_2: 2.8191977095603944; cnt_loss: 2.4051589131355287;
+2025-07-02 03:14:03,488 - INFO - Evaluation:
+Curr mae: 6.2363; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.0589; 	 Best rmse: 9.4116; 9.5039; 9.7030; 9.7829; 9.7833;
+Curr nae: 0.0506; 	 Best nae: 0.0498; 0.0499; 0.0500; 0.0501; 0.0502;
+
+
+
+2025-07-02 03:14:03,488 - INFO - Epoch: 0293 / 1300	lr: 2.140e-05
+2025-07-02 03:14:57,429 - INFO - Training: cls_zice: 13.186046221256255; reg_zipnll: 46.030913009643555; aux_mae_loss_1: 18.183648796081542; aux_mae_loss_2: 2.5975217628479004; cnt_loss: 2.2600230276584625;
+2025-07-02 03:14:57,431 - INFO - Evaluation:
+Curr mae: 6.3358; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.3370; 	 Best rmse: 9.4116; 9.5039; 9.7030; 9.7829; 9.7833;
+Curr nae: 0.0516; 	 Best nae: 0.0498; 0.0499; 0.0500; 0.0501; 0.0502;
+
+
+
+2025-07-02 03:14:57,431 - INFO - Epoch: 0294 / 1300	lr: 2.062e-05
+2025-07-02 03:15:51,034 - INFO - Training: cls_zice: 12.695475010871887; reg_zipnll: 43.92990234375; aux_mae_loss_1: 18.522224655151366; aux_mae_loss_2: 2.6552974510192873; cnt_loss: 2.325935686826706;
+2025-07-02 03:15:51,035 - INFO - Evaluation:
+Curr mae: 6.5177; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.2851; 	 Best rmse: 9.4116; 9.5039; 9.7030; 9.7829; 9.7833;
+Curr nae: 0.0544; 	 Best nae: 0.0498; 0.0499; 0.0500; 0.0501; 0.0502;
+
+
+
+2025-07-02 03:15:51,035 - INFO - Epoch: 0295 / 1300	lr: 1.985e-05
+2025-07-02 03:16:44,645 - INFO - Training: cls_zice: 11.98384404182434; reg_zipnll: 43.58129850387573; aux_mae_loss_1: 17.23318744659424; aux_mae_loss_2: 2.4926177048683167; cnt_loss: 2.057414472103119;
+2025-07-02 03:16:44,647 - INFO - Evaluation:
+Curr mae: 6.5756; 	 Best mae: 6.0139; 6.0242; 6.0360; 6.1098; 6.1201;
+Curr rmse: 10.2992; 	 Best rmse: 9.4116; 9.5039; 9.7030; 9.7829; 9.7833;
+Curr nae: 0.0531; 	 Best nae: 0.0498; 0.0499; 0.0500; 0.0501; 0.0502;
+
+
+
+2025-07-02 03:16:44,647 - INFO - Epoch: 0296 / 1300	lr: 1.910e-05
+2025-07-02 03:17:38,154 - INFO - Training: cls_zice: 13.67746220588684; reg_zipnll: 43.30412473678589; aux_mae_loss_1: 18.94373475074768; aux_mae_loss_2: 2.6757593321800233; cnt_loss: 2.246730171442032;
+2025-07-02 03:17:43,761 - INFO - Evaluation:
+Curr mae: 6.0330; 	 Best mae: 6.0139; 6.0242; 6.0330; 6.0360; 6.1098;
+Curr rmse: 9.5676; 	 Best rmse: 9.4116; 9.5039; 9.5676; 9.7030; 9.7829;
+Curr nae: 0.0500; 	 Best nae: 0.0498; 0.0499; 0.0500; 0.0500; 0.0501;
+
+
+
+2025-07-02 03:17:43,761 - INFO - Epoch: 0297 / 1300	lr: 1.835e-05
+2025-07-02 03:18:37,287 - INFO - Training: cls_zice: 13.137526154518127; reg_zipnll: 45.043992366790775; aux_mae_loss_1: 18.393049049377442; aux_mae_loss_2: 2.6442112565040587; cnt_loss: 2.42692556142807;
+2025-07-02 03:18:37,288 - INFO - Evaluation:
+Curr mae: 6.1941; 	 Best mae: 6.0139; 6.0242; 6.0330; 6.0360; 6.1098;
+Curr rmse: 10.0516; 	 Best rmse: 9.4116; 9.5039; 9.5676; 9.7030; 9.7829;
+Curr nae: 0.0502; 	 Best nae: 0.0498; 0.0499; 0.0500; 0.0500; 0.0501;
+
+
+
+2025-07-02 03:18:37,288 - INFO - Epoch: 0298 / 1300	lr: 1.762e-05
+2025-07-02 03:19:31,147 - INFO - Training: cls_zice: 12.269834146499633; reg_zipnll: 43.53718032836914; aux_mae_loss_1: 17.26470973968506; aux_mae_loss_2: 2.488436584472656; cnt_loss: 2.198404746055603;
+2025-07-02 03:19:34,479 - INFO - Evaluation:
+Curr mae: 5.8685; 	 Best mae: 5.8685; 6.0139; 6.0242; 6.0330; 6.0360;
+Curr rmse: 9.4263; 	 Best rmse: 9.4116; 9.4263; 9.5039; 9.5676; 9.7030;
+Curr nae: 0.0501; 	 Best nae: 0.0498; 0.0499; 0.0500; 0.0500; 0.0501;
+
+
+
+2025-07-02 03:19:34,480 - INFO - Epoch: 0299 / 1300	lr: 1.690e-05
+2025-07-02 03:20:28,321 - INFO - Training: cls_zice: 13.428350901603698; reg_zipnll: 44.240328521728514; aux_mae_loss_1: 18.453436794281007; aux_mae_loss_2: 2.621699311733246; cnt_loss: 2.2504017746448515;
+2025-07-02 03:20:34,708 - INFO - Evaluation:
+Curr mae: 5.8591; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.2189; 	 Best rmse: 9.2189; 9.4116; 9.4263; 9.5039; 9.5676;
+Curr nae: 0.0495; 	 Best nae: 0.0495; 0.0498; 0.0499; 0.0500; 0.0500;
+
+
+
+2025-07-02 03:20:34,708 - INFO - Epoch: 0300 / 1300	lr: 1.619e-05
+2025-07-02 03:21:28,577 - INFO - Training: cls_zice: 13.854668419361115; reg_zipnll: 43.369840717315675; aux_mae_loss_1: 18.890862226486206; aux_mae_loss_2: 2.7532858657836914; cnt_loss: 2.5220031929016113;
+2025-07-02 03:21:30,373 - INFO - Evaluation:
+Curr mae: 6.0635; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.2933; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0495; 0.0498; 0.0499; 0.0500; 0.0500;
+
+
+
+2025-07-02 03:21:35,747 - INFO - Epoch: 0301 / 1300	lr: 1.550e-05
+2025-07-02 03:22:29,750 - INFO - Training: cls_zice: 14.445229091644286; reg_zipnll: 44.03490728378296; aux_mae_loss_1: 19.340872325897216; aux_mae_loss_2: 2.809990737438202; cnt_loss: 2.341545052528381;
+2025-07-02 03:22:29,751 - INFO - Evaluation:
+Curr mae: 6.2164; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9972; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0495; 0.0498; 0.0499; 0.0500; 0.0500;
+
+
+
+2025-07-02 03:22:29,752 - INFO - Epoch: 0302 / 1300	lr: 1.482e-05
+2025-07-02 03:23:23,990 - INFO - Training: cls_zice: 13.279644718170166; reg_zipnll: 43.21368118286133; aux_mae_loss_1: 17.979799842834474; aux_mae_loss_2: 2.589606444835663; cnt_loss: 2.3064960837364197;
+2025-07-02 03:23:23,991 - INFO - Evaluation:
+Curr mae: 6.4723; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.5144; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0510; 	 Best nae: 0.0495; 0.0498; 0.0499; 0.0500; 0.0500;
+
+
+
+2025-07-02 03:23:23,991 - INFO - Epoch: 0303 / 1300	lr: 1.415e-05
+2025-07-02 03:24:17,450 - INFO - Training: cls_zice: 12.475883269309998; reg_zipnll: 44.82552351951599; aux_mae_loss_1: 17.393134078979493; aux_mae_loss_2: 2.4544680762290954; cnt_loss: 1.9204589247703552;
+2025-07-02 03:24:17,451 - INFO - Evaluation:
+Curr mae: 6.2351; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0732; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0506; 	 Best nae: 0.0495; 0.0498; 0.0499; 0.0500; 0.0500;
+
+
+
+2025-07-02 03:24:17,452 - INFO - Epoch: 0304 / 1300	lr: 1.350e-05
+2025-07-02 03:25:11,380 - INFO - Training: cls_zice: 12.481518692970276; reg_zipnll: 43.100550155639645; aux_mae_loss_1: 17.710775365829466; aux_mae_loss_2: 2.531869604587555; cnt_loss: 2.081269451379776;
+2025-07-02 03:25:12,937 - INFO - Evaluation:
+Curr mae: 6.1738; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0105; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0494; 	 Best nae: 0.0494; 0.0495; 0.0498; 0.0499; 0.0500;
+
+
+
+2025-07-02 03:25:12,938 - INFO - Epoch: 0305 / 1300	lr: 1.286e-05
+2025-07-02 03:26:06,606 - INFO - Training: cls_zice: 13.06911172389984; reg_zipnll: 43.68891845703125; aux_mae_loss_1: 18.120118465423584; aux_mae_loss_2: 2.557426066398621; cnt_loss: 2.034687343239784;
+2025-07-02 03:26:07,874 - INFO - Evaluation:
+Curr mae: 6.1582; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.7504; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0496; 	 Best nae: 0.0494; 0.0495; 0.0496; 0.0498; 0.0499;
+
+
+
+2025-07-02 03:26:07,874 - INFO - Epoch: 0306 / 1300	lr: 1.224e-05
+2025-07-02 03:27:01,465 - INFO - Training: cls_zice: 12.969063277244567; reg_zipnll: 43.4018239402771; aux_mae_loss_1: 17.994035682678224; aux_mae_loss_2: 2.5733970332145693; cnt_loss: 1.948819843530655;
+2025-07-02 03:27:01,467 - INFO - Evaluation:
+Curr mae: 6.1529; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.8945; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0502; 	 Best nae: 0.0494; 0.0495; 0.0496; 0.0498; 0.0499;
+
+
+
+2025-07-02 03:27:01,467 - INFO - Epoch: 0307 / 1300	lr: 1.163e-05
+2025-07-02 03:27:54,885 - INFO - Training: cls_zice: 12.77082136631012; reg_zipnll: 40.94599018096924; aux_mae_loss_1: 17.585002603530885; aux_mae_loss_2: 2.5571201395988465; cnt_loss: 2.0236425304412844;
+2025-07-02 03:27:54,887 - INFO - Evaluation:
+Curr mae: 6.2897; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0836; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0513; 	 Best nae: 0.0494; 0.0495; 0.0496; 0.0498; 0.0499;
+
+
+
+2025-07-02 03:27:54,887 - INFO - Epoch: 0308 / 1300	lr: 1.103e-05
+2025-07-02 03:28:48,939 - INFO - Training: cls_zice: 12.282060055732726; reg_zipnll: 42.70487674713135; aux_mae_loss_1: 16.97639554977417; aux_mae_loss_2: 2.445830239057541; cnt_loss: 1.722095240354538;
+2025-07-02 03:28:48,941 - INFO - Evaluation:
+Curr mae: 6.2271; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0419; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0500; 	 Best nae: 0.0494; 0.0495; 0.0496; 0.0498; 0.0499;
+
+
+
+2025-07-02 03:28:48,941 - INFO - Epoch: 0309 / 1300	lr: 1.045e-05
+2025-07-02 03:29:42,865 - INFO - Training: cls_zice: 11.808754367828369; reg_zipnll: 45.39260662078858; aux_mae_loss_1: 16.722479429244995; aux_mae_loss_2: 2.3675016808509826; cnt_loss: 1.9312896287441255;
+2025-07-02 03:29:42,866 - INFO - Evaluation:
+Curr mae: 6.4213; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.4752; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0510; 	 Best nae: 0.0494; 0.0495; 0.0496; 0.0498; 0.0499;
+
+
+
+2025-07-02 03:29:42,866 - INFO - Epoch: 0310 / 1300	lr: 9.890e-06
+2025-07-02 03:30:37,018 - INFO - Training: cls_zice: 13.164165103435517; reg_zipnll: 45.45397632598877; aux_mae_loss_1: 17.713354291915895; aux_mae_loss_2: 2.511776171922684; cnt_loss: 1.733379989862442;
+2025-07-02 03:30:37,020 - INFO - Evaluation:
+Curr mae: 6.2426; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.2569; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0502; 	 Best nae: 0.0494; 0.0495; 0.0496; 0.0498; 0.0499;
+
+
+
+2025-07-02 03:30:37,020 - INFO - Epoch: 0311 / 1300	lr: 9.342e-06
+2025-07-02 03:31:30,923 - INFO - Training: cls_zice: 11.636865520477295; reg_zipnll: 44.90407470703125; aux_mae_loss_1: 16.688459711074827; aux_mae_loss_2: 2.358150534629822; cnt_loss: 1.7460726618766784;
+2025-07-02 03:31:32,701 - INFO - Evaluation:
+Curr mae: 6.2119; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0742; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0491; 	 Best nae: 0.0491; 0.0494; 0.0495; 0.0496; 0.0498;
+
+
+
+2025-07-02 03:31:32,702 - INFO - Epoch: 0312 / 1300	lr: 8.810e-06
+2025-07-02 03:32:26,286 - INFO - Training: cls_zice: 12.026306393146514; reg_zipnll: 43.415619430541994; aux_mae_loss_1: 17.13612840652466; aux_mae_loss_2: 2.4496795988082884; cnt_loss: 1.9661557471752167;
+2025-07-02 03:32:28,921 - INFO - Evaluation:
+Curr mae: 6.1680; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.2376; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0486; 	 Best nae: 0.0486; 0.0491; 0.0494; 0.0495; 0.0496;
+
+
+
+2025-07-02 03:32:28,921 - INFO - Epoch: 0313 / 1300	lr: 8.294e-06
+2025-07-02 03:33:22,840 - INFO - Training: cls_zice: 12.755459423065185; reg_zipnll: 45.17599472045899; aux_mae_loss_1: 17.236195259094238; aux_mae_loss_2: 2.463808813095093; cnt_loss: 2.0347188544273376;
+2025-07-02 03:33:24,815 - INFO - Evaluation:
+Curr mae: 6.0873; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.8916; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0493; 	 Best nae: 0.0486; 0.0491; 0.0493; 0.0494; 0.0495;
+
+
+
+2025-07-02 03:33:24,815 - INFO - Epoch: 0314 / 1300	lr: 7.795e-06
+2025-07-02 03:34:18,711 - INFO - Training: cls_zice: 12.15015807390213; reg_zipnll: 40.925732460021976; aux_mae_loss_1: 16.898808822631835; aux_mae_loss_2: 2.4329866111278533; cnt_loss: 1.888118451833725;
+2025-07-02 03:34:20,302 - INFO - Evaluation:
+Curr mae: 6.1311; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0258; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0491; 	 Best nae: 0.0486; 0.0491; 0.0491; 0.0493; 0.0494;
+
+
+
+2025-07-02 03:34:20,303 - INFO - Epoch: 0315 / 1300	lr: 7.311e-06
+2025-07-02 03:35:14,424 - INFO - Training: cls_zice: 11.913451898097993; reg_zipnll: 45.505812377929686; aux_mae_loss_1: 17.110657348632813; aux_mae_loss_2: 2.4073460340499877; cnt_loss: 1.7961384505033493;
+2025-07-02 03:35:14,426 - INFO - Evaluation:
+Curr mae: 6.2381; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.1234; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0504; 	 Best nae: 0.0486; 0.0491; 0.0491; 0.0493; 0.0494;
+
+
+
+2025-07-02 03:35:14,426 - INFO - Epoch: 0316 / 1300	lr: 6.845e-06
+2025-07-02 03:36:08,312 - INFO - Training: cls_zice: 12.327950949668883; reg_zipnll: 41.28978057861328; aux_mae_loss_1: 17.441935119628905; aux_mae_loss_2: 2.4964818251132965; cnt_loss: 1.8518776524066924;
+2025-07-02 03:36:10,103 - INFO - Evaluation:
+Curr mae: 6.1430; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.8408; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0493; 	 Best nae: 0.0486; 0.0491; 0.0491; 0.0493; 0.0493;
+
+
+
+2025-07-02 03:36:10,104 - INFO - Epoch: 0317 / 1300	lr: 6.395e-06
+2025-07-02 03:37:03,931 - INFO - Training: cls_zice: 12.295699481964112; reg_zipnll: 42.664295501708985; aux_mae_loss_1: 16.858716163635254; aux_mae_loss_2: 2.381696708202362; cnt_loss: 1.8637704920768738;
+2025-07-02 03:37:03,932 - INFO - Evaluation:
+Curr mae: 6.2239; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.1180; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0496; 	 Best nae: 0.0486; 0.0491; 0.0491; 0.0493; 0.0493;
+
+
+
+2025-07-02 03:37:03,932 - INFO - Epoch: 0318 / 1300	lr: 5.962e-06
+2025-07-02 03:37:57,434 - INFO - Training: cls_zice: 12.590570743083953; reg_zipnll: 42.171300659179686; aux_mae_loss_1: 17.306088943481445; aux_mae_loss_2: 2.4853161215782165; cnt_loss: 1.9715515196323394;
+2025-07-02 03:37:57,436 - INFO - Evaluation:
+Curr mae: 6.2581; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.3568; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0495; 	 Best nae: 0.0486; 0.0491; 0.0491; 0.0493; 0.0493;
+
+
+
+2025-07-02 03:37:57,436 - INFO - Epoch: 0319 / 1300	lr: 5.547e-06
+2025-07-02 03:38:51,467 - INFO - Training: cls_zice: 13.167556777000428; reg_zipnll: 43.39509658813476; aux_mae_loss_1: 16.961620473861693; aux_mae_loss_2: 2.4095819664001463; cnt_loss: 1.8105497169494629;
+2025-07-02 03:38:51,469 - INFO - Evaluation:
+Curr mae: 6.2929; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.3835; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0500; 	 Best nae: 0.0486; 0.0491; 0.0491; 0.0493; 0.0493;
+
+
+
+2025-07-02 03:38:51,469 - INFO - Epoch: 0320 / 1300	lr: 5.149e-06
+2025-07-02 03:39:45,285 - INFO - Training: cls_zice: 12.579075872898102; reg_zipnll: 40.46197011947632; aux_mae_loss_1: 17.38508481025696; aux_mae_loss_2: 2.49489333152771; cnt_loss: 1.9849755728244782;
+2025-07-02 03:39:45,287 - INFO - Evaluation:
+Curr mae: 6.1971; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0198; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0504; 	 Best nae: 0.0486; 0.0491; 0.0491; 0.0493; 0.0493;
+
+
+
+2025-07-02 03:39:45,287 - INFO - Epoch: 0321 / 1300	lr: 4.768e-06
+2025-07-02 03:40:38,801 - INFO - Training: cls_zice: 13.249691290855408; reg_zipnll: 44.895842475891115; aux_mae_loss_1: 17.554639415740965; aux_mae_loss_2: 2.52563099861145; cnt_loss: 1.7731009376049043;
+2025-07-02 03:40:38,802 - INFO - Evaluation:
+Curr mae: 6.2968; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.1497; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0501; 	 Best nae: 0.0486; 0.0491; 0.0491; 0.0493; 0.0493;
+
+
+
+2025-07-02 03:40:38,803 - INFO - Epoch: 0322 / 1300	lr: 4.405e-06
+2025-07-02 03:41:33,377 - INFO - Training: cls_zice: 13.021014685630798; reg_zipnll: 43.34001245498657; aux_mae_loss_1: 17.825408849716187; aux_mae_loss_2: 2.5065317153930664; cnt_loss: 1.889490033388138;
+2025-07-02 03:41:35,120 - INFO - Evaluation:
+Curr mae: 6.2113; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.1342; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0486; 	 Best nae: 0.0486; 0.0486; 0.0491; 0.0491; 0.0493;
+
+
+
+2025-07-02 03:41:35,121 - INFO - Epoch: 0323 / 1300	lr: 4.060e-06
+2025-07-02 03:42:28,979 - INFO - Training: cls_zice: 12.864295952320099; reg_zipnll: 44.023468313217165; aux_mae_loss_1: 17.481191568374634; aux_mae_loss_2: 2.4719430088996885; cnt_loss: 1.8682219290733337;
+2025-07-02 03:42:30,903 - INFO - Evaluation:
+Curr mae: 6.2013; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0543; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0492; 	 Best nae: 0.0486; 0.0486; 0.0491; 0.0491; 0.0492;
+
+
+
+2025-07-02 03:42:30,903 - INFO - Epoch: 0324 / 1300	lr: 3.732e-06
+2025-07-02 03:43:25,152 - INFO - Training: cls_zice: 13.48321127653122; reg_zipnll: 42.934064350128175; aux_mae_loss_1: 18.424789552688598; aux_mae_loss_2: 2.6446977424621583; cnt_loss: 2.0121878778934477;
+2025-07-02 03:43:27,035 - INFO - Evaluation:
+Curr mae: 6.0968; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9832; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0488; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0491; 0.0491;
+
+
+
+2025-07-02 03:43:27,035 - INFO - Epoch: 0325 / 1300	lr: 3.423e-06
+2025-07-02 03:44:20,668 - INFO - Training: cls_zice: 13.25620719909668; reg_zipnll: 43.65085737228394; aux_mae_loss_1: 17.566024827957154; aux_mae_loss_2: 2.4681455767154694; cnt_loss: 1.6795077395439149;
+2025-07-02 03:44:22,789 - INFO - Evaluation:
+Curr mae: 6.1412; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9269; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0488; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:44:22,789 - INFO - Epoch: 0326 / 1300	lr: 3.131e-06
+2025-07-02 03:45:16,239 - INFO - Training: cls_zice: 12.035906624794006; reg_zipnll: 42.58109273910522; aux_mae_loss_1: 17.109774131774902; aux_mae_loss_2: 2.4662884521484374; cnt_loss: 1.5928389477729796;
+2025-07-02 03:45:16,240 - INFO - Evaluation:
+Curr mae: 6.1601; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9764; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0493; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:45:16,240 - INFO - Epoch: 0327 / 1300	lr: 2.858e-06
+2025-07-02 03:46:10,135 - INFO - Training: cls_zice: 12.707767624855041; reg_zipnll: 42.736531047821046; aux_mae_loss_1: 16.776686811447142; aux_mae_loss_2: 2.373941233158112; cnt_loss: 1.7981432509422302;
+2025-07-02 03:46:10,136 - INFO - Evaluation:
+Curr mae: 6.2462; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.1466; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0499; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:46:10,137 - INFO - Epoch: 0328 / 1300	lr: 2.604e-06
+2025-07-02 03:47:04,130 - INFO - Training: cls_zice: 12.148594162464143; reg_zipnll: 42.86095802307129; aux_mae_loss_1: 16.77651470184326; aux_mae_loss_2: 2.3523847365379336; cnt_loss: 1.8230469775199891;
+2025-07-02 03:47:04,131 - INFO - Evaluation:
+Curr mae: 6.2564; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.1261; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0500; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:47:04,131 - INFO - Epoch: 0329 / 1300	lr: 2.368e-06
+2025-07-02 03:47:57,975 - INFO - Training: cls_zice: 11.921375238895417; reg_zipnll: 42.91878440856934; aux_mae_loss_1: 16.88028516769409; aux_mae_loss_2: 2.4403895139694214; cnt_loss: 1.877269344329834;
+2025-07-02 03:47:57,976 - INFO - Evaluation:
+Curr mae: 6.2360; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0160; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0502; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:47:57,976 - INFO - Epoch: 0330 / 1300	lr: 2.150e-06
+2025-07-02 03:48:51,726 - INFO - Training: cls_zice: 13.376532225608825; reg_zipnll: 41.76049705505371; aux_mae_loss_1: 17.434225578308105; aux_mae_loss_2: 2.4841514348983766; cnt_loss: 1.7360180985927582;
+2025-07-02 03:48:51,727 - INFO - Evaluation:
+Curr mae: 6.1974; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9902; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0495; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:48:51,727 - INFO - Epoch: 0331 / 1300	lr: 1.951e-06
+2025-07-02 03:49:45,141 - INFO - Training: cls_zice: 12.225568492412567; reg_zipnll: 46.199341011047366; aux_mae_loss_1: 16.974243888854982; aux_mae_loss_2: 2.444892132282257; cnt_loss: 1.7864233422279359;
+2025-07-02 03:49:45,142 - INFO - Evaluation:
+Curr mae: 6.2213; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0784; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0502; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:49:45,142 - INFO - Epoch: 0332 / 1300	lr: 1.771e-06
+2025-07-02 03:50:39,023 - INFO - Training: cls_zice: 12.803031759262085; reg_zipnll: 44.19015369415283; aux_mae_loss_1: 17.3112193107605; aux_mae_loss_2: 2.4461658501625063; cnt_loss: 1.821388041973114;
+2025-07-02 03:50:39,025 - INFO - Evaluation:
+Curr mae: 6.3054; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.2386; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0503; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:50:39,025 - INFO - Epoch: 0333 / 1300	lr: 1.609e-06
+2025-07-02 03:51:33,553 - INFO - Training: cls_zice: 12.319953451156616; reg_zipnll: 42.73444393157959; aux_mae_loss_1: 17.082875070571898; aux_mae_loss_2: 2.408777207136154; cnt_loss: 1.8269234478473664;
+2025-07-02 03:51:33,554 - INFO - Evaluation:
+Curr mae: 6.1982; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0329; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0499; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:51:33,555 - INFO - Epoch: 0334 / 1300	lr: 1.467e-06
+2025-07-02 03:52:27,387 - INFO - Training: cls_zice: 13.387836487293244; reg_zipnll: 43.72763023376465; aux_mae_loss_1: 18.109080066680907; aux_mae_loss_2: 2.57707013130188; cnt_loss: 1.8027832424640655;
+2025-07-02 03:52:27,388 - INFO - Evaluation:
+Curr mae: 6.2157; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9863; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0499; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:52:27,388 - INFO - Epoch: 0335 / 1300	lr: 1.343e-06
+2025-07-02 03:53:21,190 - INFO - Training: cls_zice: 12.38408185005188; reg_zipnll: 43.50070442199707; aux_mae_loss_1: 17.273989906311034; aux_mae_loss_2: 2.4715696597099304; cnt_loss: 1.5405111038684844;
+2025-07-02 03:53:21,192 - INFO - Evaluation:
+Curr mae: 6.1679; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9905; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0494; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:53:21,192 - INFO - Epoch: 0336 / 1300	lr: 1.238e-06
+2025-07-02 03:54:14,872 - INFO - Training: cls_zice: 12.459282641410828; reg_zipnll: 43.22886323928833; aux_mae_loss_1: 16.855882949829102; aux_mae_loss_2: 2.363682565689087; cnt_loss: 1.603007345199585;
+2025-07-02 03:54:14,873 - INFO - Evaluation:
+Curr mae: 6.1677; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9595; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0494; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:54:14,873 - INFO - Epoch: 0337 / 1300	lr: 1.153e-06
+2025-07-02 03:55:08,834 - INFO - Training: cls_zice: 11.589860217571259; reg_zipnll: 42.80142204284668; aux_mae_loss_1: 16.704463720321655; aux_mae_loss_2: 2.382784357070923; cnt_loss: 1.788808709383011;
+2025-07-02 03:55:08,835 - INFO - Evaluation:
+Curr mae: 6.1582; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9972; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0494; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:55:08,835 - INFO - Epoch: 0338 / 1300	lr: 1.086e-06
+2025-07-02 03:56:02,780 - INFO - Training: cls_zice: 12.968391971588135; reg_zipnll: 43.471129722595215; aux_mae_loss_1: 17.28592321395874; aux_mae_loss_2: 2.4622072529792787; cnt_loss: 1.6665951722860337;
+2025-07-02 03:56:02,781 - INFO - Evaluation:
+Curr mae: 6.2129; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0000; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0495; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:56:02,781 - INFO - Epoch: 0339 / 1300	lr: 1.038e-06
+2025-07-02 03:56:56,547 - INFO - Training: cls_zice: 11.751774530410767; reg_zipnll: 41.827391471862796; aux_mae_loss_1: 16.408140449523927; aux_mae_loss_2: 2.3140753602981565; cnt_loss: 1.7306741952896119;
+2025-07-02 03:56:56,548 - INFO - Evaluation:
+Curr mae: 6.1876; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9840; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0498; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:56:56,548 - INFO - Epoch: 0340 / 1300	lr: 1.010e-06
+2025-07-02 03:57:50,049 - INFO - Training: cls_zice: 12.00620313167572; reg_zipnll: 44.59164546966553; aux_mae_loss_1: 16.69474708557129; aux_mae_loss_2: 2.3313259649276734; cnt_loss: 1.6271830558776856;
+2025-07-02 03:57:50,050 - INFO - Evaluation:
+Curr mae: 6.2265; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9809; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0498; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:57:50,051 - INFO - Epoch: 0341 / 1300	lr: 1.000e-04
+2025-07-02 03:58:43,704 - INFO - Training: cls_zice: 14.90548044681549; reg_zipnll: 46.79368616104126; aux_mae_loss_1: 20.04064178466797; aux_mae_loss_2: 2.9600605964660645; cnt_loss: 3.461738328933716;
+2025-07-02 03:58:43,706 - INFO - Evaluation:
+Curr mae: 8.5658; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1974; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0764; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:58:43,706 - INFO - Epoch: 0342 / 1300	lr: 1.000e-04
+2025-07-02 03:59:37,582 - INFO - Training: cls_zice: 14.506067194938659; reg_zipnll: 47.29099933624268; aux_mae_loss_1: 20.681200675964355; aux_mae_loss_2: 3.1690097069740295; cnt_loss: 4.472406735420227;
+2025-07-02 03:59:37,583 - INFO - Evaluation:
+Curr mae: 7.1090; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3967; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0625; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 03:59:37,583 - INFO - Epoch: 0343 / 1300	lr: 9.999e-05
+2025-07-02 04:00:31,175 - INFO - Training: cls_zice: 15.869264931678773; reg_zipnll: 50.68311878204346; aux_mae_loss_1: 21.508013706207276; aux_mae_loss_2: 3.2883701634407045; cnt_loss: 4.186222939491272;
+2025-07-02 04:00:31,176 - INFO - Evaluation:
+Curr mae: 9.7274; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.2445; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0853; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:00:31,177 - INFO - Epoch: 0344 / 1300	lr: 9.998e-05
+2025-07-02 04:01:25,026 - INFO - Training: cls_zice: 16.835877304077147; reg_zipnll: 46.97571041107178; aux_mae_loss_1: 22.92229175567627; aux_mae_loss_2: 3.4816988468170167; cnt_loss: 4.35018725156784;
+2025-07-02 04:01:25,027 - INFO - Evaluation:
+Curr mae: 8.0773; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.6220; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0657; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:01:25,027 - INFO - Epoch: 0345 / 1300	lr: 9.996e-05
+2025-07-02 04:02:19,106 - INFO - Training: cls_zice: 15.64490068435669; reg_zipnll: 48.351097946166995; aux_mae_loss_1: 22.253486576080324; aux_mae_loss_2: 3.381766984462738; cnt_loss: 4.604249415397644;
+2025-07-02 04:02:19,107 - INFO - Evaluation:
+Curr mae: 6.7748; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1378; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:02:19,107 - INFO - Epoch: 0346 / 1300	lr: 9.994e-05
+2025-07-02 04:03:13,293 - INFO - Training: cls_zice: 15.680609302520752; reg_zipnll: 50.654106636047366; aux_mae_loss_1: 22.395051708221434; aux_mae_loss_2: 3.5620016074180603; cnt_loss: 5.264643371105194;
+2025-07-02 04:03:13,294 - INFO - Evaluation:
+Curr mae: 7.7502; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3721; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0741; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:03:13,294 - INFO - Epoch: 0347 / 1300	lr: 9.991e-05
+2025-07-02 04:04:07,575 - INFO - Training: cls_zice: 16.199949274063112; reg_zipnll: 49.53859031677246; aux_mae_loss_1: 22.301535568237306; aux_mae_loss_2: 3.3521344113349913; cnt_loss: 4.313309161663056;
+2025-07-02 04:04:07,576 - INFO - Evaluation:
+Curr mae: 7.7007; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5782; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0662; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:04:07,576 - INFO - Epoch: 0348 / 1300	lr: 9.988e-05
+2025-07-02 04:05:01,333 - INFO - Training: cls_zice: 15.106992721557617; reg_zipnll: 49.14943553924561; aux_mae_loss_1: 22.222245464324953; aux_mae_loss_2: 3.3680892968177796; cnt_loss: 4.174818515777588;
+2025-07-02 04:05:01,334 - INFO - Evaluation:
+Curr mae: 9.1422; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.5095; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0720; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:05:01,334 - INFO - Epoch: 0349 / 1300	lr: 9.985e-05
+2025-07-02 04:05:55,171 - INFO - Training: cls_zice: 15.86262269973755; reg_zipnll: 47.675260124206545; aux_mae_loss_1: 22.39946844100952; aux_mae_loss_2: 3.543362724781036; cnt_loss: 5.266365287303924;
+2025-07-02 04:05:55,173 - INFO - Evaluation:
+Curr mae: 7.0178; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5058; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:05:55,173 - INFO - Epoch: 0350 / 1300	lr: 9.981e-05
+2025-07-02 04:06:48,917 - INFO - Training: cls_zice: 15.459324937462807; reg_zipnll: 50.081654472351076; aux_mae_loss_1: 22.28130668640137; aux_mae_loss_2: 3.4796324729919434; cnt_loss: 4.994597449302673;
+2025-07-02 04:06:48,918 - INFO - Evaluation:
+Curr mae: 7.7683; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9980; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0657; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:06:55,061 - INFO - Epoch: 0351 / 1300	lr: 9.976e-05
+2025-07-02 04:07:48,872 - INFO - Training: cls_zice: 15.849695301055908; reg_zipnll: 49.54169376373291; aux_mae_loss_1: 22.221009826660158; aux_mae_loss_2: 3.5063827538490298; cnt_loss: 6.045013180971146;
+2025-07-02 04:07:48,873 - INFO - Evaluation:
+Curr mae: 7.2119; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7820; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0606; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:07:48,873 - INFO - Epoch: 0352 / 1300	lr: 9.971e-05
+2025-07-02 04:08:42,500 - INFO - Training: cls_zice: 15.783176455497742; reg_zipnll: 49.14678726196289; aux_mae_loss_1: 22.81236852645874; aux_mae_loss_2: 3.5184709215164185; cnt_loss: 4.333790853023529;
+2025-07-02 04:08:42,501 - INFO - Evaluation:
+Curr mae: 7.9195; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9705; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0654; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:08:42,502 - INFO - Epoch: 0353 / 1300	lr: 9.966e-05
+2025-07-02 04:09:35,797 - INFO - Training: cls_zice: 14.740681023597718; reg_zipnll: 49.577329025268554; aux_mae_loss_1: 21.929878025054933; aux_mae_loss_2: 3.3690834069252014; cnt_loss: 4.679593625068665;
+2025-07-02 04:09:35,798 - INFO - Evaluation:
+Curr mae: 8.5048; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.6814; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0736; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:09:35,799 - INFO - Epoch: 0354 / 1300	lr: 9.960e-05
+2025-07-02 04:10:29,932 - INFO - Training: cls_zice: 14.821819489002229; reg_zipnll: 46.21365394592285; aux_mae_loss_1: 20.58847137451172; aux_mae_loss_2: 3.1184994173049927; cnt_loss: 3.8190209341049193;
+2025-07-02 04:10:29,933 - INFO - Evaluation:
+Curr mae: 6.7969; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.3433; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:10:29,933 - INFO - Epoch: 0355 / 1300	lr: 9.953e-05
+2025-07-02 04:11:23,624 - INFO - Training: cls_zice: 16.197825663089752; reg_zipnll: 47.25542030334473; aux_mae_loss_1: 22.5153395652771; aux_mae_loss_2: 3.426157441139221; cnt_loss: 4.869682874679565;
+2025-07-02 04:11:23,625 - INFO - Evaluation:
+Curr mae: 7.8329; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4516; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0643; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:11:23,625 - INFO - Epoch: 0356 / 1300	lr: 9.946e-05
+2025-07-02 04:12:17,542 - INFO - Training: cls_zice: 16.03352626800537; reg_zipnll: 48.88826826095581; aux_mae_loss_1: 22.785100688934325; aux_mae_loss_2: 3.389734220504761; cnt_loss: 4.252748963832855;
+2025-07-02 04:12:17,544 - INFO - Evaluation:
+Curr mae: 7.8958; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5251; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0621; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:12:17,544 - INFO - Epoch: 0357 / 1300	lr: 9.939e-05
+2025-07-02 04:13:11,211 - INFO - Training: cls_zice: 15.286041135787963; reg_zipnll: 47.73747859954834; aux_mae_loss_1: 22.382786369323732; aux_mae_loss_2: 3.3994883823394777; cnt_loss: 4.026387119293213;
+2025-07-02 04:13:11,212 - INFO - Evaluation:
+Curr mae: 7.0347; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.6702; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:13:11,212 - INFO - Epoch: 0358 / 1300	lr: 9.931e-05
+2025-07-02 04:14:05,669 - INFO - Training: cls_zice: 15.058093626499176; reg_zipnll: 46.31121913909912; aux_mae_loss_1: 21.363237895965575; aux_mae_loss_2: 3.1418854856491087; cnt_loss: 3.8345653367042543;
+2025-07-02 04:14:05,670 - INFO - Evaluation:
+Curr mae: 6.9445; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0912; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0568; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:14:05,670 - INFO - Epoch: 0359 / 1300	lr: 9.923e-05
+2025-07-02 04:14:59,237 - INFO - Training: cls_zice: 15.954741048812867; reg_zipnll: 48.149695281982424; aux_mae_loss_1: 22.52565046310425; aux_mae_loss_2: 3.4465021109580993; cnt_loss: 4.240342192649841;
+2025-07-02 04:14:59,238 - INFO - Evaluation:
+Curr mae: 7.0779; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7352; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0564; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:14:59,238 - INFO - Epoch: 0360 / 1300	lr: 9.914e-05
+2025-07-02 04:15:52,962 - INFO - Training: cls_zice: 15.703017239570618; reg_zipnll: 47.7260213470459; aux_mae_loss_1: 21.62946563720703; aux_mae_loss_2: 3.279083731174469; cnt_loss: 4.462060000896454;
+2025-07-02 04:15:52,963 - INFO - Evaluation:
+Curr mae: 7.2261; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8133; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0576; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:15:52,963 - INFO - Epoch: 0361 / 1300	lr: 9.905e-05
+2025-07-02 04:16:46,896 - INFO - Training: cls_zice: 15.973341393470765; reg_zipnll: 48.48136512756348; aux_mae_loss_1: 22.006815242767335; aux_mae_loss_2: 3.354458301067352; cnt_loss: 4.68237487077713;
+2025-07-02 04:16:46,897 - INFO - Evaluation:
+Curr mae: 8.6422; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.6528; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0668; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:16:46,897 - INFO - Epoch: 0362 / 1300	lr: 9.895e-05
+2025-07-02 04:17:40,712 - INFO - Training: cls_zice: 15.744095220565796; reg_zipnll: 49.40938892364502; aux_mae_loss_1: 22.674406909942626; aux_mae_loss_2: 3.393620889186859; cnt_loss: 4.25565682888031;
+2025-07-02 04:17:40,714 - INFO - Evaluation:
+Curr mae: 6.8085; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7131; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:17:40,714 - INFO - Epoch: 0363 / 1300	lr: 9.885e-05
+2025-07-02 04:18:34,551 - INFO - Training: cls_zice: 14.991557731628419; reg_zipnll: 46.20559728622437; aux_mae_loss_1: 21.460639085769653; aux_mae_loss_2: 3.306074140071869; cnt_loss: 4.231189321279526;
+2025-07-02 04:18:34,552 - INFO - Evaluation:
+Curr mae: 7.6874; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5196; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0703; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:18:34,553 - INFO - Epoch: 0364 / 1300	lr: 9.874e-05
+2025-07-02 04:19:28,528 - INFO - Training: cls_zice: 14.084975471496582; reg_zipnll: 47.49253593444824; aux_mae_loss_1: 21.1522540473938; aux_mae_loss_2: 3.1643295311927795; cnt_loss: 3.6676946902275085;
+2025-07-02 04:19:28,529 - INFO - Evaluation:
+Curr mae: 6.8513; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.6911; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0597; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:19:28,529 - INFO - Epoch: 0365 / 1300	lr: 9.863e-05
+2025-07-02 04:20:22,138 - INFO - Training: cls_zice: 14.597635097503662; reg_zipnll: 48.657432861328125; aux_mae_loss_1: 20.851968212127687; aux_mae_loss_2: 3.1520040249824524; cnt_loss: 4.469938471317291;
+2025-07-02 04:20:22,139 - INFO - Evaluation:
+Curr mae: 7.5678; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5875; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0601; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:20:22,139 - INFO - Epoch: 0366 / 1300	lr: 9.852e-05
+2025-07-02 04:21:15,833 - INFO - Training: cls_zice: 14.282357912063599; reg_zipnll: 46.91898506164551; aux_mae_loss_1: 20.80982452392578; aux_mae_loss_2: 3.1735639476776125; cnt_loss: 3.4561206221580507;
+2025-07-02 04:21:15,834 - INFO - Evaluation:
+Curr mae: 7.8077; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2186; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0628; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:21:15,834 - INFO - Epoch: 0367 / 1300	lr: 9.840e-05
+2025-07-02 04:22:09,857 - INFO - Training: cls_zice: 14.835968751907348; reg_zipnll: 47.77640459060669; aux_mae_loss_1: 21.135532054901123; aux_mae_loss_2: 3.1678427481651306; cnt_loss: 3.6234810876846315;
+2025-07-02 04:22:09,859 - INFO - Evaluation:
+Curr mae: 7.6745; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4304; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0575; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:22:09,859 - INFO - Epoch: 0368 / 1300	lr: 9.827e-05
+2025-07-02 04:23:04,136 - INFO - Training: cls_zice: 15.432776770591737; reg_zipnll: 48.93169540405273; aux_mae_loss_1: 21.920704784393312; aux_mae_loss_2: 3.3236403012275697; cnt_loss: 4.270158910751343;
+2025-07-02 04:23:04,138 - INFO - Evaluation:
+Curr mae: 7.8370; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9709; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0601; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:23:04,138 - INFO - Epoch: 0369 / 1300	lr: 9.814e-05
+2025-07-02 04:23:57,891 - INFO - Training: cls_zice: 14.739625391960145; reg_zipnll: 47.61518070220947; aux_mae_loss_1: 20.884560108184814; aux_mae_loss_2: 3.1093052339553835; cnt_loss: 3.383041110038757;
+2025-07-02 04:23:57,893 - INFO - Evaluation:
+Curr mae: 7.8580; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5073; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0614; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:23:57,893 - INFO - Epoch: 0370 / 1300	lr: 9.801e-05
+2025-07-02 04:24:51,633 - INFO - Training: cls_zice: 14.438295402526855; reg_zipnll: 47.96498550415039; aux_mae_loss_1: 21.33067590713501; aux_mae_loss_2: 3.1892462277412417; cnt_loss: 3.9120718002319337;
+2025-07-02 04:24:51,634 - INFO - Evaluation:
+Curr mae: 7.8704; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0941; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0631; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:24:51,634 - INFO - Epoch: 0371 / 1300	lr: 9.787e-05
+2025-07-02 04:25:45,547 - INFO - Training: cls_zice: 13.520813608169556; reg_zipnll: 50.602651596069336; aux_mae_loss_1: 20.37060425758362; aux_mae_loss_2: 3.044593639373779; cnt_loss: 3.3586824131011963;
+2025-07-02 04:25:45,549 - INFO - Evaluation:
+Curr mae: 7.3109; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4191; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0602; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:25:45,549 - INFO - Epoch: 0372 / 1300	lr: 9.773e-05
+2025-07-02 04:26:39,352 - INFO - Training: cls_zice: 14.609837148189545; reg_zipnll: 47.27457046508789; aux_mae_loss_1: 20.901405096054077; aux_mae_loss_2: 3.1591864085197447; cnt_loss: 4.060545692443847;
+2025-07-02 04:26:39,354 - INFO - Evaluation:
+Curr mae: 7.2927; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2069; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0652; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:26:39,354 - INFO - Epoch: 0373 / 1300	lr: 9.758e-05
+2025-07-02 04:27:33,109 - INFO - Training: cls_zice: 14.87006268978119; reg_zipnll: 48.41948299407959; aux_mae_loss_1: 20.697902870178222; aux_mae_loss_2: 3.05963005065918; cnt_loss: 3.770882225036621;
+2025-07-02 04:27:33,111 - INFO - Evaluation:
+Curr mae: 7.5077; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1261; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0619; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:27:33,111 - INFO - Epoch: 0374 / 1300	lr: 9.742e-05
+2025-07-02 04:28:27,138 - INFO - Training: cls_zice: 14.33451265335083; reg_zipnll: 47.291712036132814; aux_mae_loss_1: 20.449502563476564; aux_mae_loss_2: 3.053194842338562; cnt_loss: 3.700112347602844;
+2025-07-02 04:28:27,139 - INFO - Evaluation:
+Curr mae: 6.5140; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8560; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0551; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:28:27,139 - INFO - Epoch: 0375 / 1300	lr: 9.727e-05
+2025-07-02 04:29:21,352 - INFO - Training: cls_zice: 14.965850210189819; reg_zipnll: 47.32743299484253; aux_mae_loss_1: 21.661679592132568; aux_mae_loss_2: 3.272420883178711; cnt_loss: 4.1980863642692565;
+2025-07-02 04:29:21,354 - INFO - Evaluation:
+Curr mae: 7.4371; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2718; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0619; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:29:21,354 - INFO - Epoch: 0376 / 1300	lr: 9.711e-05
+2025-07-02 04:30:15,011 - INFO - Training: cls_zice: 13.726222887039185; reg_zipnll: 48.56468284606934; aux_mae_loss_1: 20.21743326187134; aux_mae_loss_2: 3.008212068080902; cnt_loss: 3.2096961736679077;
+2025-07-02 04:30:15,012 - INFO - Evaluation:
+Curr mae: 7.8742; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8780; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0668; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:30:15,012 - INFO - Epoch: 0377 / 1300	lr: 9.694e-05
+2025-07-02 04:31:09,339 - INFO - Training: cls_zice: 14.455043802261352; reg_zipnll: 48.69838270187378; aux_mae_loss_1: 21.04565752029419; aux_mae_loss_2: 3.2190061473846434; cnt_loss: 4.056812998056412;
+2025-07-02 04:31:09,341 - INFO - Evaluation:
+Curr mae: 8.1363; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.9147; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0631; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:31:09,341 - INFO - Epoch: 0378 / 1300	lr: 9.677e-05
+2025-07-02 04:32:03,392 - INFO - Training: cls_zice: 15.207953817844391; reg_zipnll: 46.38327033996582; aux_mae_loss_1: 21.014353694915773; aux_mae_loss_2: 3.2221728444099424; cnt_loss: 3.9940646469593046;
+2025-07-02 04:32:03,393 - INFO - Evaluation:
+Curr mae: 7.3639; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3338; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0652; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:32:03,393 - INFO - Epoch: 0379 / 1300	lr: 9.660e-05
+2025-07-02 04:32:57,050 - INFO - Training: cls_zice: 16.007916642427446; reg_zipnll: 47.61364307403564; aux_mae_loss_1: 21.37960823059082; aux_mae_loss_2: 3.1875652194023134; cnt_loss: 3.938224285840988;
+2025-07-02 04:32:57,052 - INFO - Evaluation:
+Curr mae: 7.2967; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5700; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0624; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:32:57,052 - INFO - Epoch: 0380 / 1300	lr: 9.642e-05
+2025-07-02 04:33:51,033 - INFO - Training: cls_zice: 14.81802691102028; reg_zipnll: 47.999532051086426; aux_mae_loss_1: 20.981122884750366; aux_mae_loss_2: 3.1259471654891966; cnt_loss: 3.5164830183982847;
+2025-07-02 04:33:51,034 - INFO - Evaluation:
+Curr mae: 7.2882; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.5959; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0632; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:33:51,034 - INFO - Epoch: 0381 / 1300	lr: 9.623e-05
+2025-07-02 04:34:44,956 - INFO - Training: cls_zice: 14.964343662261962; reg_zipnll: 46.35997512817383; aux_mae_loss_1: 20.83661703109741; aux_mae_loss_2: 3.1841732597351076; cnt_loss: 4.502144120931625;
+2025-07-02 04:34:44,957 - INFO - Evaluation:
+Curr mae: 7.8985; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.6010; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0605; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:34:44,957 - INFO - Epoch: 0382 / 1300	lr: 9.604e-05
+2025-07-02 04:35:38,967 - INFO - Training: cls_zice: 15.493517079353332; reg_zipnll: 47.41529159545898; aux_mae_loss_1: 20.948504695892336; aux_mae_loss_2: 3.1320102190971375; cnt_loss: 3.9362404274940492;
+2025-07-02 04:35:38,968 - INFO - Evaluation:
+Curr mae: 8.1419; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8065; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0662; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:35:38,968 - INFO - Epoch: 0383 / 1300	lr: 9.585e-05
+2025-07-02 04:36:32,645 - INFO - Training: cls_zice: 15.954491329193115; reg_zipnll: 44.59311761856079; aux_mae_loss_1: 21.59348596572876; aux_mae_loss_2: 3.2779678392410276; cnt_loss: 3.6780445170402527;
+2025-07-02 04:36:32,647 - INFO - Evaluation:
+Curr mae: 7.0556; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3610; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0564; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:36:32,647 - INFO - Epoch: 0384 / 1300	lr: 9.565e-05
+2025-07-02 04:37:26,437 - INFO - Training: cls_zice: 14.613676958084106; reg_zipnll: 46.88898361206055; aux_mae_loss_1: 20.683154067993165; aux_mae_loss_2: 3.0719412970542908; cnt_loss: 3.767785978317261;
+2025-07-02 04:37:26,438 - INFO - Evaluation:
+Curr mae: 6.7843; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1303; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0563; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:37:26,438 - INFO - Epoch: 0385 / 1300	lr: 9.545e-05
+2025-07-02 04:38:20,403 - INFO - Training: cls_zice: 14.474597287178039; reg_zipnll: 47.330278854370114; aux_mae_loss_1: 20.13193307876587; aux_mae_loss_2: 3.066569838523865; cnt_loss: 3.569024896621704;
+2025-07-02 04:38:20,404 - INFO - Evaluation:
+Curr mae: 7.1519; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8518; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0605; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:38:20,405 - INFO - Epoch: 0386 / 1300	lr: 9.525e-05
+2025-07-02 04:39:13,915 - INFO - Training: cls_zice: 15.606606602668762; reg_zipnll: 46.32491344451904; aux_mae_loss_1: 21.500544509887696; aux_mae_loss_2: 3.2226334166526795; cnt_loss: 3.799551458358765;
+2025-07-02 04:39:13,916 - INFO - Evaluation:
+Curr mae: 7.6789; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0687; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0625; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:39:13,916 - INFO - Epoch: 0387 / 1300	lr: 9.504e-05
+2025-07-02 04:40:07,724 - INFO - Training: cls_zice: 15.088858420848846; reg_zipnll: 45.09187084197998; aux_mae_loss_1: 21.193626289367675; aux_mae_loss_2: 3.2591456055641173; cnt_loss: 4.346673667430878;
+2025-07-02 04:40:07,725 - INFO - Evaluation:
+Curr mae: 7.5828; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8156; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0630; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:40:07,725 - INFO - Epoch: 0388 / 1300	lr: 9.482e-05
+2025-07-02 04:41:01,716 - INFO - Training: cls_zice: 14.433383708000184; reg_zipnll: 48.44996864318848; aux_mae_loss_1: 20.137457933425903; aux_mae_loss_2: 2.979309198856354; cnt_loss: 3.246106519699097;
+2025-07-02 04:41:01,717 - INFO - Evaluation:
+Curr mae: 6.9354; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8764; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0623; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:41:01,717 - INFO - Epoch: 0389 / 1300	lr: 9.460e-05
+2025-07-02 04:41:55,256 - INFO - Training: cls_zice: 14.650915007591248; reg_zipnll: 47.22308385848999; aux_mae_loss_1: 20.875166511535646; aux_mae_loss_2: 3.178018374443054; cnt_loss: 3.5877668905258178;
+2025-07-02 04:41:55,257 - INFO - Evaluation:
+Curr mae: 8.6604; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.3186; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0689; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:41:55,257 - INFO - Epoch: 0390 / 1300	lr: 9.438e-05
+2025-07-02 04:42:49,616 - INFO - Training: cls_zice: 14.692471804618835; reg_zipnll: 47.05238883972168; aux_mae_loss_1: 20.379558057785033; aux_mae_loss_2: 3.109801914691925; cnt_loss: 3.878820822238922;
+2025-07-02 04:42:49,617 - INFO - Evaluation:
+Curr mae: 7.4796; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8495; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0625; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:42:49,617 - INFO - Epoch: 0391 / 1300	lr: 9.416e-05
+2025-07-02 04:43:43,291 - INFO - Training: cls_zice: 14.685266299247742; reg_zipnll: 46.67894479751587; aux_mae_loss_1: 20.372559070587158; aux_mae_loss_2: 3.0895438146591188; cnt_loss: 4.263340048789978;
+2025-07-02 04:43:43,292 - INFO - Evaluation:
+Curr mae: 7.1748; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0613; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0604; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:43:43,293 - INFO - Epoch: 0392 / 1300	lr: 9.392e-05
+2025-07-02 04:44:36,753 - INFO - Training: cls_zice: 14.139348146915436; reg_zipnll: 45.26226421356201; aux_mae_loss_1: 20.065697288513185; aux_mae_loss_2: 3.024028503894806; cnt_loss: 3.1944557654857637;
+2025-07-02 04:44:36,754 - INFO - Evaluation:
+Curr mae: 6.8396; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0382; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:44:36,755 - INFO - Epoch: 0393 / 1300	lr: 9.369e-05
+2025-07-02 04:45:30,512 - INFO - Training: cls_zice: 15.367716445922852; reg_zipnll: 46.97811298370361; aux_mae_loss_1: 20.902746086120604; aux_mae_loss_2: 3.0806685161590575; cnt_loss: 3.5784099960327147;
+2025-07-02 04:45:30,513 - INFO - Evaluation:
+Curr mae: 7.1532; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1171; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0603; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:45:30,513 - INFO - Epoch: 0394 / 1300	lr: 9.345e-05
+2025-07-02 04:46:24,352 - INFO - Training: cls_zice: 13.283421716690064; reg_zipnll: 48.719111366271974; aux_mae_loss_1: 19.364496841430665; aux_mae_loss_2: 2.9277827453613283; cnt_loss: 3.527909953594208;
+2025-07-02 04:46:24,353 - INFO - Evaluation:
+Curr mae: 7.5945; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5106; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0612; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:46:24,353 - INFO - Epoch: 0395 / 1300	lr: 9.321e-05
+2025-07-02 04:47:18,147 - INFO - Training: cls_zice: 14.606858887672423; reg_zipnll: 47.36044815063477; aux_mae_loss_1: 20.031543922424316; aux_mae_loss_2: 3.0149368977546693; cnt_loss: 3.7836183035373687;
+2025-07-02 04:47:18,148 - INFO - Evaluation:
+Curr mae: 7.7213; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3058; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0637; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:47:18,148 - INFO - Epoch: 0396 / 1300	lr: 9.296e-05
+2025-07-02 04:48:11,936 - INFO - Training: cls_zice: 14.257923130989075; reg_zipnll: 47.67102649688721; aux_mae_loss_1: 19.30803005218506; aux_mae_loss_2: 2.9252631402015687; cnt_loss: 3.299587359428406;
+2025-07-02 04:48:11,937 - INFO - Evaluation:
+Curr mae: 7.8514; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9327; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0658; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:48:11,938 - INFO - Epoch: 0397 / 1300	lr: 9.271e-05
+2025-07-02 04:49:05,940 - INFO - Training: cls_zice: 14.640211400985718; reg_zipnll: 44.59139657974243; aux_mae_loss_1: 20.394686775207518; aux_mae_loss_2: 3.0508381795883177; cnt_loss: 3.6181536078453065;
+2025-07-02 04:49:05,941 - INFO - Evaluation:
+Curr mae: 6.5922; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.5787; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0563; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:49:05,942 - INFO - Epoch: 0398 / 1300	lr: 9.245e-05
+2025-07-02 04:49:59,761 - INFO - Training: cls_zice: 14.493562247753143; reg_zipnll: 45.667288856506346; aux_mae_loss_1: 19.663094177246094; aux_mae_loss_2: 2.9528998374938964; cnt_loss: 3.192835601568222;
+2025-07-02 04:49:59,762 - INFO - Evaluation:
+Curr mae: 6.8079; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0846; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0564; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:49:59,762 - INFO - Epoch: 0399 / 1300	lr: 9.219e-05
+2025-07-02 04:50:53,366 - INFO - Training: cls_zice: 14.989479336738587; reg_zipnll: 47.061883754730225; aux_mae_loss_1: 19.882303447723388; aux_mae_loss_2: 3.0341392040252684; cnt_loss: 4.343063848018646;
+2025-07-02 04:50:53,368 - INFO - Evaluation:
+Curr mae: 7.4389; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2800; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0565; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:50:53,368 - INFO - Epoch: 0400 / 1300	lr: 9.193e-05
+2025-07-02 04:51:46,911 - INFO - Training: cls_zice: 16.110539302825927; reg_zipnll: 48.084791831970215; aux_mae_loss_1: 21.384653911590576; aux_mae_loss_2: 3.3355808019638062; cnt_loss: 4.575538954734802;
+2025-07-02 04:51:46,912 - INFO - Evaluation:
+Curr mae: 7.3475; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6895; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:51:51,706 - INFO - Epoch: 0401 / 1300	lr: 9.166e-05
+2025-07-02 04:52:45,713 - INFO - Training: cls_zice: 14.199859277009963; reg_zipnll: 45.79346981048584; aux_mae_loss_1: 19.76686237335205; aux_mae_loss_2: 2.977351610660553; cnt_loss: 3.532543051242828;
+2025-07-02 04:52:45,715 - INFO - Evaluation:
+Curr mae: 6.9506; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1485; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:52:45,715 - INFO - Epoch: 0402 / 1300	lr: 9.139e-05
+2025-07-02 04:53:39,652 - INFO - Training: cls_zice: 14.336474301815032; reg_zipnll: 47.85405786514282; aux_mae_loss_1: 19.74504793167114; aux_mae_loss_2: 2.963937497138977; cnt_loss: 3.329133665561676;
+2025-07-02 04:53:39,653 - INFO - Evaluation:
+Curr mae: 7.0735; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1959; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0555; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:53:39,653 - INFO - Epoch: 0403 / 1300	lr: 9.111e-05
+2025-07-02 04:54:33,574 - INFO - Training: cls_zice: 14.676341725587845; reg_zipnll: 47.9308890914917; aux_mae_loss_1: 20.25751121520996; aux_mae_loss_2: 2.993290567398071; cnt_loss: 3.612473044395447;
+2025-07-02 04:54:33,575 - INFO - Evaluation:
+Curr mae: 7.2486; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4725; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:54:33,575 - INFO - Epoch: 0404 / 1300	lr: 9.083e-05
+2025-07-02 04:55:27,615 - INFO - Training: cls_zice: 13.43805763244629; reg_zipnll: 46.52845920562744; aux_mae_loss_1: 19.51621950149536; aux_mae_loss_2: 2.8969768834114076; cnt_loss: 3.001141817569733;
+2025-07-02 04:55:27,616 - INFO - Evaluation:
+Curr mae: 7.9965; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6585; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0644; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:55:27,616 - INFO - Epoch: 0405 / 1300	lr: 9.055e-05
+2025-07-02 04:56:21,477 - INFO - Training: cls_zice: 13.602346148490906; reg_zipnll: 46.13877452850342; aux_mae_loss_1: 19.14004020690918; aux_mae_loss_2: 2.8690974831581117; cnt_loss: 3.0381180560588836;
+2025-07-02 04:56:21,478 - INFO - Evaluation:
+Curr mae: 7.1282; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6529; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0570; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:56:21,478 - INFO - Epoch: 0406 / 1300	lr: 9.026e-05
+2025-07-02 04:57:15,149 - INFO - Training: cls_zice: 14.508272621631622; reg_zipnll: 44.98382915496826; aux_mae_loss_1: 19.78475315093994; aux_mae_loss_2: 3.0163987493515014; cnt_loss: 3.6888118481636045;
+2025-07-02 04:57:15,150 - INFO - Evaluation:
+Curr mae: 6.9692; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0578; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0586; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:57:15,150 - INFO - Epoch: 0407 / 1300	lr: 8.997e-05
+2025-07-02 04:58:09,083 - INFO - Training: cls_zice: 13.814277763366698; reg_zipnll: 45.17267757415772; aux_mae_loss_1: 19.08905200958252; aux_mae_loss_2: 2.8147158670425414; cnt_loss: 3.0454905939102175;
+2025-07-02 04:58:09,084 - INFO - Evaluation:
+Curr mae: 6.6247; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.5742; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:58:09,084 - INFO - Epoch: 0408 / 1300	lr: 8.967e-05
+2025-07-02 04:59:02,810 - INFO - Training: cls_zice: 13.584893283843995; reg_zipnll: 45.81995903015137; aux_mae_loss_1: 18.522497596740724; aux_mae_loss_2: 2.775537338256836; cnt_loss: 3.3452737879753114;
+2025-07-02 04:59:02,811 - INFO - Evaluation:
+Curr mae: 7.5430; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4158; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0606; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:59:02,811 - INFO - Epoch: 0409 / 1300	lr: 8.937e-05
+2025-07-02 04:59:56,264 - INFO - Training: cls_zice: 13.61399507522583; reg_zipnll: 45.25570829391479; aux_mae_loss_1: 18.778121757507325; aux_mae_loss_2: 2.7554893708229065; cnt_loss: 3.0911840665340424;
+2025-07-02 04:59:56,265 - INFO - Evaluation:
+Curr mae: 6.2999; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9919; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 04:59:56,266 - INFO - Epoch: 0410 / 1300	lr: 8.907e-05
+2025-07-02 05:00:50,290 - INFO - Training: cls_zice: 13.434996540546416; reg_zipnll: 45.658329734802244; aux_mae_loss_1: 19.042875547409057; aux_mae_loss_2: 2.8434335255622862; cnt_loss: 3.0937118768692016;
+2025-07-02 05:00:50,292 - INFO - Evaluation:
+Curr mae: 7.1482; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8298; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:00:50,292 - INFO - Epoch: 0411 / 1300	lr: 8.876e-05
+2025-07-02 05:01:43,915 - INFO - Training: cls_zice: 14.556884784698486; reg_zipnll: 46.81715780258179; aux_mae_loss_1: 19.513041667938232; aux_mae_loss_2: 2.9537448501586914; cnt_loss: 3.0366367721557617;
+2025-07-02 05:01:43,916 - INFO - Evaluation:
+Curr mae: 6.7152; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3004; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:01:43,916 - INFO - Epoch: 0412 / 1300	lr: 8.845e-05
+2025-07-02 05:02:37,899 - INFO - Training: cls_zice: 13.849362411499023; reg_zipnll: 45.86817129135132; aux_mae_loss_1: 19.86483850479126; aux_mae_loss_2: 2.9419043684005737; cnt_loss: 3.445187704563141;
+2025-07-02 05:02:37,900 - INFO - Evaluation:
+Curr mae: 7.7688; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2499; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0614; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:02:37,900 - INFO - Epoch: 0413 / 1300	lr: 8.814e-05
+2025-07-02 05:03:31,732 - INFO - Training: cls_zice: 13.446055319309234; reg_zipnll: 45.49975749969482; aux_mae_loss_1: 18.82612508773804; aux_mae_loss_2: 2.786842200756073; cnt_loss: 3.1720698404312135;
+2025-07-02 05:03:31,733 - INFO - Evaluation:
+Curr mae: 7.6953; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.4231; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0607; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:03:31,734 - INFO - Epoch: 0414 / 1300	lr: 8.782e-05
+2025-07-02 05:04:25,845 - INFO - Training: cls_zice: 13.657604348659515; reg_zipnll: 45.661611824035646; aux_mae_loss_1: 18.574588499069215; aux_mae_loss_2: 2.7795174741744995; cnt_loss: 3.630214664936066;
+2025-07-02 05:04:25,846 - INFO - Evaluation:
+Curr mae: 6.7763; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0753; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0544; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:04:25,846 - INFO - Epoch: 0415 / 1300	lr: 8.750e-05
+2025-07-02 05:05:19,672 - INFO - Training: cls_zice: 13.642094049453735; reg_zipnll: 45.64436595916748; aux_mae_loss_1: 19.32370048522949; aux_mae_loss_2: 2.9790540313720704; cnt_loss: 3.848775248527527;
+2025-07-02 05:05:19,673 - INFO - Evaluation:
+Curr mae: 7.7335; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6626; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0600; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:05:19,674 - INFO - Epoch: 0416 / 1300	lr: 8.718e-05
+2025-07-02 05:06:13,885 - INFO - Training: cls_zice: 14.175180888175964; reg_zipnll: 44.293955879211424; aux_mae_loss_1: 19.735374412536622; aux_mae_loss_2: 2.9768264365196226; cnt_loss: 3.817920743227005;
+2025-07-02 05:06:13,886 - INFO - Evaluation:
+Curr mae: 7.5169; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0135; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0578; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:06:13,886 - INFO - Epoch: 0417 / 1300	lr: 8.685e-05
+2025-07-02 05:07:07,516 - INFO - Training: cls_zice: 13.321505827903747; reg_zipnll: 44.45994102478027; aux_mae_loss_1: 19.139112062454224; aux_mae_loss_2: 2.9618261313438414; cnt_loss: 3.998755955696106;
+2025-07-02 05:07:07,518 - INFO - Evaluation:
+Curr mae: 6.6492; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0644; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0547; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:07:07,518 - INFO - Epoch: 0418 / 1300	lr: 8.652e-05
+2025-07-02 05:08:01,301 - INFO - Training: cls_zice: 14.519769732952119; reg_zipnll: 43.20863388061523; aux_mae_loss_1: 19.945316677093505; aux_mae_loss_2: 3.0020281195640566; cnt_loss: 3.4791089630126955;
+2025-07-02 05:08:01,302 - INFO - Evaluation:
+Curr mae: 7.0483; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0874; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:08:01,302 - INFO - Epoch: 0419 / 1300	lr: 8.618e-05
+2025-07-02 05:08:55,382 - INFO - Training: cls_zice: 13.811848630905152; reg_zipnll: 45.607363071441654; aux_mae_loss_1: 19.207478847503662; aux_mae_loss_2: 2.9161295008659365; cnt_loss: 3.2874627614021303;
+2025-07-02 05:08:55,383 - INFO - Evaluation:
+Curr mae: 7.2557; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1428; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0593; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:08:55,383 - INFO - Epoch: 0420 / 1300	lr: 8.584e-05
+2025-07-02 05:09:49,229 - INFO - Training: cls_zice: 14.272610120773315; reg_zipnll: 42.98915330886841; aux_mae_loss_1: 19.417025108337402; aux_mae_loss_2: 2.9133521485328675; cnt_loss: 3.2949000906944277;
+2025-07-02 05:09:49,230 - INFO - Evaluation:
+Curr mae: 6.7139; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0973; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:09:49,230 - INFO - Epoch: 0421 / 1300	lr: 8.550e-05
+2025-07-02 05:10:43,176 - INFO - Training: cls_zice: 12.302592746019364; reg_zipnll: 44.24988502502441; aux_mae_loss_1: 17.738073110580444; aux_mae_loss_2: 2.6678878045082093; cnt_loss: 3.29379940032959;
+2025-07-02 05:10:43,177 - INFO - Evaluation:
+Curr mae: 6.9850; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7003; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0596; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:10:43,177 - INFO - Epoch: 0422 / 1300	lr: 8.516e-05
+2025-07-02 05:11:36,915 - INFO - Training: cls_zice: 14.002857109308243; reg_zipnll: 44.60044424057007; aux_mae_loss_1: 19.142700881958007; aux_mae_loss_2: 2.8733774542808534; cnt_loss: 3.439791615009308;
+2025-07-02 05:11:36,916 - INFO - Evaluation:
+Curr mae: 6.3048; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0647; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:11:36,916 - INFO - Epoch: 0423 / 1300	lr: 8.481e-05
+2025-07-02 05:12:30,596 - INFO - Training: cls_zice: 13.379825019836426; reg_zipnll: 42.58322723388672; aux_mae_loss_1: 18.390118980407713; aux_mae_loss_2: 2.758915514945984; cnt_loss: 2.9767667055130005;
+2025-07-02 05:12:30,598 - INFO - Evaluation:
+Curr mae: 7.0571; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9453; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:12:30,598 - INFO - Epoch: 0424 / 1300	lr: 8.446e-05
+2025-07-02 05:13:24,294 - INFO - Training: cls_zice: 13.806716421842575; reg_zipnll: 46.33291675567627; aux_mae_loss_1: 19.301945724487304; aux_mae_loss_2: 2.8655829429626465; cnt_loss: 3.4065451765060426;
+2025-07-02 05:13:24,296 - INFO - Evaluation:
+Curr mae: 7.5460; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2971; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:13:24,296 - INFO - Epoch: 0425 / 1300	lr: 8.410e-05
+2025-07-02 05:14:17,969 - INFO - Training: cls_zice: 14.25669225215912; reg_zipnll: 43.960852546691896; aux_mae_loss_1: 18.936239070892334; aux_mae_loss_2: 2.816228687763214; cnt_loss: 3.0622555303573606;
+2025-07-02 05:14:17,971 - INFO - Evaluation:
+Curr mae: 6.5781; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1692; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:14:17,971 - INFO - Epoch: 0426 / 1300	lr: 8.374e-05
+2025-07-02 05:15:12,433 - INFO - Training: cls_zice: 14.036331037282944; reg_zipnll: 46.3365400314331; aux_mae_loss_1: 19.354636402130126; aux_mae_loss_2: 2.9084761452674868; cnt_loss: 3.2221944057941436;
+2025-07-02 05:15:12,435 - INFO - Evaluation:
+Curr mae: 7.2305; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6626; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:15:12,435 - INFO - Epoch: 0427 / 1300	lr: 8.338e-05
+2025-07-02 05:16:06,258 - INFO - Training: cls_zice: 12.523944940567016; reg_zipnll: 45.585916690826416; aux_mae_loss_1: 17.823681392669677; aux_mae_loss_2: 2.62223858833313; cnt_loss: 2.9955118250846864;
+2025-07-02 05:16:06,259 - INFO - Evaluation:
+Curr mae: 7.3312; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3063; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:16:06,259 - INFO - Epoch: 0428 / 1300	lr: 8.302e-05
+2025-07-02 05:16:59,958 - INFO - Training: cls_zice: 13.617649903297425; reg_zipnll: 42.11739694595337; aux_mae_loss_1: 19.242614250183106; aux_mae_loss_2: 2.840418667793274; cnt_loss: 3.3194156992435455;
+2025-07-02 05:16:59,959 - INFO - Evaluation:
+Curr mae: 7.0840; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6964; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:16:59,959 - INFO - Epoch: 0429 / 1300	lr: 8.265e-05
+2025-07-02 05:17:53,767 - INFO - Training: cls_zice: 14.451653370857239; reg_zipnll: 45.81990543365478; aux_mae_loss_1: 19.552443771362306; aux_mae_loss_2: 2.946036834716797; cnt_loss: 3.9223508429527283;
+2025-07-02 05:17:53,768 - INFO - Evaluation:
+Curr mae: 7.1883; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8018; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:17:53,768 - INFO - Epoch: 0430 / 1300	lr: 8.228e-05
+2025-07-02 05:18:47,603 - INFO - Training: cls_zice: 13.754354405403138; reg_zipnll: 43.490731391906735; aux_mae_loss_1: 18.55980054855347; aux_mae_loss_2: 2.786283028125763; cnt_loss: 3.627648242712021;
+2025-07-02 05:18:47,605 - INFO - Evaluation:
+Curr mae: 7.5998; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8825; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0630; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:18:47,605 - INFO - Epoch: 0431 / 1300	lr: 8.190e-05
+2025-07-02 05:19:41,553 - INFO - Training: cls_zice: 12.488424453735352; reg_zipnll: 45.04235149383545; aux_mae_loss_1: 17.53904125213623; aux_mae_loss_2: 2.6316064405441284; cnt_loss: 2.9921106016635894;
+2025-07-02 05:19:41,555 - INFO - Evaluation:
+Curr mae: 6.7920; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2489; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0551; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:19:41,555 - INFO - Epoch: 0432 / 1300	lr: 8.153e-05
+2025-07-02 05:20:35,079 - INFO - Training: cls_zice: 13.90850691318512; reg_zipnll: 44.95702007293701; aux_mae_loss_1: 19.100180130004883; aux_mae_loss_2: 2.900537257194519; cnt_loss: 3.473810701370239;
+2025-07-02 05:20:35,080 - INFO - Evaluation:
+Curr mae: 7.3749; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6232; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0573; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:20:35,080 - INFO - Epoch: 0433 / 1300	lr: 8.115e-05
+2025-07-02 05:21:28,708 - INFO - Training: cls_zice: 13.695150003433227; reg_zipnll: 43.46941562652588; aux_mae_loss_1: 18.86562328338623; aux_mae_loss_2: 2.79848650932312; cnt_loss: 3.1078053092956544;
+2025-07-02 05:21:28,709 - INFO - Evaluation:
+Curr mae: 7.1246; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2567; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:21:28,710 - INFO - Epoch: 0434 / 1300	lr: 8.076e-05
+2025-07-02 05:22:22,586 - INFO - Training: cls_zice: 13.6766654920578; reg_zipnll: 44.323534717559816; aux_mae_loss_1: 18.80930507659912; aux_mae_loss_2: 2.8032340812683105; cnt_loss: 3.4129692625999453;
+2025-07-02 05:22:22,587 - INFO - Evaluation:
+Curr mae: 7.6483; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.3032; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0594; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:22:22,587 - INFO - Epoch: 0435 / 1300	lr: 8.038e-05
+2025-07-02 05:23:16,346 - INFO - Training: cls_zice: 13.133198585510254; reg_zipnll: 45.029017028808596; aux_mae_loss_1: 18.275333881378174; aux_mae_loss_2: 2.7236250233650208; cnt_loss: 2.8408440136909485;
+2025-07-02 05:23:16,348 - INFO - Evaluation:
+Curr mae: 7.0734; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7414; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:23:16,348 - INFO - Epoch: 0436 / 1300	lr: 7.999e-05
+2025-07-02 05:24:09,994 - INFO - Training: cls_zice: 13.928274734020233; reg_zipnll: 44.233829498291016; aux_mae_loss_1: 18.704499111175537; aux_mae_loss_2: 2.816490824222565; cnt_loss: 3.1105652451515198;
+2025-07-02 05:24:09,995 - INFO - Evaluation:
+Curr mae: 6.8965; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8084; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:24:09,996 - INFO - Epoch: 0437 / 1300	lr: 7.960e-05
+2025-07-02 05:25:03,818 - INFO - Training: cls_zice: 14.523865051269532; reg_zipnll: 44.344621233940124; aux_mae_loss_1: 19.776796684265136; aux_mae_loss_2: 2.9466378402709963; cnt_loss: 3.372291827201843;
+2025-07-02 05:25:03,819 - INFO - Evaluation:
+Curr mae: 7.7053; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.3935; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0590; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:25:03,819 - INFO - Epoch: 0438 / 1300	lr: 7.920e-05
+2025-07-02 05:25:57,515 - INFO - Training: cls_zice: 13.336850397586822; reg_zipnll: 43.31466302871704; aux_mae_loss_1: 18.509901895523072; aux_mae_loss_2: 2.763132712841034; cnt_loss: 3.014531338214874;
+2025-07-02 05:25:57,516 - INFO - Evaluation:
+Curr mae: 7.1291; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6471; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:25:57,516 - INFO - Epoch: 0439 / 1300	lr: 7.880e-05
+2025-07-02 05:26:51,515 - INFO - Training: cls_zice: 12.094573574066162; reg_zipnll: 43.71162071228027; aux_mae_loss_1: 17.771062002182006; aux_mae_loss_2: 2.6994485902786254; cnt_loss: 3.052678519487381;
+2025-07-02 05:26:51,516 - INFO - Evaluation:
+Curr mae: 7.1340; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1853; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0553; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:26:51,516 - INFO - Epoch: 0440 / 1300	lr: 7.840e-05
+2025-07-02 05:27:45,415 - INFO - Training: cls_zice: 12.896239619255066; reg_zipnll: 46.64283065795898; aux_mae_loss_1: 17.9318189907074; aux_mae_loss_2: 2.659757840633392; cnt_loss: 2.9430629777908326;
+2025-07-02 05:27:45,417 - INFO - Evaluation:
+Curr mae: 6.9025; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9221; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0562; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:27:45,417 - INFO - Epoch: 0441 / 1300	lr: 7.800e-05
+2025-07-02 05:28:39,051 - INFO - Training: cls_zice: 13.701270933151244; reg_zipnll: 42.95410717010498; aux_mae_loss_1: 18.134881439208986; aux_mae_loss_2: 2.6676501202583314; cnt_loss: 2.5793542194366457;
+2025-07-02 05:28:39,052 - INFO - Evaluation:
+Curr mae: 6.8501; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7471; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:28:39,053 - INFO - Epoch: 0442 / 1300	lr: 7.760e-05
+2025-07-02 05:29:32,685 - INFO - Training: cls_zice: 13.417200515270233; reg_zipnll: 43.02324788093567; aux_mae_loss_1: 17.943755159378053; aux_mae_loss_2: 2.742360219955444; cnt_loss: 3.7362442243099214;
+2025-07-02 05:29:32,686 - INFO - Evaluation:
+Curr mae: 7.1376; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7178; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:29:32,686 - INFO - Epoch: 0443 / 1300	lr: 7.719e-05
+2025-07-02 05:30:26,341 - INFO - Training: cls_zice: 14.065136289596557; reg_zipnll: 42.923915977478025; aux_mae_loss_1: 18.355221185684204; aux_mae_loss_2: 2.7631782627105714; cnt_loss: 3.474145723581314;
+2025-07-02 05:30:26,342 - INFO - Evaluation:
+Curr mae: 6.7930; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1556; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:30:26,342 - INFO - Epoch: 0444 / 1300	lr: 7.678e-05
+2025-07-02 05:31:19,900 - INFO - Training: cls_zice: 12.977700366973878; reg_zipnll: 44.536970939636234; aux_mae_loss_1: 17.98752254486084; aux_mae_loss_2: 2.6954060697555544; cnt_loss: 3.0615115094184877;
+2025-07-02 05:31:19,901 - INFO - Evaluation:
+Curr mae: 6.7647; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1986; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:31:19,901 - INFO - Epoch: 0445 / 1300	lr: 7.636e-05
+2025-07-02 05:32:13,437 - INFO - Training: cls_zice: 12.07948814868927; reg_zipnll: 47.146700401306155; aux_mae_loss_1: 17.668575172424315; aux_mae_loss_2: 2.6493290972709658; cnt_loss: 2.8307930207252503;
+2025-07-02 05:32:13,439 - INFO - Evaluation:
+Curr mae: 7.1143; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0394; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0566; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:32:13,439 - INFO - Epoch: 0446 / 1300	lr: 7.595e-05
+2025-07-02 05:33:07,618 - INFO - Training: cls_zice: 13.768298454284668; reg_zipnll: 45.16803657531738; aux_mae_loss_1: 18.591532487869262; aux_mae_loss_2: 2.7421766924858093; cnt_loss: 3.041719034910202;
+2025-07-02 05:33:07,619 - INFO - Evaluation:
+Curr mae: 7.1183; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4765; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0594; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:33:07,619 - INFO - Epoch: 0447 / 1300	lr: 7.553e-05
+2025-07-02 05:34:01,382 - INFO - Training: cls_zice: 11.930605220794678; reg_zipnll: 43.805370559692385; aux_mae_loss_1: 16.770439071655275; aux_mae_loss_2: 2.501695787906647; cnt_loss: 2.8544755291938784;
+2025-07-02 05:34:01,384 - INFO - Evaluation:
+Curr mae: 8.1915; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.9557; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0600; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:34:01,384 - INFO - Epoch: 0448 / 1300	lr: 7.511e-05
+2025-07-02 05:34:55,405 - INFO - Training: cls_zice: 12.822065348625182; reg_zipnll: 45.85115909576416; aux_mae_loss_1: 17.915882186889647; aux_mae_loss_2: 2.7236883640289307; cnt_loss: 2.7917550098896027;
+2025-07-02 05:34:55,406 - INFO - Evaluation:
+Curr mae: 6.5442; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.2634; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:34:55,406 - INFO - Epoch: 0449 / 1300	lr: 7.469e-05
+2025-07-02 05:35:49,098 - INFO - Training: cls_zice: 12.834136052131653; reg_zipnll: 45.04020586013794; aux_mae_loss_1: 17.896103038787842; aux_mae_loss_2: 2.6243186163902283; cnt_loss: 2.750250129699707;
+2025-07-02 05:35:49,099 - INFO - Evaluation:
+Curr mae: 6.2064; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9456; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:35:49,099 - INFO - Epoch: 0450 / 1300	lr: 7.426e-05
+2025-07-02 05:36:42,876 - INFO - Training: cls_zice: 12.443590984344482; reg_zipnll: 43.91389907836914; aux_mae_loss_1: 16.929553604125978; aux_mae_loss_2: 2.559478781223297; cnt_loss: 3.1296937239170073;
+2025-07-02 05:36:42,877 - INFO - Evaluation:
+Curr mae: 6.1096; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.6656; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0506; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:36:47,608 - INFO - Epoch: 0451 / 1300	lr: 7.383e-05
+2025-07-02 05:37:41,551 - INFO - Training: cls_zice: 11.89679848074913; reg_zipnll: 42.34905906677246; aux_mae_loss_1: 16.927737846374512; aux_mae_loss_2: 2.5970559692382813; cnt_loss: 3.1985419833660127;
+2025-07-02 05:37:41,552 - INFO - Evaluation:
+Curr mae: 6.8853; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3306; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0562; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:37:41,552 - INFO - Epoch: 0452 / 1300	lr: 7.340e-05
+2025-07-02 05:38:35,119 - INFO - Training: cls_zice: 12.705260021686554; reg_zipnll: 42.71365449905395; aux_mae_loss_1: 17.921355609893798; aux_mae_loss_2: 2.7208821630477904; cnt_loss: 3.0976450991630555;
+2025-07-02 05:38:35,120 - INFO - Evaluation:
+Curr mae: 7.1357; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8224; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0617; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:38:35,120 - INFO - Epoch: 0453 / 1300	lr: 7.297e-05
+2025-07-02 05:39:28,758 - INFO - Training: cls_zice: 11.986237850189209; reg_zipnll: 44.61891870498657; aux_mae_loss_1: 16.82507293701172; aux_mae_loss_2: 2.5659481275081633; cnt_loss: 2.6490147840976714;
+2025-07-02 05:39:28,759 - INFO - Evaluation:
+Curr mae: 7.0414; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1705; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:39:28,759 - INFO - Epoch: 0454 / 1300	lr: 7.254e-05
+2025-07-02 05:40:22,439 - INFO - Training: cls_zice: 13.152326159477234; reg_zipnll: 42.194781188964846; aux_mae_loss_1: 17.65514546394348; aux_mae_loss_2: 2.684584414958954; cnt_loss: 2.835608193874359;
+2025-07-02 05:40:22,440 - INFO - Evaluation:
+Curr mae: 6.4003; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0468; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:40:22,440 - INFO - Epoch: 0455 / 1300	lr: 7.210e-05
+2025-07-02 05:41:16,372 - INFO - Training: cls_zice: 11.70174367070198; reg_zipnll: 46.23210781097412; aux_mae_loss_1: 16.662236404418945; aux_mae_loss_2: 2.4568995893001557; cnt_loss: 2.6214420557022096;
+2025-07-02 05:41:16,373 - INFO - Evaluation:
+Curr mae: 6.9941; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1979; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0565; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:41:16,373 - INFO - Epoch: 0456 / 1300	lr: 7.166e-05
+2025-07-02 05:42:10,045 - INFO - Training: cls_zice: 14.134519970417022; reg_zipnll: 44.818215980529786; aux_mae_loss_1: 18.518506412506103; aux_mae_loss_2: 2.7612249875068664; cnt_loss: 3.2695053493976594;
+2025-07-02 05:42:10,046 - INFO - Evaluation:
+Curr mae: 7.1149; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8302; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:42:10,046 - INFO - Epoch: 0457 / 1300	lr: 7.122e-05
+2025-07-02 05:43:04,190 - INFO - Training: cls_zice: 13.016250944137573; reg_zipnll: 43.18376815795899; aux_mae_loss_1: 17.719362335205076; aux_mae_loss_2: 2.6907602548599243; cnt_loss: 3.07955894947052;
+2025-07-02 05:43:04,191 - INFO - Evaluation:
+Curr mae: 7.1083; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8798; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0562; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:43:04,191 - INFO - Epoch: 0458 / 1300	lr: 7.078e-05
+2025-07-02 05:43:57,812 - INFO - Training: cls_zice: 13.22179200410843; reg_zipnll: 42.636388835906985; aux_mae_loss_1: 17.699191818237306; aux_mae_loss_2: 2.6198777747154236; cnt_loss: 2.7322548484802245;
+2025-07-02 05:43:57,813 - INFO - Evaluation:
+Curr mae: 6.7701; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9182; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0578; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:43:57,813 - INFO - Epoch: 0459 / 1300	lr: 7.034e-05
+2025-07-02 05:44:51,244 - INFO - Training: cls_zice: 12.006443918943406; reg_zipnll: 41.69838077545166; aux_mae_loss_1: 16.41090559005737; aux_mae_loss_2: 2.4683312225341796; cnt_loss: 3.2557143235206603;
+2025-07-02 05:44:51,246 - INFO - Evaluation:
+Curr mae: 8.2167; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.7441; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0649; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:44:51,246 - INFO - Epoch: 0460 / 1300	lr: 6.989e-05
+2025-07-02 05:45:44,908 - INFO - Training: cls_zice: 12.44181817650795; reg_zipnll: 43.38002632141113; aux_mae_loss_1: 17.03181696891785; aux_mae_loss_2: 2.5262779998779297; cnt_loss: 3.3225320029258727;
+2025-07-02 05:45:44,909 - INFO - Evaluation:
+Curr mae: 7.6894; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0739; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0647; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:45:44,909 - INFO - Epoch: 0461 / 1300	lr: 6.944e-05
+2025-07-02 05:46:38,471 - INFO - Training: cls_zice: 13.755333094596862; reg_zipnll: 42.02729808807373; aux_mae_loss_1: 17.7461349773407; aux_mae_loss_2: 2.6557056736946105; cnt_loss: 3.2773887193202973;
+2025-07-02 05:46:38,472 - INFO - Evaluation:
+Curr mae: 6.8549; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8721; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0603; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:46:38,472 - INFO - Epoch: 0462 / 1300	lr: 6.899e-05
+2025-07-02 05:47:32,518 - INFO - Training: cls_zice: 12.767111654281615; reg_zipnll: 44.15629497528076; aux_mae_loss_1: 16.751782751083375; aux_mae_loss_2: 2.4555354249477386; cnt_loss: 2.608362309932709;
+2025-07-02 05:47:32,519 - INFO - Evaluation:
+Curr mae: 6.6275; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8673; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:47:32,519 - INFO - Epoch: 0463 / 1300	lr: 6.854e-05
+2025-07-02 05:48:26,285 - INFO - Training: cls_zice: 12.369906952381134; reg_zipnll: 42.8261682510376; aux_mae_loss_1: 16.258742866516112; aux_mae_loss_2: 2.4445223808288574; cnt_loss: 2.5509994423389433;
+2025-07-02 05:48:26,286 - INFO - Evaluation:
+Curr mae: 7.0278; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7367; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:48:26,286 - INFO - Epoch: 0464 / 1300	lr: 6.809e-05
+2025-07-02 05:49:20,214 - INFO - Training: cls_zice: 12.574336152076722; reg_zipnll: 43.538674125671385; aux_mae_loss_1: 17.301376791000365; aux_mae_loss_2: 2.558769180774689; cnt_loss: 2.6047119665145875;
+2025-07-02 05:49:20,215 - INFO - Evaluation:
+Curr mae: 6.5479; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3157; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:49:20,215 - INFO - Epoch: 0465 / 1300	lr: 6.763e-05
+2025-07-02 05:50:14,482 - INFO - Training: cls_zice: 12.983288729190827; reg_zipnll: 42.290687789916994; aux_mae_loss_1: 17.357716217041016; aux_mae_loss_2: 2.607577067613602; cnt_loss: 2.9204181098937987;
+2025-07-02 05:50:14,483 - INFO - Evaluation:
+Curr mae: 6.7858; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3904; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0547; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:50:14,483 - INFO - Epoch: 0466 / 1300	lr: 6.718e-05
+2025-07-02 05:51:08,310 - INFO - Training: cls_zice: 11.740197319984436; reg_zipnll: 44.49220272064209; aux_mae_loss_1: 17.36691677093506; aux_mae_loss_2: 2.538857421875; cnt_loss: 2.6369790947437286;
+2025-07-02 05:51:08,310 - INFO - Evaluation:
+Curr mae: 6.9441; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9006; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:51:08,311 - INFO - Epoch: 0467 / 1300	lr: 6.672e-05
+2025-07-02 05:52:02,042 - INFO - Training: cls_zice: 12.37335533618927; reg_zipnll: 44.242385988235476; aux_mae_loss_1: 16.992346296310426; aux_mae_loss_2: 2.501563320159912; cnt_loss: 2.762689354419708;
+2025-07-02 05:52:02,044 - INFO - Evaluation:
+Curr mae: 6.8004; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5242; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:52:02,044 - INFO - Epoch: 0468 / 1300	lr: 6.626e-05
+2025-07-02 05:52:55,884 - INFO - Training: cls_zice: 12.784598569869996; reg_zipnll: 44.92819778442383; aux_mae_loss_1: 17.07704182624817; aux_mae_loss_2: 2.5415686082839968; cnt_loss: 2.690600321292877;
+2025-07-02 05:52:55,885 - INFO - Evaluation:
+Curr mae: 6.9234; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4161; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0575; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:52:55,885 - INFO - Epoch: 0469 / 1300	lr: 6.580e-05
+2025-07-02 05:53:49,750 - INFO - Training: cls_zice: 12.201174247264863; reg_zipnll: 45.97716854095459; aux_mae_loss_1: 16.420474786758422; aux_mae_loss_2: 2.450819456577301; cnt_loss: 2.4342268908023836;
+2025-07-02 05:53:49,752 - INFO - Evaluation:
+Curr mae: 7.1865; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8922; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:53:49,752 - INFO - Epoch: 0470 / 1300	lr: 6.533e-05
+2025-07-02 05:54:43,646 - INFO - Training: cls_zice: 12.014242987632752; reg_zipnll: 42.08675514221191; aux_mae_loss_1: 16.77180294036865; aux_mae_loss_2: 2.55217258810997; cnt_loss: 3.273210517168045;
+2025-07-02 05:54:43,646 - INFO - Evaluation:
+Curr mae: 7.1304; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0874; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:54:43,647 - INFO - Epoch: 0471 / 1300	lr: 6.487e-05
+2025-07-02 05:55:37,528 - INFO - Training: cls_zice: 12.565583009719848; reg_zipnll: 42.61100547790527; aux_mae_loss_1: 17.550763893127442; aux_mae_loss_2: 2.6026570272445677; cnt_loss: 2.807173060178757;
+2025-07-02 05:55:37,529 - INFO - Evaluation:
+Curr mae: 7.1143; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8301; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:55:37,529 - INFO - Epoch: 0472 / 1300	lr: 6.440e-05
+2025-07-02 05:56:31,212 - INFO - Training: cls_zice: 11.595816283226013; reg_zipnll: 44.71079372406006; aux_mae_loss_1: 16.380984992980956; aux_mae_loss_2: 2.3989936828613283; cnt_loss: 2.1952157163619996;
+2025-07-02 05:56:31,213 - INFO - Evaluation:
+Curr mae: 6.5895; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9569; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0512; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:56:31,213 - INFO - Epoch: 0473 / 1300	lr: 6.394e-05
+2025-07-02 05:57:25,149 - INFO - Training: cls_zice: 11.648177433013917; reg_zipnll: 42.423890895843506; aux_mae_loss_1: 16.257758483886718; aux_mae_loss_2: 2.433028872013092; cnt_loss: 2.571341688632965;
+2025-07-02 05:57:25,150 - INFO - Evaluation:
+Curr mae: 6.7245; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2808; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:57:25,150 - INFO - Epoch: 0474 / 1300	lr: 6.347e-05
+2025-07-02 05:58:18,694 - INFO - Training: cls_zice: 12.088548212051391; reg_zipnll: 39.762164783477786; aux_mae_loss_1: 16.444901485443115; aux_mae_loss_2: 2.4342219614982605; cnt_loss: 2.3147289931774138;
+2025-07-02 05:58:18,695 - INFO - Evaluation:
+Curr mae: 6.5240; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8708; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:58:18,696 - INFO - Epoch: 0475 / 1300	lr: 6.300e-05
+2025-07-02 05:59:12,758 - INFO - Training: cls_zice: 13.57787440240383; reg_zipnll: 46.817343635559084; aux_mae_loss_1: 17.680519075393676; aux_mae_loss_2: 2.6184025526046755; cnt_loss: 2.981466232538223;
+2025-07-02 05:59:12,759 - INFO - Evaluation:
+Curr mae: 7.2849; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1036; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0551; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 05:59:12,760 - INFO - Epoch: 0476 / 1300	lr: 6.253e-05
+2025-07-02 06:00:06,523 - INFO - Training: cls_zice: 13.177687931060792; reg_zipnll: 41.6199987411499; aux_mae_loss_1: 17.440795555114747; aux_mae_loss_2: 2.5962268328666687; cnt_loss: 2.833190943002701;
+2025-07-02 06:00:06,524 - INFO - Evaluation:
+Curr mae: 7.3582; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6556; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0647; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:00:06,524 - INFO - Epoch: 0477 / 1300	lr: 6.206e-05
+2025-07-02 06:01:00,713 - INFO - Training: cls_zice: 13.403822388648987; reg_zipnll: 41.192187461853024; aux_mae_loss_1: 17.45816539764404; aux_mae_loss_2: 2.6015658056735993; cnt_loss: 2.913931052684784;
+2025-07-02 06:01:00,714 - INFO - Evaluation:
+Curr mae: 7.1501; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5406; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:01:00,714 - INFO - Epoch: 0478 / 1300	lr: 6.158e-05
+2025-07-02 06:01:54,636 - INFO - Training: cls_zice: 12.644068567752837; reg_zipnll: 45.10253234863281; aux_mae_loss_1: 17.166014633178712; aux_mae_loss_2: 2.5832728290557863; cnt_loss: 2.582335660457611;
+2025-07-02 06:01:54,638 - INFO - Evaluation:
+Curr mae: 6.3766; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.2454; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:01:54,638 - INFO - Epoch: 0479 / 1300	lr: 6.111e-05
+2025-07-02 06:02:48,736 - INFO - Training: cls_zice: 11.616817679405212; reg_zipnll: 43.95090923309326; aux_mae_loss_1: 16.36413866996765; aux_mae_loss_2: 2.379909379482269; cnt_loss: 2.4996603417396543;
+2025-07-02 06:02:48,737 - INFO - Evaluation:
+Curr mae: 6.7291; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5536; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:02:48,737 - INFO - Epoch: 0480 / 1300	lr: 6.063e-05
+2025-07-02 06:03:42,387 - INFO - Training: cls_zice: 11.742252962589264; reg_zipnll: 45.103808422088626; aux_mae_loss_1: 16.34866107940674; aux_mae_loss_2: 2.4158130431175233; cnt_loss: 2.518011268377304;
+2025-07-02 06:03:42,388 - INFO - Evaluation:
+Curr mae: 7.1380; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2737; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0568; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:03:42,389 - INFO - Epoch: 0481 / 1300	lr: 6.016e-05
+2025-07-02 06:04:36,070 - INFO - Training: cls_zice: 10.110579891204834; reg_zipnll: 43.19813247680664; aux_mae_loss_1: 14.256922702789307; aux_mae_loss_2: 2.1290426206588746; cnt_loss: 1.9880028653144837;
+2025-07-02 06:04:36,071 - INFO - Evaluation:
+Curr mae: 7.2427; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2395; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0596; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:04:36,071 - INFO - Epoch: 0482 / 1300	lr: 5.968e-05
+2025-07-02 06:05:29,916 - INFO - Training: cls_zice: 11.777077765464783; reg_zipnll: 42.46164825439453; aux_mae_loss_1: 16.419687519073488; aux_mae_loss_2: 2.430829231739044; cnt_loss: 2.780943236351013;
+2025-07-02 06:05:29,917 - INFO - Evaluation:
+Curr mae: 8.0471; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.7283; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0602; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:05:29,917 - INFO - Epoch: 0483 / 1300	lr: 5.920e-05
+2025-07-02 06:06:23,384 - INFO - Training: cls_zice: 12.034427168369293; reg_zipnll: 44.6136961555481; aux_mae_loss_1: 16.749833011627196; aux_mae_loss_2: 2.504246225357056; cnt_loss: 2.840808789730072;
+2025-07-02 06:06:23,385 - INFO - Evaluation:
+Curr mae: 6.7217; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9723; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0576; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:06:23,385 - INFO - Epoch: 0484 / 1300	lr: 5.872e-05
+2025-07-02 06:07:17,527 - INFO - Training: cls_zice: 10.81325008392334; reg_zipnll: 39.92072111129761; aux_mae_loss_1: 15.737435693740844; aux_mae_loss_2: 2.3588755989074706; cnt_loss: 2.4270476305484774;
+2025-07-02 06:07:17,529 - INFO - Evaluation:
+Curr mae: 6.2963; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.6236; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0503; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:07:17,529 - INFO - Epoch: 0485 / 1300	lr: 5.824e-05
+2025-07-02 06:08:11,541 - INFO - Training: cls_zice: 12.02629159450531; reg_zipnll: 43.37639621734619; aux_mae_loss_1: 16.06963141441345; aux_mae_loss_2: 2.3402554035186767; cnt_loss: 2.2158210146427155;
+2025-07-02 06:08:11,542 - INFO - Evaluation:
+Curr mae: 6.8837; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5626; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:08:11,542 - INFO - Epoch: 0486 / 1300	lr: 5.776e-05
+2025-07-02 06:09:05,279 - INFO - Training: cls_zice: 12.711638751029968; reg_zipnll: 42.03994846343994; aux_mae_loss_1: 16.891269817352295; aux_mae_loss_2: 2.5522789359092712; cnt_loss: 2.6553547596931457;
+2025-07-02 06:09:05,281 - INFO - Evaluation:
+Curr mae: 6.4097; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7545; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0514; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:09:05,281 - INFO - Epoch: 0487 / 1300	lr: 5.728e-05
+2025-07-02 06:09:59,213 - INFO - Training: cls_zice: 10.516407183408738; reg_zipnll: 40.93895677566528; aux_mae_loss_1: 14.718796052932738; aux_mae_loss_2: 2.1677232253551484; cnt_loss: 2.2578651332855224;
+2025-07-02 06:09:59,214 - INFO - Evaluation:
+Curr mae: 6.3644; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.9264; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:09:59,215 - INFO - Epoch: 0488 / 1300	lr: 5.680e-05
+2025-07-02 06:10:53,199 - INFO - Training: cls_zice: 12.054703488349915; reg_zipnll: 40.9719655418396; aux_mae_loss_1: 15.764489450454711; aux_mae_loss_2: 2.388650733232498; cnt_loss: 2.632059522867203;
+2025-07-02 06:10:53,200 - INFO - Evaluation:
+Curr mae: 6.4601; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0707; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:10:53,200 - INFO - Epoch: 0489 / 1300	lr: 5.632e-05
+2025-07-02 06:11:46,659 - INFO - Training: cls_zice: 12.27150428533554; reg_zipnll: 42.763057174682615; aux_mae_loss_1: 16.526435251235963; aux_mae_loss_2: 2.369965536594391; cnt_loss: 2.103258579969406;
+2025-07-02 06:11:46,660 - INFO - Evaluation:
+Curr mae: 6.1360; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.4153; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0500; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:11:46,660 - INFO - Epoch: 0490 / 1300	lr: 5.584e-05
+2025-07-02 06:12:40,251 - INFO - Training: cls_zice: 11.407116675376892; reg_zipnll: 41.41485019683838; aux_mae_loss_1: 16.128359222412108; aux_mae_loss_2: 2.3874786567687987; cnt_loss: 2.579547220468521;
+2025-07-02 06:12:40,252 - INFO - Evaluation:
+Curr mae: 6.8136; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8988; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:12:40,252 - INFO - Epoch: 0491 / 1300	lr: 5.535e-05
+2025-07-02 06:13:33,707 - INFO - Training: cls_zice: 11.195873999595642; reg_zipnll: 39.80937406539917; aux_mae_loss_1: 15.559347896575927; aux_mae_loss_2: 2.3411491918563843; cnt_loss: 2.426892273426056;
+2025-07-02 06:13:33,708 - INFO - Evaluation:
+Curr mae: 6.5633; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1815; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:13:33,708 - INFO - Epoch: 0492 / 1300	lr: 5.487e-05
+2025-07-02 06:14:27,625 - INFO - Training: cls_zice: 11.739910204410553; reg_zipnll: 44.34574365615845; aux_mae_loss_1: 16.195386686325072; aux_mae_loss_2: 2.375241543054581; cnt_loss: 2.466663469672203;
+2025-07-02 06:14:27,626 - INFO - Evaluation:
+Curr mae: 6.4546; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2768; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0510; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:14:27,627 - INFO - Epoch: 0493 / 1300	lr: 5.438e-05
+2025-07-02 06:15:21,343 - INFO - Training: cls_zice: 12.244254412651062; reg_zipnll: 42.09406097412109; aux_mae_loss_1: 16.032674560546877; aux_mae_loss_2: 2.3900662779808046; cnt_loss: 2.4544360637664795;
+2025-07-02 06:15:21,345 - INFO - Evaluation:
+Curr mae: 6.6525; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2812; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:15:21,345 - INFO - Epoch: 0494 / 1300	lr: 5.390e-05
+2025-07-02 06:16:14,870 - INFO - Training: cls_zice: 11.468255795240403; reg_zipnll: 38.20861713409424; aux_mae_loss_1: 15.447394924163818; aux_mae_loss_2: 2.284339654445648; cnt_loss: 2.3882861483097075;
+2025-07-02 06:16:14,871 - INFO - Evaluation:
+Curr mae: 6.9170; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8360; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:16:14,871 - INFO - Epoch: 0495 / 1300	lr: 5.341e-05
+2025-07-02 06:17:08,276 - INFO - Training: cls_zice: 11.837068257331849; reg_zipnll: 43.15010060310364; aux_mae_loss_1: 16.244431982040407; aux_mae_loss_2: 2.3510204410552977; cnt_loss: 2.261262596845627;
+2025-07-02 06:17:08,277 - INFO - Evaluation:
+Curr mae: 6.7641; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3376; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0521; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:17:08,277 - INFO - Epoch: 0496 / 1300	lr: 5.293e-05
+2025-07-02 06:18:02,050 - INFO - Training: cls_zice: 11.813151874542235; reg_zipnll: 43.52515911102295; aux_mae_loss_1: 15.70500792503357; aux_mae_loss_2: 2.316448712348938; cnt_loss: 2.2441438567638397;
+2025-07-02 06:18:02,051 - INFO - Evaluation:
+Curr mae: 6.6031; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3545; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:18:02,051 - INFO - Epoch: 0497 / 1300	lr: 5.244e-05
+2025-07-02 06:18:55,663 - INFO - Training: cls_zice: 11.310687201023102; reg_zipnll: 42.337404022216795; aux_mae_loss_1: 15.745188474655151; aux_mae_loss_2: 2.357631416320801; cnt_loss: 2.2536564368009566;
+2025-07-02 06:18:55,664 - INFO - Evaluation:
+Curr mae: 7.0429; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4121; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:18:55,664 - INFO - Epoch: 0498 / 1300	lr: 5.196e-05
+2025-07-02 06:19:49,092 - INFO - Training: cls_zice: 11.861113152503968; reg_zipnll: 41.212491493225095; aux_mae_loss_1: 15.653269777297973; aux_mae_loss_2: 2.2825244092941284; cnt_loss: 2.574014513492584;
+2025-07-02 06:19:49,093 - INFO - Evaluation:
+Curr mae: 6.8625; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9309; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:19:49,093 - INFO - Epoch: 0499 / 1300	lr: 5.147e-05
+2025-07-02 06:20:42,850 - INFO - Training: cls_zice: 9.956574878692628; reg_zipnll: 44.49983066558838; aux_mae_loss_1: 14.947657146453857; aux_mae_loss_2: 2.183544762134552; cnt_loss: 2.228866822719574;
+2025-07-02 06:20:42,851 - INFO - Evaluation:
+Curr mae: 6.6424; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8303; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:20:42,851 - INFO - Epoch: 0500 / 1300	lr: 5.099e-05
+2025-07-02 06:21:37,022 - INFO - Training: cls_zice: 10.760081369876861; reg_zipnll: 42.33175090789795; aux_mae_loss_1: 14.814057636260987; aux_mae_loss_2: 2.184136457443237; cnt_loss: 1.9421749728918076;
+2025-07-02 06:21:37,023 - INFO - Evaluation:
+Curr mae: 7.0292; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0240; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:21:40,006 - INFO - Epoch: 0501 / 1300	lr: 5.050e-05
+2025-07-02 06:22:33,658 - INFO - Training: cls_zice: 11.54307623386383; reg_zipnll: 40.505230617523196; aux_mae_loss_1: 15.107190723419189; aux_mae_loss_2: 2.2525379395484926; cnt_loss: 2.08169873714447;
+2025-07-02 06:22:33,659 - INFO - Evaluation:
+Curr mae: 6.7890; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8719; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:22:33,659 - INFO - Epoch: 0502 / 1300	lr: 5.001e-05
+2025-07-02 06:23:27,795 - INFO - Training: cls_zice: 12.040832114219665; reg_zipnll: 41.31097297668457; aux_mae_loss_1: 16.078500747680664; aux_mae_loss_2: 2.3473377799987794; cnt_loss: 2.1379953360557558;
+2025-07-02 06:23:27,796 - INFO - Evaluation:
+Curr mae: 6.8444; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7823; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:23:27,796 - INFO - Epoch: 0503 / 1300	lr: 4.953e-05
+2025-07-02 06:24:21,207 - INFO - Training: cls_zice: 12.212371673583984; reg_zipnll: 41.533742599487304; aux_mae_loss_1: 15.769855480194092; aux_mae_loss_2: 2.2254051852226255; cnt_loss: 2.4253073954582214;
+2025-07-02 06:24:21,208 - INFO - Evaluation:
+Curr mae: 6.7127; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6703; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:24:21,208 - INFO - Epoch: 0504 / 1300	lr: 4.904e-05
+2025-07-02 06:25:14,879 - INFO - Training: cls_zice: 11.950050773620605; reg_zipnll: 43.500629348754885; aux_mae_loss_1: 16.131368799209596; aux_mae_loss_2: 2.3536175227165224; cnt_loss: 2.4934830975532534;
+2025-07-02 06:25:14,881 - INFO - Evaluation:
+Curr mae: 6.8516; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3039; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:25:14,881 - INFO - Epoch: 0505 / 1300	lr: 4.856e-05
+2025-07-02 06:26:08,520 - INFO - Training: cls_zice: 10.877367906570434; reg_zipnll: 41.3390743637085; aux_mae_loss_1: 15.178455619812011; aux_mae_loss_2: 2.212458357810974; cnt_loss: 2.277211993932724;
+2025-07-02 06:26:08,521 - INFO - Evaluation:
+Curr mae: 6.4458; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3096; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:26:08,521 - INFO - Epoch: 0506 / 1300	lr: 4.807e-05
+2025-07-02 06:27:02,286 - INFO - Training: cls_zice: 9.903246030807495; reg_zipnll: 41.86754796981811; aux_mae_loss_1: 13.961983213424682; aux_mae_loss_2: 2.0645332181453706; cnt_loss: 2.03763907790184;
+2025-07-02 06:27:02,288 - INFO - Evaluation:
+Curr mae: 6.2059; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.2809; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0507; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:27:02,288 - INFO - Epoch: 0507 / 1300	lr: 4.759e-05
+2025-07-02 06:27:55,917 - INFO - Training: cls_zice: 10.465005019903183; reg_zipnll: 39.10478553771973; aux_mae_loss_1: 14.556786651611327; aux_mae_loss_2: 2.144472942352295; cnt_loss: 2.1386038529872895;
+2025-07-02 06:27:55,918 - INFO - Evaluation:
+Curr mae: 6.7867; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8366; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0570; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:27:55,918 - INFO - Epoch: 0508 / 1300	lr: 4.710e-05
+2025-07-02 06:28:49,540 - INFO - Training: cls_zice: 11.547294237613677; reg_zipnll: 42.47720928192139; aux_mae_loss_1: 15.920197143554688; aux_mae_loss_2: 2.3283896803855897; cnt_loss: 1.989793018102646;
+2025-07-02 06:28:49,542 - INFO - Evaluation:
+Curr mae: 6.5666; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7618; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:28:49,542 - INFO - Epoch: 0509 / 1300	lr: 4.662e-05
+2025-07-02 06:29:43,412 - INFO - Training: cls_zice: 11.503305685520171; reg_zipnll: 40.269649810791016; aux_mae_loss_1: 15.509746770858765; aux_mae_loss_2: 2.284302496910095; cnt_loss: 2.238524107336998;
+2025-07-02 06:29:43,413 - INFO - Evaluation:
+Curr mae: 6.9004; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1188; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:29:43,413 - INFO - Epoch: 0510 / 1300	lr: 4.613e-05
+2025-07-02 06:30:37,116 - INFO - Training: cls_zice: 10.56596510887146; reg_zipnll: 43.08573089599609; aux_mae_loss_1: 14.903493995666503; aux_mae_loss_2: 2.1869950103759765; cnt_loss: 2.0388262569904327;
+2025-07-02 06:30:37,117 - INFO - Evaluation:
+Curr mae: 7.1767; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2708; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0550; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:30:37,118 - INFO - Epoch: 0511 / 1300	lr: 4.565e-05
+2025-07-02 06:31:30,804 - INFO - Training: cls_zice: 11.671406478881837; reg_zipnll: 42.349893493652345; aux_mae_loss_1: 15.129585189819336; aux_mae_loss_2: 2.2092810606956483; cnt_loss: 2.0684091424942017;
+2025-07-02 06:31:30,805 - INFO - Evaluation:
+Curr mae: 6.9117; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8491; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:31:30,805 - INFO - Epoch: 0512 / 1300	lr: 4.516e-05
+2025-07-02 06:32:24,552 - INFO - Training: cls_zice: 11.762456703186036; reg_zipnll: 41.20798084259033; aux_mae_loss_1: 15.272507705688476; aux_mae_loss_2: 2.2418833112716676; cnt_loss: 2.143672711253166;
+2025-07-02 06:32:24,553 - INFO - Evaluation:
+Curr mae: 6.5585; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8307; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:32:24,553 - INFO - Epoch: 0513 / 1300	lr: 4.468e-05
+2025-07-02 06:33:18,549 - INFO - Training: cls_zice: 11.927784006595612; reg_zipnll: 41.1168172454834; aux_mae_loss_1: 15.634155235290528; aux_mae_loss_2: 2.306960852146149; cnt_loss: 2.328096568584442;
+2025-07-02 06:33:18,550 - INFO - Evaluation:
+Curr mae: 6.7392; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6381; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:33:18,550 - INFO - Epoch: 0514 / 1300	lr: 4.420e-05
+2025-07-02 06:34:12,242 - INFO - Training: cls_zice: 11.44541472196579; reg_zipnll: 44.725851669311524; aux_mae_loss_1: 15.328752269744873; aux_mae_loss_2: 2.184722909927368; cnt_loss: 2.011552646160126;
+2025-07-02 06:34:12,243 - INFO - Evaluation:
+Curr mae: 6.7019; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1624; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:34:12,243 - INFO - Epoch: 0515 / 1300	lr: 4.372e-05
+2025-07-02 06:35:06,122 - INFO - Training: cls_zice: 10.182854461669923; reg_zipnll: 38.34943603515625; aux_mae_loss_1: 14.540398178100586; aux_mae_loss_2: 2.1236857295036318; cnt_loss: 1.8916343307495118;
+2025-07-02 06:35:06,123 - INFO - Evaluation:
+Curr mae: 6.9692; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0525; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:35:06,123 - INFO - Epoch: 0516 / 1300	lr: 4.324e-05
+2025-07-02 06:35:59,737 - INFO - Training: cls_zice: 10.838522448539734; reg_zipnll: 44.166433334350586; aux_mae_loss_1: 14.834287090301514; aux_mae_loss_2: 2.195405032634735; cnt_loss: 1.9513495063781738;
+2025-07-02 06:35:59,738 - INFO - Evaluation:
+Curr mae: 7.0241; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5677; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:35:59,738 - INFO - Epoch: 0517 / 1300	lr: 4.276e-05
+2025-07-02 06:36:53,723 - INFO - Training: cls_zice: 10.39056206226349; reg_zipnll: 41.60361932754517; aux_mae_loss_1: 14.013605890274048; aux_mae_loss_2: 2.062536287307739; cnt_loss: 2.0077296245098113;
+2025-07-02 06:36:53,725 - INFO - Evaluation:
+Curr mae: 6.7491; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7381; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:36:53,725 - INFO - Epoch: 0518 / 1300	lr: 4.228e-05
+2025-07-02 06:37:47,322 - INFO - Training: cls_zice: 10.754695813655854; reg_zipnll: 43.17844249725342; aux_mae_loss_1: 14.956374244689941; aux_mae_loss_2: 2.214451924562454; cnt_loss: 2.1528411614894867;
+2025-07-02 06:37:47,323 - INFO - Evaluation:
+Curr mae: 7.2584; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2960; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:37:47,324 - INFO - Epoch: 0519 / 1300	lr: 4.180e-05
+2025-07-02 06:38:40,826 - INFO - Training: cls_zice: 11.156137013435364; reg_zipnll: 41.29753957748413; aux_mae_loss_1: 15.122513427734376; aux_mae_loss_2: 2.20341916680336; cnt_loss: 1.9957445430755616;
+2025-07-02 06:38:40,827 - INFO - Evaluation:
+Curr mae: 6.9959; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3208; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:38:40,827 - INFO - Epoch: 0520 / 1300	lr: 4.132e-05
+2025-07-02 06:39:34,895 - INFO - Training: cls_zice: 11.446303000450134; reg_zipnll: 41.973148345947266; aux_mae_loss_1: 15.392156829833985; aux_mae_loss_2: 2.279392569065094; cnt_loss: 2.2217604970932006;
+2025-07-02 06:39:34,896 - INFO - Evaluation:
+Curr mae: 6.8210; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2683; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:39:34,896 - INFO - Epoch: 0521 / 1300	lr: 4.084e-05
+2025-07-02 06:40:28,481 - INFO - Training: cls_zice: 11.38350549697876; reg_zipnll: 41.36861326217652; aux_mae_loss_1: 14.992956752777099; aux_mae_loss_2: 2.203271899223328; cnt_loss: 2.23155638217926;
+2025-07-02 06:40:28,482 - INFO - Evaluation:
+Curr mae: 7.4591; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1944; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0591; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:40:28,483 - INFO - Epoch: 0522 / 1300	lr: 4.037e-05
+2025-07-02 06:41:22,547 - INFO - Training: cls_zice: 10.485016450881957; reg_zipnll: 40.39988348007202; aux_mae_loss_1: 14.657982015609742; aux_mae_loss_2: 2.1607156372070313; cnt_loss: 2.004424351453781;
+2025-07-02 06:41:22,548 - INFO - Evaluation:
+Curr mae: 6.7547; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5454; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:41:22,548 - INFO - Epoch: 0523 / 1300	lr: 3.989e-05
+2025-07-02 06:42:16,094 - INFO - Training: cls_zice: 10.484862393140792; reg_zipnll: 44.34239208221435; aux_mae_loss_1: 14.910327138900756; aux_mae_loss_2: 2.113675534725189; cnt_loss: 1.7931280714273452;
+2025-07-02 06:42:16,095 - INFO - Evaluation:
+Curr mae: 6.5721; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9922; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:42:16,095 - INFO - Epoch: 0524 / 1300	lr: 3.942e-05
+2025-07-02 06:43:09,694 - INFO - Training: cls_zice: 11.097833631038666; reg_zipnll: 41.539622421264646; aux_mae_loss_1: 14.723593702316284; aux_mae_loss_2: 2.1506871354579924; cnt_loss: 1.980592211484909;
+2025-07-02 06:43:09,695 - INFO - Evaluation:
+Curr mae: 6.7875; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5734; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:43:09,695 - INFO - Epoch: 0525 / 1300	lr: 3.894e-05
+2025-07-02 06:44:03,629 - INFO - Training: cls_zice: 11.242954998016357; reg_zipnll: 39.630074701309205; aux_mae_loss_1: 14.771060619354248; aux_mae_loss_2: 2.1627366375923156; cnt_loss: 1.81412037730217;
+2025-07-02 06:44:03,630 - INFO - Evaluation:
+Curr mae: 7.0029; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2372; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:44:03,630 - INFO - Epoch: 0526 / 1300	lr: 3.847e-05
+2025-07-02 06:44:57,517 - INFO - Training: cls_zice: 10.44221137523651; reg_zipnll: 40.40721683502197; aux_mae_loss_1: 14.692619972229004; aux_mae_loss_2: 2.1795425629615783; cnt_loss: 1.7942560517787933;
+2025-07-02 06:44:57,519 - INFO - Evaluation:
+Curr mae: 6.6829; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6698; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:44:57,519 - INFO - Epoch: 0527 / 1300	lr: 3.800e-05
+2025-07-02 06:45:51,368 - INFO - Training: cls_zice: 10.068953201174736; reg_zipnll: 40.85506881713867; aux_mae_loss_1: 13.995945844650269; aux_mae_loss_2: 1.988738465309143; cnt_loss: 1.7739425373077393;
+2025-07-02 06:45:51,370 - INFO - Evaluation:
+Curr mae: 7.2322; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9022; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:45:51,370 - INFO - Epoch: 0528 / 1300	lr: 3.753e-05
+2025-07-02 06:46:45,369 - INFO - Training: cls_zice: 11.003468856811523; reg_zipnll: 41.97083351135254; aux_mae_loss_1: 14.995386486053468; aux_mae_loss_2: 2.206778869628906; cnt_loss: 2.0207213950157166;
+2025-07-02 06:46:45,370 - INFO - Evaluation:
+Curr mae: 6.7385; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7051; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0521; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:46:45,370 - INFO - Epoch: 0529 / 1300	lr: 3.706e-05
+2025-07-02 06:47:39,139 - INFO - Training: cls_zice: 10.194092152118683; reg_zipnll: 42.12212438583374; aux_mae_loss_1: 14.104431495666503; aux_mae_loss_2: 2.0650008726119995; cnt_loss: 1.8643200570344924;
+2025-07-02 06:47:39,140 - INFO - Evaluation:
+Curr mae: 6.5834; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4589; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:47:39,140 - INFO - Epoch: 0530 / 1300	lr: 3.660e-05
+2025-07-02 06:48:32,623 - INFO - Training: cls_zice: 10.824736185073853; reg_zipnll: 40.51894620895386; aux_mae_loss_1: 14.797235279083251; aux_mae_loss_2: 2.1263362050056456; cnt_loss: 1.836206535100937;
+2025-07-02 06:48:32,624 - INFO - Evaluation:
+Curr mae: 6.8001; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9840; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:48:32,624 - INFO - Epoch: 0531 / 1300	lr: 3.613e-05
+2025-07-02 06:49:26,460 - INFO - Training: cls_zice: 10.216979553699494; reg_zipnll: 39.93061408996582; aux_mae_loss_1: 14.391039400100707; aux_mae_loss_2: 2.101153783798218; cnt_loss: 1.824274001121521;
+2025-07-02 06:49:26,461 - INFO - Evaluation:
+Curr mae: 6.6578; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2125; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:49:26,461 - INFO - Epoch: 0532 / 1300	lr: 3.567e-05
+2025-07-02 06:50:20,220 - INFO - Training: cls_zice: 12.344403624534607; reg_zipnll: 42.471723804473875; aux_mae_loss_1: 15.43614203453064; aux_mae_loss_2: 2.2898703908920286; cnt_loss: 2.224027804136276;
+2025-07-02 06:50:20,221 - INFO - Evaluation:
+Curr mae: 6.5633; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1551; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0514; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:50:20,222 - INFO - Epoch: 0533 / 1300	lr: 3.520e-05
+2025-07-02 06:51:13,800 - INFO - Training: cls_zice: 10.864214811325073; reg_zipnll: 41.91327251434326; aux_mae_loss_1: 14.717952432632446; aux_mae_loss_2: 2.138750903606415; cnt_loss: 2.209784536361694;
+2025-07-02 06:51:13,801 - INFO - Evaluation:
+Curr mae: 6.2387; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7232; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0505; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:51:13,801 - INFO - Epoch: 0534 / 1300	lr: 3.474e-05
+2025-07-02 06:52:07,626 - INFO - Training: cls_zice: 11.28023413658142; reg_zipnll: 38.63799080848694; aux_mae_loss_1: 15.03172215461731; aux_mae_loss_2: 2.216357787847519; cnt_loss: 2.0486305487155914;
+2025-07-02 06:52:07,627 - INFO - Evaluation:
+Curr mae: 6.5457; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4456; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:52:07,627 - INFO - Epoch: 0535 / 1300	lr: 3.428e-05
+2025-07-02 06:53:01,501 - INFO - Training: cls_zice: 10.525981197357178; reg_zipnll: 43.35236404418945; aux_mae_loss_1: 14.485228385925293; aux_mae_loss_2: 2.1001624870300293; cnt_loss: 1.7495186495780946;
+2025-07-02 06:53:01,502 - INFO - Evaluation:
+Curr mae: 6.6263; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7442; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:53:01,503 - INFO - Epoch: 0536 / 1300	lr: 3.382e-05
+2025-07-02 06:53:55,353 - INFO - Training: cls_zice: 10.6725150680542; reg_zipnll: 43.22479187011719; aux_mae_loss_1: 14.086396770477295; aux_mae_loss_2: 2.030692443847656; cnt_loss: 1.8024669778347016;
+2025-07-02 06:53:55,354 - INFO - Evaluation:
+Curr mae: 6.3426; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7723; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0514; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:53:55,354 - INFO - Epoch: 0537 / 1300	lr: 3.337e-05
+2025-07-02 06:54:49,401 - INFO - Training: cls_zice: 11.045534331798553; reg_zipnll: 41.055891838073734; aux_mae_loss_1: 14.609456377029419; aux_mae_loss_2: 2.1334721994400025; cnt_loss: 1.9922500932216645;
+2025-07-02 06:54:49,403 - INFO - Evaluation:
+Curr mae: 6.6936; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0137; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:54:49,403 - INFO - Epoch: 0538 / 1300	lr: 3.291e-05
+2025-07-02 06:55:42,895 - INFO - Training: cls_zice: 11.435991209745406; reg_zipnll: 42.639557418823244; aux_mae_loss_1: 14.8752259349823; aux_mae_loss_2: 2.1453811860084535; cnt_loss: 1.825857463479042;
+2025-07-02 06:55:42,897 - INFO - Evaluation:
+Curr mae: 6.4394; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7505; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0506; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:55:42,897 - INFO - Epoch: 0539 / 1300	lr: 3.246e-05
+2025-07-02 06:56:36,792 - INFO - Training: cls_zice: 10.010906395912171; reg_zipnll: 39.024836769104006; aux_mae_loss_1: 14.047741270065307; aux_mae_loss_2: 2.030713701248169; cnt_loss: 2.0128646445274354;
+2025-07-02 06:56:36,793 - INFO - Evaluation:
+Curr mae: 6.7587; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4920; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:56:36,793 - INFO - Epoch: 0540 / 1300	lr: 3.201e-05
+2025-07-02 06:57:30,492 - INFO - Training: cls_zice: 9.395770874023437; reg_zipnll: 39.922051429748535; aux_mae_loss_1: 13.079587621688843; aux_mae_loss_2: 1.9086149632930756; cnt_loss: 1.8049682414531707;
+2025-07-02 06:57:30,493 - INFO - Evaluation:
+Curr mae: 6.6691; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3078; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:57:30,493 - INFO - Epoch: 0541 / 1300	lr: 3.156e-05
+2025-07-02 06:58:24,554 - INFO - Training: cls_zice: 9.67024495601654; reg_zipnll: 38.739491119384766; aux_mae_loss_1: 13.662008352279663; aux_mae_loss_2: 2.031490920782089; cnt_loss: 2.0979179763793945;
+2025-07-02 06:58:24,555 - INFO - Evaluation:
+Curr mae: 6.6731; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3383; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:58:24,555 - INFO - Epoch: 0542 / 1300	lr: 3.111e-05
+2025-07-02 06:59:18,387 - INFO - Training: cls_zice: 9.669558321237565; reg_zipnll: 36.71225271224976; aux_mae_loss_1: 13.940741939544678; aux_mae_loss_2: 2.0572263836860656; cnt_loss: 1.8499081593751907;
+2025-07-02 06:59:18,388 - INFO - Evaluation:
+Curr mae: 6.4737; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3976; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 06:59:18,388 - INFO - Epoch: 0543 / 1300	lr: 3.066e-05
+2025-07-02 07:00:12,528 - INFO - Training: cls_zice: 10.224605362415314; reg_zipnll: 41.36207931518555; aux_mae_loss_1: 13.82624574661255; aux_mae_loss_2: 2.032624603509903; cnt_loss: 1.5615190482139587;
+2025-07-02 07:00:12,529 - INFO - Evaluation:
+Curr mae: 6.6323; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0654; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0513; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:00:12,529 - INFO - Epoch: 0544 / 1300	lr: 3.022e-05
+2025-07-02 07:01:06,382 - INFO - Training: cls_zice: 10.03334394454956; reg_zipnll: 40.517985801696774; aux_mae_loss_1: 14.148534059524536; aux_mae_loss_2: 2.046481968164444; cnt_loss: 1.7460089445114135;
+2025-07-02 07:01:06,383 - INFO - Evaluation:
+Curr mae: 6.4266; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3789; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0498; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:01:06,383 - INFO - Epoch: 0545 / 1300	lr: 2.978e-05
+2025-07-02 07:02:00,147 - INFO - Training: cls_zice: 11.135884801149368; reg_zipnll: 40.1638515663147; aux_mae_loss_1: 14.340244493484498; aux_mae_loss_2: 2.0843950974941254; cnt_loss: 1.8005953067541123;
+2025-07-02 07:02:00,148 - INFO - Evaluation:
+Curr mae: 6.8203; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2615; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:02:00,148 - INFO - Epoch: 0546 / 1300	lr: 2.934e-05
+2025-07-02 07:02:54,044 - INFO - Training: cls_zice: 10.491167600154876; reg_zipnll: 42.226756477355956; aux_mae_loss_1: 13.667920637130738; aux_mae_loss_2: 1.9707028019428252; cnt_loss: 1.7003686714172364;
+2025-07-02 07:02:54,046 - INFO - Evaluation:
+Curr mae: 6.6930; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6232; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:02:54,046 - INFO - Epoch: 0547 / 1300	lr: 2.890e-05
+2025-07-02 07:03:47,479 - INFO - Training: cls_zice: 10.464504733085633; reg_zipnll: 41.18965892791748; aux_mae_loss_1: 14.032255363464355; aux_mae_loss_2: 2.06580139875412; cnt_loss: 2.114298385381699;
+2025-07-02 07:03:47,481 - INFO - Evaluation:
+Curr mae: 6.7498; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3892; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:03:47,481 - INFO - Epoch: 0548 / 1300	lr: 2.846e-05
+2025-07-02 07:04:40,962 - INFO - Training: cls_zice: 10.617266061306; reg_zipnll: 40.57265300750733; aux_mae_loss_1: 13.862585210800171; aux_mae_loss_2: 2.069347403049469; cnt_loss: 1.9629411458969117;
+2025-07-02 07:04:40,963 - INFO - Evaluation:
+Curr mae: 6.6484; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6816; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:04:40,964 - INFO - Epoch: 0549 / 1300	lr: 2.803e-05
+2025-07-02 07:05:34,888 - INFO - Training: cls_zice: 10.719848837852478; reg_zipnll: 38.5792098236084; aux_mae_loss_1: 14.470705966949463; aux_mae_loss_2: 2.110445421934128; cnt_loss: 1.871301897764206;
+2025-07-02 07:05:34,889 - INFO - Evaluation:
+Curr mae: 6.6566; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4626; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:05:34,889 - INFO - Epoch: 0550 / 1300	lr: 2.760e-05
+2025-07-02 07:06:28,750 - INFO - Training: cls_zice: 9.497564378380776; reg_zipnll: 39.15086547851563; aux_mae_loss_1: 13.247205505371094; aux_mae_loss_2: 1.950178689956665; cnt_loss: 1.960609729886055;
+2025-07-02 07:06:28,751 - INFO - Evaluation:
+Curr mae: 7.0100; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5574; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:06:33,054 - INFO - Epoch: 0551 / 1300	lr: 2.717e-05
+2025-07-02 07:07:26,620 - INFO - Training: cls_zice: 11.211304533481599; reg_zipnll: 41.305857496261595; aux_mae_loss_1: 14.564283094406129; aux_mae_loss_2: 2.1162216806411744; cnt_loss: 1.9041495382785798;
+2025-07-02 07:07:26,621 - INFO - Evaluation:
+Curr mae: 6.5743; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2095; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0515; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:07:26,621 - INFO - Epoch: 0552 / 1300	lr: 2.674e-05
+2025-07-02 07:08:20,593 - INFO - Training: cls_zice: 10.173730285167695; reg_zipnll: 40.182057304382326; aux_mae_loss_1: 13.92407504081726; aux_mae_loss_2: 2.0784132266044617; cnt_loss: 1.8432828003168107;
+2025-07-02 07:08:20,595 - INFO - Evaluation:
+Curr mae: 6.4488; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8958; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0510; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:08:20,595 - INFO - Epoch: 0553 / 1300	lr: 2.631e-05
+2025-07-02 07:09:14,197 - INFO - Training: cls_zice: 9.608429098129273; reg_zipnll: 41.49199340820312; aux_mae_loss_1: 13.272954416275024; aux_mae_loss_2: 1.9280803799629211; cnt_loss: 1.7265764582157135;
+2025-07-02 07:09:14,198 - INFO - Evaluation:
+Curr mae: 6.6700; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3455; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0512; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:09:14,198 - INFO - Epoch: 0554 / 1300	lr: 2.589e-05
+2025-07-02 07:10:08,322 - INFO - Training: cls_zice: 10.166733984947205; reg_zipnll: 38.031939592361454; aux_mae_loss_1: 13.276895256042481; aux_mae_loss_2: 1.922969081401825; cnt_loss: 1.606003013253212;
+2025-07-02 07:10:08,324 - INFO - Evaluation:
+Curr mae: 6.5003; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4941; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0507; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:10:08,324 - INFO - Epoch: 0555 / 1300	lr: 2.547e-05
+2025-07-02 07:11:01,958 - INFO - Training: cls_zice: 9.671721000671386; reg_zipnll: 41.369674377441406; aux_mae_loss_1: 13.570439672470092; aux_mae_loss_2: 1.920343692302704; cnt_loss: 1.7038163626194;
+2025-07-02 07:11:01,959 - INFO - Evaluation:
+Curr mae: 6.9364; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1003; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:11:01,960 - INFO - Epoch: 0556 / 1300	lr: 2.505e-05
+2025-07-02 07:11:55,540 - INFO - Training: cls_zice: 10.381277737617493; reg_zipnll: 41.41390584945679; aux_mae_loss_1: 13.662750387191773; aux_mae_loss_2: 1.9842910659313202; cnt_loss: 1.630909070968628;
+2025-07-02 07:11:55,541 - INFO - Evaluation:
+Curr mae: 6.9228; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2230; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:11:55,541 - INFO - Epoch: 0557 / 1300	lr: 2.464e-05
+2025-07-02 07:12:49,164 - INFO - Training: cls_zice: 10.71182935833931; reg_zipnll: 39.07761709213257; aux_mae_loss_1: 13.969275093078613; aux_mae_loss_2: 2.0085270273685456; cnt_loss: 1.740419147014618;
+2025-07-02 07:12:49,165 - INFO - Evaluation:
+Curr mae: 6.9607; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1061; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:12:49,165 - INFO - Epoch: 0558 / 1300	lr: 2.422e-05
+2025-07-02 07:13:43,027 - INFO - Training: cls_zice: 9.25190810918808; reg_zipnll: 40.75743003845215; aux_mae_loss_1: 12.461214790344238; aux_mae_loss_2: 1.809444510936737; cnt_loss: 1.4836215901374816;
+2025-07-02 07:13:43,028 - INFO - Evaluation:
+Curr mae: 6.8829; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1338; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:13:43,028 - INFO - Epoch: 0559 / 1300	lr: 2.381e-05
+2025-07-02 07:14:36,848 - INFO - Training: cls_zice: 9.998386752605438; reg_zipnll: 38.7471785736084; aux_mae_loss_1: 12.995939989089965; aux_mae_loss_2: 1.9067752599716186; cnt_loss: 1.6128845405578613;
+2025-07-02 07:14:36,849 - INFO - Evaluation:
+Curr mae: 6.8595; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8723; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:14:36,850 - INFO - Epoch: 0560 / 1300	lr: 2.340e-05
+2025-07-02 07:15:30,485 - INFO - Training: cls_zice: 10.174146785736085; reg_zipnll: 39.90315046310425; aux_mae_loss_1: 13.238147115707397; aux_mae_loss_2: 1.9182044863700867; cnt_loss: 1.563260189294815;
+2025-07-02 07:15:30,486 - INFO - Evaluation:
+Curr mae: 6.4997; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1147; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0509; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:15:30,486 - INFO - Epoch: 0561 / 1300	lr: 2.300e-05
+2025-07-02 07:16:24,527 - INFO - Training: cls_zice: 10.038898624181748; reg_zipnll: 39.69332893371582; aux_mae_loss_1: 13.426482429504395; aux_mae_loss_2: 1.9727569365501403; cnt_loss: 1.7876964676380158;
+2025-07-02 07:16:24,528 - INFO - Evaluation:
+Curr mae: 6.8288; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6790; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:16:24,529 - INFO - Epoch: 0562 / 1300	lr: 2.260e-05
+2025-07-02 07:17:18,367 - INFO - Training: cls_zice: 10.057323680520058; reg_zipnll: 38.97361028671265; aux_mae_loss_1: 13.330369195938111; aux_mae_loss_2: 1.9357093644142152; cnt_loss: 1.5872600227594376;
+2025-07-02 07:17:18,368 - INFO - Evaluation:
+Curr mae: 6.9794; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8024; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0534; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:17:18,368 - INFO - Epoch: 0563 / 1300	lr: 2.220e-05
+2025-07-02 07:18:12,232 - INFO - Training: cls_zice: 10.15197906255722; reg_zipnll: 39.735214385986325; aux_mae_loss_1: 13.386584529876709; aux_mae_loss_2: 1.933189799785614; cnt_loss: 1.6794495224952697;
+2025-07-02 07:18:12,233 - INFO - Evaluation:
+Curr mae: 6.7017; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6577; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:18:12,233 - INFO - Epoch: 0564 / 1300	lr: 2.180e-05
+2025-07-02 07:19:06,146 - INFO - Training: cls_zice: 10.273693280220032; reg_zipnll: 41.93508136749268; aux_mae_loss_1: 14.782275323867799; aux_mae_loss_2: 2.1414594268798828; cnt_loss: 1.718122643828392;
+2025-07-02 07:19:06,148 - INFO - Evaluation:
+Curr mae: 6.8082; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2925; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:19:06,148 - INFO - Epoch: 0565 / 1300	lr: 2.140e-05
+2025-07-02 07:20:00,143 - INFO - Training: cls_zice: 10.118336964249611; reg_zipnll: 40.311176738739015; aux_mae_loss_1: 13.515531969070434; aux_mae_loss_2: 1.9742063868045807; cnt_loss: 1.7974138641357422;
+2025-07-02 07:20:00,144 - INFO - Evaluation:
+Curr mae: 6.8011; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7404; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:20:00,144 - INFO - Epoch: 0566 / 1300	lr: 2.101e-05
+2025-07-02 07:20:53,621 - INFO - Training: cls_zice: 9.130909633636474; reg_zipnll: 41.91297222137451; aux_mae_loss_1: 12.8905779838562; aux_mae_loss_2: 1.8664092886447907; cnt_loss: 1.5443015861511231;
+2025-07-02 07:20:53,622 - INFO - Evaluation:
+Curr mae: 6.7230; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3762; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:20:53,622 - INFO - Epoch: 0567 / 1300	lr: 2.062e-05
+2025-07-02 07:21:47,288 - INFO - Training: cls_zice: 10.179663846492767; reg_zipnll: 37.861489353179934; aux_mae_loss_1: 14.011190414428711; aux_mae_loss_2: 1.9720915949344635; cnt_loss: 1.5136575627326965;
+2025-07-02 07:21:47,289 - INFO - Evaluation:
+Curr mae: 6.9652; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9382; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:21:47,289 - INFO - Epoch: 0568 / 1300	lr: 2.024e-05
+2025-07-02 07:22:41,331 - INFO - Training: cls_zice: 9.560103235244751; reg_zipnll: 40.698996181488035; aux_mae_loss_1: 12.924811916351318; aux_mae_loss_2: 1.8550560259819031; cnt_loss: 1.4322979789972305;
+2025-07-02 07:22:41,332 - INFO - Evaluation:
+Curr mae: 6.8622; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1086; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:22:41,332 - INFO - Epoch: 0569 / 1300	lr: 1.985e-05
+2025-07-02 07:23:34,813 - INFO - Training: cls_zice: 10.825681614875794; reg_zipnll: 40.21544503211975; aux_mae_loss_1: 14.125858573913574; aux_mae_loss_2: 2.0237716960906984; cnt_loss: 1.689411290884018;
+2025-07-02 07:23:34,814 - INFO - Evaluation:
+Curr mae: 6.9097; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4235; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:23:34,814 - INFO - Epoch: 0570 / 1300	lr: 1.947e-05
+2025-07-02 07:24:28,361 - INFO - Training: cls_zice: 9.627508130073547; reg_zipnll: 39.53912914276123; aux_mae_loss_1: 13.165150651931762; aux_mae_loss_2: 1.9622751939296723; cnt_loss: 1.6987179213762282;
+2025-07-02 07:24:28,363 - INFO - Evaluation:
+Curr mae: 6.7171; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8643; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:24:28,363 - INFO - Epoch: 0571 / 1300	lr: 1.910e-05
+2025-07-02 07:25:22,148 - INFO - Training: cls_zice: 9.933774027824402; reg_zipnll: 38.40920349121094; aux_mae_loss_1: 13.116706476211547; aux_mae_loss_2: 1.8793032145500184; cnt_loss: 1.8444119596481323;
+2025-07-02 07:25:22,149 - INFO - Evaluation:
+Curr mae: 6.9603; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4564; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:25:22,150 - INFO - Epoch: 0572 / 1300	lr: 1.872e-05
+2025-07-02 07:26:16,112 - INFO - Training: cls_zice: 10.376444172859191; reg_zipnll: 37.56001585006714; aux_mae_loss_1: 13.564637708663941; aux_mae_loss_2: 1.957904236316681; cnt_loss: 1.4382462918758392;
+2025-07-02 07:26:16,113 - INFO - Evaluation:
+Curr mae: 6.7080; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5922; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:26:16,113 - INFO - Epoch: 0573 / 1300	lr: 1.835e-05
+2025-07-02 07:27:09,849 - INFO - Training: cls_zice: 9.703662960529327; reg_zipnll: 42.609272599220276; aux_mae_loss_1: 13.367860765457154; aux_mae_loss_2: 1.92470471739769; cnt_loss: 1.5565975677967072;
+2025-07-02 07:27:09,850 - INFO - Evaluation:
+Curr mae: 6.6856; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5766; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:27:09,850 - INFO - Epoch: 0574 / 1300	lr: 1.798e-05
+2025-07-02 07:28:03,842 - INFO - Training: cls_zice: 10.491435964107513; reg_zipnll: 38.3179898071289; aux_mae_loss_1: 14.354472332000732; aux_mae_loss_2: 2.083770211935043; cnt_loss: 1.6569034087657928;
+2025-07-02 07:28:03,843 - INFO - Evaluation:
+Curr mae: 6.5130; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1405; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0515; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:28:03,843 - INFO - Epoch: 0575 / 1300	lr: 1.762e-05
+2025-07-02 07:28:57,435 - INFO - Training: cls_zice: 9.494231466650962; reg_zipnll: 38.208188953399656; aux_mae_loss_1: 13.001834650039672; aux_mae_loss_2: 1.8835021734237671; cnt_loss: 1.4950941872596741;
+2025-07-02 07:28:57,436 - INFO - Evaluation:
+Curr mae: 6.4771; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3724; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0507; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:28:57,436 - INFO - Epoch: 0576 / 1300	lr: 1.726e-05
+2025-07-02 07:29:51,266 - INFO - Training: cls_zice: 10.11320620059967; reg_zipnll: 39.15074565887451; aux_mae_loss_1: 13.327765054702759; aux_mae_loss_2: 1.9504022741317748; cnt_loss: 1.4780998265743255;
+2025-07-02 07:29:51,268 - INFO - Evaluation:
+Curr mae: 6.7856; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7561; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:29:51,268 - INFO - Epoch: 0577 / 1300	lr: 1.690e-05
+2025-07-02 07:30:44,799 - INFO - Training: cls_zice: 10.135859394073487; reg_zipnll: 40.26862964630127; aux_mae_loss_1: 13.587006845474242; aux_mae_loss_2: 1.9193611979484557; cnt_loss: 1.6674913758039474;
+2025-07-02 07:30:44,800 - INFO - Evaluation:
+Curr mae: 6.7608; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4583; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:30:44,800 - INFO - Epoch: 0578 / 1300	lr: 1.654e-05
+2025-07-02 07:31:39,056 - INFO - Training: cls_zice: 9.718418738842011; reg_zipnll: 42.26411808013916; aux_mae_loss_1: 13.271662473678589; aux_mae_loss_2: 1.9045832753181458; cnt_loss: 1.5454930818080903;
+2025-07-02 07:31:39,057 - INFO - Evaluation:
+Curr mae: 6.6718; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3644; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:31:39,057 - INFO - Epoch: 0579 / 1300	lr: 1.619e-05
+2025-07-02 07:32:32,720 - INFO - Training: cls_zice: 10.106638355255127; reg_zipnll: 42.73775390625; aux_mae_loss_1: 13.394124126434326; aux_mae_loss_2: 1.9311324071884155; cnt_loss: 1.6718025040626525;
+2025-07-02 07:32:32,722 - INFO - Evaluation:
+Curr mae: 6.9553; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8249; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:32:32,722 - INFO - Epoch: 0580 / 1300	lr: 1.584e-05
+2025-07-02 07:33:26,530 - INFO - Training: cls_zice: 9.363324830532074; reg_zipnll: 37.91911560058594; aux_mae_loss_1: 12.883739414215087; aux_mae_loss_2: 1.8944782614707947; cnt_loss: 1.4182667779922484;
+2025-07-02 07:33:26,531 - INFO - Evaluation:
+Curr mae: 6.7683; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0904; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:33:26,532 - INFO - Epoch: 0581 / 1300	lr: 1.550e-05
+2025-07-02 07:34:20,383 - INFO - Training: cls_zice: 9.890275955200195; reg_zipnll: 38.01346501350403; aux_mae_loss_1: 13.022530899047851; aux_mae_loss_2: 1.8765511989593506; cnt_loss: 1.547744015455246;
+2025-07-02 07:34:20,384 - INFO - Evaluation:
+Curr mae: 6.6552; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4951; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:34:20,384 - INFO - Epoch: 0582 / 1300	lr: 1.516e-05
+2025-07-02 07:35:14,565 - INFO - Training: cls_zice: 10.238354325294495; reg_zipnll: 41.07544883728028; aux_mae_loss_1: 13.123700065612793; aux_mae_loss_2: 1.9074136006832123; cnt_loss: 1.478318186402321;
+2025-07-02 07:35:14,566 - INFO - Evaluation:
+Curr mae: 6.8357; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5305; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:35:14,567 - INFO - Epoch: 0583 / 1300	lr: 1.482e-05
+2025-07-02 07:36:08,391 - INFO - Training: cls_zice: 10.325857565402984; reg_zipnll: 40.54471622467041; aux_mae_loss_1: 13.539446992874145; aux_mae_loss_2: 1.9561536252498626; cnt_loss: 1.6416127800941467;
+2025-07-02 07:36:08,392 - INFO - Evaluation:
+Curr mae: 6.6588; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3540; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:36:08,392 - INFO - Epoch: 0584 / 1300	lr: 1.448e-05
+2025-07-02 07:37:02,385 - INFO - Training: cls_zice: 8.845150918960572; reg_zipnll: 41.187173194885254; aux_mae_loss_1: 12.319907503128052; aux_mae_loss_2: 1.7331196820735932; cnt_loss: 1.4108201336860657;
+2025-07-02 07:37:02,387 - INFO - Evaluation:
+Curr mae: 6.6034; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2518; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0514; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:37:02,387 - INFO - Epoch: 0585 / 1300	lr: 1.415e-05
+2025-07-02 07:37:56,172 - INFO - Training: cls_zice: 9.513364872932435; reg_zipnll: 38.47630939483643; aux_mae_loss_1: 12.36800009727478; aux_mae_loss_2: 1.7980567193031312; cnt_loss: 1.328586483001709;
+2025-07-02 07:37:56,173 - INFO - Evaluation:
+Curr mae: 6.7354; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3181; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:37:56,174 - INFO - Epoch: 0586 / 1300	lr: 1.382e-05
+2025-07-02 07:38:50,143 - INFO - Training: cls_zice: 9.754169585704803; reg_zipnll: 42.13509773254395; aux_mae_loss_1: 12.743088293075562; aux_mae_loss_2: 1.8503379893302918; cnt_loss: 1.560646368265152;
+2025-07-02 07:38:50,144 - INFO - Evaluation:
+Curr mae: 6.7782; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7452; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:38:50,144 - INFO - Epoch: 0587 / 1300	lr: 1.350e-05
+2025-07-02 07:39:43,965 - INFO - Training: cls_zice: 9.59439497947693; reg_zipnll: 39.44047241210937; aux_mae_loss_1: 13.078720932006837; aux_mae_loss_2: 1.8831246101856232; cnt_loss: 1.4456171214580535;
+2025-07-02 07:39:43,966 - INFO - Evaluation:
+Curr mae: 6.8162; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7582; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:39:43,966 - INFO - Epoch: 0588 / 1300	lr: 1.318e-05
+2025-07-02 07:40:37,670 - INFO - Training: cls_zice: 8.624360041618347; reg_zipnll: 40.36427846908569; aux_mae_loss_1: 11.989699497222901; aux_mae_loss_2: 1.7498152029514313; cnt_loss: 1.5292943930625915;
+2025-07-02 07:40:37,671 - INFO - Evaluation:
+Curr mae: 6.8342; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0586; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:40:37,671 - INFO - Epoch: 0589 / 1300	lr: 1.286e-05
+2025-07-02 07:41:31,304 - INFO - Training: cls_zice: 9.450215780735016; reg_zipnll: 39.93233768463135; aux_mae_loss_1: 12.939668588638305; aux_mae_loss_2: 1.838754655122757; cnt_loss: 1.6224118930101394;
+2025-07-02 07:41:31,305 - INFO - Evaluation:
+Curr mae: 6.6591; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6712; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:41:31,305 - INFO - Epoch: 0590 / 1300	lr: 1.255e-05
+2025-07-02 07:42:25,171 - INFO - Training: cls_zice: 9.01315705537796; reg_zipnll: 39.16457983016968; aux_mae_loss_1: 12.292861967086791; aux_mae_loss_2: 1.789696172475815; cnt_loss: 1.568530102968216;
+2025-07-02 07:42:25,172 - INFO - Evaluation:
+Curr mae: 6.7606; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5338; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:42:25,172 - INFO - Epoch: 0591 / 1300	lr: 1.224e-05
+2025-07-02 07:43:18,912 - INFO - Training: cls_zice: 8.829884691238403; reg_zipnll: 38.40841709136963; aux_mae_loss_1: 11.871780004501343; aux_mae_loss_2: 1.730807089805603; cnt_loss: 1.476272600889206;
+2025-07-02 07:43:18,914 - INFO - Evaluation:
+Curr mae: 6.9029; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2416; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:43:18,914 - INFO - Epoch: 0592 / 1300	lr: 1.193e-05
+2025-07-02 07:44:12,750 - INFO - Training: cls_zice: 9.723043417930603; reg_zipnll: 40.370342292785644; aux_mae_loss_1: 12.782706327438355; aux_mae_loss_2: 1.8298959267139434; cnt_loss: 1.505952354669571;
+2025-07-02 07:44:12,751 - INFO - Evaluation:
+Curr mae: 6.8722; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1892; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:44:12,751 - INFO - Epoch: 0593 / 1300	lr: 1.163e-05
+2025-07-02 07:45:06,183 - INFO - Training: cls_zice: 8.5888161277771; reg_zipnll: 38.96966983795166; aux_mae_loss_1: 12.729081287384034; aux_mae_loss_2: 1.8420650684833526; cnt_loss: 1.3914017087221147;
+2025-07-02 07:45:06,184 - INFO - Evaluation:
+Curr mae: 6.9472; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4119; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:45:06,185 - INFO - Epoch: 0594 / 1300	lr: 1.133e-05
+2025-07-02 07:45:59,853 - INFO - Training: cls_zice: 8.470659294128417; reg_zipnll: 38.0324178314209; aux_mae_loss_1: 12.000853686332702; aux_mae_loss_2: 1.7307322072982787; cnt_loss: 1.4519730126857757;
+2025-07-02 07:45:59,854 - INFO - Evaluation:
+Curr mae: 6.9475; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3528; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:45:59,854 - INFO - Epoch: 0595 / 1300	lr: 1.103e-05
+2025-07-02 07:46:53,264 - INFO - Training: cls_zice: 10.498574430942535; reg_zipnll: 39.36073684692383; aux_mae_loss_1: 13.667892932891846; aux_mae_loss_2: 1.9573460161685943; cnt_loss: 1.5386289048194886;
+2025-07-02 07:46:53,265 - INFO - Evaluation:
+Curr mae: 6.9104; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1890; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:46:53,265 - INFO - Epoch: 0596 / 1300	lr: 1.074e-05
+2025-07-02 07:47:46,934 - INFO - Training: cls_zice: 9.765790300369263; reg_zipnll: 40.06079786300659; aux_mae_loss_1: 13.170350885391235; aux_mae_loss_2: 1.9223314785957337; cnt_loss: 1.610289338827133;
+2025-07-02 07:47:46,936 - INFO - Evaluation:
+Curr mae: 7.0155; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3438; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:47:46,936 - INFO - Epoch: 0597 / 1300	lr: 1.045e-05
+2025-07-02 07:48:40,888 - INFO - Training: cls_zice: 10.09801134109497; reg_zipnll: 36.66664831161499; aux_mae_loss_1: 13.262213354110719; aux_mae_loss_2: 1.9329374313354493; cnt_loss: 1.5071472799777985;
+2025-07-02 07:48:40,889 - INFO - Evaluation:
+Curr mae: 6.7527; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6994; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:48:40,889 - INFO - Epoch: 0598 / 1300	lr: 1.017e-05
+2025-07-02 07:49:34,672 - INFO - Training: cls_zice: 9.647959523200988; reg_zipnll: 40.124635467529295; aux_mae_loss_1: 13.116669626235963; aux_mae_loss_2: 1.8907502603530884; cnt_loss: 1.5308430594205857;
+2025-07-02 07:49:34,673 - INFO - Evaluation:
+Curr mae: 6.8025; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6285; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:49:34,673 - INFO - Epoch: 0599 / 1300	lr: 9.890e-06
+2025-07-02 07:50:28,799 - INFO - Training: cls_zice: 9.232583070993423; reg_zipnll: 38.1635782623291; aux_mae_loss_1: 12.427363109588622; aux_mae_loss_2: 1.8210572016239166; cnt_loss: 1.4979219579696654;
+2025-07-02 07:50:28,800 - INFO - Evaluation:
+Curr mae: 6.6868; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8882; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:50:28,800 - INFO - Epoch: 0600 / 1300	lr: 9.614e-06
+2025-07-02 07:51:22,852 - INFO - Training: cls_zice: 9.180505946874618; reg_zipnll: 41.31513484954834; aux_mae_loss_1: 12.544736118316651; aux_mae_loss_2: 1.8071879315376282; cnt_loss: 1.3603447544574738;
+2025-07-02 07:51:22,853 - INFO - Evaluation:
+Curr mae: 6.6320; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5252; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:51:27,534 - INFO - Epoch: 0601 / 1300	lr: 9.342e-06
+2025-07-02 07:52:21,024 - INFO - Training: cls_zice: 9.496199972629547; reg_zipnll: 38.953273429870606; aux_mae_loss_1: 12.950883989334107; aux_mae_loss_2: 1.9015433073043824; cnt_loss: 1.4204002791643142;
+2025-07-02 07:52:21,025 - INFO - Evaluation:
+Curr mae: 6.6843; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4382; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:52:21,025 - INFO - Epoch: 0602 / 1300	lr: 9.074e-06
+2025-07-02 07:53:14,944 - INFO - Training: cls_zice: 8.941956262588501; reg_zipnll: 38.742672481536864; aux_mae_loss_1: 12.50078782081604; aux_mae_loss_2: 1.8030704599618912; cnt_loss: 1.411559637784958;
+2025-07-02 07:53:14,944 - INFO - Evaluation:
+Curr mae: 6.7184; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4467; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:53:14,945 - INFO - Epoch: 0603 / 1300	lr: 8.810e-06
+2025-07-02 07:54:09,210 - INFO - Training: cls_zice: 9.7968000292778; reg_zipnll: 41.145978603363034; aux_mae_loss_1: 13.112715263366699; aux_mae_loss_2: 1.8885898685455322; cnt_loss: 1.4641878771781922;
+2025-07-02 07:54:09,212 - INFO - Evaluation:
+Curr mae: 6.7146; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6604; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:54:09,212 - INFO - Epoch: 0604 / 1300	lr: 8.550e-06
+2025-07-02 07:55:02,921 - INFO - Training: cls_zice: 9.596140522956848; reg_zipnll: 41.45281898498535; aux_mae_loss_1: 12.647333812713622; aux_mae_loss_2: 1.8173596096038818; cnt_loss: 1.4992376083135606;
+2025-07-02 07:55:02,922 - INFO - Evaluation:
+Curr mae: 6.7365; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5337; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:55:02,922 - INFO - Epoch: 0605 / 1300	lr: 8.294e-06
+2025-07-02 07:55:56,689 - INFO - Training: cls_zice: 9.862767689228058; reg_zipnll: 37.70515249252319; aux_mae_loss_1: 13.386037721633912; aux_mae_loss_2: 1.9480535006523132; cnt_loss: 1.5716008412837983;
+2025-07-02 07:55:56,691 - INFO - Evaluation:
+Curr mae: 6.8436; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9350; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:55:56,691 - INFO - Epoch: 0606 / 1300	lr: 8.042e-06
+2025-07-02 07:56:50,569 - INFO - Training: cls_zice: 8.84514109134674; reg_zipnll: 41.43082130432129; aux_mae_loss_1: 12.007676467895507; aux_mae_loss_2: 1.7406408345699311; cnt_loss: 1.267211878299713;
+2025-07-02 07:56:50,570 - INFO - Evaluation:
+Curr mae: 6.7443; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6610; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:56:50,570 - INFO - Epoch: 0607 / 1300	lr: 7.795e-06
+2025-07-02 07:57:44,177 - INFO - Training: cls_zice: 8.465761190652847; reg_zipnll: 38.81465763092041; aux_mae_loss_1: 12.007636523246765; aux_mae_loss_2: 1.7312163466215134; cnt_loss: 1.3818127822875976;
+2025-07-02 07:57:44,179 - INFO - Evaluation:
+Curr mae: 6.7475; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6269; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:57:44,179 - INFO - Epoch: 0608 / 1300	lr: 7.551e-06
+2025-07-02 07:58:37,814 - INFO - Training: cls_zice: 8.745802223682404; reg_zipnll: 38.29032905578613; aux_mae_loss_1: 12.175983257293701; aux_mae_loss_2: 1.7548334193229675; cnt_loss: 1.465769762992859;
+2025-07-02 07:58:37,815 - INFO - Evaluation:
+Curr mae: 6.7300; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7118; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:58:37,816 - INFO - Epoch: 0609 / 1300	lr: 7.311e-06
+2025-07-02 07:59:31,505 - INFO - Training: cls_zice: 9.120537467002869; reg_zipnll: 42.48424352645874; aux_mae_loss_1: 13.059700908660888; aux_mae_loss_2: 1.8442075085639953; cnt_loss: 1.425731589794159;
+2025-07-02 07:59:31,506 - INFO - Evaluation:
+Curr mae: 6.8678; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9927; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 07:59:31,507 - INFO - Epoch: 0610 / 1300	lr: 7.076e-06
+2025-07-02 08:00:25,375 - INFO - Training: cls_zice: 8.538215420246125; reg_zipnll: 40.335001888275144; aux_mae_loss_1: 11.851781721115112; aux_mae_loss_2: 1.7448495030403137; cnt_loss: 1.2906857764720916;
+2025-07-02 08:00:25,376 - INFO - Evaluation:
+Curr mae: 6.8511; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8876; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:00:25,376 - INFO - Epoch: 0611 / 1300	lr: 6.845e-06
+2025-07-02 08:01:18,958 - INFO - Training: cls_zice: 9.138163475990295; reg_zipnll: 41.044851264953614; aux_mae_loss_1: 12.322942619323731; aux_mae_loss_2: 1.7648923599720001; cnt_loss: 1.344183794260025;
+2025-07-02 08:01:18,960 - INFO - Evaluation:
+Curr mae: 6.9554; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9338; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:01:18,960 - INFO - Epoch: 0612 / 1300	lr: 6.618e-06
+2025-07-02 08:02:12,784 - INFO - Training: cls_zice: 9.61343726158142; reg_zipnll: 37.62428665161133; aux_mae_loss_1: 12.532209892272949; aux_mae_loss_2: 1.7882180655002593; cnt_loss: 1.4331392848491669;
+2025-07-02 08:02:12,785 - INFO - Evaluation:
+Curr mae: 6.8126; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6504; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:02:12,785 - INFO - Epoch: 0613 / 1300	lr: 6.395e-06
+2025-07-02 08:03:06,567 - INFO - Training: cls_zice: 9.015222737789154; reg_zipnll: 40.008316631317136; aux_mae_loss_1: 12.431360559463501; aux_mae_loss_2: 1.8131713092327117; cnt_loss: 1.2970706617832184;
+2025-07-02 08:03:06,568 - INFO - Evaluation:
+Curr mae: 6.7544; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4739; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:03:06,568 - INFO - Epoch: 0614 / 1300	lr: 6.177e-06
+2025-07-02 08:04:00,482 - INFO - Training: cls_zice: 8.73852410018444; reg_zipnll: 40.16358182907104; aux_mae_loss_1: 12.093616876602173; aux_mae_loss_2: 1.7407420408725738; cnt_loss: 1.25290788769722;
+2025-07-02 08:04:00,482 - INFO - Evaluation:
+Curr mae: 6.8231; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5190; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:04:00,483 - INFO - Epoch: 0615 / 1300	lr: 5.962e-06
+2025-07-02 08:04:54,252 - INFO - Training: cls_zice: 9.6213782787323; reg_zipnll: 41.28019668579102; aux_mae_loss_1: 12.858617715835571; aux_mae_loss_2: 1.8563349485397338; cnt_loss: 1.3740344965457916;
+2025-07-02 08:04:54,253 - INFO - Evaluation:
+Curr mae: 6.7123; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4187; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:04:54,253 - INFO - Epoch: 0616 / 1300	lr: 5.753e-06
+2025-07-02 08:05:47,754 - INFO - Training: cls_zice: 8.957274701595306; reg_zipnll: 41.51857566833496; aux_mae_loss_1: 12.088018417358398; aux_mae_loss_2: 1.7746192967891694; cnt_loss: 1.2722912311553956;
+2025-07-02 08:05:47,755 - INFO - Evaluation:
+Curr mae: 6.6180; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3613; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:05:47,756 - INFO - Epoch: 0617 / 1300	lr: 5.547e-06
+2025-07-02 08:06:41,794 - INFO - Training: cls_zice: 9.683001692295074; reg_zipnll: 39.27745662689209; aux_mae_loss_1: 12.510005311965942; aux_mae_loss_2: 1.8209867238998414; cnt_loss: 1.3642226684093475;
+2025-07-02 08:06:41,795 - INFO - Evaluation:
+Curr mae: 6.8060; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7821; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:06:41,795 - INFO - Epoch: 0618 / 1300	lr: 5.346e-06
+2025-07-02 08:07:35,585 - INFO - Training: cls_zice: 10.525637903809548; reg_zipnll: 38.02460681915283; aux_mae_loss_1: 13.306364002227783; aux_mae_loss_2: 1.8924845218658448; cnt_loss: 1.3409166091680527;
+2025-07-02 08:07:35,587 - INFO - Evaluation:
+Curr mae: 6.8355; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8864; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:07:35,587 - INFO - Epoch: 0619 / 1300	lr: 5.149e-06
+2025-07-02 08:08:29,107 - INFO - Training: cls_zice: 8.879315593838692; reg_zipnll: 39.2060941696167; aux_mae_loss_1: 12.00487268447876; aux_mae_loss_2: 1.6946507227420806; cnt_loss: 1.207399861216545;
+2025-07-02 08:08:29,108 - INFO - Evaluation:
+Curr mae: 6.8634; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8758; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:08:29,108 - INFO - Epoch: 0620 / 1300	lr: 4.956e-06
+2025-07-02 08:09:23,056 - INFO - Training: cls_zice: 9.954996767044067; reg_zipnll: 41.36790744781494; aux_mae_loss_1: 12.92360312461853; aux_mae_loss_2: 1.8180507004261017; cnt_loss: 1.295275765657425;
+2025-07-02 08:09:23,057 - INFO - Evaluation:
+Curr mae: 6.8358; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7838; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:09:23,057 - INFO - Epoch: 0621 / 1300	lr: 4.768e-06
+2025-07-02 08:10:16,863 - INFO - Training: cls_zice: 8.07751781463623; reg_zipnll: 37.83785449981689; aux_mae_loss_1: 11.43732177734375; aux_mae_loss_2: 1.6459751784801484; cnt_loss: 1.2164671754837035;
+2025-07-02 08:10:16,864 - INFO - Evaluation:
+Curr mae: 6.7056; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6061; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:10:16,864 - INFO - Epoch: 0622 / 1300	lr: 4.584e-06
+2025-07-02 08:11:10,872 - INFO - Training: cls_zice: 8.902117867469787; reg_zipnll: 35.99537940979004; aux_mae_loss_1: 12.31953088760376; aux_mae_loss_2: 1.797416365146637; cnt_loss: 1.3986709588766097;
+2025-07-02 08:11:10,874 - INFO - Evaluation:
+Curr mae: 6.8315; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7236; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:11:10,874 - INFO - Epoch: 0623 / 1300	lr: 4.405e-06
+2025-07-02 08:12:04,831 - INFO - Training: cls_zice: 9.169914765357971; reg_zipnll: 40.22909038543701; aux_mae_loss_1: 12.208773002624511; aux_mae_loss_2: 1.7426240158081054; cnt_loss: 1.3359840202331543;
+2025-07-02 08:12:04,832 - INFO - Evaluation:
+Curr mae: 6.6129; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4985; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0515; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:12:04,832 - INFO - Epoch: 0624 / 1300	lr: 4.230e-06
+2025-07-02 08:12:58,381 - INFO - Training: cls_zice: 9.364207028150558; reg_zipnll: 38.71004472732544; aux_mae_loss_1: 12.402108659744263; aux_mae_loss_2: 1.7818420803546906; cnt_loss: 1.2409568464756011;
+2025-07-02 08:12:58,382 - INFO - Evaluation:
+Curr mae: 6.6876; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6365; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:12:58,382 - INFO - Epoch: 0625 / 1300	lr: 4.060e-06
+2025-07-02 08:13:52,481 - INFO - Training: cls_zice: 8.222176876068115; reg_zipnll: 36.82117038726807; aux_mae_loss_1: 11.294010944366455; aux_mae_loss_2: 1.6311326837539672; cnt_loss: 1.239910416007042;
+2025-07-02 08:13:52,482 - INFO - Evaluation:
+Curr mae: 6.6513; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6317; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:13:52,483 - INFO - Epoch: 0626 / 1300	lr: 3.894e-06
+2025-07-02 08:14:46,153 - INFO - Training: cls_zice: 9.16647984802723; reg_zipnll: 40.459588260650634; aux_mae_loss_1: 12.601356587409974; aux_mae_loss_2: 1.8175426959991454; cnt_loss: 1.329784860610962;
+2025-07-02 08:14:46,154 - INFO - Evaluation:
+Curr mae: 6.7566; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8036; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:14:46,155 - INFO - Epoch: 0627 / 1300	lr: 3.732e-06
+2025-07-02 08:15:39,986 - INFO - Training: cls_zice: 9.384407445192338; reg_zipnll: 36.69564937591553; aux_mae_loss_1: 12.507188749313354; aux_mae_loss_2: 1.7669459086656572; cnt_loss: 1.4331755566596984;
+2025-07-02 08:15:39,987 - INFO - Evaluation:
+Curr mae: 6.8220; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9385; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:15:39,987 - INFO - Epoch: 0628 / 1300	lr: 3.575e-06
+2025-07-02 08:16:33,849 - INFO - Training: cls_zice: 8.887040432691574; reg_zipnll: 38.58887582778931; aux_mae_loss_1: 12.259126138687133; aux_mae_loss_2: 1.7970521819591523; cnt_loss: 1.2108441597223283;
+2025-07-02 08:16:33,850 - INFO - Evaluation:
+Curr mae: 6.7871; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7508; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:16:33,850 - INFO - Epoch: 0629 / 1300	lr: 3.423e-06
+2025-07-02 08:17:27,380 - INFO - Training: cls_zice: 8.83470714688301; reg_zipnll: 38.90992553710937; aux_mae_loss_1: 11.997868452072144; aux_mae_loss_2: 1.762066389322281; cnt_loss: 1.3943230354785918;
+2025-07-02 08:17:27,381 - INFO - Evaluation:
+Curr mae: 6.8080; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8406; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:17:27,381 - INFO - Epoch: 0630 / 1300	lr: 3.275e-06
+2025-07-02 08:18:20,833 - INFO - Training: cls_zice: 9.12831696510315; reg_zipnll: 40.980864391326904; aux_mae_loss_1: 12.473250169754028; aux_mae_loss_2: 1.773040956258774; cnt_loss: 1.3395719289779664;
+2025-07-02 08:18:20,834 - INFO - Evaluation:
+Curr mae: 6.8677; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8612; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:18:20,834 - INFO - Epoch: 0631 / 1300	lr: 3.131e-06
+2025-07-02 08:19:15,032 - INFO - Training: cls_zice: 9.392623307704925; reg_zipnll: 36.65717658996582; aux_mae_loss_1: 12.406537914276123; aux_mae_loss_2: 1.7643937623500825; cnt_loss: 1.2679258126020432;
+2025-07-02 08:19:15,033 - INFO - Evaluation:
+Curr mae: 6.8509; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8395; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:19:15,033 - INFO - Epoch: 0632 / 1300	lr: 2.993e-06
+2025-07-02 08:20:09,053 - INFO - Training: cls_zice: 8.414310202598571; reg_zipnll: 39.05317684173584; aux_mae_loss_1: 12.107653770446777; aux_mae_loss_2: 1.721164927482605; cnt_loss: 1.1768637603521348;
+2025-07-02 08:20:09,054 - INFO - Evaluation:
+Curr mae: 7.0312; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9445; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0547; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:20:09,054 - INFO - Epoch: 0633 / 1300	lr: 2.858e-06
+2025-07-02 08:21:03,126 - INFO - Training: cls_zice: 8.6787582051754; reg_zipnll: 38.10110904693604; aux_mae_loss_1: 12.300547828674317; aux_mae_loss_2: 1.739082888364792; cnt_loss: 1.3293287777900695;
+2025-07-02 08:21:03,127 - INFO - Evaluation:
+Curr mae: 6.9765; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9664; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:21:03,127 - INFO - Epoch: 0634 / 1300	lr: 2.729e-06
+2025-07-02 08:21:56,823 - INFO - Training: cls_zice: 8.375206832885743; reg_zipnll: 37.76465805053711; aux_mae_loss_1: 11.48003794670105; aux_mae_loss_2: 1.6238731634616852; cnt_loss: 1.1877330476045609;
+2025-07-02 08:21:56,824 - INFO - Evaluation:
+Curr mae: 6.8793; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6916; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:21:56,824 - INFO - Epoch: 0635 / 1300	lr: 2.604e-06
+2025-07-02 08:22:50,665 - INFO - Training: cls_zice: 10.494849257469177; reg_zipnll: 40.95842296600342; aux_mae_loss_1: 12.872797985076904; aux_mae_loss_2: 1.8118875968456267; cnt_loss: 1.2585282182693482;
+2025-07-02 08:22:50,666 - INFO - Evaluation:
+Curr mae: 6.7915; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7800; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:22:50,667 - INFO - Epoch: 0636 / 1300	lr: 2.483e-06
+2025-07-02 08:23:44,478 - INFO - Training: cls_zice: 9.188919534683228; reg_zipnll: 38.51249895095825; aux_mae_loss_1: 12.497802896499634; aux_mae_loss_2: 1.7622748804092407; cnt_loss: 1.2440793985128402;
+2025-07-02 08:23:44,478 - INFO - Evaluation:
+Curr mae: 6.8530; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7738; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:23:44,479 - INFO - Epoch: 0637 / 1300	lr: 2.368e-06
+2025-07-02 08:24:38,330 - INFO - Training: cls_zice: 8.75828742980957; reg_zipnll: 39.81788883209229; aux_mae_loss_1: 12.227911958694458; aux_mae_loss_2: 1.7568648588657378; cnt_loss: 1.2834563100337981;
+2025-07-02 08:24:38,331 - INFO - Evaluation:
+Curr mae: 6.9043; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7919; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0544; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:24:38,331 - INFO - Epoch: 0638 / 1300	lr: 2.257e-06
+2025-07-02 08:25:31,798 - INFO - Training: cls_zice: 8.479501240253448; reg_zipnll: 38.31724924087524; aux_mae_loss_1: 11.932184743881226; aux_mae_loss_2: 1.7105198907852173; cnt_loss: 1.1667186951637267;
+2025-07-02 08:25:31,799 - INFO - Evaluation:
+Curr mae: 6.8218; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8199; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:25:31,800 - INFO - Epoch: 0639 / 1300	lr: 2.150e-06
+2025-07-02 08:26:25,656 - INFO - Training: cls_zice: 9.617021718025207; reg_zipnll: 39.14765108108521; aux_mae_loss_1: 12.817092576026916; aux_mae_loss_2: 1.8459007823467255; cnt_loss: 1.2247350215911865;
+2025-07-02 08:26:25,658 - INFO - Evaluation:
+Curr mae: 6.8214; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7819; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:26:25,658 - INFO - Epoch: 0640 / 1300	lr: 2.048e-06
+2025-07-02 08:27:19,196 - INFO - Training: cls_zice: 9.167842478752137; reg_zipnll: 39.83888732910156; aux_mae_loss_1: 12.453464632034303; aux_mae_loss_2: 1.773298978805542; cnt_loss: 1.2304461866617202;
+2025-07-02 08:27:19,197 - INFO - Evaluation:
+Curr mae: 6.7780; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7548; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:27:19,197 - INFO - Epoch: 0641 / 1300	lr: 1.951e-06
+2025-07-02 08:28:13,026 - INFO - Training: cls_zice: 8.967787163257599; reg_zipnll: 38.43512065887451; aux_mae_loss_1: 12.215692024230957; aux_mae_loss_2: 1.7583241009712218; cnt_loss: 1.2525343292951583;
+2025-07-02 08:28:13,027 - INFO - Evaluation:
+Curr mae: 6.8210; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7832; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:28:13,027 - INFO - Epoch: 0642 / 1300	lr: 1.859e-06
+2025-07-02 08:29:06,630 - INFO - Training: cls_zice: 8.859299969673156; reg_zipnll: 39.085544166564944; aux_mae_loss_1: 12.089707088470458; aux_mae_loss_2: 1.7098511815071107; cnt_loss: 1.1915660846233367;
+2025-07-02 08:29:06,632 - INFO - Evaluation:
+Curr mae: 6.8630; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7533; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:29:06,632 - INFO - Epoch: 0643 / 1300	lr: 1.771e-06
+2025-07-02 08:30:00,742 - INFO - Training: cls_zice: 9.090673642158508; reg_zipnll: 37.749187564849855; aux_mae_loss_1: 12.125388779640197; aux_mae_loss_2: 1.7375993978977204; cnt_loss: 1.235641610622406;
+2025-07-02 08:30:00,743 - INFO - Evaluation:
+Curr mae: 6.7839; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7804; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:30:00,743 - INFO - Epoch: 0644 / 1300	lr: 1.688e-06
+2025-07-02 08:30:54,428 - INFO - Training: cls_zice: 9.46500022649765; reg_zipnll: 39.53306577682495; aux_mae_loss_1: 12.809717121124267; aux_mae_loss_2: 1.8199645757675171; cnt_loss: 1.2271405535936355;
+2025-07-02 08:30:54,430 - INFO - Evaluation:
+Curr mae: 6.8447; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6021; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:30:54,430 - INFO - Epoch: 0645 / 1300	lr: 1.609e-06
+2025-07-02 08:31:48,330 - INFO - Training: cls_zice: 8.970559883117676; reg_zipnll: 37.77743955612183; aux_mae_loss_1: 11.771273727416991; aux_mae_loss_2: 1.679864112138748; cnt_loss: 1.2507909780740738;
+2025-07-02 08:31:48,332 - INFO - Evaluation:
+Curr mae: 6.7233; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5373; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:31:48,332 - INFO - Epoch: 0646 / 1300	lr: 1.536e-06
+2025-07-02 08:32:42,059 - INFO - Training: cls_zice: 9.035714199543; reg_zipnll: 39.61825305938721; aux_mae_loss_1: 11.850522680282593; aux_mae_loss_2: 1.6636011999845506; cnt_loss: 1.2452998566627502;
+2025-07-02 08:32:42,060 - INFO - Evaluation:
+Curr mae: 6.9683; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8942; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:32:42,061 - INFO - Epoch: 0647 / 1300	lr: 1.467e-06
+2025-07-02 08:33:35,882 - INFO - Training: cls_zice: 9.283114836215972; reg_zipnll: 39.53054040908813; aux_mae_loss_1: 12.38816743850708; aux_mae_loss_2: 1.7826087629795075; cnt_loss: 1.1455377876758575;
+2025-07-02 08:33:35,884 - INFO - Evaluation:
+Curr mae: 6.8825; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7582; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:33:35,884 - INFO - Epoch: 0648 / 1300	lr: 1.403e-06
+2025-07-02 08:34:29,775 - INFO - Training: cls_zice: 8.772485179901123; reg_zipnll: 38.435515518188474; aux_mae_loss_1: 12.255960264205932; aux_mae_loss_2: 1.7343730235099792; cnt_loss: 1.2537562930583954;
+2025-07-02 08:34:29,777 - INFO - Evaluation:
+Curr mae: 6.7317; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6024; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:34:29,777 - INFO - Epoch: 0649 / 1300	lr: 1.343e-06
+2025-07-02 08:35:23,594 - INFO - Training: cls_zice: 8.989194845557213; reg_zipnll: 37.14467071533203; aux_mae_loss_1: 12.34343777179718; aux_mae_loss_2: 1.7769445312023162; cnt_loss: 1.1948191982507705;
+2025-07-02 08:35:23,596 - INFO - Evaluation:
+Curr mae: 6.7682; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6728; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:35:23,596 - INFO - Epoch: 0650 / 1300	lr: 1.288e-06
+2025-07-02 08:36:17,598 - INFO - Training: cls_zice: 10.34913348197937; reg_zipnll: 40.950613479614255; aux_mae_loss_1: 13.014106540679931; aux_mae_loss_2: 1.8819718599319457; cnt_loss: 1.3080659461021424;
+2025-07-02 08:36:17,599 - INFO - Evaluation:
+Curr mae: 6.8252; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7373; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:36:21,620 - INFO - Epoch: 0651 / 1300	lr: 1.238e-06
+2025-07-02 08:37:14,822 - INFO - Training: cls_zice: 8.764493141174317; reg_zipnll: 37.325666732788086; aux_mae_loss_1: 11.697180976867676; aux_mae_loss_2: 1.6812030255794526; cnt_loss: 1.1912109160423279;
+2025-07-02 08:37:14,823 - INFO - Evaluation:
+Curr mae: 6.7897; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7625; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:37:14,823 - INFO - Epoch: 0652 / 1300	lr: 1.193e-06
+2025-07-02 08:38:08,497 - INFO - Training: cls_zice: 9.111484923362731; reg_zipnll: 40.841424007415775; aux_mae_loss_1: 11.645145263671875; aux_mae_loss_2: 1.649004235267639; cnt_loss: 1.1662053775787353;
+2025-07-02 08:38:08,497 - INFO - Evaluation:
+Curr mae: 6.9250; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9319; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:38:08,498 - INFO - Epoch: 0653 / 1300	lr: 1.153e-06
+2025-07-02 08:39:02,036 - INFO - Training: cls_zice: 9.368318135738372; reg_zipnll: 38.14012157440185; aux_mae_loss_1: 12.365368375778198; aux_mae_loss_2: 1.784172504544258; cnt_loss: 1.2855322217941285;
+2025-07-02 08:39:02,038 - INFO - Evaluation:
+Curr mae: 6.9129; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8572; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:39:02,038 - INFO - Epoch: 0654 / 1300	lr: 1.117e-06
+2025-07-02 08:39:55,608 - INFO - Training: cls_zice: 9.39068598985672; reg_zipnll: 39.208212890625; aux_mae_loss_1: 12.377622346878052; aux_mae_loss_2: 1.7596803855895997; cnt_loss: 1.213779748082161;
+2025-07-02 08:39:55,609 - INFO - Evaluation:
+Curr mae: 7.0708; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0288; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:39:55,609 - INFO - Epoch: 0655 / 1300	lr: 1.086e-06
+2025-07-02 08:40:49,461 - INFO - Training: cls_zice: 8.797104029655456; reg_zipnll: 34.888198890686034; aux_mae_loss_1: 12.267310991287232; aux_mae_loss_2: 1.7527517235279084; cnt_loss: 1.195665909051895;
+2025-07-02 08:40:49,462 - INFO - Evaluation:
+Curr mae: 6.9717; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9124; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:40:49,462 - INFO - Epoch: 0656 / 1300	lr: 1.060e-06
+2025-07-02 08:41:43,361 - INFO - Training: cls_zice: 9.254527070522307; reg_zipnll: 36.97441188812256; aux_mae_loss_1: 12.321150541305542; aux_mae_loss_2: 1.7400348579883576; cnt_loss: 1.21962305188179;
+2025-07-02 08:41:43,362 - INFO - Evaluation:
+Curr mae: 6.7937; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8224; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:41:43,362 - INFO - Epoch: 0657 / 1300	lr: 1.038e-06
+2025-07-02 08:42:37,191 - INFO - Training: cls_zice: 9.282975888252258; reg_zipnll: 39.678782272338864; aux_mae_loss_1: 12.732130603790283; aux_mae_loss_2: 1.776092518568039; cnt_loss: 1.2907751166820527;
+2025-07-02 08:42:37,193 - INFO - Evaluation:
+Curr mae: 6.9939; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9138; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:42:37,193 - INFO - Epoch: 0658 / 1300	lr: 1.021e-06
+2025-07-02 08:43:31,314 - INFO - Training: cls_zice: 9.37146998643875; reg_zipnll: 38.13200231552124; aux_mae_loss_1: 12.060865497589111; aux_mae_loss_2: 1.7118433260917663; cnt_loss: 1.2476476377248764;
+2025-07-02 08:43:31,315 - INFO - Evaluation:
+Curr mae: 6.7668; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7889; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:43:31,315 - INFO - Epoch: 0659 / 1300	lr: 1.010e-06
+2025-07-02 08:44:24,885 - INFO - Training: cls_zice: 9.340714886188508; reg_zipnll: 39.049939727783205; aux_mae_loss_1: 12.077338323593139; aux_mae_loss_2: 1.7166687095165252; cnt_loss: 1.404494127035141;
+2025-07-02 08:44:24,887 - INFO - Evaluation:
+Curr mae: 6.8032; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7768; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:44:24,887 - INFO - Epoch: 0660 / 1300	lr: 1.002e-06
+2025-07-02 08:45:18,904 - INFO - Training: cls_zice: 8.94885330915451; reg_zipnll: 37.65472665786743; aux_mae_loss_1: 12.448992071151734; aux_mae_loss_2: 1.806195970773697; cnt_loss: 1.404812263250351;
+2025-07-02 08:45:18,905 - INFO - Evaluation:
+Curr mae: 6.7989; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7526; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:45:18,905 - INFO - Epoch: 0661 / 1300	lr: 1.000e-04
+2025-07-02 08:46:12,610 - INFO - Training: cls_zice: 10.889939317703247; reg_zipnll: 39.984225540161134; aux_mae_loss_1: 14.176828632354736; aux_mae_loss_2: 2.155981798171997; cnt_loss: 2.4214305329322814;
+2025-07-02 08:46:12,611 - INFO - Evaluation:
+Curr mae: 6.7869; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2510; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:46:12,611 - INFO - Epoch: 0662 / 1300	lr: 1.000e-04
+2025-07-02 08:47:06,522 - INFO - Training: cls_zice: 11.226573722362518; reg_zipnll: 41.226769638061526; aux_mae_loss_1: 14.759179592132568; aux_mae_loss_2: 2.300166130065918; cnt_loss: 3.1320266795158385;
+2025-07-02 08:47:06,523 - INFO - Evaluation:
+Curr mae: 7.6821; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3498; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0655; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:47:06,523 - INFO - Epoch: 0663 / 1300	lr: 1.000e-04
+2025-07-02 08:48:00,597 - INFO - Training: cls_zice: 13.217497029304504; reg_zipnll: 41.774528160095215; aux_mae_loss_1: 16.629651470184328; aux_mae_loss_2: 2.585494885444641; cnt_loss: 3.674592489004135;
+2025-07-02 08:48:00,598 - INFO - Evaluation:
+Curr mae: 8.2334; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 15.6120; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0603; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:48:00,598 - INFO - Epoch: 0664 / 1300	lr: 9.999e-05
+2025-07-02 08:48:54,521 - INFO - Training: cls_zice: 11.19836847782135; reg_zipnll: 44.57508405685425; aux_mae_loss_1: 15.346716346740722; aux_mae_loss_2: 2.3898811507225037; cnt_loss: 3.0189261376857757;
+2025-07-02 08:48:54,522 - INFO - Evaluation:
+Curr mae: 7.7119; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8748; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:48:54,522 - INFO - Epoch: 0665 / 1300	lr: 9.999e-05
+2025-07-02 08:49:48,212 - INFO - Training: cls_zice: 12.74967505455017; reg_zipnll: 43.52938157886267; aux_mae_loss_1: 16.729768238067628; aux_mae_loss_2: 2.5391782975196837; cnt_loss: 2.965564410686493;
+2025-07-02 08:49:48,213 - INFO - Evaluation:
+Curr mae: 7.2893; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6536; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:49:48,213 - INFO - Epoch: 0666 / 1300	lr: 9.999e-05
+2025-07-02 08:50:41,865 - INFO - Training: cls_zice: 11.764308369159698; reg_zipnll: 44.26196964263916; aux_mae_loss_1: 16.03001253128052; aux_mae_loss_2: 2.45492537021637; cnt_loss: 3.0714249277114867;
+2025-07-02 08:50:41,866 - INFO - Evaluation:
+Curr mae: 7.7210; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7968; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:50:41,867 - INFO - Epoch: 0667 / 1300	lr: 9.998e-05
+2025-07-02 08:51:35,608 - INFO - Training: cls_zice: 13.014780147075653; reg_zipnll: 43.7901936340332; aux_mae_loss_1: 17.485068254470825; aux_mae_loss_2: 2.7009172463417053; cnt_loss: 3.312579646110535;
+2025-07-02 08:51:35,609 - INFO - Evaluation:
+Curr mae: 7.0601; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0756; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0566; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:51:35,609 - INFO - Epoch: 0668 / 1300	lr: 9.997e-05
+2025-07-02 08:52:29,445 - INFO - Training: cls_zice: 12.280675263404847; reg_zipnll: 45.146875076293945; aux_mae_loss_1: 16.6696195602417; aux_mae_loss_2: 2.492470247745514; cnt_loss: 2.745012542009354;
+2025-07-02 08:52:29,446 - INFO - Evaluation:
+Curr mae: 6.8275; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4786; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:52:29,447 - INFO - Epoch: 0669 / 1300	lr: 9.996e-05
+2025-07-02 08:53:23,504 - INFO - Training: cls_zice: 13.22092898130417; reg_zipnll: 43.42633451461792; aux_mae_loss_1: 17.305956869125367; aux_mae_loss_2: 2.5794830346107482; cnt_loss: 3.1185360813140868;
+2025-07-02 08:53:23,505 - INFO - Evaluation:
+Curr mae: 8.9621; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.5340; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0675; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:53:23,506 - INFO - Epoch: 0670 / 1300	lr: 9.995e-05
+2025-07-02 08:54:17,398 - INFO - Training: cls_zice: 12.506745991706849; reg_zipnll: 42.59404304504395; aux_mae_loss_1: 16.982697505950927; aux_mae_loss_2: 2.5705804777145387; cnt_loss: 3.0141737985610964;
+2025-07-02 08:54:17,399 - INFO - Evaluation:
+Curr mae: 8.2115; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 15.3461; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0573; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:54:17,399 - INFO - Epoch: 0671 / 1300	lr: 9.994e-05
+2025-07-02 08:55:11,094 - INFO - Training: cls_zice: 12.71849383354187; reg_zipnll: 44.36010725021362; aux_mae_loss_1: 17.409541454315185; aux_mae_loss_2: 2.6137877440452577; cnt_loss: 3.1321108388900756;
+2025-07-02 08:55:11,095 - INFO - Evaluation:
+Curr mae: 8.7307; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.5762; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0630; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:55:11,095 - INFO - Epoch: 0672 / 1300	lr: 9.993e-05
+2025-07-02 08:56:04,977 - INFO - Training: cls_zice: 11.627098248004913; reg_zipnll: 42.30992191314697; aux_mae_loss_1: 16.18919984817505; aux_mae_loss_2: 2.444670238494873; cnt_loss: 3.078473597764969;
+2025-07-02 08:56:04,978 - INFO - Evaluation:
+Curr mae: 7.2933; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2178; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0599; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:56:04,978 - INFO - Epoch: 0673 / 1300	lr: 9.991e-05
+2025-07-02 08:56:58,900 - INFO - Training: cls_zice: 11.69791393995285; reg_zipnll: 41.85600807189942; aux_mae_loss_1: 16.409038190841674; aux_mae_loss_2: 2.5386384963989257; cnt_loss: 3.187681698799133;
+2025-07-02 08:56:58,901 - INFO - Evaluation:
+Curr mae: 6.8603; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6562; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:56:58,901 - INFO - Epoch: 0674 / 1300	lr: 9.990e-05
+2025-07-02 08:57:52,707 - INFO - Training: cls_zice: 11.839440083503723; reg_zipnll: 42.22747875213623; aux_mae_loss_1: 16.138705530166625; aux_mae_loss_2: 2.469636845588684; cnt_loss: 3.2377599096298217;
+2025-07-02 08:57:52,708 - INFO - Evaluation:
+Curr mae: 8.5640; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 15.4809; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0644; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:57:52,708 - INFO - Epoch: 0675 / 1300	lr: 9.988e-05
+2025-07-02 08:58:46,449 - INFO - Training: cls_zice: 13.294047522544862; reg_zipnll: 44.951435279846194; aux_mae_loss_1: 17.830255584716795; aux_mae_loss_2: 2.763825685977936; cnt_loss: 3.2990826296806337;
+2025-07-02 08:58:46,450 - INFO - Evaluation:
+Curr mae: 7.5764; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0709; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0585; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:58:46,450 - INFO - Epoch: 0676 / 1300	lr: 9.987e-05
+2025-07-02 08:59:40,430 - INFO - Training: cls_zice: 12.042611603736878; reg_zipnll: 43.04192056655884; aux_mae_loss_1: 16.628091955184935; aux_mae_loss_2: 2.4887635612487795; cnt_loss: 2.7687259805202484;
+2025-07-02 08:59:40,432 - INFO - Evaluation:
+Curr mae: 6.8824; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.6927; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 08:59:40,432 - INFO - Epoch: 0677 / 1300	lr: 9.985e-05
+2025-07-02 09:00:34,226 - INFO - Training: cls_zice: 14.07240448474884; reg_zipnll: 43.465560035705565; aux_mae_loss_1: 17.73990439414978; aux_mae_loss_2: 2.7448683404922485; cnt_loss: 4.025545263290406;
+2025-07-02 09:00:34,227 - INFO - Evaluation:
+Curr mae: 7.0334; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1870; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:00:34,228 - INFO - Epoch: 0678 / 1300	lr: 9.983e-05
+2025-07-02 09:01:27,841 - INFO - Training: cls_zice: 13.15954312324524; reg_zipnll: 42.92446891784668; aux_mae_loss_1: 17.24656322479248; aux_mae_loss_2: 2.56993492603302; cnt_loss: 2.941278017759323;
+2025-07-02 09:01:27,842 - INFO - Evaluation:
+Curr mae: 7.0563; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1820; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0562; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:01:27,842 - INFO - Epoch: 0679 / 1300	lr: 9.981e-05
+2025-07-02 09:02:21,546 - INFO - Training: cls_zice: 11.452532105445862; reg_zipnll: 43.47039442062378; aux_mae_loss_1: 16.24542432785034; aux_mae_loss_2: 2.435999963283539; cnt_loss: 2.713019708395004;
+2025-07-02 09:02:21,547 - INFO - Evaluation:
+Curr mae: 7.3018; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1249; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:02:21,547 - INFO - Epoch: 0680 / 1300	lr: 9.978e-05
+2025-07-02 09:03:15,102 - INFO - Training: cls_zice: 11.737687423229218; reg_zipnll: 41.59629203796387; aux_mae_loss_1: 16.6364852142334; aux_mae_loss_2: 2.5209536504745484; cnt_loss: 2.56826690196991;
+2025-07-02 09:03:15,103 - INFO - Evaluation:
+Curr mae: 7.5809; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1414; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0588; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:03:15,103 - INFO - Epoch: 0681 / 1300	lr: 9.976e-05
+2025-07-02 09:04:08,888 - INFO - Training: cls_zice: 13.263595914840698; reg_zipnll: 43.89722072601318; aux_mae_loss_1: 17.138698825836183; aux_mae_loss_2: 2.5801700282096864; cnt_loss: 3.220660971403122;
+2025-07-02 09:04:08,889 - INFO - Evaluation:
+Curr mae: 8.1240; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.3179; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0627; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:04:08,889 - INFO - Epoch: 0682 / 1300	lr: 9.974e-05
+2025-07-02 09:05:02,800 - INFO - Training: cls_zice: 12.850882103443146; reg_zipnll: 41.61498317718506; aux_mae_loss_1: 16.522176513671877; aux_mae_loss_2: 2.491662508249283; cnt_loss: 3.066713898181915;
+2025-07-02 09:05:02,801 - INFO - Evaluation:
+Curr mae: 7.7892; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9400; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0593; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:05:02,801 - INFO - Epoch: 0683 / 1300	lr: 9.971e-05
+2025-07-02 09:05:56,654 - INFO - Training: cls_zice: 12.559990539550782; reg_zipnll: 43.36592798233032; aux_mae_loss_1: 17.341022510528564; aux_mae_loss_2: 2.6441943049430847; cnt_loss: 3.1736187601089476;
+2025-07-02 09:05:56,656 - INFO - Evaluation:
+Curr mae: 7.9514; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.6919; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0603; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:05:56,656 - INFO - Epoch: 0684 / 1300	lr: 9.968e-05
+2025-07-02 09:06:50,583 - INFO - Training: cls_zice: 13.279617443084717; reg_zipnll: 45.46359352111816; aux_mae_loss_1: 17.425797901153565; aux_mae_loss_2: 2.6567937994003294; cnt_loss: 3.3968367373943327;
+2025-07-02 09:06:50,584 - INFO - Evaluation:
+Curr mae: 7.4993; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5827; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0602; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:06:50,584 - INFO - Epoch: 0685 / 1300	lr: 9.966e-05
+2025-07-02 09:07:44,349 - INFO - Training: cls_zice: 12.60788541316986; reg_zipnll: 43.221476249694824; aux_mae_loss_1: 17.394085655212404; aux_mae_loss_2: 2.553174386024475; cnt_loss: 2.8629865574836733;
+2025-07-02 09:07:44,350 - INFO - Evaluation:
+Curr mae: 7.6486; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9808; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:07:44,350 - INFO - Epoch: 0686 / 1300	lr: 9.963e-05
+2025-07-02 09:08:38,420 - INFO - Training: cls_zice: 12.05343600988388; reg_zipnll: 42.16268594741821; aux_mae_loss_1: 16.36324851989746; aux_mae_loss_2: 2.5084113204479217; cnt_loss: 2.7474432516098024;
+2025-07-02 09:08:38,421 - INFO - Evaluation:
+Curr mae: 7.3476; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3700; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:08:38,421 - INFO - Epoch: 0687 / 1300	lr: 9.960e-05
+2025-07-02 09:09:32,079 - INFO - Training: cls_zice: 12.309060323238374; reg_zipnll: 40.568675689697265; aux_mae_loss_1: 16.71016399383545; aux_mae_loss_2: 2.5296161556243897; cnt_loss: 2.7214383363723753;
+2025-07-02 09:09:32,080 - INFO - Evaluation:
+Curr mae: 7.3865; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8900; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0606; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:09:32,080 - INFO - Epoch: 0688 / 1300	lr: 9.957e-05
+2025-07-02 09:10:25,673 - INFO - Training: cls_zice: 12.917094292640686; reg_zipnll: 43.88899904251099; aux_mae_loss_1: 17.432802515029906; aux_mae_loss_2: 2.729860882759094; cnt_loss: 3.770298265218735;
+2025-07-02 09:10:25,674 - INFO - Evaluation:
+Curr mae: 7.2489; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0847; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0558; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:10:25,674 - INFO - Epoch: 0689 / 1300	lr: 9.953e-05
+2025-07-02 09:11:19,492 - INFO - Training: cls_zice: 12.069822039604187; reg_zipnll: 43.58329364776611; aux_mae_loss_1: 16.580104122161867; aux_mae_loss_2: 2.5107059478759766; cnt_loss: 2.723333766460419;
+2025-07-02 09:11:19,493 - INFO - Evaluation:
+Curr mae: 7.4988; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9231; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0588; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:11:19,493 - INFO - Epoch: 0690 / 1300	lr: 9.950e-05
+2025-07-02 09:12:13,429 - INFO - Training: cls_zice: 12.166706252098084; reg_zipnll: 46.424823417663575; aux_mae_loss_1: 16.501339168548583; aux_mae_loss_2: 2.512098159790039; cnt_loss: 2.9190658140182495;
+2025-07-02 09:12:13,430 - INFO - Evaluation:
+Curr mae: 7.9209; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0300; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0612; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:12:13,430 - INFO - Epoch: 0691 / 1300	lr: 9.946e-05
+2025-07-02 09:13:07,219 - INFO - Training: cls_zice: 12.748557133674622; reg_zipnll: 45.25602001190185; aux_mae_loss_1: 17.47322919845581; aux_mae_loss_2: 2.6493161153793334; cnt_loss: 3.5250053465366364;
+2025-07-02 09:13:07,221 - INFO - Evaluation:
+Curr mae: 8.3267; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.5546; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0613; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:13:07,221 - INFO - Epoch: 0692 / 1300	lr: 9.943e-05
+2025-07-02 09:14:00,968 - INFO - Training: cls_zice: 12.393678569793702; reg_zipnll: 45.34300159454346; aux_mae_loss_1: 17.085366668701173; aux_mae_loss_2: 2.5481266283988955; cnt_loss: 3.0305391001701354;
+2025-07-02 09:14:00,969 - INFO - Evaluation:
+Curr mae: 6.5327; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.1730; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0551; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:14:00,969 - INFO - Epoch: 0693 / 1300	lr: 9.939e-05
+2025-07-02 09:14:54,343 - INFO - Training: cls_zice: 11.281770334243774; reg_zipnll: 43.91310903549194; aux_mae_loss_1: 15.796259517669677; aux_mae_loss_2: 2.36529087305069; cnt_loss: 2.7425080609321593;
+2025-07-02 09:14:54,345 - INFO - Evaluation:
+Curr mae: 6.7459; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8835; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:14:54,345 - INFO - Epoch: 0694 / 1300	lr: 9.935e-05
+2025-07-02 09:15:47,962 - INFO - Training: cls_zice: 11.342163265943528; reg_zipnll: 42.21460039138794; aux_mae_loss_1: 15.902300481796265; aux_mae_loss_2: 2.3963958382606507; cnt_loss: 2.950909422636032;
+2025-07-02 09:15:47,963 - INFO - Evaluation:
+Curr mae: 7.4424; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4948; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0625; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:15:47,963 - INFO - Epoch: 0695 / 1300	lr: 9.931e-05
+2025-07-02 09:16:41,652 - INFO - Training: cls_zice: 13.31804050207138; reg_zipnll: 43.32170352935791; aux_mae_loss_1: 17.508523139953613; aux_mae_loss_2: 2.6724889099597933; cnt_loss: 3.496381593942642;
+2025-07-02 09:16:41,653 - INFO - Evaluation:
+Curr mae: 6.8704; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3229; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0544; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:16:41,653 - INFO - Epoch: 0696 / 1300	lr: 9.927e-05
+2025-07-02 09:17:35,309 - INFO - Training: cls_zice: 12.897053594589233; reg_zipnll: 42.175131225585936; aux_mae_loss_1: 17.15322153091431; aux_mae_loss_2: 2.5726523661613463; cnt_loss: 2.6701879286766053;
+2025-07-02 09:17:35,311 - INFO - Evaluation:
+Curr mae: 7.2028; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5597; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:17:35,311 - INFO - Epoch: 0697 / 1300	lr: 9.923e-05
+2025-07-02 09:18:29,099 - INFO - Training: cls_zice: 12.528480658531189; reg_zipnll: 42.34315570831299; aux_mae_loss_1: 17.00118492126465; aux_mae_loss_2: 2.5006338357925415; cnt_loss: 2.8365949928760528;
+2025-07-02 09:18:29,100 - INFO - Evaluation:
+Curr mae: 7.2107; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1414; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:18:29,100 - INFO - Epoch: 0698 / 1300	lr: 9.919e-05
+2025-07-02 09:19:22,958 - INFO - Training: cls_zice: 12.629144917726517; reg_zipnll: 39.23033728599548; aux_mae_loss_1: 16.40485447883606; aux_mae_loss_2: 2.5067100715637207; cnt_loss: 2.8612058222293855;
+2025-07-02 09:19:22,960 - INFO - Evaluation:
+Curr mae: 6.7570; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8596; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0549; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:19:22,960 - INFO - Epoch: 0699 / 1300	lr: 9.914e-05
+2025-07-02 09:20:16,581 - INFO - Training: cls_zice: 10.8270312166214; reg_zipnll: 44.58014827728272; aux_mae_loss_1: 15.005897855758667; aux_mae_loss_2: 2.281213495731354; cnt_loss: 2.7136656630039213;
+2025-07-02 09:20:16,582 - INFO - Evaluation:
+Curr mae: 6.8638; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.3212; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:20:16,582 - INFO - Epoch: 0700 / 1300	lr: 9.910e-05
+2025-07-02 09:21:10,611 - INFO - Training: cls_zice: 12.42376955807209; reg_zipnll: 43.54669053077698; aux_mae_loss_1: 16.8536709690094; aux_mae_loss_2: 2.539567632675171; cnt_loss: 2.9615454572439193;
+2025-07-02 09:21:10,612 - INFO - Evaluation:
+Curr mae: 7.2974; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1359; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:21:15,996 - INFO - Epoch: 0701 / 1300	lr: 9.905e-05
+2025-07-02 09:22:09,532 - INFO - Training: cls_zice: 12.858686666488648; reg_zipnll: 44.8463433265686; aux_mae_loss_1: 17.462386360168455; aux_mae_loss_2: 2.7037049460411073; cnt_loss: 3.2863225626945494;
+2025-07-02 09:22:09,534 - INFO - Evaluation:
+Curr mae: 8.1951; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.8253; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0605; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:22:09,534 - INFO - Epoch: 0702 / 1300	lr: 9.900e-05
+2025-07-02 09:23:03,003 - INFO - Training: cls_zice: 12.57942991256714; reg_zipnll: 42.4003985786438; aux_mae_loss_1: 16.637867088317872; aux_mae_loss_2: 2.4778145790100097; cnt_loss: 2.9227374982833862;
+2025-07-02 09:23:03,004 - INFO - Evaluation:
+Curr mae: 6.7114; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9200; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:23:03,004 - INFO - Epoch: 0703 / 1300	lr: 9.895e-05
+2025-07-02 09:23:56,981 - INFO - Training: cls_zice: 12.526941061019897; reg_zipnll: 44.04224941253662; aux_mae_loss_1: 17.059730339050294; aux_mae_loss_2: 2.5629017639160154; cnt_loss: 3.076428937911987;
+2025-07-02 09:23:56,983 - INFO - Evaluation:
+Curr mae: 8.0425; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.2891; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:23:56,983 - INFO - Epoch: 0704 / 1300	lr: 9.890e-05
+2025-07-02 09:24:50,666 - INFO - Training: cls_zice: 12.133660554885864; reg_zipnll: 42.18076726913452; aux_mae_loss_1: 16.87476873397827; aux_mae_loss_2: 2.5439570569992065; cnt_loss: 3.4511461448669434;
+2025-07-02 09:24:50,667 - INFO - Evaluation:
+Curr mae: 7.1812; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8522; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0573; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:24:50,667 - INFO - Epoch: 0705 / 1300	lr: 9.885e-05
+2025-07-02 09:25:44,548 - INFO - Training: cls_zice: 13.119212256073952; reg_zipnll: 41.865720672607424; aux_mae_loss_1: 17.03490349769592; aux_mae_loss_2: 2.563243639469147; cnt_loss: 2.624884603023529;
+2025-07-02 09:25:44,549 - INFO - Evaluation:
+Curr mae: 6.3253; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.5494; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0513; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:25:44,550 - INFO - Epoch: 0706 / 1300	lr: 9.880e-05
+2025-07-02 09:26:38,168 - INFO - Training: cls_zice: 11.01590582370758; reg_zipnll: 40.36932266235352; aux_mae_loss_1: 15.448739318847656; aux_mae_loss_2: 2.2947812056541443; cnt_loss: 2.585735491514206;
+2025-07-02 09:26:38,170 - INFO - Evaluation:
+Curr mae: 6.7062; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.6419; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0555; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:26:38,170 - INFO - Epoch: 0707 / 1300	lr: 9.874e-05
+2025-07-02 09:27:31,810 - INFO - Training: cls_zice: 11.812385441064835; reg_zipnll: 43.71305030822754; aux_mae_loss_1: 15.647931489944458; aux_mae_loss_2: 2.3604642748832703; cnt_loss: 2.6388005423545837;
+2025-07-02 09:27:31,811 - INFO - Evaluation:
+Curr mae: 6.3553; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.2220; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:27:31,811 - INFO - Epoch: 0708 / 1300	lr: 9.869e-05
+2025-07-02 09:28:25,384 - INFO - Training: cls_zice: 11.629779760837556; reg_zipnll: 44.61059782028198; aux_mae_loss_1: 15.841425704956055; aux_mae_loss_2: 2.3282054090499877; cnt_loss: 2.669256432056427;
+2025-07-02 09:28:25,385 - INFO - Evaluation:
+Curr mae: 6.4937; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7793; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:28:25,386 - INFO - Epoch: 0709 / 1300	lr: 9.863e-05
+2025-07-02 09:29:19,073 - INFO - Training: cls_zice: 12.116337170600891; reg_zipnll: 42.32375398635864; aux_mae_loss_1: 16.104862785339357; aux_mae_loss_2: 2.4242648553848265; cnt_loss: 3.011127200126648;
+2025-07-02 09:29:19,074 - INFO - Evaluation:
+Curr mae: 8.3142; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.2021; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0645; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:29:19,075 - INFO - Epoch: 0710 / 1300	lr: 9.858e-05
+2025-07-02 09:30:12,547 - INFO - Training: cls_zice: 12.448736606836318; reg_zipnll: 43.51343547821045; aux_mae_loss_1: 16.59985179901123; aux_mae_loss_2: 2.514462773799896; cnt_loss: 3.2314177322387696;
+2025-07-02 09:30:12,548 - INFO - Evaluation:
+Curr mae: 7.3450; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.7198; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0575; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:30:12,548 - INFO - Epoch: 0711 / 1300	lr: 9.852e-05
+2025-07-02 09:31:06,446 - INFO - Training: cls_zice: 12.341019332408905; reg_zipnll: 42.09691047668457; aux_mae_loss_1: 16.400098896026613; aux_mae_loss_2: 2.45530711889267; cnt_loss: 2.9174953854084014;
+2025-07-02 09:31:06,448 - INFO - Evaluation:
+Curr mae: 7.6619; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2318; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0619; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:31:06,448 - INFO - Epoch: 0712 / 1300	lr: 9.846e-05
+2025-07-02 09:32:00,032 - INFO - Training: cls_zice: 10.648253569602966; reg_zipnll: 44.03244766235352; aux_mae_loss_1: 15.626387004852296; aux_mae_loss_2: 2.3634161520004273; cnt_loss: 2.3478556513786315;
+2025-07-02 09:32:00,034 - INFO - Evaluation:
+Curr mae: 7.1521; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4925; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0572; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:32:00,034 - INFO - Epoch: 0713 / 1300	lr: 9.840e-05
+2025-07-02 09:32:53,969 - INFO - Training: cls_zice: 12.240194399356842; reg_zipnll: 38.89751194000244; aux_mae_loss_1: 16.640614824295042; aux_mae_loss_2: 2.506967327594757; cnt_loss: 2.806207778453827;
+2025-07-02 09:32:53,970 - INFO - Evaluation:
+Curr mae: 7.5050; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7161; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0601; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:32:53,970 - INFO - Epoch: 0714 / 1300	lr: 9.833e-05
+2025-07-02 09:33:47,856 - INFO - Training: cls_zice: 10.69003924369812; reg_zipnll: 45.42866146087646; aux_mae_loss_1: 14.76804648399353; aux_mae_loss_2: 2.2545764112472533; cnt_loss: 2.7482911801338195;
+2025-07-02 09:33:47,858 - INFO - Evaluation:
+Curr mae: 7.4734; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8724; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0674; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:33:47,858 - INFO - Epoch: 0715 / 1300	lr: 9.827e-05
+2025-07-02 09:34:41,632 - INFO - Training: cls_zice: 12.361948153972627; reg_zipnll: 42.07319530487061; aux_mae_loss_1: 17.008829650878905; aux_mae_loss_2: 2.5410201323032378; cnt_loss: 2.653274402618408;
+2025-07-02 09:34:41,633 - INFO - Evaluation:
+Curr mae: 6.6143; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.5313; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:34:41,633 - INFO - Epoch: 0716 / 1300	lr: 9.821e-05
+2025-07-02 09:35:35,471 - INFO - Training: cls_zice: 10.780393581390381; reg_zipnll: 41.55280069351196; aux_mae_loss_1: 15.671604690551758; aux_mae_loss_2: 2.315389534235001; cnt_loss: 2.436433146595955;
+2025-07-02 09:35:35,472 - INFO - Evaluation:
+Curr mae: 6.8114; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.2789; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0579; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:35:35,472 - INFO - Epoch: 0717 / 1300	lr: 9.814e-05
+2025-07-02 09:36:29,246 - INFO - Training: cls_zice: 11.44847114443779; reg_zipnll: 43.23536099433899; aux_mae_loss_1: 15.952919387817383; aux_mae_loss_2: 2.41074670791626; cnt_loss: 2.7735751378536224;
+2025-07-02 09:36:29,247 - INFO - Evaluation:
+Curr mae: 7.2757; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8523; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:36:29,247 - INFO - Epoch: 0718 / 1300	lr: 9.808e-05
+2025-07-02 09:37:23,031 - INFO - Training: cls_zice: 12.341255412697793; reg_zipnll: 42.879259223937986; aux_mae_loss_1: 16.686890392303468; aux_mae_loss_2: 2.4653343033790587; cnt_loss: 2.541358027458191;
+2025-07-02 09:37:23,032 - INFO - Evaluation:
+Curr mae: 6.5279; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4071; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0513; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:37:23,032 - INFO - Epoch: 0719 / 1300	lr: 9.801e-05
+2025-07-02 09:38:17,011 - INFO - Training: cls_zice: 12.08439142346382; reg_zipnll: 40.87421339035034; aux_mae_loss_1: 15.907889232635497; aux_mae_loss_2: 2.378334304094315; cnt_loss: 2.603308668136597;
+2025-07-02 09:38:17,012 - INFO - Evaluation:
+Curr mae: 7.2867; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1064; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0587; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:38:17,012 - INFO - Epoch: 0720 / 1300	lr: 9.794e-05
+2025-07-02 09:39:11,242 - INFO - Training: cls_zice: 12.39553938627243; reg_zipnll: 42.01843627929688; aux_mae_loss_1: 16.89359073638916; aux_mae_loss_2: 2.5472538590431215; cnt_loss: 2.7545671844482422;
+2025-07-02 09:39:11,243 - INFO - Evaluation:
+Curr mae: 7.1571; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4512; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0591; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:39:11,243 - INFO - Epoch: 0721 / 1300	lr: 9.787e-05
+2025-07-02 09:40:04,766 - INFO - Training: cls_zice: 11.357171063423158; reg_zipnll: 43.673003063201904; aux_mae_loss_1: 16.345796909332275; aux_mae_loss_2: 2.420369951725006; cnt_loss: 2.527392892837524;
+2025-07-02 09:40:04,768 - INFO - Evaluation:
+Curr mae: 6.4388; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.2743; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:40:04,768 - INFO - Epoch: 0722 / 1300	lr: 9.780e-05
+2025-07-02 09:40:58,620 - INFO - Training: cls_zice: 11.932061960697174; reg_zipnll: 41.21284950256348; aux_mae_loss_1: 16.272653379440307; aux_mae_loss_2: 2.4272735464572905; cnt_loss: 2.729437619447708;
+2025-07-02 09:40:58,621 - INFO - Evaluation:
+Curr mae: 6.9380; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0966; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0578; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:40:58,621 - INFO - Epoch: 0723 / 1300	lr: 9.773e-05
+2025-07-02 09:41:52,198 - INFO - Training: cls_zice: 11.431847224235534; reg_zipnll: 42.269646625518796; aux_mae_loss_1: 15.79952670097351; aux_mae_loss_2: 2.359457492828369; cnt_loss: 2.8761426413059237;
+2025-07-02 09:41:52,199 - INFO - Evaluation:
+Curr mae: 6.5744; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7820; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:41:52,199 - INFO - Epoch: 0724 / 1300	lr: 9.765e-05
+2025-07-02 09:42:45,892 - INFO - Training: cls_zice: 12.250479013323783; reg_zipnll: 42.28953210830689; aux_mae_loss_1: 16.73339199066162; aux_mae_loss_2: 2.541393702030182; cnt_loss: 2.5966606342792513;
+2025-07-02 09:42:45,892 - INFO - Evaluation:
+Curr mae: 6.8670; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6623; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:42:45,893 - INFO - Epoch: 0725 / 1300	lr: 9.758e-05
+2025-07-02 09:43:39,432 - INFO - Training: cls_zice: 12.788405113220215; reg_zipnll: 45.876312313079836; aux_mae_loss_1: 17.00476947784424; aux_mae_loss_2: 2.5344154953956606; cnt_loss: 2.8930955255031585;
+2025-07-02 09:43:39,433 - INFO - Evaluation:
+Curr mae: 6.8308; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6492; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:43:39,433 - INFO - Epoch: 0726 / 1300	lr: 9.750e-05
+2025-07-02 09:44:33,240 - INFO - Training: cls_zice: 12.567566196918488; reg_zipnll: 43.264336071014405; aux_mae_loss_1: 17.08099877357483; aux_mae_loss_2: 2.532627846002579; cnt_loss: 3.1053622615337373;
+2025-07-02 09:44:33,241 - INFO - Evaluation:
+Curr mae: 7.0577; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7974; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0563; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:44:33,242 - INFO - Epoch: 0727 / 1300	lr: 9.742e-05
+2025-07-02 09:45:26,980 - INFO - Training: cls_zice: 12.09726443052292; reg_zipnll: 42.45227966308594; aux_mae_loss_1: 16.188756046295165; aux_mae_loss_2: 2.476164427995682; cnt_loss: 3.1858605325222014;
+2025-07-02 09:45:26,981 - INFO - Evaluation:
+Curr mae: 7.1925; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9533; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:45:26,981 - INFO - Epoch: 0728 / 1300	lr: 9.735e-05
+2025-07-02 09:46:20,674 - INFO - Training: cls_zice: 11.174171311855316; reg_zipnll: 41.141978149414065; aux_mae_loss_1: 15.372997980117798; aux_mae_loss_2: 2.3457373225688936; cnt_loss: 2.70018506526947;
+2025-07-02 09:46:20,675 - INFO - Evaluation:
+Curr mae: 6.7403; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9932; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:46:20,676 - INFO - Epoch: 0729 / 1300	lr: 9.727e-05
+2025-07-02 09:47:14,052 - INFO - Training: cls_zice: 11.948410716056824; reg_zipnll: 42.92838718414307; aux_mae_loss_1: 16.77456576347351; aux_mae_loss_2: 2.526411964893341; cnt_loss: 2.767395944595337;
+2025-07-02 09:47:14,053 - INFO - Evaluation:
+Curr mae: 6.9990; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8920; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0544; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:47:14,054 - INFO - Epoch: 0730 / 1300	lr: 9.719e-05
+2025-07-02 09:48:07,737 - INFO - Training: cls_zice: 12.574666213989257; reg_zipnll: 41.365463447570804; aux_mae_loss_1: 16.94622329711914; aux_mae_loss_2: 2.5012190186977388; cnt_loss: 2.648593624830246;
+2025-07-02 09:48:07,738 - INFO - Evaluation:
+Curr mae: 7.2112; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5522; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:48:07,738 - INFO - Epoch: 0731 / 1300	lr: 9.711e-05
+2025-07-02 09:49:01,686 - INFO - Training: cls_zice: 11.47219711780548; reg_zipnll: 43.711249351501465; aux_mae_loss_1: 15.842592277526855; aux_mae_loss_2: 2.4383045411109925; cnt_loss: 2.846023688316345;
+2025-07-02 09:49:01,687 - INFO - Evaluation:
+Curr mae: 7.3042; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2076; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:49:01,687 - INFO - Epoch: 0732 / 1300	lr: 9.702e-05
+2025-07-02 09:49:55,248 - INFO - Training: cls_zice: 11.698440179824829; reg_zipnll: 43.24420513153076; aux_mae_loss_1: 16.297935247421265; aux_mae_loss_2: 2.4611475539207457; cnt_loss: 2.676963583230972;
+2025-07-02 09:49:55,249 - INFO - Evaluation:
+Curr mae: 7.5123; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7536; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:49:55,250 - INFO - Epoch: 0733 / 1300	lr: 9.694e-05
+2025-07-02 09:50:49,053 - INFO - Training: cls_zice: 11.788029098510743; reg_zipnll: 43.401441955566405; aux_mae_loss_1: 15.78085467338562; aux_mae_loss_2: 2.3724436593055724; cnt_loss: 2.254082927703857;
+2025-07-02 09:50:49,054 - INFO - Evaluation:
+Curr mae: 8.0298; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.8150; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0586; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:50:49,054 - INFO - Epoch: 0734 / 1300	lr: 9.686e-05
+2025-07-02 09:51:42,562 - INFO - Training: cls_zice: 10.933960943222045; reg_zipnll: 40.11028533935547; aux_mae_loss_1: 15.48914444923401; aux_mae_loss_2: 2.3170042872428893; cnt_loss: 2.3062183713912963;
+2025-07-02 09:51:42,564 - INFO - Evaluation:
+Curr mae: 7.1161; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5808; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:51:42,564 - INFO - Epoch: 0735 / 1300	lr: 9.677e-05
+2025-07-02 09:52:36,028 - INFO - Training: cls_zice: 12.13168025970459; reg_zipnll: 42.08536516189575; aux_mae_loss_1: 16.60437424659729; aux_mae_loss_2: 2.4502530169487; cnt_loss: 2.4657612550258636;
+2025-07-02 09:52:36,029 - INFO - Evaluation:
+Curr mae: 7.1037; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2170; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:52:36,029 - INFO - Epoch: 0736 / 1300	lr: 9.668e-05
+2025-07-02 09:53:29,802 - INFO - Training: cls_zice: 11.610176158249379; reg_zipnll: 42.14650424957276; aux_mae_loss_1: 15.444887228012085; aux_mae_loss_2: 2.338502447605133; cnt_loss: 2.666650539636612;
+2025-07-02 09:53:29,803 - INFO - Evaluation:
+Curr mae: 8.1638; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.5898; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0632; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:53:29,803 - INFO - Epoch: 0737 / 1300	lr: 9.660e-05
+2025-07-02 09:54:23,823 - INFO - Training: cls_zice: 11.137628676891326; reg_zipnll: 44.552327480316166; aux_mae_loss_1: 15.612638845443726; aux_mae_loss_2: 2.339190490245819; cnt_loss: 2.691143483519554;
+2025-07-02 09:54:23,824 - INFO - Evaluation:
+Curr mae: 7.5381; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5883; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0578; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:54:23,825 - INFO - Epoch: 0738 / 1300	lr: 9.651e-05
+2025-07-02 09:55:17,855 - INFO - Training: cls_zice: 11.445175107717514; reg_zipnll: 42.212685165405276; aux_mae_loss_1: 15.437100086212158; aux_mae_loss_2: 2.29591068148613; cnt_loss: 2.7705855202674865;
+2025-07-02 09:55:17,856 - INFO - Evaluation:
+Curr mae: 7.2460; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3538; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0587; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:55:17,856 - INFO - Epoch: 0739 / 1300	lr: 9.642e-05
+2025-07-02 09:56:11,493 - INFO - Training: cls_zice: 11.783978021144867; reg_zipnll: 43.08354410171509; aux_mae_loss_1: 16.266164817810058; aux_mae_loss_2: 2.411609137058258; cnt_loss: 2.7654541993141173;
+2025-07-02 09:56:11,494 - INFO - Evaluation:
+Curr mae: 6.7497; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9358; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:56:11,494 - INFO - Epoch: 0740 / 1300	lr: 9.632e-05
+2025-07-02 09:57:05,367 - INFO - Training: cls_zice: 12.254812588691712; reg_zipnll: 45.09056167602539; aux_mae_loss_1: 16.3689164352417; aux_mae_loss_2: 2.438751685619354; cnt_loss: 2.78918719291687;
+2025-07-02 09:57:05,367 - INFO - Evaluation:
+Curr mae: 6.3223; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0924; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:57:05,368 - INFO - Epoch: 0741 / 1300	lr: 9.623e-05
+2025-07-02 09:57:58,918 - INFO - Training: cls_zice: 12.304337050914764; reg_zipnll: 42.27440307617187; aux_mae_loss_1: 16.374633226394653; aux_mae_loss_2: 2.487672622203827; cnt_loss: 3.1748920559883116;
+2025-07-02 09:57:58,919 - INFO - Evaluation:
+Curr mae: 6.9951; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1384; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:57:58,919 - INFO - Epoch: 0742 / 1300	lr: 9.614e-05
+2025-07-02 09:58:52,498 - INFO - Training: cls_zice: 12.15566701889038; reg_zipnll: 42.16361186981201; aux_mae_loss_1: 16.81771532058716; aux_mae_loss_2: 2.5862852191925048; cnt_loss: 2.883404276371002;
+2025-07-02 09:58:52,499 - INFO - Evaluation:
+Curr mae: 6.5906; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8292; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:58:52,499 - INFO - Epoch: 0743 / 1300	lr: 9.604e-05
+2025-07-02 09:59:46,386 - INFO - Training: cls_zice: 11.720513014793395; reg_zipnll: 43.99427793502807; aux_mae_loss_1: 15.96325366973877; aux_mae_loss_2: 2.429622321128845; cnt_loss: 2.48667151093483;
+2025-07-02 09:59:46,387 - INFO - Evaluation:
+Curr mae: 6.6782; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9916; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 09:59:46,387 - INFO - Epoch: 0744 / 1300	lr: 9.595e-05
+2025-07-02 10:00:40,132 - INFO - Training: cls_zice: 11.720057735443115; reg_zipnll: 42.31734832763672; aux_mae_loss_1: 15.523090348243713; aux_mae_loss_2: 2.341709635257721; cnt_loss: 2.623651711940765;
+2025-07-02 10:00:40,133 - INFO - Evaluation:
+Curr mae: 7.3217; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4353; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0627; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:00:40,133 - INFO - Epoch: 0745 / 1300	lr: 9.585e-05
+2025-07-02 10:01:33,902 - INFO - Training: cls_zice: 11.827502082586289; reg_zipnll: 41.491679191589355; aux_mae_loss_1: 16.330270404815675; aux_mae_loss_2: 2.5242938232421874; cnt_loss: 3.1282165205478667;
+2025-07-02 10:01:33,903 - INFO - Evaluation:
+Curr mae: 6.4731; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9772; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:01:33,903 - INFO - Epoch: 0746 / 1300	lr: 9.575e-05
+2025-07-02 10:02:27,647 - INFO - Training: cls_zice: 11.045526984035968; reg_zipnll: 41.76519672393799; aux_mae_loss_1: 14.981079730987549; aux_mae_loss_2: 2.2214873695373534; cnt_loss: 2.56572972536087;
+2025-07-02 10:02:27,648 - INFO - Evaluation:
+Curr mae: 6.9607; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5971; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:02:27,648 - INFO - Epoch: 0747 / 1300	lr: 9.565e-05
+2025-07-02 10:03:21,466 - INFO - Training: cls_zice: 10.839597051143647; reg_zipnll: 43.61670967102051; aux_mae_loss_1: 15.353043432235717; aux_mae_loss_2: 2.2746041798591614; cnt_loss: 2.3917583656311034;
+2025-07-02 10:03:21,467 - INFO - Evaluation:
+Curr mae: 6.5118; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7680; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:03:21,468 - INFO - Epoch: 0748 / 1300	lr: 9.555e-05
+2025-07-02 10:04:15,177 - INFO - Training: cls_zice: 11.673662347793579; reg_zipnll: 41.27182010650635; aux_mae_loss_1: 15.494092378616333; aux_mae_loss_2: 2.3382295083999636; cnt_loss: 3.3351951122283934;
+2025-07-02 10:04:15,178 - INFO - Evaluation:
+Curr mae: 7.7912; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4941; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0615; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:04:15,178 - INFO - Epoch: 0749 / 1300	lr: 9.545e-05
+2025-07-02 10:05:09,014 - INFO - Training: cls_zice: 11.12329891204834; reg_zipnll: 43.656089057922365; aux_mae_loss_1: 15.538523139953613; aux_mae_loss_2: 2.3553372740745546; cnt_loss: 2.674086307287216;
+2025-07-02 10:05:09,016 - INFO - Evaluation:
+Curr mae: 7.1492; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9715; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:05:09,016 - INFO - Epoch: 0750 / 1300	lr: 9.535e-05
+2025-07-02 10:06:02,695 - INFO - Training: cls_zice: 11.308130393028259; reg_zipnll: 42.0354114151001; aux_mae_loss_1: 15.693964567184448; aux_mae_loss_2: 2.392627822160721; cnt_loss: 3.0018085503578185;
+2025-07-02 10:06:02,696 - INFO - Evaluation:
+Curr mae: 7.1667; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3900; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:06:08,021 - INFO - Epoch: 0751 / 1300	lr: 9.525e-05
+2025-07-02 10:07:01,437 - INFO - Training: cls_zice: 11.763403902053833; reg_zipnll: 41.91305263519287; aux_mae_loss_1: 16.283400468826294; aux_mae_loss_2: 2.419341678619385; cnt_loss: 2.6171491360664367;
+2025-07-02 10:07:01,439 - INFO - Evaluation:
+Curr mae: 6.7908; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0533; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0544; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:07:01,439 - INFO - Epoch: 0752 / 1300	lr: 9.514e-05
+2025-07-02 10:07:55,282 - INFO - Training: cls_zice: 11.96441312789917; reg_zipnll: 42.56634784698486; aux_mae_loss_1: 15.695570096969604; aux_mae_loss_2: 2.39134229183197; cnt_loss: 2.44568834066391;
+2025-07-02 10:07:55,283 - INFO - Evaluation:
+Curr mae: 6.6033; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.6821; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:07:55,284 - INFO - Epoch: 0753 / 1300	lr: 9.504e-05
+2025-07-02 10:08:48,545 - INFO - Training: cls_zice: 11.393814064264298; reg_zipnll: 40.854926376342775; aux_mae_loss_1: 15.740664958953857; aux_mae_loss_2: 2.3732231712341307; cnt_loss: 2.3460333383083345;
+2025-07-02 10:08:48,547 - INFO - Evaluation:
+Curr mae: 6.9904; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1452; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:08:48,547 - INFO - Epoch: 0754 / 1300	lr: 9.493e-05
+2025-07-02 10:09:42,254 - INFO - Training: cls_zice: 11.085584416389466; reg_zipnll: 41.42089614868164; aux_mae_loss_1: 15.424993810653687; aux_mae_loss_2: 2.291424512863159; cnt_loss: 2.450727015733719;
+2025-07-02 10:09:42,256 - INFO - Evaluation:
+Curr mae: 7.2242; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7246; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0578; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:09:42,256 - INFO - Epoch: 0755 / 1300	lr: 9.482e-05
+2025-07-02 10:10:35,892 - INFO - Training: cls_zice: 12.052255132198333; reg_zipnll: 41.5513130569458; aux_mae_loss_1: 16.447231435775755; aux_mae_loss_2: 2.4327444577217103; cnt_loss: 2.5313842475414274;
+2025-07-02 10:10:35,894 - INFO - Evaluation:
+Curr mae: 6.6621; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7632; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:10:35,894 - INFO - Epoch: 0756 / 1300	lr: 9.471e-05
+2025-07-02 10:11:29,759 - INFO - Training: cls_zice: 11.43258954524994; reg_zipnll: 42.36612621307373; aux_mae_loss_1: 15.250742053985595; aux_mae_loss_2: 2.2348747134208677; cnt_loss: 2.4526394605636597;
+2025-07-02 10:11:29,759 - INFO - Evaluation:
+Curr mae: 6.4668; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.3991; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:11:29,760 - INFO - Epoch: 0757 / 1300	lr: 9.460e-05
+2025-07-02 10:12:23,258 - INFO - Training: cls_zice: 12.427793769836425; reg_zipnll: 41.874816265106205; aux_mae_loss_1: 16.54318696975708; aux_mae_loss_2: 2.5075744366645814; cnt_loss: 2.8803355145454406;
+2025-07-02 10:12:23,259 - INFO - Evaluation:
+Curr mae: 6.6875; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3605; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:12:23,259 - INFO - Epoch: 0758 / 1300	lr: 9.449e-05
+2025-07-02 10:13:16,995 - INFO - Training: cls_zice: 11.103827486038208; reg_zipnll: 41.099154777526856; aux_mae_loss_1: 14.749562044143676; aux_mae_loss_2: 2.2015341651439666; cnt_loss: 2.2375490462779997;
+2025-07-02 10:13:16,997 - INFO - Evaluation:
+Curr mae: 6.5954; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2396; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:13:16,997 - INFO - Epoch: 0759 / 1300	lr: 9.438e-05
+2025-07-02 10:14:11,017 - INFO - Training: cls_zice: 11.167672538757325; reg_zipnll: 43.71436225891113; aux_mae_loss_1: 15.900633840560912; aux_mae_loss_2: 2.3436840081214907; cnt_loss: 2.297738356590271;
+2025-07-02 10:14:11,019 - INFO - Evaluation:
+Curr mae: 6.6601; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9352; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:14:11,019 - INFO - Epoch: 0760 / 1300	lr: 9.427e-05
+2025-07-02 10:15:04,377 - INFO - Training: cls_zice: 11.378404369354248; reg_zipnll: 41.06079607963562; aux_mae_loss_1: 15.508317451477051; aux_mae_loss_2: 2.3330724060535433; cnt_loss: 2.2010322535037994;
+2025-07-02 10:15:04,378 - INFO - Evaluation:
+Curr mae: 6.7779; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9036; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:15:04,378 - INFO - Epoch: 0761 / 1300	lr: 9.416e-05
+2025-07-02 10:15:58,155 - INFO - Training: cls_zice: 11.491269769668579; reg_zipnll: 45.541966934204105; aux_mae_loss_1: 15.254185266494751; aux_mae_loss_2: 2.2521521782875062; cnt_loss: 2.4795401322841646;
+2025-07-02 10:15:58,156 - INFO - Evaluation:
+Curr mae: 7.2490; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4651; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:15:58,156 - INFO - Epoch: 0762 / 1300	lr: 9.404e-05
+2025-07-02 10:16:51,607 - INFO - Training: cls_zice: 11.064117012023926; reg_zipnll: 43.22429313659668; aux_mae_loss_1: 15.044070348739623; aux_mae_loss_2: 2.127457580566406; cnt_loss: 2.325792315006256;
+2025-07-02 10:16:51,608 - INFO - Evaluation:
+Curr mae: 7.6102; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1394; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:16:51,608 - INFO - Epoch: 0763 / 1300	lr: 9.392e-05
+2025-07-02 10:17:45,160 - INFO - Training: cls_zice: 11.293906737565994; reg_zipnll: 42.99404129028321; aux_mae_loss_1: 15.27621820449829; aux_mae_loss_2: 2.3232219541072845; cnt_loss: 2.730153468847275;
+2025-07-02 10:17:45,161 - INFO - Evaluation:
+Curr mae: 8.0689; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.1517; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0590; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:17:45,161 - INFO - Epoch: 0764 / 1300	lr: 9.381e-05
+2025-07-02 10:18:38,523 - INFO - Training: cls_zice: 10.459797105789185; reg_zipnll: 39.72228942871094; aux_mae_loss_1: 14.527021207809447; aux_mae_loss_2: 2.176125942468643; cnt_loss: 2.2206369280815124;
+2025-07-02 10:18:38,524 - INFO - Evaluation:
+Curr mae: 7.4722; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.4048; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:18:38,524 - INFO - Epoch: 0765 / 1300	lr: 9.369e-05
+2025-07-02 10:19:32,328 - INFO - Training: cls_zice: 11.264311933517456; reg_zipnll: 41.04931568145752; aux_mae_loss_1: 15.845849113464356; aux_mae_loss_2: 2.341605710983276; cnt_loss: 2.704287676811218;
+2025-07-02 10:19:32,329 - INFO - Evaluation:
+Curr mae: 7.0638; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8807; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0550; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:19:32,329 - INFO - Epoch: 0766 / 1300	lr: 9.357e-05
+2025-07-02 10:20:25,972 - INFO - Training: cls_zice: 12.213170013427735; reg_zipnll: 41.87173126220703; aux_mae_loss_1: 15.731627149581909; aux_mae_loss_2: 2.373422236442566; cnt_loss: 2.5831518363952637;
+2025-07-02 10:20:25,973 - INFO - Evaluation:
+Curr mae: 7.6980; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4739; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0634; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:20:25,974 - INFO - Epoch: 0767 / 1300	lr: 9.345e-05
+2025-07-02 10:21:19,885 - INFO - Training: cls_zice: 11.527666325569152; reg_zipnll: 41.39831809997558; aux_mae_loss_1: 15.657583112716674; aux_mae_loss_2: 2.389704849720001; cnt_loss: 3.0640600550174715;
+2025-07-02 10:21:19,886 - INFO - Evaluation:
+Curr mae: 7.0828; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3053; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:21:19,886 - INFO - Epoch: 0768 / 1300	lr: 9.333e-05
+2025-07-02 10:22:13,876 - INFO - Training: cls_zice: 11.11376480102539; reg_zipnll: 44.25783248901367; aux_mae_loss_1: 15.501251153945923; aux_mae_loss_2: 2.3140864181518555; cnt_loss: 2.7508234894275665;
+2025-07-02 10:22:13,877 - INFO - Evaluation:
+Curr mae: 6.8003; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1908; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:22:13,877 - INFO - Epoch: 0769 / 1300	lr: 9.321e-05
+2025-07-02 10:23:07,360 - INFO - Training: cls_zice: 12.377111506462096; reg_zipnll: 42.29046447753906; aux_mae_loss_1: 16.608278369903566; aux_mae_loss_2: 2.5170320892333984; cnt_loss: 2.8831274127960205;
+2025-07-02 10:23:07,361 - INFO - Evaluation:
+Curr mae: 6.7889; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0535; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0551; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:23:07,362 - INFO - Epoch: 0770 / 1300	lr: 9.308e-05
+2025-07-02 10:24:01,183 - INFO - Training: cls_zice: 11.813015191555023; reg_zipnll: 39.984536266326906; aux_mae_loss_1: 15.520981693267823; aux_mae_loss_2: 2.31564551115036; cnt_loss: 2.39349204659462;
+2025-07-02 10:24:01,184 - INFO - Evaluation:
+Curr mae: 7.4385; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3583; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:24:01,184 - INFO - Epoch: 0771 / 1300	lr: 9.296e-05
+2025-07-02 10:24:55,067 - INFO - Training: cls_zice: 11.09701097726822; reg_zipnll: 40.738072090148925; aux_mae_loss_1: 15.203482513427735; aux_mae_loss_2: 2.273220455646515; cnt_loss: 2.602585678100586;
+2025-07-02 10:24:55,068 - INFO - Evaluation:
+Curr mae: 7.2590; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9622; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0562; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:24:55,068 - INFO - Epoch: 0772 / 1300	lr: 9.283e-05
+2025-07-02 10:25:48,399 - INFO - Training: cls_zice: 11.509681978225707; reg_zipnll: 40.314995460510254; aux_mae_loss_1: 15.651975078582764; aux_mae_loss_2: 2.3529225301742556; cnt_loss: 2.5283794951438905;
+2025-07-02 10:25:48,400 - INFO - Evaluation:
+Curr mae: 6.2293; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 9.8957; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0509; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:25:48,400 - INFO - Epoch: 0773 / 1300	lr: 9.271e-05
+2025-07-02 10:26:42,268 - INFO - Training: cls_zice: 10.79756425857544; reg_zipnll: 41.84191024780274; aux_mae_loss_1: 14.811916980743408; aux_mae_loss_2: 2.2026527869701384; cnt_loss: 2.1982256519794463;
+2025-07-02 10:26:42,270 - INFO - Evaluation:
+Curr mae: 6.7874; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6026; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:26:42,270 - INFO - Epoch: 0774 / 1300	lr: 9.258e-05
+2025-07-02 10:27:35,881 - INFO - Training: cls_zice: 11.279891879558564; reg_zipnll: 40.97481033325195; aux_mae_loss_1: 16.08256820678711; aux_mae_loss_2: 2.4425980961322784; cnt_loss: 2.5724055671691897;
+2025-07-02 10:27:35,883 - INFO - Evaluation:
+Curr mae: 6.8098; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0863; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0544; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:27:35,883 - INFO - Epoch: 0775 / 1300	lr: 9.245e-05
+2025-07-02 10:28:29,264 - INFO - Training: cls_zice: 11.561149716377258; reg_zipnll: 40.102822875976564; aux_mae_loss_1: 15.098958921432494; aux_mae_loss_2: 2.2002156949043274; cnt_loss: 2.177171819806099;
+2025-07-02 10:28:29,266 - INFO - Evaluation:
+Curr mae: 7.1025; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.6538; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0616; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:28:29,266 - INFO - Epoch: 0776 / 1300	lr: 9.232e-05
+2025-07-02 10:29:23,506 - INFO - Training: cls_zice: 12.180333235263824; reg_zipnll: 40.90456554412842; aux_mae_loss_1: 16.075670881271364; aux_mae_loss_2: 2.4535927844047545; cnt_loss: 2.996183249950409;
+2025-07-02 10:29:23,507 - INFO - Evaluation:
+Curr mae: 7.0061; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1948; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:29:23,507 - INFO - Epoch: 0777 / 1300	lr: 9.219e-05
+2025-07-02 10:30:16,938 - INFO - Training: cls_zice: 11.330302667617797; reg_zipnll: 42.74019565582275; aux_mae_loss_1: 15.047027750015259; aux_mae_loss_2: 2.2837968575954437; cnt_loss: 2.48097416639328;
+2025-07-02 10:30:16,939 - INFO - Evaluation:
+Curr mae: 7.8395; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1184; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0612; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:30:16,939 - INFO - Epoch: 0778 / 1300	lr: 9.206e-05
+2025-07-02 10:31:11,130 - INFO - Training: cls_zice: 10.759730792045593; reg_zipnll: 41.265415821075436; aux_mae_loss_1: 15.199687871932984; aux_mae_loss_2: 2.2698305201530458; cnt_loss: 2.3703945910930635;
+2025-07-02 10:31:11,131 - INFO - Evaluation:
+Curr mae: 7.2622; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9958; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0611; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:31:11,132 - INFO - Epoch: 0779 / 1300	lr: 9.193e-05
+2025-07-02 10:32:04,876 - INFO - Training: cls_zice: 12.138124027252196; reg_zipnll: 41.34317420959473; aux_mae_loss_1: 16.1743147277832; aux_mae_loss_2: 2.422391868829727; cnt_loss: 2.587739846110344;
+2025-07-02 10:32:04,877 - INFO - Evaluation:
+Curr mae: 7.7287; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5963; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0631; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:32:04,877 - INFO - Epoch: 0780 / 1300	lr: 9.179e-05
+2025-07-02 10:32:58,575 - INFO - Training: cls_zice: 12.334764575958252; reg_zipnll: 43.10321022033691; aux_mae_loss_1: 15.927139968872071; aux_mae_loss_2: 2.386285116672516; cnt_loss: 2.609169955253601;
+2025-07-02 10:32:58,577 - INFO - Evaluation:
+Curr mae: 7.7626; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5198; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0641; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:32:58,577 - INFO - Epoch: 0781 / 1300	lr: 9.166e-05
+2025-07-02 10:33:51,977 - INFO - Training: cls_zice: 10.794356410503388; reg_zipnll: 42.45488195419311; aux_mae_loss_1: 14.606147880554198; aux_mae_loss_2: 2.1785611438751222; cnt_loss: 2.3576655596494676;
+2025-07-02 10:33:51,978 - INFO - Evaluation:
+Curr mae: 6.9247; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3121; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:33:51,978 - INFO - Epoch: 0782 / 1300	lr: 9.152e-05
+2025-07-02 10:34:45,527 - INFO - Training: cls_zice: 12.181928668022156; reg_zipnll: 40.725610752105716; aux_mae_loss_1: 15.700844898223878; aux_mae_loss_2: 2.3933114159107207; cnt_loss: 2.6765536141395567;
+2025-07-02 10:34:45,529 - INFO - Evaluation:
+Curr mae: 6.8326; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3745; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:34:45,529 - INFO - Epoch: 0783 / 1300	lr: 9.139e-05
+2025-07-02 10:35:39,448 - INFO - Training: cls_zice: 10.320327744483947; reg_zipnll: 41.489979610443115; aux_mae_loss_1: 14.688383493423462; aux_mae_loss_2: 2.21912676692009; cnt_loss: 2.6092401933670044;
+2025-07-02 10:35:39,450 - INFO - Evaluation:
+Curr mae: 7.0849; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4165; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:35:39,450 - INFO - Epoch: 0784 / 1300	lr: 9.125e-05
+2025-07-02 10:36:32,999 - INFO - Training: cls_zice: 11.491390998363494; reg_zipnll: 42.675798397064206; aux_mae_loss_1: 15.174895849227905; aux_mae_loss_2: 2.225945990085602; cnt_loss: 2.341626226902008;
+2025-07-02 10:36:33,001 - INFO - Evaluation:
+Curr mae: 6.4403; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.5501; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:36:33,001 - INFO - Epoch: 0785 / 1300	lr: 9.111e-05
+2025-07-02 10:37:27,030 - INFO - Training: cls_zice: 11.297708559036256; reg_zipnll: 40.682148456573486; aux_mae_loss_1: 15.20500247001648; aux_mae_loss_2: 2.2198048853874206; cnt_loss: 2.269128843545914;
+2025-07-02 10:37:27,031 - INFO - Evaluation:
+Curr mae: 7.1580; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5054; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 10:37:27,031 - INFO - Epoch: 0786 / 1300	lr: 9.097e-05
+2025-07-02 20:29:53,462 - INFO - model_name     :	CLIP_MobileCLIP_S1
+block_size     :	16
+clip_weight_name:	datacompdr
+norm           :	none
+act            :	none
+num_vpt        :	None
+vpt_drop       :	None
+adapter        :	False
+adapter_reduction:	None
+lora           :	False
+lora_rank      :	None
+lora_alpha     :	None
+lora_dropout   :	None
+dataset        :	shb
+in_memory_dataset:	False
+input_size     :	448
+batch_size     :	8
+num_crops      :	1
+aug_min_scale  :	0.75
+aug_max_scale  :	2.5
+aug_brightness :	0.15
+aug_contrast   :	0.15
+aug_saturation :	0.1
+aug_hue        :	0.0
+aug_kernel_size:	None
+aug_saltiness  :	0.001
+aug_spiciness  :	0.001
+aug_blur_prob  :	0.0
+sliding_window :	False
+stride         :	448
+max_input_size :	4096
+max_num_windows:	64
+resize_to_multiple:	False
+reg_loss       :	zipnll
+aux_loss       :	msmae
+weight_cls     :	1.0
+weight_reg     :	1.0
+weight_aux     :	0.025
+numItermax     :	None
+regularization :	None
+scales         :	[1, 2]
+min_scale_weight:	0.0
+max_scale_weight:	1.0
+alpha          :	0.5
+optimizer      :	adam
+lr             :	0.0001
+vpt_lr         :	None
+adapter_lr     :	None
+lora_lr        :	None
+backbone_lr    :	0.0001
+weight_decay   :	0.0001
+vpt_weight_decay:	None
+adapter_weight_decay:	None
+lora_weight_decay:	None
+backbone_weight_decay:	0.0001
+scheduler      :	cos_restarts
+warmup_epochs  :	25
+warmup_lr      :	1e-05
+eta_min        :	1e-06
+gamma          :	None
+step_size      :	None
+T_0            :	5
+T_mult         :	2
+T_max          :	None
+ckpt_dir_name  :	ebc_s_16_448x1_msmae_1_2
+total_epochs   :	1300
+eval_start     :	100
+eval_freq      :	0.25
+save_freq      :	50
+save_best_k    :	5
+amp            :	True
+num_workers    :	8
+local_rank     :	0
+seed           :	42
+nprocs         :	1
+ckpt_dir       :	/dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/shb/ebc_s_16_448x1_msmae_1_2
+bins           :	[(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, inf)]
+bin_centers    :	[0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 10.183084577114428]
+bin_counts     :	[294072360, 8559657, 922301, 225017, 75708, 29428, 12533, 6347, 3429, 4020]
+2025-07-02 20:29:53,462 - INFO - Total parameters: 33,603,842
+Trainable parameters: 33,603,842
+Non-trainable parameters: 0
+
+2025-07-02 20:29:53,470 - INFO - Epoch: 0751 / 1300	lr: 9.525e-05
+2025-07-02 20:30:50,324 - INFO - Training: cls_zice: 12.143227593898773; reg_zipnll: 44.13957302093506; aux_mae_loss_1: 16.26051555633545; aux_mae_loss_2: 2.4425398755073546; cnt_loss: 2.750496341586113;
+2025-07-02 20:30:50,325 - INFO - Evaluation:
+Curr mae: 7.2881; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0692; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:30:50,325 - INFO - Epoch: 0752 / 1300	lr: 9.514e-05
+2025-07-02 20:31:43,895 - INFO - Training: cls_zice: 12.273780856132507; reg_zipnll: 40.609974517971274; aux_mae_loss_1: 15.917723617553712; aux_mae_loss_2: 2.4037071657180786; cnt_loss: 3.1196445167064666;
+2025-07-02 20:31:43,896 - INFO - Evaluation:
+Curr mae: 7.0866; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4129; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0601; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:31:43,896 - INFO - Epoch: 0753 / 1300	lr: 9.504e-05
+2025-07-02 20:32:37,721 - INFO - Training: cls_zice: 11.9798716878891; reg_zipnll: 44.86870609283447; aux_mae_loss_1: 16.86552487373352; aux_mae_loss_2: 2.5823496985435486; cnt_loss: 3.4862897634506225;
+2025-07-02 20:32:37,722 - INFO - Evaluation:
+Curr mae: 7.7453; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.1618; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:32:37,722 - INFO - Epoch: 0754 / 1300	lr: 9.493e-05
+2025-07-02 20:33:31,252 - INFO - Training: cls_zice: 11.520969054102897; reg_zipnll: 41.64579992294311; aux_mae_loss_1: 15.64253662109375; aux_mae_loss_2: 2.3157060885429384; cnt_loss: 2.8463784474134446;
+2025-07-02 20:33:31,253 - INFO - Evaluation:
+Curr mae: 8.0063; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.3103; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0614; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:33:31,253 - INFO - Epoch: 0755 / 1300	lr: 9.482e-05
+2025-07-02 20:34:25,178 - INFO - Training: cls_zice: 11.470506048798562; reg_zipnll: 42.671034240722655; aux_mae_loss_1: 15.64498200416565; aux_mae_loss_2: 2.4333750677108763; cnt_loss: 3.110613451004028;
+2025-07-02 20:34:25,179 - INFO - Evaluation:
+Curr mae: 7.0535; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0541; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:34:25,179 - INFO - Epoch: 0756 / 1300	lr: 9.471e-05
+2025-07-02 20:35:19,199 - INFO - Training: cls_zice: 11.531578822135925; reg_zipnll: 45.4750899887085; aux_mae_loss_1: 15.700487480163574; aux_mae_loss_2: 2.296010835170746; cnt_loss: 2.5380925834178925;
+2025-07-02 20:35:19,201 - INFO - Evaluation:
+Curr mae: 7.2346; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8026; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:35:19,201 - INFO - Epoch: 0757 / 1300	lr: 9.460e-05
+2025-07-02 20:36:12,992 - INFO - Training: cls_zice: 12.595500061511993; reg_zipnll: 42.66797046661377; aux_mae_loss_1: 16.226623973846436; aux_mae_loss_2: 2.397928900718689; cnt_loss: 2.5795530140399934;
+2025-07-02 20:36:12,993 - INFO - Evaluation:
+Curr mae: 7.2190; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3772; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:36:12,993 - INFO - Epoch: 0758 / 1300	lr: 9.449e-05
+2025-07-02 20:37:06,749 - INFO - Training: cls_zice: 10.348734369277954; reg_zipnll: 43.27913845062256; aux_mae_loss_1: 15.772505970001221; aux_mae_loss_2: 2.3674404931068422; cnt_loss: 2.585450050830841;
+2025-07-02 20:37:06,750 - INFO - Evaluation:
+Curr mae: 6.6373; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5278; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:37:06,750 - INFO - Epoch: 0759 / 1300	lr: 9.438e-05
+2025-07-02 20:38:00,632 - INFO - Training: cls_zice: 11.67457023859024; reg_zipnll: 42.663959608078; aux_mae_loss_1: 15.796143712997436; aux_mae_loss_2: 2.3291412711143495; cnt_loss: 2.5579984474182127;
+2025-07-02 20:38:00,633 - INFO - Evaluation:
+Curr mae: 7.2629; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2341; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0563; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:38:00,633 - INFO - Epoch: 0760 / 1300	lr: 9.427e-05
+2025-07-02 20:38:54,612 - INFO - Training: cls_zice: 11.714755139350892; reg_zipnll: 44.340213203430174; aux_mae_loss_1: 16.17130093574524; aux_mae_loss_2: 2.426148886680603; cnt_loss: 2.8747513878345488;
+2025-07-02 20:38:54,613 - INFO - Evaluation:
+Curr mae: 7.4393; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.3193; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:38:54,613 - INFO - Epoch: 0761 / 1300	lr: 9.416e-05
+2025-07-02 20:39:48,705 - INFO - Training: cls_zice: 11.730126074552537; reg_zipnll: 40.79093415260315; aux_mae_loss_1: 15.451666870117187; aux_mae_loss_2: 2.3154516005516053; cnt_loss: 3.065541023612022;
+2025-07-02 20:39:48,706 - INFO - Evaluation:
+Curr mae: 6.9266; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4375; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0550; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:39:48,706 - INFO - Epoch: 0762 / 1300	lr: 9.404e-05
+2025-07-02 20:40:42,934 - INFO - Training: cls_zice: 11.18806357383728; reg_zipnll: 42.259766521453855; aux_mae_loss_1: 15.156230068206787; aux_mae_loss_2: 2.2487704277038576; cnt_loss: 2.4315465182065963;
+2025-07-02 20:40:42,936 - INFO - Evaluation:
+Curr mae: 6.8045; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5227; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:40:42,936 - INFO - Epoch: 0763 / 1300	lr: 9.392e-05
+2025-07-02 20:41:36,948 - INFO - Training: cls_zice: 10.268304322957993; reg_zipnll: 40.98928031921387; aux_mae_loss_1: 15.034312658309936; aux_mae_loss_2: 2.256130409240723; cnt_loss: 2.115269110202789;
+2025-07-02 20:41:36,949 - INFO - Evaluation:
+Curr mae: 7.3834; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3896; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0578; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:41:36,949 - INFO - Epoch: 0764 / 1300	lr: 9.381e-05
+2025-07-02 20:42:30,950 - INFO - Training: cls_zice: 11.41369554758072; reg_zipnll: 42.60059150695801; aux_mae_loss_1: 15.787668962478637; aux_mae_loss_2: 2.381079626083374; cnt_loss: 2.7220623767375947;
+2025-07-02 20:42:30,952 - INFO - Evaluation:
+Curr mae: 7.6823; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.3615; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:42:30,952 - INFO - Epoch: 0765 / 1300	lr: 9.369e-05
+2025-07-02 20:43:24,741 - INFO - Training: cls_zice: 11.478950939178468; reg_zipnll: 42.66483703613281; aux_mae_loss_1: 15.930385503768921; aux_mae_loss_2: 2.418803687095642; cnt_loss: 2.832958626747131;
+2025-07-02 20:43:24,742 - INFO - Evaluation:
+Curr mae: 7.0749; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5554; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:43:24,742 - INFO - Epoch: 0766 / 1300	lr: 9.357e-05
+2025-07-02 20:44:18,936 - INFO - Training: cls_zice: 11.661034305095672; reg_zipnll: 43.996734790802; aux_mae_loss_1: 16.306862154006957; aux_mae_loss_2: 2.3818063139915466; cnt_loss: 2.7025496697425844;
+2025-07-02 20:44:18,938 - INFO - Evaluation:
+Curr mae: 7.2165; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4200; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0553; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:44:18,938 - INFO - Epoch: 0767 / 1300	lr: 9.345e-05
+2025-07-02 20:45:13,044 - INFO - Training: cls_zice: 11.77343415260315; reg_zipnll: 41.10704517364502; aux_mae_loss_1: 15.638510475158691; aux_mae_loss_2: 2.3029423642158506; cnt_loss: 1.9706764924526214;
+2025-07-02 20:45:13,045 - INFO - Evaluation:
+Curr mae: 7.1955; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7731; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:45:13,045 - INFO - Epoch: 0768 / 1300	lr: 9.333e-05
+2025-07-02 20:46:07,146 - INFO - Training: cls_zice: 11.767992198467255; reg_zipnll: 44.2810072517395; aux_mae_loss_1: 15.510742874145508; aux_mae_loss_2: 2.3225638031959535; cnt_loss: 2.5612622344493867;
+2025-07-02 20:46:07,147 - INFO - Evaluation:
+Curr mae: 7.7609; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.4167; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0593; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:46:07,147 - INFO - Epoch: 0769 / 1300	lr: 9.321e-05
+2025-07-02 20:47:01,300 - INFO - Training: cls_zice: 11.682029476165772; reg_zipnll: 40.17140693664551; aux_mae_loss_1: 15.545581922531127; aux_mae_loss_2: 2.2806960415840147; cnt_loss: 2.4665992081165315;
+2025-07-02 20:47:01,301 - INFO - Evaluation:
+Curr mae: 8.0692; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.7827; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0586; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:47:01,301 - INFO - Epoch: 0770 / 1300	lr: 9.308e-05
+2025-07-02 20:47:55,629 - INFO - Training: cls_zice: 12.602429857254029; reg_zipnll: 41.552588062286375; aux_mae_loss_1: 17.13755813598633; aux_mae_loss_2: 2.5589084100723265; cnt_loss: 2.924692995548248;
+2025-07-02 20:47:55,630 - INFO - Evaluation:
+Curr mae: 6.5968; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6657; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0512; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:47:55,630 - INFO - Epoch: 0771 / 1300	lr: 9.296e-05
+2025-07-02 20:48:50,082 - INFO - Training: cls_zice: 12.387116546630859; reg_zipnll: 41.740886192321774; aux_mae_loss_1: 15.852683172225952; aux_mae_loss_2: 2.3616769886016846; cnt_loss: 2.3155660998821257;
+2025-07-02 20:48:50,083 - INFO - Evaluation:
+Curr mae: 6.5126; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2289; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0511; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:48:50,083 - INFO - Epoch: 0772 / 1300	lr: 9.283e-05
+2025-07-02 20:49:44,676 - INFO - Training: cls_zice: 12.98755758523941; reg_zipnll: 46.74484157562256; aux_mae_loss_1: 17.52277069091797; aux_mae_loss_2: 2.6129150104522707; cnt_loss: 2.9775282192230224;
+2025-07-02 20:49:44,678 - INFO - Evaluation:
+Curr mae: 7.5005; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1458; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0638; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:49:44,678 - INFO - Epoch: 0773 / 1300	lr: 9.271e-05
+2025-07-02 20:50:38,633 - INFO - Training: cls_zice: 12.677170647382736; reg_zipnll: 42.64248455047608; aux_mae_loss_1: 16.636981496810915; aux_mae_loss_2: 2.450425137281418; cnt_loss: 2.5436044335365295;
+2025-07-02 20:50:38,635 - INFO - Evaluation:
+Curr mae: 6.8772; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5996; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:50:38,635 - INFO - Epoch: 0774 / 1300	lr: 9.258e-05
+2025-07-02 20:51:32,625 - INFO - Training: cls_zice: 11.10033224105835; reg_zipnll: 44.558152465820314; aux_mae_loss_1: 14.939756259918212; aux_mae_loss_2: 2.246789226531982; cnt_loss: 2.4651316809654236;
+2025-07-02 20:51:32,626 - INFO - Evaluation:
+Curr mae: 7.0037; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6499; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:51:32,626 - INFO - Epoch: 0775 / 1300	lr: 9.245e-05
+2025-07-02 20:52:27,606 - INFO - Training: cls_zice: 10.997672052383423; reg_zipnll: 42.550294971466066; aux_mae_loss_1: 15.349364919662476; aux_mae_loss_2: 2.295122652053833; cnt_loss: 2.5793906545639036;
+2025-07-02 20:52:27,607 - INFO - Evaluation:
+Curr mae: 7.9289; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.6515; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0612; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:52:27,607 - INFO - Epoch: 0776 / 1300	lr: 9.232e-05
+2025-07-02 20:53:21,484 - INFO - Training: cls_zice: 10.773276846408844; reg_zipnll: 41.47891696929932; aux_mae_loss_1: 14.763500862121582; aux_mae_loss_2: 2.201531126499176; cnt_loss: 2.364575309753418;
+2025-07-02 20:53:21,485 - INFO - Evaluation:
+Curr mae: 6.5408; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.3273; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:53:21,486 - INFO - Epoch: 0777 / 1300	lr: 9.219e-05
+2025-07-02 20:54:16,278 - INFO - Training: cls_zice: 10.377182307243347; reg_zipnll: 39.974134826660155; aux_mae_loss_1: 14.671262321472168; aux_mae_loss_2: 2.175786544084549; cnt_loss: 2.1201871383190154;
+2025-07-02 20:54:16,279 - INFO - Evaluation:
+Curr mae: 6.7207; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2417; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:54:16,279 - INFO - Epoch: 0778 / 1300	lr: 9.206e-05
+2025-07-02 20:55:09,880 - INFO - Training: cls_zice: 11.8707546544075; reg_zipnll: 40.10222757339478; aux_mae_loss_1: 15.23225591659546; aux_mae_loss_2: 2.2710577070713045; cnt_loss: 2.6898762822151183;
+2025-07-02 20:55:09,881 - INFO - Evaluation:
+Curr mae: 7.0032; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8312; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:55:09,881 - INFO - Epoch: 0779 / 1300	lr: 9.193e-05
+2025-07-02 20:56:04,478 - INFO - Training: cls_zice: 11.677032833099366; reg_zipnll: 43.660155601501465; aux_mae_loss_1: 15.837085628509522; aux_mae_loss_2: 2.3890955328941343; cnt_loss: 2.49340958237648;
+2025-07-02 20:56:04,479 - INFO - Evaluation:
+Curr mae: 6.9808; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4355; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0549; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:56:04,479 - INFO - Epoch: 0780 / 1300	lr: 9.179e-05
+2025-07-02 20:56:58,622 - INFO - Training: cls_zice: 11.134555575549603; reg_zipnll: 42.6439476776123; aux_mae_loss_1: 15.84830358505249; aux_mae_loss_2: 2.3941850328445433; cnt_loss: 2.5452247321605683;
+2025-07-02 20:56:58,623 - INFO - Evaluation:
+Curr mae: 7.3268; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0565; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:56:58,623 - INFO - Epoch: 0781 / 1300	lr: 9.166e-05
+2025-07-02 20:57:52,629 - INFO - Training: cls_zice: 10.864694590568542; reg_zipnll: 43.96942367553711; aux_mae_loss_1: 14.996971292495727; aux_mae_loss_2: 2.2407058203220367; cnt_loss: 2.186913126707077;
+2025-07-02 20:57:52,630 - INFO - Evaluation:
+Curr mae: 7.0321; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0045; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:57:52,630 - INFO - Epoch: 0782 / 1300	lr: 9.152e-05
+2025-07-02 20:58:46,533 - INFO - Training: cls_zice: 10.980125910043716; reg_zipnll: 41.98106957435608; aux_mae_loss_1: 15.180075354576111; aux_mae_loss_2: 2.2539524936676028; cnt_loss: 2.5691951167583467;
+2025-07-02 20:58:46,535 - INFO - Evaluation:
+Curr mae: 7.4415; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5439; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0564; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:58:46,535 - INFO - Epoch: 0783 / 1300	lr: 9.139e-05
+2025-07-02 20:59:40,689 - INFO - Training: cls_zice: 10.943700186610222; reg_zipnll: 43.15899810791016; aux_mae_loss_1: 14.662269821166992; aux_mae_loss_2: 2.208457553386688; cnt_loss: 2.6016756820678713;
+2025-07-02 20:59:40,690 - INFO - Evaluation:
+Curr mae: 7.7390; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2353; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0590; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 20:59:40,690 - INFO - Epoch: 0784 / 1300	lr: 9.125e-05
+2025-07-02 21:00:34,868 - INFO - Training: cls_zice: 11.921514081656932; reg_zipnll: 42.53204370498657; aux_mae_loss_1: 15.911734075546265; aux_mae_loss_2: 2.3920971536636353; cnt_loss: 2.5743874883651734;
+2025-07-02 21:00:34,869 - INFO - Evaluation:
+Curr mae: 7.6987; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5420; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0636; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:00:34,869 - INFO - Epoch: 0785 / 1300	lr: 9.111e-05
+2025-07-02 21:01:29,122 - INFO - Training: cls_zice: 12.364738240242005; reg_zipnll: 41.60576007843017; aux_mae_loss_1: 16.066232051849365; aux_mae_loss_2: 2.411138596534729; cnt_loss: 2.773768450021744;
+2025-07-02 21:01:29,123 - INFO - Evaluation:
+Curr mae: 6.5285; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.5879; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:01:29,123 - INFO - Epoch: 0786 / 1300	lr: 9.097e-05
+2025-07-02 21:02:23,160 - INFO - Training: cls_zice: 10.56201268196106; reg_zipnll: 44.006942176818846; aux_mae_loss_1: 14.667875385284423; aux_mae_loss_2: 2.1514987540245056; cnt_loss: 2.21253079533577;
+2025-07-02 21:02:23,162 - INFO - Evaluation:
+Curr mae: 6.8566; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6578; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:02:23,162 - INFO - Epoch: 0787 / 1300	lr: 9.083e-05
+2025-07-02 21:03:17,464 - INFO - Training: cls_zice: 11.2771160197258; reg_zipnll: 41.76113712310791; aux_mae_loss_1: 15.17327670097351; aux_mae_loss_2: 2.3223960185050965; cnt_loss: 2.4099057626724245;
+2025-07-02 21:03:17,465 - INFO - Evaluation:
+Curr mae: 6.7809; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5544; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:03:17,465 - INFO - Epoch: 0788 / 1300	lr: 9.069e-05
+2025-07-02 21:04:11,508 - INFO - Training: cls_zice: 11.50947244644165; reg_zipnll: 42.56621091842651; aux_mae_loss_1: 15.322539653778076; aux_mae_loss_2: 2.3018626523017884; cnt_loss: 2.398919688463211;
+2025-07-02 21:04:11,509 - INFO - Evaluation:
+Curr mae: 7.1194; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0996; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:04:11,510 - INFO - Epoch: 0789 / 1300	lr: 9.055e-05
+2025-07-02 21:05:05,775 - INFO - Training: cls_zice: 10.44788883447647; reg_zipnll: 42.35857021331787; aux_mae_loss_1: 14.264199876785279; aux_mae_loss_2: 2.160642555952072; cnt_loss: 2.094258111715317;
+2025-07-02 21:05:05,775 - INFO - Evaluation:
+Curr mae: 6.7910; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0982; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:05:05,776 - INFO - Epoch: 0790 / 1300	lr: 9.040e-05
+2025-07-02 21:05:59,961 - INFO - Training: cls_zice: 10.335695543289184; reg_zipnll: 42.851821994781496; aux_mae_loss_1: 14.682423887252808; aux_mae_loss_2: 2.1852175056934358; cnt_loss: 1.943666594028473;
+2025-07-02 21:05:59,962 - INFO - Evaluation:
+Curr mae: 6.4340; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.3070; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:05:59,962 - INFO - Epoch: 0791 / 1300	lr: 9.026e-05
+2025-07-02 21:06:54,156 - INFO - Training: cls_zice: 11.620708224773407; reg_zipnll: 39.997959785461425; aux_mae_loss_1: 15.458780193328858; aux_mae_loss_2: 2.2938506865501402; cnt_loss: 2.571883993148804;
+2025-07-02 21:06:54,157 - INFO - Evaluation:
+Curr mae: 6.8746; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8225; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0555; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:06:54,157 - INFO - Epoch: 0792 / 1300	lr: 9.011e-05
+2025-07-02 21:07:48,389 - INFO - Training: cls_zice: 11.73555995464325; reg_zipnll: 42.650491104125976; aux_mae_loss_1: 15.659691543579102; aux_mae_loss_2: 2.3622700905799867; cnt_loss: 2.767785664796829;
+2025-07-02 21:07:48,391 - INFO - Evaluation:
+Curr mae: 6.7717; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1194; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:07:48,391 - INFO - Epoch: 0793 / 1300	lr: 8.997e-05
+2025-07-02 21:08:42,384 - INFO - Training: cls_zice: 12.214541246891022; reg_zipnll: 43.50405342102051; aux_mae_loss_1: 16.0552494764328; aux_mae_loss_2: 2.3819423830509185; cnt_loss: 2.9126113855838778;
+2025-07-02 21:08:42,385 - INFO - Evaluation:
+Curr mae: 6.6352; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1995; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0521; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:08:42,386 - INFO - Epoch: 0794 / 1300	lr: 8.982e-05
+2025-07-02 21:09:36,946 - INFO - Training: cls_zice: 11.210869436860085; reg_zipnll: 42.13447093963623; aux_mae_loss_1: 15.11930362701416; aux_mae_loss_2: 2.2552684319019316; cnt_loss: 2.263439872264862;
+2025-07-02 21:09:36,947 - INFO - Evaluation:
+Curr mae: 7.1223; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0895; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:09:36,947 - INFO - Epoch: 0795 / 1300	lr: 8.967e-05
+2025-07-02 21:10:31,111 - INFO - Training: cls_zice: 10.94021722316742; reg_zipnll: 40.86310987472534; aux_mae_loss_1: 14.742661428451537; aux_mae_loss_2: 2.174957251548767; cnt_loss: 2.426671130657196;
+2025-07-02 21:10:31,112 - INFO - Evaluation:
+Curr mae: 7.7786; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.6016; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:10:31,112 - INFO - Epoch: 0796 / 1300	lr: 8.952e-05
+2025-07-02 21:11:25,551 - INFO - Training: cls_zice: 11.657833971977233; reg_zipnll: 42.872069664001465; aux_mae_loss_1: 15.296772804260254; aux_mae_loss_2: 2.2625293803215025; cnt_loss: 2.490456087589264;
+2025-07-02 21:11:25,552 - INFO - Evaluation:
+Curr mae: 7.6727; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6696; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0599; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:11:25,552 - INFO - Epoch: 0797 / 1300	lr: 8.937e-05
+2025-07-02 21:12:19,749 - INFO - Training: cls_zice: 11.47665589094162; reg_zipnll: 38.237832374572754; aux_mae_loss_1: 15.477752885818482; aux_mae_loss_2: 2.3585540986061098; cnt_loss: 2.833965775370598;
+2025-07-02 21:12:19,750 - INFO - Evaluation:
+Curr mae: 7.2280; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6911; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:12:19,750 - INFO - Epoch: 0798 / 1300	lr: 8.922e-05
+2025-07-02 21:13:14,110 - INFO - Training: cls_zice: 10.576960315704346; reg_zipnll: 44.120046844482424; aux_mae_loss_1: 14.86193419456482; aux_mae_loss_2: 2.2106009209156037; cnt_loss: 2.5576024687290193;
+2025-07-02 21:13:14,111 - INFO - Evaluation:
+Curr mae: 6.9890; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9269; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:13:14,111 - INFO - Epoch: 0799 / 1300	lr: 8.907e-05
+2025-07-02 21:14:08,659 - INFO - Training: cls_zice: 10.408994208276273; reg_zipnll: 38.027102622985836; aux_mae_loss_1: 14.527881503105164; aux_mae_loss_2: 2.1635140585899353; cnt_loss: 2.251631351709366;
+2025-07-02 21:14:08,661 - INFO - Evaluation:
+Curr mae: 7.4063; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1629; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:14:08,661 - INFO - Epoch: 0800 / 1300	lr: 8.892e-05
+2025-07-02 21:15:03,118 - INFO - Training: cls_zice: 11.918013463020324; reg_zipnll: 41.96171253204346; aux_mae_loss_1: 15.58493203163147; aux_mae_loss_2: 2.2892369771003724; cnt_loss: 2.093145773410797;
+2025-07-02 21:15:03,119 - INFO - Evaluation:
+Curr mae: 6.8395; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2560; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:15:08,279 - INFO - Epoch: 0801 / 1300	lr: 8.876e-05
+2025-07-02 21:16:02,354 - INFO - Training: cls_zice: 11.638053101599217; reg_zipnll: 43.57168544769287; aux_mae_loss_1: 15.248505983352661; aux_mae_loss_2: 2.2760503125190734; cnt_loss: 2.815038925409317;
+2025-07-02 21:16:02,355 - INFO - Evaluation:
+Curr mae: 6.7896; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3536; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:16:02,355 - INFO - Epoch: 0802 / 1300	lr: 8.861e-05
+2025-07-02 21:16:56,598 - INFO - Training: cls_zice: 10.553660497665405; reg_zipnll: 41.307812213897705; aux_mae_loss_1: 14.657257642745972; aux_mae_loss_2: 2.1689468920230865; cnt_loss: 2.2195701324939727;
+2025-07-02 21:16:56,599 - INFO - Evaluation:
+Curr mae: 6.3517; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.1179; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0511; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:16:56,599 - INFO - Epoch: 0803 / 1300	lr: 8.845e-05
+2025-07-02 21:17:50,992 - INFO - Training: cls_zice: 10.334864118099212; reg_zipnll: 42.85791793823242; aux_mae_loss_1: 14.179191265106201; aux_mae_loss_2: 2.11139790892601; cnt_loss: 2.1287392473220823;
+2025-07-02 21:17:50,993 - INFO - Evaluation:
+Curr mae: 7.0808; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9046; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:17:50,993 - INFO - Epoch: 0804 / 1300	lr: 8.830e-05
+2025-07-02 21:18:45,143 - INFO - Training: cls_zice: 10.09390309691429; reg_zipnll: 39.85256935119629; aux_mae_loss_1: 14.888443593978883; aux_mae_loss_2: 2.2521623051166535; cnt_loss: 2.0619664227962495;
+2025-07-02 21:18:45,144 - INFO - Evaluation:
+Curr mae: 6.3407; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.0684; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:18:45,144 - INFO - Epoch: 0805 / 1300	lr: 8.814e-05
+2025-07-02 21:19:39,335 - INFO - Training: cls_zice: 9.999255395531655; reg_zipnll: 42.21944110870361; aux_mae_loss_1: 14.078253202438354; aux_mae_loss_2: 2.1045452642440794; cnt_loss: 2.4757065987586975;
+2025-07-02 21:19:39,336 - INFO - Evaluation:
+Curr mae: 6.5852; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0346; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:19:39,336 - INFO - Epoch: 0806 / 1300	lr: 8.798e-05
+2025-07-02 21:20:33,518 - INFO - Training: cls_zice: 11.112317123413085; reg_zipnll: 39.9764271736145; aux_mae_loss_1: 14.963587818145752; aux_mae_loss_2: 2.210300965309143; cnt_loss: 2.2451591014862062;
+2025-07-02 21:20:33,519 - INFO - Evaluation:
+Curr mae: 6.9243; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3403; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:20:33,519 - INFO - Epoch: 0807 / 1300	lr: 8.782e-05
+2025-07-02 21:21:27,637 - INFO - Training: cls_zice: 11.526628565788268; reg_zipnll: 39.74768543243408; aux_mae_loss_1: 15.462662029266358; aux_mae_loss_2: 2.3104587483406065; cnt_loss: 2.4286793446540833;
+2025-07-02 21:21:27,638 - INFO - Evaluation:
+Curr mae: 7.7056; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0323; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0595; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:21:27,638 - INFO - Epoch: 0808 / 1300	lr: 8.766e-05
+2025-07-02 21:22:23,116 - INFO - Training: cls_zice: 10.50038868188858; reg_zipnll: 43.115872344970704; aux_mae_loss_1: 14.670039749145507; aux_mae_loss_2: 2.209106409549713; cnt_loss: 2.580203399658203;
+2025-07-02 21:22:23,117 - INFO - Evaluation:
+Curr mae: 7.3523; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6365; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:22:23,117 - INFO - Epoch: 0809 / 1300	lr: 8.750e-05
+2025-07-02 21:23:17,207 - INFO - Training: cls_zice: 11.774192345142364; reg_zipnll: 42.02389875411987; aux_mae_loss_1: 15.95895055770874; aux_mae_loss_2: 2.3748699378967286; cnt_loss: 2.8261653912067413;
+2025-07-02 21:23:17,208 - INFO - Evaluation:
+Curr mae: 7.2664; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1535; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0568; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:23:17,209 - INFO - Epoch: 0810 / 1300	lr: 8.734e-05
+2025-07-02 21:24:11,208 - INFO - Training: cls_zice: 10.499745013713836; reg_zipnll: 43.21785903930664; aux_mae_loss_1: 14.480483675003052; aux_mae_loss_2: 2.161876633167267; cnt_loss: 2.2565493106842043;
+2025-07-02 21:24:11,209 - INFO - Evaluation:
+Curr mae: 7.2049; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3893; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:24:11,209 - INFO - Epoch: 0811 / 1300	lr: 8.718e-05
+2025-07-02 21:25:05,213 - INFO - Training: cls_zice: 10.440806937515736; reg_zipnll: 44.06922676086426; aux_mae_loss_1: 14.960348834991455; aux_mae_loss_2: 2.2182671284675597; cnt_loss: 2.3087275993824004;
+2025-07-02 21:25:05,214 - INFO - Evaluation:
+Curr mae: 6.8300; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2757; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:25:05,214 - INFO - Epoch: 0812 / 1300	lr: 8.701e-05
+2025-07-02 21:25:59,110 - INFO - Training: cls_zice: 10.784147202968597; reg_zipnll: 41.085035991668704; aux_mae_loss_1: 14.891221313476562; aux_mae_loss_2: 2.172947187423706; cnt_loss: 2.301966805458069;
+2025-07-02 21:25:59,111 - INFO - Evaluation:
+Curr mae: 7.6342; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.6362; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0566; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:25:59,111 - INFO - Epoch: 0813 / 1300	lr: 8.685e-05
+2025-07-02 21:26:53,775 - INFO - Training: cls_zice: 10.54073009967804; reg_zipnll: 41.83917057037353; aux_mae_loss_1: 14.404387302398682; aux_mae_loss_2: 2.1992936086654664; cnt_loss: 2.4030117148160937;
+2025-07-02 21:26:53,776 - INFO - Evaluation:
+Curr mae: 7.1013; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5884; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0586; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:26:53,776 - INFO - Epoch: 0814 / 1300	lr: 8.668e-05
+2025-07-02 21:27:47,962 - INFO - Training: cls_zice: 10.59545093536377; reg_zipnll: 39.645905075073244; aux_mae_loss_1: 14.15300754547119; aux_mae_loss_2: 2.1072631883621216; cnt_loss: 2.1991826236248015;
+2025-07-02 21:27:47,963 - INFO - Evaluation:
+Curr mae: 7.0358; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4253; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:27:47,964 - INFO - Epoch: 0815 / 1300	lr: 8.652e-05
+2025-07-02 21:28:42,199 - INFO - Training: cls_zice: 10.327264821529388; reg_zipnll: 40.48905040740967; aux_mae_loss_1: 14.591060628890991; aux_mae_loss_2: 2.1642759919166563; cnt_loss: 2.5883498764038086;
+2025-07-02 21:28:42,200 - INFO - Evaluation:
+Curr mae: 6.7402; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2683; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:28:42,200 - INFO - Epoch: 0816 / 1300	lr: 8.635e-05
+2025-07-02 21:29:36,194 - INFO - Training: cls_zice: 10.36317707657814; reg_zipnll: 41.82583312988281; aux_mae_loss_1: 13.751443710327148; aux_mae_loss_2: 2.045457535982132; cnt_loss: 1.9129977202415467;
+2025-07-02 21:29:36,195 - INFO - Evaluation:
+Curr mae: 7.1447; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2155; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:29:36,195 - INFO - Epoch: 0817 / 1300	lr: 8.618e-05
+2025-07-02 21:30:30,414 - INFO - Training: cls_zice: 10.966497988700867; reg_zipnll: 42.95018737792969; aux_mae_loss_1: 14.608342409133911; aux_mae_loss_2: 2.140067465305328; cnt_loss: 2.3631035220623016;
+2025-07-02 21:30:30,415 - INFO - Evaluation:
+Curr mae: 6.4224; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.1472; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:30:30,415 - INFO - Epoch: 0818 / 1300	lr: 8.601e-05
+2025-07-02 21:31:24,509 - INFO - Training: cls_zice: 10.39206648349762; reg_zipnll: 40.87720363616943; aux_mae_loss_1: 14.059863815307617; aux_mae_loss_2: 2.078215081691742; cnt_loss: 2.18391592502594;
+2025-07-02 21:31:24,510 - INFO - Evaluation:
+Curr mae: 6.9422; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0740; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:31:24,510 - INFO - Epoch: 0819 / 1300	lr: 8.584e-05
+2025-07-02 21:32:18,612 - INFO - Training: cls_zice: 10.33513312548399; reg_zipnll: 40.002078208923336; aux_mae_loss_1: 14.264304990768432; aux_mae_loss_2: 2.104615000486374; cnt_loss: 2.1888614773750303;
+2025-07-02 21:32:18,613 - INFO - Evaluation:
+Curr mae: 7.0463; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9529; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0555; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:32:18,613 - INFO - Epoch: 0820 / 1300	lr: 8.567e-05
+2025-07-02 21:33:13,200 - INFO - Training: cls_zice: 10.78615637600422; reg_zipnll: 39.07555419921875; aux_mae_loss_1: 14.857089776992797; aux_mae_loss_2: 2.1987162601947783; cnt_loss: 2.560203197002411;
+2025-07-02 21:33:13,201 - INFO - Evaluation:
+Curr mae: 6.7093; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7672; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:33:13,201 - INFO - Epoch: 0821 / 1300	lr: 8.550e-05
+2025-07-02 21:34:07,619 - INFO - Training: cls_zice: 10.141074682176113; reg_zipnll: 40.71787200927734; aux_mae_loss_1: 14.412000503540039; aux_mae_loss_2: 2.1614917767047883; cnt_loss: 2.2359065914154055;
+2025-07-02 21:34:07,621 - INFO - Evaluation:
+Curr mae: 7.3243; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8258; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:34:07,621 - INFO - Epoch: 0822 / 1300	lr: 8.533e-05
+2025-07-02 21:35:01,908 - INFO - Training: cls_zice: 10.60821930885315; reg_zipnll: 39.67672325134277; aux_mae_loss_1: 14.737780694961549; aux_mae_loss_2: 2.1880856776237487; cnt_loss: 2.3007033598423003;
+2025-07-02 21:35:01,910 - INFO - Evaluation:
+Curr mae: 6.5990; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0430; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:35:01,910 - INFO - Epoch: 0823 / 1300	lr: 8.516e-05
+2025-07-02 21:35:56,186 - INFO - Training: cls_zice: 11.646436860561371; reg_zipnll: 42.6306665802002; aux_mae_loss_1: 15.818401699066163; aux_mae_loss_2: 2.350788402557373; cnt_loss: 3.00317307472229;
+2025-07-02 21:35:56,187 - INFO - Evaluation:
+Curr mae: 7.1262; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7652; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:35:56,187 - INFO - Epoch: 0824 / 1300	lr: 8.498e-05
+2025-07-02 21:36:50,366 - INFO - Training: cls_zice: 10.813414659500122; reg_zipnll: 41.4530534362793; aux_mae_loss_1: 14.755604305267333; aux_mae_loss_2: 2.160306922197342; cnt_loss: 2.0102040827274323;
+2025-07-02 21:36:50,367 - INFO - Evaluation:
+Curr mae: 6.6318; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3019; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:36:50,367 - INFO - Epoch: 0825 / 1300	lr: 8.481e-05
+2025-07-02 21:37:44,295 - INFO - Training: cls_zice: 10.305985860824585; reg_zipnll: 42.88856674194336; aux_mae_loss_1: 14.082807664871217; aux_mae_loss_2: 2.1033204698562624; cnt_loss: 2.222971715927124;
+2025-07-02 21:37:44,296 - INFO - Evaluation:
+Curr mae: 7.1523; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6924; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:37:44,296 - INFO - Epoch: 0826 / 1300	lr: 8.463e-05
+2025-07-02 21:38:38,689 - INFO - Training: cls_zice: 11.115720213651658; reg_zipnll: 40.1940777015686; aux_mae_loss_1: 15.177718000411987; aux_mae_loss_2: 2.264893711805344; cnt_loss: 2.216627527475357;
+2025-07-02 21:38:38,690 - INFO - Evaluation:
+Curr mae: 6.7849; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0711; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:38:38,690 - INFO - Epoch: 0827 / 1300	lr: 8.446e-05
+2025-07-02 21:39:33,133 - INFO - Training: cls_zice: 10.712449362277985; reg_zipnll: 43.54974636077881; aux_mae_loss_1: 15.219645929336547; aux_mae_loss_2: 2.2409521031379698; cnt_loss: 2.103069052696228;
+2025-07-02 21:39:33,134 - INFO - Evaluation:
+Curr mae: 6.5284; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7359; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:39:33,135 - INFO - Epoch: 0828 / 1300	lr: 8.428e-05
+2025-07-02 21:40:27,380 - INFO - Training: cls_zice: 10.43272209405899; reg_zipnll: 45.24686851501465; aux_mae_loss_1: 14.318085060119628; aux_mae_loss_2: 2.077906332015991; cnt_loss: 1.9852217793464662;
+2025-07-02 21:40:27,381 - INFO - Evaluation:
+Curr mae: 6.3823; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.3814; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:40:27,381 - INFO - Epoch: 0829 / 1300	lr: 8.410e-05
+2025-07-02 21:41:21,961 - INFO - Training: cls_zice: 10.541905802488326; reg_zipnll: 40.37019645690918; aux_mae_loss_1: 14.211844615936279; aux_mae_loss_2: 2.1022162413597107; cnt_loss: 2.698293660879135;
+2025-07-02 21:41:21,962 - INFO - Evaluation:
+Curr mae: 7.7749; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0840; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:41:21,962 - INFO - Epoch: 0830 / 1300	lr: 8.392e-05
+2025-07-02 21:42:16,154 - INFO - Training: cls_zice: 10.489631658792495; reg_zipnll: 41.226054668426514; aux_mae_loss_1: 14.176952791213989; aux_mae_loss_2: 2.1184246063232424; cnt_loss: 2.323324182033539;
+2025-07-02 21:42:16,155 - INFO - Evaluation:
+Curr mae: 6.9767; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3934; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0551; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:42:16,155 - INFO - Epoch: 0831 / 1300	lr: 8.374e-05
+2025-07-02 21:43:10,071 - INFO - Training: cls_zice: 10.905374155044555; reg_zipnll: 42.29157384872437; aux_mae_loss_1: 14.67812129020691; aux_mae_loss_2: 2.209122815132141; cnt_loss: 2.8001481282711027;
+2025-07-02 21:43:10,072 - INFO - Evaluation:
+Curr mae: 6.8882; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5054; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:43:10,072 - INFO - Epoch: 0832 / 1300	lr: 8.356e-05
+2025-07-02 21:44:04,455 - INFO - Training: cls_zice: 11.811742243766785; reg_zipnll: 41.271914138793946; aux_mae_loss_1: 15.427392530441285; aux_mae_loss_2: 2.3142632985115053; cnt_loss: 2.224431428909302;
+2025-07-02 21:44:04,457 - INFO - Evaluation:
+Curr mae: 8.2179; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.4718; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0635; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:44:04,457 - INFO - Epoch: 0833 / 1300	lr: 8.338e-05
+2025-07-02 21:44:58,709 - INFO - Training: cls_zice: 10.442367107868195; reg_zipnll: 43.304485664367675; aux_mae_loss_1: 14.569409646987914; aux_mae_loss_2: 2.15443861246109; cnt_loss: 2.622453465461731;
+2025-07-02 21:44:58,710 - INFO - Evaluation:
+Curr mae: 8.1935; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.0019; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0616; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:44:58,711 - INFO - Epoch: 0834 / 1300	lr: 8.320e-05
+2025-07-02 21:45:52,759 - INFO - Training: cls_zice: 10.153685194551946; reg_zipnll: 40.52825273513794; aux_mae_loss_1: 14.415324897766114; aux_mae_loss_2: 2.1582461273670197; cnt_loss: 2.5925569117069243;
+2025-07-02 21:45:52,761 - INFO - Evaluation:
+Curr mae: 7.4644; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6080; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0568; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:45:52,761 - INFO - Epoch: 0835 / 1300	lr: 8.302e-05
+2025-07-02 21:46:47,286 - INFO - Training: cls_zice: 11.144689544439316; reg_zipnll: 39.85708038330078; aux_mae_loss_1: 14.828205518722534; aux_mae_loss_2: 2.2272344410419462; cnt_loss: 2.461391596198082;
+2025-07-02 21:46:47,287 - INFO - Evaluation:
+Curr mae: 7.1603; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3754; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:46:47,287 - INFO - Epoch: 0836 / 1300	lr: 8.283e-05
+2025-07-02 21:47:41,424 - INFO - Training: cls_zice: 10.31067297577858; reg_zipnll: 43.78825340270996; aux_mae_loss_1: 13.926253232955933; aux_mae_loss_2: 2.0947729218006135; cnt_loss: 2.1837779903411865;
+2025-07-02 21:47:41,425 - INFO - Evaluation:
+Curr mae: 7.5070; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1115; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0547; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:47:41,425 - INFO - Epoch: 0837 / 1300	lr: 8.265e-05
+2025-07-02 21:48:35,765 - INFO - Training: cls_zice: 11.303161113262176; reg_zipnll: 41.93106018066406; aux_mae_loss_1: 14.804274592399597; aux_mae_loss_2: 2.1551436018943786; cnt_loss: 2.2583559012413024;
+2025-07-02 21:48:35,767 - INFO - Evaluation:
+Curr mae: 6.9100; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3364; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:48:35,767 - INFO - Epoch: 0838 / 1300	lr: 8.246e-05
+2025-07-02 21:49:30,321 - INFO - Training: cls_zice: 11.729765450954437; reg_zipnll: 41.21850196838379; aux_mae_loss_1: 14.885344467163087; aux_mae_loss_2: 2.177729254961014; cnt_loss: 2.2200379741191862;
+2025-07-02 21:49:30,322 - INFO - Evaluation:
+Curr mae: 7.5562; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8825; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0615; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:49:30,322 - INFO - Epoch: 0839 / 1300	lr: 8.228e-05
+2025-07-02 21:50:24,773 - INFO - Training: cls_zice: 11.118848187327385; reg_zipnll: 40.21939338684082; aux_mae_loss_1: 14.793669691085816; aux_mae_loss_2: 2.214387550354004; cnt_loss: 2.954943068027496;
+2025-07-02 21:50:24,775 - INFO - Evaluation:
+Curr mae: 7.6007; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7891; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:50:24,775 - INFO - Epoch: 0840 / 1300	lr: 8.209e-05
+2025-07-02 21:51:19,278 - INFO - Training: cls_zice: 10.166309199333192; reg_zipnll: 40.298124866485594; aux_mae_loss_1: 14.128550071716308; aux_mae_loss_2: 2.1237796425819395; cnt_loss: 2.061712077856064;
+2025-07-02 21:51:19,279 - INFO - Evaluation:
+Curr mae: 7.4560; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5986; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:51:19,279 - INFO - Epoch: 0841 / 1300	lr: 8.190e-05
+2025-07-02 21:52:13,439 - INFO - Training: cls_zice: 11.409395694732666; reg_zipnll: 42.59159828186035; aux_mae_loss_1: 14.586236686706544; aux_mae_loss_2: 2.148843913078308; cnt_loss: 2.1377653288841247;
+2025-07-02 21:52:13,440 - INFO - Evaluation:
+Curr mae: 6.9251; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0169; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:52:13,440 - INFO - Epoch: 0842 / 1300	lr: 8.171e-05
+2025-07-02 21:53:07,295 - INFO - Training: cls_zice: 9.74305121243; reg_zipnll: 40.77470611572266; aux_mae_loss_1: 13.70101014137268; aux_mae_loss_2: 2.0106943345069883; cnt_loss: 2.15244543671608;
+2025-07-02 21:53:07,297 - INFO - Evaluation:
+Curr mae: 8.1784; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.1501; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0615; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:53:07,297 - INFO - Epoch: 0843 / 1300	lr: 8.153e-05
+2025-07-02 21:54:01,533 - INFO - Training: cls_zice: 10.184746634960174; reg_zipnll: 44.03477165222168; aux_mae_loss_1: 13.86999526977539; aux_mae_loss_2: 2.0540489864349367; cnt_loss: 2.0396311220526697;
+2025-07-02 21:54:01,534 - INFO - Evaluation:
+Curr mae: 6.9545; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9207; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:54:01,534 - INFO - Epoch: 0844 / 1300	lr: 8.134e-05
+2025-07-02 21:54:55,526 - INFO - Training: cls_zice: 10.775870914459228; reg_zipnll: 42.30052659988403; aux_mae_loss_1: 14.635448474884033; aux_mae_loss_2: 2.1849408769607543; cnt_loss: 2.4311179745197298;
+2025-07-02 21:54:55,527 - INFO - Evaluation:
+Curr mae: 7.3116; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0432; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0576; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:54:55,527 - INFO - Epoch: 0845 / 1300	lr: 8.115e-05
+2025-07-02 21:55:49,510 - INFO - Training: cls_zice: 10.825889701843261; reg_zipnll: 41.07821640014649; aux_mae_loss_1: 14.64928858757019; aux_mae_loss_2: 2.175697877407074; cnt_loss: 1.9849369716644287;
+2025-07-02 21:55:49,511 - INFO - Evaluation:
+Curr mae: 7.0132; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2776; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:55:49,511 - INFO - Epoch: 0846 / 1300	lr: 8.095e-05
+2025-07-02 21:56:43,727 - INFO - Training: cls_zice: 10.885021977424621; reg_zipnll: 39.86452880859375; aux_mae_loss_1: 14.613866138458253; aux_mae_loss_2: 2.1818002462387085; cnt_loss: 2.678361430168152;
+2025-07-02 21:56:43,728 - INFO - Evaluation:
+Curr mae: 7.5235; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8024; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:56:43,728 - INFO - Epoch: 0847 / 1300	lr: 8.076e-05
+2025-07-02 21:57:38,484 - INFO - Training: cls_zice: 10.654487762451172; reg_zipnll: 40.15874489784241; aux_mae_loss_1: 14.224325971603394; aux_mae_loss_2: 2.0952744770050047; cnt_loss: 2.060594447851181;
+2025-07-02 21:57:38,485 - INFO - Evaluation:
+Curr mae: 7.2726; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4885; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:57:38,485 - INFO - Epoch: 0848 / 1300	lr: 8.057e-05
+2025-07-02 21:58:32,744 - INFO - Training: cls_zice: 11.031423734426498; reg_zipnll: 41.52042709350586; aux_mae_loss_1: 14.195325708389282; aux_mae_loss_2: 2.158389503955841; cnt_loss: 2.3138355630636216;
+2025-07-02 21:58:32,745 - INFO - Evaluation:
+Curr mae: 7.6729; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2014; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:58:32,745 - INFO - Epoch: 0849 / 1300	lr: 8.038e-05
+2025-07-02 21:59:26,789 - INFO - Training: cls_zice: 9.682857279777528; reg_zipnll: 40.396308708190915; aux_mae_loss_1: 13.759700536727905; aux_mae_loss_2: 2.0129677760601044; cnt_loss: 1.8946806514263153;
+2025-07-02 21:59:26,790 - INFO - Evaluation:
+Curr mae: 7.4710; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1892; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0551; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 21:59:26,790 - INFO - Epoch: 0850 / 1300	lr: 8.018e-05
+2025-07-02 22:00:20,628 - INFO - Training: cls_zice: 11.04760001629591; reg_zipnll: 40.42342988014221; aux_mae_loss_1: 14.800716114044189; aux_mae_loss_2: 2.15978816986084; cnt_loss: 2.30687077999115;
+2025-07-02 22:00:20,629 - INFO - Evaluation:
+Curr mae: 8.4273; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.2167; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0638; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:00:24,631 - INFO - Epoch: 0851 / 1300	lr: 7.999e-05
+2025-07-02 22:01:18,552 - INFO - Training: cls_zice: 11.084964026212692; reg_zipnll: 41.09118206977844; aux_mae_loss_1: 14.587978448867798; aux_mae_loss_2: 2.1787627959251403; cnt_loss: 2.3144283306598665;
+2025-07-02 22:01:18,553 - INFO - Evaluation:
+Curr mae: 7.4031; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.6646; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:01:18,553 - INFO - Epoch: 0852 / 1300	lr: 7.979e-05
+2025-07-02 22:02:12,658 - INFO - Training: cls_zice: 10.364422643184662; reg_zipnll: 44.39607727050781; aux_mae_loss_1: 14.17837513923645; aux_mae_loss_2: 2.0860792994499207; cnt_loss: 2.152653520107269;
+2025-07-02 22:02:12,659 - INFO - Evaluation:
+Curr mae: 6.8737; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0731; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:02:12,659 - INFO - Epoch: 0853 / 1300	lr: 7.960e-05
+2025-07-02 22:03:07,500 - INFO - Training: cls_zice: 9.957914538383484; reg_zipnll: 40.61554573059082; aux_mae_loss_1: 13.582923011779785; aux_mae_loss_2: 2.012272493839264; cnt_loss: 2.0538743579387666;
+2025-07-02 22:03:07,501 - INFO - Evaluation:
+Curr mae: 7.5608; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1265; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0572; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:03:07,501 - INFO - Epoch: 0854 / 1300	lr: 7.940e-05
+2025-07-02 22:04:01,833 - INFO - Training: cls_zice: 10.251484575271606; reg_zipnll: 41.085802268981936; aux_mae_loss_1: 14.239354515075684; aux_mae_loss_2: 2.1514733040332796; cnt_loss: 2.360759810209274;
+2025-07-02 22:04:01,834 - INFO - Evaluation:
+Curr mae: 7.6279; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.7803; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0578; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:04:01,834 - INFO - Epoch: 0855 / 1300	lr: 7.920e-05
+2025-07-02 22:04:56,132 - INFO - Training: cls_zice: 10.909092225730419; reg_zipnll: 40.09502878189087; aux_mae_loss_1: 15.024607677459716; aux_mae_loss_2: 2.1950432884693147; cnt_loss: 2.0862747049331665;
+2025-07-02 22:04:56,133 - INFO - Evaluation:
+Curr mae: 6.7263; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7608; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:04:56,134 - INFO - Epoch: 0856 / 1300	lr: 7.900e-05
+2025-07-02 22:05:49,969 - INFO - Training: cls_zice: 10.30131142616272; reg_zipnll: 40.32700754165649; aux_mae_loss_1: 14.442479009628295; aux_mae_loss_2: 2.1503748369216917; cnt_loss: 2.179109716415405;
+2025-07-02 22:05:49,971 - INFO - Evaluation:
+Curr mae: 7.0989; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8470; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:05:49,971 - INFO - Epoch: 0857 / 1300	lr: 7.880e-05
+2025-07-02 22:06:44,122 - INFO - Training: cls_zice: 9.898004631996155; reg_zipnll: 36.63118019104004; aux_mae_loss_1: 13.816179370880127; aux_mae_loss_2: 2.065123314857483; cnt_loss: 2.1139388692379;
+2025-07-02 22:06:44,124 - INFO - Evaluation:
+Curr mae: 6.9161; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6067; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0562; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:06:44,124 - INFO - Epoch: 0858 / 1300	lr: 7.860e-05
+2025-07-02 22:07:38,570 - INFO - Training: cls_zice: 9.953045386075974; reg_zipnll: 42.01068874359131; aux_mae_loss_1: 14.032670755386352; aux_mae_loss_2: 2.0633643400669097; cnt_loss: 2.2709234589338303;
+2025-07-02 22:07:38,571 - INFO - Evaluation:
+Curr mae: 7.0411; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7524; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0576; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:07:38,571 - INFO - Epoch: 0859 / 1300	lr: 7.840e-05
+2025-07-02 22:08:32,543 - INFO - Training: cls_zice: 9.405493104457856; reg_zipnll: 42.47885398864746; aux_mae_loss_1: 13.280090694427491; aux_mae_loss_2: 1.9952271139621736; cnt_loss: 2.0045156252384184;
+2025-07-02 22:08:32,544 - INFO - Evaluation:
+Curr mae: 6.8361; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3812; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:08:32,545 - INFO - Epoch: 0860 / 1300	lr: 7.820e-05
+2025-07-02 22:09:26,738 - INFO - Training: cls_zice: 10.186214439868927; reg_zipnll: 42.17799032211304; aux_mae_loss_1: 13.582140712738036; aux_mae_loss_2: 2.013183033466339; cnt_loss: 1.8980375730991363;
+2025-07-02 22:09:26,739 - INFO - Evaluation:
+Curr mae: 7.1385; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8315; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0544; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:09:26,739 - INFO - Epoch: 0861 / 1300	lr: 7.800e-05
+2025-07-02 22:10:21,206 - INFO - Training: cls_zice: 10.822226905822754; reg_zipnll: 41.66863302230835; aux_mae_loss_1: 14.192738933563232; aux_mae_loss_2: 2.079821788072586; cnt_loss: 2.197022956609726;
+2025-07-02 22:10:21,207 - INFO - Evaluation:
+Curr mae: 6.6613; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0261; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:10:21,207 - INFO - Epoch: 0862 / 1300	lr: 7.780e-05
+2025-07-02 22:11:15,219 - INFO - Training: cls_zice: 10.203143248558044; reg_zipnll: 41.73231813430786; aux_mae_loss_1: 14.40438364982605; aux_mae_loss_2: 2.147032333612442; cnt_loss: 2.1585124731063843;
+2025-07-02 22:11:15,220 - INFO - Evaluation:
+Curr mae: 6.4333; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7612; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:11:15,221 - INFO - Epoch: 0863 / 1300	lr: 7.760e-05
+2025-07-02 22:12:09,127 - INFO - Training: cls_zice: 9.77190895676613; reg_zipnll: 39.01201011657715; aux_mae_loss_1: 13.92287353515625; aux_mae_loss_2: 2.052527221441269; cnt_loss: 2.0940833151340486;
+2025-07-02 22:12:09,128 - INFO - Evaluation:
+Curr mae: 6.4237; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.6968; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:12:09,128 - INFO - Epoch: 0864 / 1300	lr: 7.739e-05
+2025-07-02 22:13:03,168 - INFO - Training: cls_zice: 11.046384203433991; reg_zipnll: 40.2591374206543; aux_mae_loss_1: 14.74134243965149; aux_mae_loss_2: 2.189869215488434; cnt_loss: 2.158183327317238;
+2025-07-02 22:13:03,169 - INFO - Evaluation:
+Curr mae: 6.6171; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2836; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:13:03,169 - INFO - Epoch: 0865 / 1300	lr: 7.719e-05
+2025-07-02 22:13:57,270 - INFO - Training: cls_zice: 9.98054988116026; reg_zipnll: 41.76063899993896; aux_mae_loss_1: 13.7826331615448; aux_mae_loss_2: 2.0669748759269715; cnt_loss: 2.011572538614273;
+2025-07-02 22:13:57,271 - INFO - Evaluation:
+Curr mae: 6.8282; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5834; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:13:57,272 - INFO - Epoch: 0866 / 1300	lr: 7.698e-05
+2025-07-02 22:14:51,478 - INFO - Training: cls_zice: 11.52542817234993; reg_zipnll: 41.61332401275635; aux_mae_loss_1: 14.892421112060546; aux_mae_loss_2: 2.242795716524124; cnt_loss: 2.096675593852997;
+2025-07-02 22:14:51,479 - INFO - Evaluation:
+Curr mae: 6.7229; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4564; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:14:51,480 - INFO - Epoch: 0867 / 1300	lr: 7.678e-05
+2025-07-02 22:15:45,632 - INFO - Training: cls_zice: 10.3835180580616; reg_zipnll: 41.91858924865723; aux_mae_loss_1: 13.800190105438233; aux_mae_loss_2: 2.0499222040176392; cnt_loss: 2.0042632853984834;
+2025-07-02 22:15:45,633 - INFO - Evaluation:
+Curr mae: 7.7698; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.7386; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:15:45,633 - INFO - Epoch: 0868 / 1300	lr: 7.657e-05
+2025-07-02 22:16:39,441 - INFO - Training: cls_zice: 10.021792562007905; reg_zipnll: 39.95689567565918; aux_mae_loss_1: 13.735466012954712; aux_mae_loss_2: 2.0474798703193664; cnt_loss: 2.049199459552765;
+2025-07-02 22:16:39,442 - INFO - Evaluation:
+Curr mae: 7.3939; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0960; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0566; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:16:39,442 - INFO - Epoch: 0869 / 1300	lr: 7.636e-05
+2025-07-02 22:17:33,736 - INFO - Training: cls_zice: 9.322100373506546; reg_zipnll: 41.95643535614013; aux_mae_loss_1: 12.892964801788331; aux_mae_loss_2: 1.9471331179141997; cnt_loss: 1.9925101208686828;
+2025-07-02 22:17:33,737 - INFO - Evaluation:
+Curr mae: 7.4349; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2316; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0553; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:17:33,738 - INFO - Epoch: 0870 / 1300	lr: 7.616e-05
+2025-07-02 22:18:27,822 - INFO - Training: cls_zice: 10.417651734352113; reg_zipnll: 38.41657138824463; aux_mae_loss_1: 14.013417463302613; aux_mae_loss_2: 2.0557033002376555; cnt_loss: 2.225528211593628;
+2025-07-02 22:18:27,824 - INFO - Evaluation:
+Curr mae: 7.0314; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5187; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0553; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:18:27,824 - INFO - Epoch: 0871 / 1300	lr: 7.595e-05
+2025-07-02 22:19:21,789 - INFO - Training: cls_zice: 10.617312183380127; reg_zipnll: 40.36976877212524; aux_mae_loss_1: 14.000354099273682; aux_mae_loss_2: 2.0392056107521057; cnt_loss: 1.8853422939777373;
+2025-07-02 22:19:21,791 - INFO - Evaluation:
+Curr mae: 7.2982; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2742; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0568; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:19:21,791 - INFO - Epoch: 0872 / 1300	lr: 7.574e-05
+2025-07-02 22:20:15,843 - INFO - Training: cls_zice: 10.875130338668823; reg_zipnll: 38.709236793518066; aux_mae_loss_1: 14.350370750427246; aux_mae_loss_2: 2.092339127063751; cnt_loss: 1.8837545502185822;
+2025-07-02 22:20:15,844 - INFO - Evaluation:
+Curr mae: 7.0586; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4732; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:20:15,844 - INFO - Epoch: 0873 / 1300	lr: 7.553e-05
+2025-07-02 22:21:10,270 - INFO - Training: cls_zice: 10.064264867305756; reg_zipnll: 39.09954132080078; aux_mae_loss_1: 14.131162958145142; aux_mae_loss_2: 2.116699424982071; cnt_loss: 1.8711973106861115;
+2025-07-02 22:21:10,271 - INFO - Evaluation:
+Curr mae: 7.0040; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3328; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:21:10,271 - INFO - Epoch: 0874 / 1300	lr: 7.532e-05
+2025-07-02 22:22:04,666 - INFO - Training: cls_zice: 10.392357720136642; reg_zipnll: 39.93112976074219; aux_mae_loss_1: 13.193111610412597; aux_mae_loss_2: 1.9360165870189667; cnt_loss: 1.9008140790462493;
+2025-07-02 22:22:04,667 - INFO - Evaluation:
+Curr mae: 6.4276; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.7729; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0508; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:22:04,667 - INFO - Epoch: 0875 / 1300	lr: 7.511e-05
+2025-07-02 22:22:58,769 - INFO - Training: cls_zice: 10.289370832443238; reg_zipnll: 41.616595344543455; aux_mae_loss_1: 13.621047353744506; aux_mae_loss_2: 1.9676778972148896; cnt_loss: 1.7560513770580293;
+2025-07-02 22:22:58,770 - INFO - Evaluation:
+Curr mae: 6.8334; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6892; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:22:58,770 - INFO - Epoch: 0876 / 1300	lr: 7.490e-05
+2025-07-02 22:23:52,890 - INFO - Training: cls_zice: 9.979599614143371; reg_zipnll: 38.71878099441528; aux_mae_loss_1: 13.354092273712158; aux_mae_loss_2: 1.9551837241649628; cnt_loss: 1.9877342796325683;
+2025-07-02 22:23:52,892 - INFO - Evaluation:
+Curr mae: 6.9413; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8827; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:23:52,892 - INFO - Epoch: 0877 / 1300	lr: 7.469e-05
+2025-07-02 22:24:46,809 - INFO - Training: cls_zice: 9.449102401733398; reg_zipnll: 41.3501517868042; aux_mae_loss_1: 13.447022943496703; aux_mae_loss_2: 1.952784639596939; cnt_loss: 2.105995146036148;
+2025-07-02 22:24:46,810 - INFO - Evaluation:
+Curr mae: 7.8360; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.7844; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:24:46,810 - INFO - Epoch: 0878 / 1300	lr: 7.447e-05
+2025-07-02 22:25:40,890 - INFO - Training: cls_zice: 10.002130230665207; reg_zipnll: 40.56734794616699; aux_mae_loss_1: 13.660157947540283; aux_mae_loss_2: 2.0547945153713227; cnt_loss: 1.9894397670030595;
+2025-07-02 22:25:40,892 - INFO - Evaluation:
+Curr mae: 7.3088; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9920; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:25:40,892 - INFO - Epoch: 0879 / 1300	lr: 7.426e-05
+2025-07-02 22:26:35,638 - INFO - Training: cls_zice: 10.000036759376526; reg_zipnll: 40.14905487060547; aux_mae_loss_1: 13.228942470550537; aux_mae_loss_2: 1.9779149091243744; cnt_loss: 1.9238094133138657;
+2025-07-02 22:26:35,638 - INFO - Evaluation:
+Curr mae: 7.2503; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2368; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0565; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:26:35,639 - INFO - Epoch: 0880 / 1300	lr: 7.405e-05
+2025-07-02 22:27:29,403 - INFO - Training: cls_zice: 9.875965540409089; reg_zipnll: 40.2233567237854; aux_mae_loss_1: 13.798065605163574; aux_mae_loss_2: 2.0684505224227907; cnt_loss: 1.97589688539505;
+2025-07-02 22:27:29,404 - INFO - Evaluation:
+Curr mae: 7.0031; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4850; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:27:29,404 - INFO - Epoch: 0881 / 1300	lr: 7.383e-05
+2025-07-02 22:28:23,372 - INFO - Training: cls_zice: 9.864334077835084; reg_zipnll: 38.30279781341553; aux_mae_loss_1: 13.70641598701477; aux_mae_loss_2: 2.0625277948379517; cnt_loss: 2.0879901790618898;
+2025-07-02 22:28:23,373 - INFO - Evaluation:
+Curr mae: 6.5496; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6102; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0500; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:28:23,373 - INFO - Epoch: 0882 / 1300	lr: 7.362e-05
+2025-07-02 22:29:17,780 - INFO - Training: cls_zice: 10.29148330450058; reg_zipnll: 40.48442596435547; aux_mae_loss_1: 13.684440984725953; aux_mae_loss_2: 2.026637101173401; cnt_loss: 1.835596899986267;
+2025-07-02 22:29:17,781 - INFO - Evaluation:
+Curr mae: 7.0166; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8958; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:29:17,781 - INFO - Epoch: 0883 / 1300	lr: 7.340e-05
+2025-07-02 22:30:11,961 - INFO - Training: cls_zice: 9.827428410053253; reg_zipnll: 43.21709239959717; aux_mae_loss_1: 13.614656391143798; aux_mae_loss_2: 1.9968610692024231; cnt_loss: 1.9339932250976561;
+2025-07-02 22:30:11,962 - INFO - Evaluation:
+Curr mae: 6.6704; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.8190; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:30:11,962 - INFO - Epoch: 0884 / 1300	lr: 7.319e-05
+2025-07-02 22:31:05,951 - INFO - Training: cls_zice: 10.819605429172515; reg_zipnll: 40.63362457275391; aux_mae_loss_1: 13.872238807678222; aux_mae_loss_2: 2.0031978583335874; cnt_loss: 1.8419770765304566;
+2025-07-02 22:31:05,952 - INFO - Evaluation:
+Curr mae: 6.8716; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4814; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:31:05,952 - INFO - Epoch: 0885 / 1300	lr: 7.297e-05
+2025-07-02 22:32:00,986 - INFO - Training: cls_zice: 10.13681240081787; reg_zipnll: 41.46095474243164; aux_mae_loss_1: 14.07050989151001; aux_mae_loss_2: 2.0906031000614167; cnt_loss: 2.131102488040924;
+2025-07-02 22:32:00,986 - INFO - Evaluation:
+Curr mae: 7.4971; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2725; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0564; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:32:00,987 - INFO - Epoch: 0886 / 1300	lr: 7.276e-05
+2025-07-02 22:32:55,350 - INFO - Training: cls_zice: 11.342993433475494; reg_zipnll: 41.57973520278931; aux_mae_loss_1: 15.134119167327881; aux_mae_loss_2: 2.2419960927963256; cnt_loss: 2.20919842004776;
+2025-07-02 22:32:55,352 - INFO - Evaluation:
+Curr mae: 6.8237; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0505; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:32:55,352 - INFO - Epoch: 0887 / 1300	lr: 7.254e-05
+2025-07-02 22:33:49,563 - INFO - Training: cls_zice: 9.916313772201539; reg_zipnll: 40.959515724182125; aux_mae_loss_1: 13.446974773406982; aux_mae_loss_2: 2.0695765054225923; cnt_loss: 2.6495015251636507;
+2025-07-02 22:33:49,564 - INFO - Evaluation:
+Curr mae: 7.1377; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0779; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:33:49,564 - INFO - Epoch: 0888 / 1300	lr: 7.232e-05
+2025-07-02 22:34:43,990 - INFO - Training: cls_zice: 10.494660251140594; reg_zipnll: 40.38357671737671; aux_mae_loss_1: 13.800545711517334; aux_mae_loss_2: 2.009936074018478; cnt_loss: 2.175538704395294;
+2025-07-02 22:34:43,992 - INFO - Evaluation:
+Curr mae: 6.8112; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3897; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0534; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:34:43,992 - INFO - Epoch: 0889 / 1300	lr: 7.210e-05
+2025-07-02 22:35:38,369 - INFO - Training: cls_zice: 9.142324752807617; reg_zipnll: 41.62653430938721; aux_mae_loss_1: 12.660578927993775; aux_mae_loss_2: 1.8825798738002777; cnt_loss: 1.8347247529029846;
+2025-07-02 22:35:38,371 - INFO - Evaluation:
+Curr mae: 7.1014; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8493; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:35:38,371 - INFO - Epoch: 0890 / 1300	lr: 7.188e-05
+2025-07-02 22:36:32,297 - INFO - Training: cls_zice: 9.776816749572754; reg_zipnll: 41.42770797729492; aux_mae_loss_1: 13.748999013900757; aux_mae_loss_2: 2.0636110067367555; cnt_loss: 2.069187721014023;
+2025-07-02 22:36:32,298 - INFO - Evaluation:
+Curr mae: 6.7709; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1379; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:36:32,298 - INFO - Epoch: 0891 / 1300	lr: 7.166e-05
+2025-07-02 22:37:26,808 - INFO - Training: cls_zice: 10.575678018331528; reg_zipnll: 39.421474113464356; aux_mae_loss_1: 13.931981458663941; aux_mae_loss_2: 2.061252101659775; cnt_loss: 2.070807422399521;
+2025-07-02 22:37:26,809 - INFO - Evaluation:
+Curr mae: 7.2345; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4415; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:37:26,810 - INFO - Epoch: 0892 / 1300	lr: 7.144e-05
+2025-07-02 22:38:20,934 - INFO - Training: cls_zice: 9.489462027549743; reg_zipnll: 41.721395301818845; aux_mae_loss_1: 13.434271774291993; aux_mae_loss_2: 2.027576588392258; cnt_loss: 2.235576324462891;
+2025-07-02 22:38:20,935 - INFO - Evaluation:
+Curr mae: 7.3549; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5796; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:38:20,935 - INFO - Epoch: 0893 / 1300	lr: 7.122e-05
+2025-07-02 22:39:15,130 - INFO - Training: cls_zice: 9.93304958820343; reg_zipnll: 40.97777587890625; aux_mae_loss_1: 13.41211093902588; aux_mae_loss_2: 1.9767409300804137; cnt_loss: 2.177069613933563;
+2025-07-02 22:39:15,131 - INFO - Evaluation:
+Curr mae: 6.8061; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3168; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:39:15,131 - INFO - Epoch: 0894 / 1300	lr: 7.100e-05
+2025-07-02 22:40:08,938 - INFO - Training: cls_zice: 9.53608371257782; reg_zipnll: 38.74416917800903; aux_mae_loss_1: 13.206037073135375; aux_mae_loss_2: 1.9548660612106323; cnt_loss: 2.043677909374237;
+2025-07-02 22:40:08,939 - INFO - Evaluation:
+Curr mae: 6.6055; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9595; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:40:08,939 - INFO - Epoch: 0895 / 1300	lr: 7.078e-05
+2025-07-02 22:41:02,745 - INFO - Training: cls_zice: 10.728506157398224; reg_zipnll: 38.5816837310791; aux_mae_loss_1: 14.288905229568481; aux_mae_loss_2: 2.167211585044861; cnt_loss: 2.2258989799022673;
+2025-07-02 22:41:02,746 - INFO - Evaluation:
+Curr mae: 6.5277; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.0405; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:41:02,746 - INFO - Epoch: 0896 / 1300	lr: 7.056e-05
+2025-07-02 22:41:56,740 - INFO - Training: cls_zice: 9.78958967924118; reg_zipnll: 38.00987663269043; aux_mae_loss_1: 13.546993436813354; aux_mae_loss_2: 1.996471302509308; cnt_loss: 1.950317117869854;
+2025-07-02 22:41:56,741 - INFO - Evaluation:
+Curr mae: 6.7632; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1285; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0555; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:41:56,741 - INFO - Epoch: 0897 / 1300	lr: 7.034e-05
+2025-07-02 22:42:50,806 - INFO - Training: cls_zice: 9.389840805530548; reg_zipnll: 38.97840084075928; aux_mae_loss_1: 12.396272678375244; aux_mae_loss_2: 1.853301305770874; cnt_loss: 1.6784440469741821;
+2025-07-02 22:42:50,807 - INFO - Evaluation:
+Curr mae: 6.7524; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2408; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:42:50,807 - INFO - Epoch: 0898 / 1300	lr: 7.011e-05
+2025-07-02 22:43:44,869 - INFO - Training: cls_zice: 10.09668191432953; reg_zipnll: 42.33437417984009; aux_mae_loss_1: 13.335489349365234; aux_mae_loss_2: 1.9602496528625488; cnt_loss: 1.9940339457988738;
+2025-07-02 22:43:44,870 - INFO - Evaluation:
+Curr mae: 6.9317; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3794; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:43:44,870 - INFO - Epoch: 0899 / 1300	lr: 6.989e-05
+2025-07-02 22:44:38,811 - INFO - Training: cls_zice: 9.659145634174347; reg_zipnll: 40.255925998687744; aux_mae_loss_1: 13.143891153335572; aux_mae_loss_2: 1.9426710760593415; cnt_loss: 1.918282173871994;
+2025-07-02 22:44:38,812 - INFO - Evaluation:
+Curr mae: 7.1854; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3850; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:44:38,812 - INFO - Epoch: 0900 / 1300	lr: 6.967e-05
+2025-07-02 22:45:32,954 - INFO - Training: cls_zice: 9.24417624950409; reg_zipnll: 40.37816535949707; aux_mae_loss_1: 12.929793367385864; aux_mae_loss_2: 1.9307027745246887; cnt_loss: 2.0035259461402894;
+2025-07-02 22:45:32,955 - INFO - Evaluation:
+Curr mae: 6.7213; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6569; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:45:37,141 - INFO - Epoch: 0901 / 1300	lr: 6.944e-05
+2025-07-02 22:46:30,768 - INFO - Training: cls_zice: 10.030433341264725; reg_zipnll: 39.81469211578369; aux_mae_loss_1: 13.548715867996215; aux_mae_loss_2: 2.0344446122646334; cnt_loss: 2.1336373007297516;
+2025-07-02 22:46:30,768 - INFO - Evaluation:
+Curr mae: 6.5941; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.9842; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:46:30,769 - INFO - Epoch: 0902 / 1300	lr: 6.922e-05
+2025-07-02 22:47:24,966 - INFO - Training: cls_zice: 9.873480377197266; reg_zipnll: 37.45867937088013; aux_mae_loss_1: 13.393086814880371; aux_mae_loss_2: 1.9415414071083068; cnt_loss: 1.7958587342500687;
+2025-07-02 22:47:24,967 - INFO - Evaluation:
+Curr mae: 6.6374; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2414; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0521; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:47:24,967 - INFO - Epoch: 0903 / 1300	lr: 6.899e-05
+2025-07-02 22:48:18,947 - INFO - Training: cls_zice: 10.663756766319274; reg_zipnll: 40.57945079803467; aux_mae_loss_1: 13.826750869750976; aux_mae_loss_2: 2.045882420539856; cnt_loss: 1.9539202547073364;
+2025-07-02 22:48:18,947 - INFO - Evaluation:
+Curr mae: 6.3113; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 10.6268; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0502; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:48:18,948 - INFO - Epoch: 0904 / 1300	lr: 6.877e-05
+2025-07-02 22:49:13,095 - INFO - Training: cls_zice: 9.656276876926421; reg_zipnll: 39.96185701370239; aux_mae_loss_1: 13.03195725440979; aux_mae_loss_2: 1.9103436911106109; cnt_loss: 1.8434516310691833;
+2025-07-02 22:49:13,096 - INFO - Evaluation:
+Curr mae: 7.4737; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1214; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:49:13,096 - INFO - Epoch: 0905 / 1300	lr: 6.854e-05
+2025-07-02 22:50:07,389 - INFO - Training: cls_zice: 10.655898227691651; reg_zipnll: 41.20769926071167; aux_mae_loss_1: 13.873059949874879; aux_mae_loss_2: 2.0690865337848665; cnt_loss: 2.2737182033061982;
+2025-07-02 22:50:07,390 - INFO - Evaluation:
+Curr mae: 7.2621; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2617; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:50:07,390 - INFO - Epoch: 0906 / 1300	lr: 6.831e-05
+2025-07-02 22:51:01,335 - INFO - Training: cls_zice: 10.508333287239076; reg_zipnll: 39.225587635040284; aux_mae_loss_1: 14.049406223297119; aux_mae_loss_2: 2.09987335562706; cnt_loss: 2.271508039236069;
+2025-07-02 22:51:01,336 - INFO - Evaluation:
+Curr mae: 7.1757; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4120; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0593; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:51:01,336 - INFO - Epoch: 0907 / 1300	lr: 6.809e-05
+2025-07-02 22:51:55,477 - INFO - Training: cls_zice: 9.960286474227905; reg_zipnll: 39.311777400970456; aux_mae_loss_1: 13.233477563858033; aux_mae_loss_2: 1.9956926250457763; cnt_loss: 2.034629602432251;
+2025-07-02 22:51:55,478 - INFO - Evaluation:
+Curr mae: 7.3122; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8360; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0575; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:51:55,478 - INFO - Epoch: 0908 / 1300	lr: 6.786e-05
+2025-07-02 22:52:49,368 - INFO - Training: cls_zice: 8.988218010663987; reg_zipnll: 39.64075448036194; aux_mae_loss_1: 12.984121742248535; aux_mae_loss_2: 1.9623024702072143; cnt_loss: 2.1014601230621337;
+2025-07-02 22:52:49,369 - INFO - Evaluation:
+Curr mae: 7.4715; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4248; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0595; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:52:49,370 - INFO - Epoch: 0909 / 1300	lr: 6.763e-05
+2025-07-02 22:53:43,545 - INFO - Training: cls_zice: 10.026861909627915; reg_zipnll: 38.759235572814944; aux_mae_loss_1: 13.272922163009644; aux_mae_loss_2: 2.00881982088089; cnt_loss: 1.9225837397575378;
+2025-07-02 22:53:43,546 - INFO - Evaluation:
+Curr mae: 6.7690; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4130; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:53:43,547 - INFO - Epoch: 0910 / 1300	lr: 6.740e-05
+2025-07-02 22:54:37,717 - INFO - Training: cls_zice: 9.468451344966889; reg_zipnll: 41.160284423828124; aux_mae_loss_1: 12.7811688041687; aux_mae_loss_2: 1.895081969499588; cnt_loss: 1.8724750125408172;
+2025-07-02 22:54:37,718 - INFO - Evaluation:
+Curr mae: 7.2049; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0950; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:54:37,718 - INFO - Epoch: 0911 / 1300	lr: 6.718e-05
+2025-07-02 22:55:32,152 - INFO - Training: cls_zice: 10.138515892028808; reg_zipnll: 40.04604354858398; aux_mae_loss_1: 13.731763648986817; aux_mae_loss_2: 2.0106458568573; cnt_loss: 2.0250251972675324;
+2025-07-02 22:55:32,154 - INFO - Evaluation:
+Curr mae: 6.8052; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3889; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:55:32,154 - INFO - Epoch: 0912 / 1300	lr: 6.695e-05
+2025-07-02 22:56:26,361 - INFO - Training: cls_zice: 9.88535064816475; reg_zipnll: 38.36331058502197; aux_mae_loss_1: 12.990026006698608; aux_mae_loss_2: 1.9608333015441894; cnt_loss: 1.7911201870441438;
+2025-07-02 22:56:26,363 - INFO - Evaluation:
+Curr mae: 6.8350; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9219; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:56:26,363 - INFO - Epoch: 0913 / 1300	lr: 6.672e-05
+2025-07-02 22:57:20,890 - INFO - Training: cls_zice: 9.621745829582215; reg_zipnll: 39.14644276618957; aux_mae_loss_1: 13.301144943237304; aux_mae_loss_2: 1.9659280896186828; cnt_loss: 1.7643379199504852;
+2025-07-02 22:57:20,891 - INFO - Evaluation:
+Curr mae: 6.8473; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5242; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:57:20,891 - INFO - Epoch: 0914 / 1300	lr: 6.649e-05
+2025-07-02 22:58:14,990 - INFO - Training: cls_zice: 9.91497867822647; reg_zipnll: 38.85036613464356; aux_mae_loss_1: 13.170919017791748; aux_mae_loss_2: 1.9860909390449524; cnt_loss: 1.9119916439056397;
+2025-07-02 22:58:14,991 - INFO - Evaluation:
+Curr mae: 6.7393; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3589; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:58:14,992 - INFO - Epoch: 0915 / 1300	lr: 6.626e-05
+2025-07-02 22:59:09,286 - INFO - Training: cls_zice: 10.516206569671631; reg_zipnll: 38.19408340454102; aux_mae_loss_1: 14.080591592788696; aux_mae_loss_2: 2.0659698724746702; cnt_loss: 1.963614089488983;
+2025-07-02 22:59:09,287 - INFO - Evaluation:
+Curr mae: 8.2611; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 15.3133; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0588; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 22:59:09,288 - INFO - Epoch: 0916 / 1300	lr: 6.603e-05
+2025-07-02 23:00:03,324 - INFO - Training: cls_zice: 9.743367729187012; reg_zipnll: 38.447969932556155; aux_mae_loss_1: 12.621747064590455; aux_mae_loss_2: 1.8890986776351928; cnt_loss: 1.8163384371995925;
+2025-07-02 23:00:03,325 - INFO - Evaluation:
+Curr mae: 7.0296; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5367; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:00:03,325 - INFO - Epoch: 0917 / 1300	lr: 6.580e-05
+2025-07-02 23:00:57,773 - INFO - Training: cls_zice: 9.741658391952514; reg_zipnll: 40.41480155944824; aux_mae_loss_1: 13.475355730056762; aux_mae_loss_2: 2.0043238306045534; cnt_loss: 1.861793599128723;
+2025-07-02 23:00:57,774 - INFO - Evaluation:
+Curr mae: 6.9778; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3374; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:00:57,775 - INFO - Epoch: 0918 / 1300	lr: 6.557e-05
+2025-07-02 23:01:51,695 - INFO - Training: cls_zice: 10.116410255432129; reg_zipnll: 41.00976333618164; aux_mae_loss_1: 13.496564664840697; aux_mae_loss_2: 1.9782971668243408; cnt_loss: 1.6772791469097137;
+2025-07-02 23:01:51,697 - INFO - Evaluation:
+Curr mae: 7.2335; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5184; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:01:51,697 - INFO - Epoch: 0919 / 1300	lr: 6.533e-05
+2025-07-02 23:02:45,493 - INFO - Training: cls_zice: 9.482865421772003; reg_zipnll: 40.54364171028137; aux_mae_loss_1: 12.580383682250977; aux_mae_loss_2: 1.8616203260421753; cnt_loss: 1.6415124714374543;
+2025-07-02 23:02:45,495 - INFO - Evaluation:
+Curr mae: 7.1569; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1143; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:02:45,495 - INFO - Epoch: 0920 / 1300	lr: 6.510e-05
+2025-07-02 23:03:39,560 - INFO - Training: cls_zice: 9.483959310054779; reg_zipnll: 41.37568452835083; aux_mae_loss_1: 12.799219770431518; aux_mae_loss_2: 1.8524952292442323; cnt_loss: 1.7505933141708374;
+2025-07-02 23:03:39,561 - INFO - Evaluation:
+Curr mae: 6.9443; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9954; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:03:39,561 - INFO - Epoch: 0921 / 1300	lr: 6.487e-05
+2025-07-02 23:04:33,689 - INFO - Training: cls_zice: 9.043309180736541; reg_zipnll: 40.977268562316894; aux_mae_loss_1: 12.300637016296387; aux_mae_loss_2: 1.7983441412448884; cnt_loss: 1.7643907833099366;
+2025-07-02 23:04:33,690 - INFO - Evaluation:
+Curr mae: 7.1088; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4193; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:04:33,690 - INFO - Epoch: 0922 / 1300	lr: 6.464e-05
+2025-07-02 23:05:27,856 - INFO - Training: cls_zice: 9.482351534366607; reg_zipnll: 41.429471740722654; aux_mae_loss_1: 12.711032781600952; aux_mae_loss_2: 1.8571608340740204; cnt_loss: 1.8411642479896546;
+2025-07-02 23:05:27,857 - INFO - Evaluation:
+Curr mae: 6.9080; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8488; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:05:27,857 - INFO - Epoch: 0923 / 1300	lr: 6.440e-05
+2025-07-02 23:06:21,801 - INFO - Training: cls_zice: 9.745880987644195; reg_zipnll: 40.60521228790283; aux_mae_loss_1: 13.28321502685547; aux_mae_loss_2: 1.940059940814972; cnt_loss: 1.7246221375465394;
+2025-07-02 23:06:21,802 - INFO - Evaluation:
+Curr mae: 6.7317; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1494; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:06:21,802 - INFO - Epoch: 0924 / 1300	lr: 6.417e-05
+2025-07-02 23:07:15,915 - INFO - Training: cls_zice: 9.21506760954857; reg_zipnll: 39.38675079345703; aux_mae_loss_1: 12.771846618652344; aux_mae_loss_2: 1.8856853330135346; cnt_loss: 1.6728089129924775;
+2025-07-02 23:07:15,916 - INFO - Evaluation:
+Curr mae: 6.8786; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8544; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:07:15,916 - INFO - Epoch: 0925 / 1300	lr: 6.394e-05
+2025-07-02 23:08:10,370 - INFO - Training: cls_zice: 10.082570147514343; reg_zipnll: 40.853267459869386; aux_mae_loss_1: 13.67817361831665; aux_mae_loss_2: 1.9846678960323334; cnt_loss: 1.9016828644275665;
+2025-07-02 23:08:10,371 - INFO - Evaluation:
+Curr mae: 6.5410; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8801; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0497; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:08:10,371 - INFO - Epoch: 0926 / 1300	lr: 6.370e-05
+2025-07-02 23:09:04,231 - INFO - Training: cls_zice: 9.584599504470825; reg_zipnll: 40.79048955917359; aux_mae_loss_1: 13.151857080459594; aux_mae_loss_2: 1.9419385719299316; cnt_loss: 1.7279943871498107;
+2025-07-02 23:09:04,233 - INFO - Evaluation:
+Curr mae: 6.5322; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5400; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0503; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:09:04,233 - INFO - Epoch: 0927 / 1300	lr: 6.347e-05
+2025-07-02 23:09:58,779 - INFO - Training: cls_zice: 8.960551043748856; reg_zipnll: 40.84401302337646; aux_mae_loss_1: 12.500385160446166; aux_mae_loss_2: 1.8955846893787385; cnt_loss: 1.7874320513010025;
+2025-07-02 23:09:58,780 - INFO - Evaluation:
+Curr mae: 6.8840; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4916; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0563; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:09:58,781 - INFO - Epoch: 0928 / 1300	lr: 6.323e-05
+2025-07-02 23:10:53,352 - INFO - Training: cls_zice: 9.959551224708557; reg_zipnll: 37.97463871002197; aux_mae_loss_1: 13.14370132446289; aux_mae_loss_2: 1.9507091188430785; cnt_loss: 2.0228484880924227;
+2025-07-02 23:10:53,354 - INFO - Evaluation:
+Curr mae: 7.2560; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2212; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:10:53,354 - INFO - Epoch: 0929 / 1300	lr: 6.300e-05
+2025-07-02 23:11:47,764 - INFO - Training: cls_zice: 9.975053040981292; reg_zipnll: 39.91929159164429; aux_mae_loss_1: 13.398625354766846; aux_mae_loss_2: 2.0001938104629517; cnt_loss: 1.7014986336231233;
+2025-07-02 23:11:47,765 - INFO - Evaluation:
+Curr mae: 7.9306; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 15.1864; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0599; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:11:47,766 - INFO - Epoch: 0930 / 1300	lr: 6.276e-05
+2025-07-02 23:12:41,955 - INFO - Training: cls_zice: 9.873241765499115; reg_zipnll: 41.718908863067625; aux_mae_loss_1: 13.332590770721435; aux_mae_loss_2: 1.9615437066555024; cnt_loss: 1.8980490458011627;
+2025-07-02 23:12:41,957 - INFO - Evaluation:
+Curr mae: 7.5754; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.3669; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:12:41,957 - INFO - Epoch: 0931 / 1300	lr: 6.253e-05
+2025-07-02 23:13:35,963 - INFO - Training: cls_zice: 9.96341519832611; reg_zipnll: 38.11103973388672; aux_mae_loss_1: 13.308255243301392; aux_mae_loss_2: 1.969514833688736; cnt_loss: 1.8844897830486298;
+2025-07-02 23:13:35,964 - INFO - Evaluation:
+Curr mae: 7.3516; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.0499; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0570; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:13:35,964 - INFO - Epoch: 0932 / 1300	lr: 6.229e-05
+2025-07-02 23:14:30,058 - INFO - Training: cls_zice: 8.914291070699692; reg_zipnll: 40.159568290710446; aux_mae_loss_1: 12.320844836235047; aux_mae_loss_2: 1.8244169974327087; cnt_loss: 1.6289995211362838;
+2025-07-02 23:14:30,060 - INFO - Evaluation:
+Curr mae: 6.9314; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5691; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0558; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:14:30,060 - INFO - Epoch: 0933 / 1300	lr: 6.206e-05
+2025-07-02 23:15:24,366 - INFO - Training: cls_zice: 9.701907675266266; reg_zipnll: 40.53771562576294; aux_mae_loss_1: 12.9474906539917; aux_mae_loss_2: 1.917649246454239; cnt_loss: 2.236961531639099;
+2025-07-02 23:15:24,367 - INFO - Evaluation:
+Curr mae: 8.4029; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 15.5339; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0597; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:15:24,367 - INFO - Epoch: 0934 / 1300	lr: 6.182e-05
+2025-07-02 23:16:18,792 - INFO - Training: cls_zice: 9.660714473724365; reg_zipnll: 40.95546682357788; aux_mae_loss_1: 12.548178281784057; aux_mae_loss_2: 1.8834353971481324; cnt_loss: 2.113497487306595;
+2025-07-02 23:16:18,793 - INFO - Evaluation:
+Curr mae: 7.1567; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.7299; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:16:18,793 - INFO - Epoch: 0935 / 1300	lr: 6.158e-05
+2025-07-02 23:17:12,712 - INFO - Training: cls_zice: 8.765109715461731; reg_zipnll: 41.17501121520996; aux_mae_loss_1: 12.682433252334596; aux_mae_loss_2: 1.8722982442378997; cnt_loss: 1.727889140844345;
+2025-07-02 23:17:12,713 - INFO - Evaluation:
+Curr mae: 7.8330; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0937; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0575; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:17:12,713 - INFO - Epoch: 0936 / 1300	lr: 6.135e-05
+2025-07-02 23:18:07,225 - INFO - Training: cls_zice: 10.311863820552826; reg_zipnll: 39.51849006652832; aux_mae_loss_1: 13.332045354843139; aux_mae_loss_2: 1.9937861061096191; cnt_loss: 1.88563725233078;
+2025-07-02 23:18:07,226 - INFO - Evaluation:
+Curr mae: 7.8113; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.4672; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0578; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:18:07,226 - INFO - Epoch: 0937 / 1300	lr: 6.111e-05
+2025-07-02 23:19:01,314 - INFO - Training: cls_zice: 9.470431052446365; reg_zipnll: 40.65521631240845; aux_mae_loss_1: 12.854962997436523; aux_mae_loss_2: 1.8941535472869873; cnt_loss: 1.8020432072877883;
+2025-07-02 23:19:01,315 - INFO - Evaluation:
+Curr mae: 7.1924; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4416; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:19:01,315 - INFO - Epoch: 0938 / 1300	lr: 6.087e-05
+2025-07-02 23:19:55,496 - INFO - Training: cls_zice: 10.22085798740387; reg_zipnll: 37.91657337188721; aux_mae_loss_1: 12.802829866409303; aux_mae_loss_2: 1.8743563461303712; cnt_loss: 1.752939465045929;
+2025-07-02 23:19:55,498 - INFO - Evaluation:
+Curr mae: 7.1273; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1468; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:19:55,498 - INFO - Epoch: 0939 / 1300	lr: 6.063e-05
+2025-07-02 23:20:49,657 - INFO - Training: cls_zice: 10.179895763397218; reg_zipnll: 36.07888236045837; aux_mae_loss_1: 13.214634199142456; aux_mae_loss_2: 1.9640803062915801; cnt_loss: 2.0105241775512694;
+2025-07-02 23:20:49,659 - INFO - Evaluation:
+Curr mae: 7.9237; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.5968; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0602; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:20:49,659 - INFO - Epoch: 0940 / 1300	lr: 6.040e-05
+2025-07-02 23:21:43,693 - INFO - Training: cls_zice: 8.82117239832878; reg_zipnll: 37.75689302444458; aux_mae_loss_1: 12.5041663646698; aux_mae_loss_2: 1.8537190687656402; cnt_loss: 1.7040806365013124;
+2025-07-02 23:21:43,694 - INFO - Evaluation:
+Curr mae: 7.6132; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.3732; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0572; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:21:43,694 - INFO - Epoch: 0941 / 1300	lr: 6.016e-05
+2025-07-02 23:22:38,107 - INFO - Training: cls_zice: 8.582726340293885; reg_zipnll: 41.06188995361328; aux_mae_loss_1: 11.892487726211549; aux_mae_loss_2: 1.7829593753814696; cnt_loss: 1.5129698860645293;
+2025-07-02 23:22:38,109 - INFO - Evaluation:
+Curr mae: 7.5572; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7772; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0594; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:22:38,109 - INFO - Epoch: 0942 / 1300	lr: 5.992e-05
+2025-07-02 23:23:32,356 - INFO - Training: cls_zice: 9.994331652522087; reg_zipnll: 38.31872718811035; aux_mae_loss_1: 13.107286658287048; aux_mae_loss_2: 1.9114065992832183; cnt_loss: 1.9617289805412292;
+2025-07-02 23:23:32,358 - INFO - Evaluation:
+Curr mae: 7.9231; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.8072; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0588; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:23:32,358 - INFO - Epoch: 0943 / 1300	lr: 5.968e-05
+2025-07-02 23:24:26,555 - INFO - Training: cls_zice: 8.89415766954422; reg_zipnll: 37.37384792327881; aux_mae_loss_1: 12.17590515613556; aux_mae_loss_2: 1.8082518804073333; cnt_loss: 1.7642688482999802;
+2025-07-02 23:24:26,556 - INFO - Evaluation:
+Curr mae: 7.7294; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2424; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0595; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:24:26,556 - INFO - Epoch: 0944 / 1300	lr: 5.944e-05
+2025-07-02 23:25:20,733 - INFO - Training: cls_zice: 9.72052549213171; reg_zipnll: 41.68591672897339; aux_mae_loss_1: 13.3144673538208; aux_mae_loss_2: 1.9265332525968553; cnt_loss: 1.8513143825531007;
+2025-07-02 23:25:20,734 - INFO - Evaluation:
+Curr mae: 7.5305; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8542; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0565; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:25:20,734 - INFO - Epoch: 0945 / 1300	lr: 5.920e-05
+2025-07-02 23:26:15,113 - INFO - Training: cls_zice: 9.732376358509065; reg_zipnll: 39.70067533493042; aux_mae_loss_1: 12.551197862625122; aux_mae_loss_2: 1.8508211410045623; cnt_loss: 1.5480635195970536;
+2025-07-02 23:26:15,114 - INFO - Evaluation:
+Curr mae: 7.7612; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6076; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:26:15,115 - INFO - Epoch: 0946 / 1300	lr: 5.896e-05
+2025-07-02 23:27:08,819 - INFO - Training: cls_zice: 8.861871242523193; reg_zipnll: 38.513383884429935; aux_mae_loss_1: 11.843608465194702; aux_mae_loss_2: 1.7435106480121612; cnt_loss: 1.8999329936504363;
+2025-07-02 23:27:08,821 - INFO - Evaluation:
+Curr mae: 7.4588; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7556; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0575; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:27:08,821 - INFO - Epoch: 0947 / 1300	lr: 5.872e-05
+2025-07-02 23:28:02,913 - INFO - Training: cls_zice: 9.437432689666748; reg_zipnll: 38.1329620552063; aux_mae_loss_1: 12.2425319480896; aux_mae_loss_2: 1.8475934863090515; cnt_loss: 1.9570976877212525;
+2025-07-02 23:28:02,914 - INFO - Evaluation:
+Curr mae: 7.0251; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6981; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0549; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:28:02,914 - INFO - Epoch: 0948 / 1300	lr: 5.848e-05
+2025-07-02 23:28:57,099 - INFO - Training: cls_zice: 8.940079174041749; reg_zipnll: 40.843907852172855; aux_mae_loss_1: 11.83074294090271; aux_mae_loss_2: 1.727494410276413; cnt_loss: 1.597281430363655;
+2025-07-02 23:28:57,101 - INFO - Evaluation:
+Curr mae: 7.8833; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 14.1234; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0596; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:28:57,101 - INFO - Epoch: 0949 / 1300	lr: 5.824e-05
+2025-07-02 23:29:51,700 - INFO - Training: cls_zice: 9.423972843885421; reg_zipnll: 35.58886556625366; aux_mae_loss_1: 13.029737501144409; aux_mae_loss_2: 1.9152319169044494; cnt_loss: 1.8484072399139404;
+2025-07-02 23:29:51,701 - INFO - Evaluation:
+Curr mae: 7.5199; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.8940; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:29:51,702 - INFO - Epoch: 0950 / 1300	lr: 5.800e-05
+2025-07-02 23:30:45,725 - INFO - Training: cls_zice: 8.44398137331009; reg_zipnll: 39.014568099975584; aux_mae_loss_1: 11.92404535293579; aux_mae_loss_2: 1.7662149381637573; cnt_loss: 1.6801037633419036;
+2025-07-02 23:30:45,726 - INFO - Evaluation:
+Curr mae: 7.5896; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0228; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0550; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:30:51,222 - INFO - Epoch: 0951 / 1300	lr: 5.776e-05
+2025-07-02 23:31:44,986 - INFO - Training: cls_zice: 8.884028593301773; reg_zipnll: 40.61275112152099; aux_mae_loss_1: 12.11068154335022; aux_mae_loss_2: 1.7670469307899475; cnt_loss: 1.6906175643205643;
+2025-07-02 23:31:44,987 - INFO - Evaluation:
+Curr mae: 7.3298; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2618; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0587; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:31:44,987 - INFO - Epoch: 0952 / 1300	lr: 5.752e-05
+2025-07-02 23:32:38,937 - INFO - Training: cls_zice: 10.01246833562851; reg_zipnll: 38.69825786590576; aux_mae_loss_1: 12.973725032806396; aux_mae_loss_2: 1.917879627943039; cnt_loss: 1.744932126402855;
+2025-07-02 23:32:38,938 - INFO - Evaluation:
+Curr mae: 7.5837; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.4657; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0565; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:32:38,938 - INFO - Epoch: 0953 / 1300	lr: 5.728e-05
+2025-07-02 23:33:32,906 - INFO - Training: cls_zice: 8.48320805311203; reg_zipnll: 40.44226512908936; aux_mae_loss_1: 11.813696269989014; aux_mae_loss_2: 1.702847479581833; cnt_loss: 1.5516287910938262;
+2025-07-02 23:33:32,907 - INFO - Evaluation:
+Curr mae: 7.1915; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2027; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0553; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:33:32,907 - INFO - Epoch: 0954 / 1300	lr: 5.704e-05
+2025-07-02 23:34:26,867 - INFO - Training: cls_zice: 8.778682558536529; reg_zipnll: 39.59844002723694; aux_mae_loss_1: 11.841216373443604; aux_mae_loss_2: 1.7287890779972077; cnt_loss: 1.676067920923233;
+2025-07-02 23:34:26,868 - INFO - Evaluation:
+Curr mae: 7.1521; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5765; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:34:26,868 - INFO - Epoch: 0955 / 1300	lr: 5.680e-05
+2025-07-02 23:35:21,131 - INFO - Training: cls_zice: 8.814603979587554; reg_zipnll: 38.08267688751221; aux_mae_loss_1: 12.162109413146972; aux_mae_loss_2: 1.7390391391515732; cnt_loss: 1.5959441322088241;
+2025-07-02 23:35:21,132 - INFO - Evaluation:
+Curr mae: 7.1958; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3180; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:35:21,132 - INFO - Epoch: 0956 / 1300	lr: 5.656e-05
+2025-07-02 23:36:14,931 - INFO - Training: cls_zice: 9.438278551101684; reg_zipnll: 40.169705657958986; aux_mae_loss_1: 12.85381121635437; aux_mae_loss_2: 1.8752978837490082; cnt_loss: 1.5544140326976776;
+2025-07-02 23:36:14,933 - INFO - Evaluation:
+Curr mae: 7.0881; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1675; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:36:14,933 - INFO - Epoch: 0957 / 1300	lr: 5.632e-05
+2025-07-02 23:37:09,288 - INFO - Training: cls_zice: 9.502416453361512; reg_zipnll: 39.692313499450684; aux_mae_loss_1: 12.469407329559326; aux_mae_loss_2: 1.8228185331821443; cnt_loss: 1.6076214116811753;
+2025-07-02 23:37:09,289 - INFO - Evaluation:
+Curr mae: 6.8825; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2359; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:37:09,289 - INFO - Epoch: 0958 / 1300	lr: 5.608e-05
+2025-07-02 23:38:03,696 - INFO - Training: cls_zice: 8.95553692340851; reg_zipnll: 37.407040939331054; aux_mae_loss_1: 12.240367698669434; aux_mae_loss_2: 1.7735055208206176; cnt_loss: 1.7118828070163727;
+2025-07-02 23:38:03,697 - INFO - Evaluation:
+Curr mae: 7.2427; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6113; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:38:03,698 - INFO - Epoch: 0959 / 1300	lr: 5.584e-05
+2025-07-02 23:38:57,918 - INFO - Training: cls_zice: 10.20694301366806; reg_zipnll: 38.89410320281982; aux_mae_loss_1: 13.408649311065673; aux_mae_loss_2: 1.9455824720859527; cnt_loss: 1.8583826696872712;
+2025-07-02 23:38:57,920 - INFO - Evaluation:
+Curr mae: 7.1177; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5186; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:38:57,920 - INFO - Epoch: 0960 / 1300	lr: 5.559e-05
+2025-07-02 23:39:52,237 - INFO - Training: cls_zice: 9.06819343805313; reg_zipnll: 39.353381624221804; aux_mae_loss_1: 12.128626785278321; aux_mae_loss_2: 1.7576631581783295; cnt_loss: 1.7807537817955017;
+2025-07-02 23:39:52,238 - INFO - Evaluation:
+Curr mae: 6.9159; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9226; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0521; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:39:52,238 - INFO - Epoch: 0961 / 1300	lr: 5.535e-05
+2025-07-02 23:40:46,705 - INFO - Training: cls_zice: 9.506299104690552; reg_zipnll: 41.10674201965332; aux_mae_loss_1: 12.638792543411254; aux_mae_loss_2: 1.8434383594989776; cnt_loss: 1.8315605974197389;
+2025-07-02 23:40:46,707 - INFO - Evaluation:
+Curr mae: 6.5069; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2777; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0508; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:40:46,707 - INFO - Epoch: 0962 / 1300	lr: 5.511e-05
+2025-07-02 23:41:40,908 - INFO - Training: cls_zice: 9.519340739250183; reg_zipnll: 37.63549253463745; aux_mae_loss_1: 12.29095022201538; aux_mae_loss_2: 1.8082295870780944; cnt_loss: 1.5808980864286424;
+2025-07-02 23:41:40,909 - INFO - Evaluation:
+Curr mae: 7.0717; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7251; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:41:40,910 - INFO - Epoch: 0963 / 1300	lr: 5.487e-05
+2025-07-02 23:42:34,855 - INFO - Training: cls_zice: 9.938143985271454; reg_zipnll: 41.46795913696289; aux_mae_loss_1: 12.788522634506226; aux_mae_loss_2: 1.8605224978923798; cnt_loss: 1.7710661602020263;
+2025-07-02 23:42:34,856 - INFO - Evaluation:
+Curr mae: 7.2430; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8934; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:42:34,857 - INFO - Epoch: 0964 / 1300	lr: 5.463e-05
+2025-07-02 23:43:28,987 - INFO - Training: cls_zice: 8.832497234344482; reg_zipnll: 39.010200634002686; aux_mae_loss_1: 11.774404878616332; aux_mae_loss_2: 1.73436008810997; cnt_loss: 1.672689408659935;
+2025-07-02 23:43:28,988 - INFO - Evaluation:
+Curr mae: 6.6876; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7627; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:43:28,988 - INFO - Epoch: 0965 / 1300	lr: 5.438e-05
+2025-07-02 23:44:23,113 - INFO - Training: cls_zice: 9.79097018957138; reg_zipnll: 39.90046606063843; aux_mae_loss_1: 12.642730665206908; aux_mae_loss_2: 1.8662515127658843; cnt_loss: 1.7460317152738571;
+2025-07-02 23:44:23,114 - INFO - Evaluation:
+Curr mae: 6.9707; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2117; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:44:23,114 - INFO - Epoch: 0966 / 1300	lr: 5.414e-05
+2025-07-02 23:45:17,238 - INFO - Training: cls_zice: 9.03375560760498; reg_zipnll: 39.267314949035644; aux_mae_loss_1: 12.556686835289002; aux_mae_loss_2: 1.828311051130295; cnt_loss: 1.5917686581611634;
+2025-07-02 23:45:17,239 - INFO - Evaluation:
+Curr mae: 7.3828; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.4718; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0570; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:45:17,239 - INFO - Epoch: 0967 / 1300	lr: 5.390e-05
+2025-07-02 23:46:11,390 - INFO - Training: cls_zice: 8.810935859680177; reg_zipnll: 37.99432502746582; aux_mae_loss_1: 11.856764812469482; aux_mae_loss_2: 1.7555556893348694; cnt_loss: 1.5746512413024902;
+2025-07-02 23:46:11,391 - INFO - Evaluation:
+Curr mae: 7.2086; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6693; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:46:11,392 - INFO - Epoch: 0968 / 1300	lr: 5.366e-05
+2025-07-02 23:47:05,734 - INFO - Training: cls_zice: 9.315535864830018; reg_zipnll: 39.240610122680664; aux_mae_loss_1: 12.58305947303772; aux_mae_loss_2: 1.8574139773845673; cnt_loss: 1.5975922393798827;
+2025-07-02 23:47:05,735 - INFO - Evaluation:
+Curr mae: 6.8392; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5017; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:47:05,735 - INFO - Epoch: 0969 / 1300	lr: 5.341e-05
+2025-07-02 23:47:59,648 - INFO - Training: cls_zice: 8.933993053436279; reg_zipnll: 40.496751384735106; aux_mae_loss_1: 12.252620944976806; aux_mae_loss_2: 1.7914364206790925; cnt_loss: 1.6359096133708955;
+2025-07-02 23:47:59,650 - INFO - Evaluation:
+Curr mae: 7.1272; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9151; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:47:59,650 - INFO - Epoch: 0970 / 1300	lr: 5.317e-05
+2025-07-02 23:48:53,760 - INFO - Training: cls_zice: 9.805330762863159; reg_zipnll: 40.104531364440916; aux_mae_loss_1: 13.164946565628052; aux_mae_loss_2: 1.8859033226966857; cnt_loss: 1.595970008969307;
+2025-07-02 23:48:53,761 - INFO - Evaluation:
+Curr mae: 6.9310; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0888; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:48:53,761 - INFO - Epoch: 0971 / 1300	lr: 5.293e-05
+2025-07-02 23:49:47,700 - INFO - Training: cls_zice: 8.997033325135709; reg_zipnll: 38.49456787109375; aux_mae_loss_1: 12.33613872051239; aux_mae_loss_2: 1.8130921536684037; cnt_loss: 1.9905740892887116;
+2025-07-02 23:49:47,701 - INFO - Evaluation:
+Curr mae: 7.3769; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4672; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0549; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:49:47,701 - INFO - Epoch: 0972 / 1300	lr: 5.269e-05
+2025-07-02 23:50:41,933 - INFO - Training: cls_zice: 9.108158757686615; reg_zipnll: 40.92421077728272; aux_mae_loss_1: 12.250070848464965; aux_mae_loss_2: 1.7746142220497132; cnt_loss: 1.7824970203638077;
+2025-07-02 23:50:41,934 - INFO - Evaluation:
+Curr mae: 6.9754; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4657; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:50:41,934 - INFO - Epoch: 0973 / 1300	lr: 5.244e-05
+2025-07-02 23:51:36,094 - INFO - Training: cls_zice: 9.565901007652283; reg_zipnll: 37.93407041549683; aux_mae_loss_1: 12.642177419662476; aux_mae_loss_2: 1.8591932809352876; cnt_loss: 1.9228183716535567;
+2025-07-02 23:51:36,095 - INFO - Evaluation:
+Curr mae: 6.8047; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4379; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:51:36,096 - INFO - Epoch: 0974 / 1300	lr: 5.220e-05
+2025-07-02 23:52:30,220 - INFO - Training: cls_zice: 9.68450057029724; reg_zipnll: 38.10920602798462; aux_mae_loss_1: 12.406209774017334; aux_mae_loss_2: 1.8178181004524232; cnt_loss: 2.015207633972168;
+2025-07-02 23:52:30,221 - INFO - Evaluation:
+Curr mae: 6.7239; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2502; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:52:30,221 - INFO - Epoch: 0975 / 1300	lr: 5.196e-05
+2025-07-02 23:53:24,603 - INFO - Training: cls_zice: 9.795122582912445; reg_zipnll: 37.00754552841187; aux_mae_loss_1: 13.027379364967347; aux_mae_loss_2: 1.8973447614908219; cnt_loss: 1.8462793564796447;
+2025-07-02 23:53:24,604 - INFO - Evaluation:
+Curr mae: 7.0879; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7654; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:53:24,605 - INFO - Epoch: 0976 / 1300	lr: 5.171e-05
+2025-07-02 23:54:18,631 - INFO - Training: cls_zice: 9.658500280380249; reg_zipnll: 40.86257423400879; aux_mae_loss_1: 12.288711452484131; aux_mae_loss_2: 1.8429586577415467; cnt_loss: 1.786466515660286;
+2025-07-02 23:54:18,632 - INFO - Evaluation:
+Curr mae: 6.9405; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4851; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0550; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:54:18,632 - INFO - Epoch: 0977 / 1300	lr: 5.147e-05
+2025-07-02 23:55:12,948 - INFO - Training: cls_zice: 10.144515225887298; reg_zipnll: 39.161401720046996; aux_mae_loss_1: 13.121110906600952; aux_mae_loss_2: 1.9165813744068145; cnt_loss: 1.9408657300472258;
+2025-07-02 23:55:12,949 - INFO - Evaluation:
+Curr mae: 6.7641; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8191; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:55:12,949 - INFO - Epoch: 0978 / 1300	lr: 5.123e-05
+2025-07-02 23:56:06,976 - INFO - Training: cls_zice: 9.084593675136567; reg_zipnll: 41.568891010284425; aux_mae_loss_1: 12.16175305366516; aux_mae_loss_2: 1.7614955532550811; cnt_loss: 1.6604209440946578;
+2025-07-02 23:56:06,977 - INFO - Evaluation:
+Curr mae: 6.6959; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4285; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:56:06,977 - INFO - Epoch: 0979 / 1300	lr: 5.099e-05
+2025-07-02 23:57:01,496 - INFO - Training: cls_zice: 9.518403992652892; reg_zipnll: 38.76927459716797; aux_mae_loss_1: 12.650505590438843; aux_mae_loss_2: 1.8557714128494263; cnt_loss: 1.7182256519794463;
+2025-07-02 23:57:01,497 - INFO - Evaluation:
+Curr mae: 6.7996; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2150; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:57:01,497 - INFO - Epoch: 0980 / 1300	lr: 5.074e-05
+2025-07-02 23:57:55,493 - INFO - Training: cls_zice: 9.057096109390258; reg_zipnll: 39.558628158569334; aux_mae_loss_1: 12.20882499217987; aux_mae_loss_2: 1.7801937115192414; cnt_loss: 1.7119306433200836;
+2025-07-02 23:57:55,494 - INFO - Evaluation:
+Curr mae: 6.8795; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0960; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:57:55,494 - INFO - Epoch: 0981 / 1300	lr: 5.050e-05
+2025-07-02 23:58:49,615 - INFO - Training: cls_zice: 8.292973813712598; reg_zipnll: 38.457447376251224; aux_mae_loss_1: 11.748034172058105; aux_mae_loss_2: 1.6849200919270515; cnt_loss: 1.5646279352903365;
+2025-07-02 23:58:49,616 - INFO - Evaluation:
+Curr mae: 7.2416; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1175; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0570; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:58:49,616 - INFO - Epoch: 0982 / 1300	lr: 5.026e-05
+2025-07-02 23:59:43,855 - INFO - Training: cls_zice: 9.129608159065247; reg_zipnll: 40.22031829833984; aux_mae_loss_1: 12.114078407287598; aux_mae_loss_2: 1.7745162773132324; cnt_loss: 1.6248508840799332;
+2025-07-02 23:59:43,856 - INFO - Evaluation:
+Curr mae: 7.1788; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6726; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-02 23:59:43,856 - INFO - Epoch: 0983 / 1300	lr: 5.001e-05
+2025-07-03 00:00:38,164 - INFO - Training: cls_zice: 9.806240054368972; reg_zipnll: 39.403758163452146; aux_mae_loss_1: 12.499604415893554; aux_mae_loss_2: 1.843487137556076; cnt_loss: 1.8143243026733398;
+2025-07-03 00:00:38,165 - INFO - Evaluation:
+Curr mae: 7.9659; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9868; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:00:38,165 - INFO - Epoch: 0984 / 1300	lr: 4.977e-05
+2025-07-03 00:01:32,221 - INFO - Training: cls_zice: 9.1333642411232; reg_zipnll: 39.25041920661926; aux_mae_loss_1: 12.539809246063232; aux_mae_loss_2: 1.851222701072693; cnt_loss: 1.8148305058479308;
+2025-07-03 00:01:32,222 - INFO - Evaluation:
+Curr mae: 6.9540; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0775; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:01:32,222 - INFO - Epoch: 0985 / 1300	lr: 4.953e-05
+2025-07-03 00:02:26,388 - INFO - Training: cls_zice: 9.459599813520908; reg_zipnll: 40.92525577545166; aux_mae_loss_1: 11.994910798072816; aux_mae_loss_2: 1.733735318183899; cnt_loss: 1.4620569658279419;
+2025-07-03 00:02:26,390 - INFO - Evaluation:
+Curr mae: 6.8056; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6275; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:02:26,390 - INFO - Epoch: 0986 / 1300	lr: 4.929e-05
+2025-07-03 00:03:20,268 - INFO - Training: cls_zice: 9.492589931488038; reg_zipnll: 39.577022571563724; aux_mae_loss_1: 12.656973152160644; aux_mae_loss_2: 1.8288538098335265; cnt_loss: 1.7163400131464004;
+2025-07-03 00:03:20,269 - INFO - Evaluation:
+Curr mae: 7.0624; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8350; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:03:20,269 - INFO - Epoch: 0987 / 1300	lr: 4.904e-05
+2025-07-03 00:04:14,234 - INFO - Training: cls_zice: 8.8351411485672; reg_zipnll: 40.24061408996582; aux_mae_loss_1: 11.899612865447999; aux_mae_loss_2: 1.7622956562042236; cnt_loss: 1.711223265528679;
+2025-07-03 00:04:14,235 - INFO - Evaluation:
+Curr mae: 7.0541; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3616; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:04:14,235 - INFO - Epoch: 0988 / 1300	lr: 4.880e-05
+2025-07-03 00:05:08,398 - INFO - Training: cls_zice: 8.462592984437942; reg_zipnll: 38.2284139251709; aux_mae_loss_1: 11.454545831680297; aux_mae_loss_2: 1.6964610183238984; cnt_loss: 1.6450601017475128;
+2025-07-03 00:05:08,399 - INFO - Evaluation:
+Curr mae: 7.3198; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6773; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:05:08,399 - INFO - Epoch: 0989 / 1300	lr: 4.856e-05
+2025-07-03 00:06:02,419 - INFO - Training: cls_zice: 8.175863986313344; reg_zipnll: 37.02446855545044; aux_mae_loss_1: 11.838064031600952; aux_mae_loss_2: 1.754222912788391; cnt_loss: 1.7274955999851227;
+2025-07-03 00:06:02,420 - INFO - Evaluation:
+Curr mae: 7.1141; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5533; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0614; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:06:02,420 - INFO - Epoch: 0990 / 1300	lr: 4.831e-05
+2025-07-03 00:06:56,326 - INFO - Training: cls_zice: 8.639411873817444; reg_zipnll: 39.22672840118408; aux_mae_loss_1: 11.672329454421996; aux_mae_loss_2: 1.6730107188224792; cnt_loss: 1.4984661412239075;
+2025-07-03 00:06:56,327 - INFO - Evaluation:
+Curr mae: 6.8651; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7148; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0528; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:06:56,328 - INFO - Epoch: 0991 / 1300	lr: 4.807e-05
+2025-07-03 00:07:50,492 - INFO - Training: cls_zice: 7.951595798134804; reg_zipnll: 38.47638132095337; aux_mae_loss_1: 11.273879384994506; aux_mae_loss_2: 1.6296495723724365; cnt_loss: 1.6133061760663987;
+2025-07-03 00:07:50,493 - INFO - Evaluation:
+Curr mae: 6.7724; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7770; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:07:50,493 - INFO - Epoch: 0992 / 1300	lr: 4.783e-05
+2025-07-03 00:08:44,771 - INFO - Training: cls_zice: 9.505479029417039; reg_zipnll: 39.468734703063966; aux_mae_loss_1: 12.274800844192505; aux_mae_loss_2: 1.7845858442783356; cnt_loss: 1.6979223787784576;
+2025-07-03 00:08:44,773 - INFO - Evaluation:
+Curr mae: 7.3088; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6253; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0553; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:08:44,773 - INFO - Epoch: 0993 / 1300	lr: 4.759e-05
+2025-07-03 00:09:39,626 - INFO - Training: cls_zice: 9.52843322277069; reg_zipnll: 37.7798638343811; aux_mae_loss_1: 12.26316722869873; aux_mae_loss_2: 1.7604982054233551; cnt_loss: 1.595689616203308;
+2025-07-03 00:09:39,627 - INFO - Evaluation:
+Curr mae: 6.8050; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7640; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:09:39,627 - INFO - Epoch: 0994 / 1300	lr: 4.734e-05
+2025-07-03 00:10:33,744 - INFO - Training: cls_zice: 9.571102857589722; reg_zipnll: 37.540440196990964; aux_mae_loss_1: 12.484385557174683; aux_mae_loss_2: 1.7877473711967469; cnt_loss: 1.8303461146354676;
+2025-07-03 00:10:33,745 - INFO - Evaluation:
+Curr mae: 6.8929; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6829; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:10:33,745 - INFO - Epoch: 0995 / 1300	lr: 4.710e-05
+2025-07-03 00:11:27,632 - INFO - Training: cls_zice: 8.550030507743358; reg_zipnll: 38.727158203125; aux_mae_loss_1: 11.56028230190277; aux_mae_loss_2: 1.6956499910354614; cnt_loss: 1.486564462184906;
+2025-07-03 00:11:27,633 - INFO - Evaluation:
+Curr mae: 6.6877; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5565; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:11:27,633 - INFO - Epoch: 0996 / 1300	lr: 4.686e-05
+2025-07-03 00:12:21,202 - INFO - Training: cls_zice: 8.272613573074342; reg_zipnll: 42.072330207824706; aux_mae_loss_1: 11.336912298202515; aux_mae_loss_2: 1.6719960856437683; cnt_loss: 1.645011835694313;
+2025-07-03 00:12:21,203 - INFO - Evaluation:
+Curr mae: 6.7961; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0346; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:12:21,203 - INFO - Epoch: 0997 / 1300	lr: 4.662e-05
+2025-07-03 00:13:15,516 - INFO - Training: cls_zice: 8.964681447148322; reg_zipnll: 40.39833345413208; aux_mae_loss_1: 12.525298528671264; aux_mae_loss_2: 1.8116377103328705; cnt_loss: 1.8376978081464768;
+2025-07-03 00:13:15,517 - INFO - Evaluation:
+Curr mae: 6.7094; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9070; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0513; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:13:15,518 - INFO - Epoch: 0998 / 1300	lr: 4.637e-05
+2025-07-03 00:14:09,495 - INFO - Training: cls_zice: 8.640714772939681; reg_zipnll: 39.96439214706421; aux_mae_loss_1: 11.567722024917602; aux_mae_loss_2: 1.6570471513271332; cnt_loss: 1.389634308218956;
+2025-07-03 00:14:09,496 - INFO - Evaluation:
+Curr mae: 6.8492; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0246; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:14:09,496 - INFO - Epoch: 0999 / 1300	lr: 4.613e-05
+2025-07-03 00:15:03,404 - INFO - Training: cls_zice: 8.87475806504488; reg_zipnll: 40.56383421897888; aux_mae_loss_1: 12.2832941532135; aux_mae_loss_2: 1.7634804832935334; cnt_loss: 1.6714128732681275;
+2025-07-03 00:15:03,405 - INFO - Evaluation:
+Curr mae: 6.7882; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0931; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:15:03,405 - INFO - Epoch: 1000 / 1300	lr: 4.589e-05
+2025-07-03 00:15:57,280 - INFO - Training: cls_zice: 8.635865252614021; reg_zipnll: 37.29551780700684; aux_mae_loss_1: 11.931187229156494; aux_mae_loss_2: 1.7053749561309814; cnt_loss: 1.5426971113681793;
+2025-07-03 00:15:57,281 - INFO - Evaluation:
+Curr mae: 7.5767; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1163; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0568; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:16:02,132 - INFO - Epoch: 1001 / 1300	lr: 4.565e-05
+2025-07-03 00:16:56,017 - INFO - Training: cls_zice: 8.614526232481003; reg_zipnll: 39.60228525161743; aux_mae_loss_1: 11.895034818649291; aux_mae_loss_2: 1.7326790463924409; cnt_loss: 1.5648541581630706;
+2025-07-03 00:16:56,019 - INFO - Evaluation:
+Curr mae: 7.5145; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5484; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:16:56,019 - INFO - Epoch: 1002 / 1300	lr: 4.541e-05
+2025-07-03 00:17:50,167 - INFO - Training: cls_zice: 9.054554114341736; reg_zipnll: 39.166855869293215; aux_mae_loss_1: 12.21080659866333; aux_mae_loss_2: 1.7907065737247467; cnt_loss: 1.4672563987970353;
+2025-07-03 00:17:50,168 - INFO - Evaluation:
+Curr mae: 7.2788; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8990; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0564; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:17:50,168 - INFO - Epoch: 1003 / 1300	lr: 4.516e-05
+2025-07-03 00:18:44,003 - INFO - Training: cls_zice: 8.544901607036591; reg_zipnll: 37.500873985290525; aux_mae_loss_1: 11.39347466468811; aux_mae_loss_2: 1.705701709985733; cnt_loss: 1.718609709739685;
+2025-07-03 00:18:44,004 - INFO - Evaluation:
+Curr mae: 7.3867; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1984; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:18:44,004 - INFO - Epoch: 1004 / 1300	lr: 4.492e-05
+2025-07-03 00:19:38,066 - INFO - Training: cls_zice: 8.676914764940738; reg_zipnll: 38.46209218978882; aux_mae_loss_1: 11.50857434272766; aux_mae_loss_2: 1.7049349057674408; cnt_loss: 1.7543167531490327;
+2025-07-03 00:19:38,068 - INFO - Evaluation:
+Curr mae: 7.3290; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8462; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0572; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:19:38,068 - INFO - Epoch: 1005 / 1300	lr: 4.468e-05
+2025-07-03 00:20:32,050 - INFO - Training: cls_zice: 7.514202464818954; reg_zipnll: 38.931522846221924; aux_mae_loss_1: 10.57244888305664; aux_mae_loss_2: 1.5431659364700316; cnt_loss: 1.3728208327293396;
+2025-07-03 00:20:32,051 - INFO - Evaluation:
+Curr mae: 6.8824; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2878; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:20:32,051 - INFO - Epoch: 1006 / 1300	lr: 4.444e-05
+2025-07-03 00:21:26,052 - INFO - Training: cls_zice: 9.950668456554412; reg_zipnll: 38.96157768249512; aux_mae_loss_1: 12.563473482131958; aux_mae_loss_2: 1.8370875322818756; cnt_loss: 1.784965114593506;
+2025-07-03 00:21:26,054 - INFO - Evaluation:
+Curr mae: 6.8088; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7338; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:21:26,054 - INFO - Epoch: 1007 / 1300	lr: 4.420e-05
+2025-07-03 00:22:19,942 - INFO - Training: cls_zice: 8.993963222503663; reg_zipnll: 37.63483478546143; aux_mae_loss_1: 11.9477645778656; aux_mae_loss_2: 1.763544020652771; cnt_loss: 1.593203489780426;
+2025-07-03 00:22:19,943 - INFO - Evaluation:
+Curr mae: 6.6060; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5933; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:22:19,943 - INFO - Epoch: 1008 / 1300	lr: 4.396e-05
+2025-07-03 00:23:13,906 - INFO - Training: cls_zice: 8.649275155067444; reg_zipnll: 39.308184909820554; aux_mae_loss_1: 12.144590902328492; aux_mae_loss_2: 1.7912963616847992; cnt_loss: 1.5066786289215088;
+2025-07-03 00:23:13,907 - INFO - Evaluation:
+Curr mae: 6.5008; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3001; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0502; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:23:13,907 - INFO - Epoch: 1009 / 1300	lr: 4.372e-05
+2025-07-03 00:24:07,922 - INFO - Training: cls_zice: 8.51639813899994; reg_zipnll: 37.36326301574707; aux_mae_loss_1: 11.400413599014282; aux_mae_loss_2: 1.6626535773277282; cnt_loss: 1.4699850344657899;
+2025-07-03 00:24:07,923 - INFO - Evaluation:
+Curr mae: 6.7621; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.1194; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0512; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:24:07,923 - INFO - Epoch: 1010 / 1300	lr: 4.348e-05
+2025-07-03 00:25:02,150 - INFO - Training: cls_zice: 8.405713922977448; reg_zipnll: 39.89501712799072; aux_mae_loss_1: 10.87859522819519; aux_mae_loss_2: 1.5789730954170227; cnt_loss: 1.4250142914056778;
+2025-07-03 00:25:02,151 - INFO - Evaluation:
+Curr mae: 6.8664; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7981; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0521; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:25:02,151 - INFO - Epoch: 1011 / 1300	lr: 4.324e-05
+2025-07-03 00:25:56,187 - INFO - Training: cls_zice: 9.06189828157425; reg_zipnll: 39.22200302124023; aux_mae_loss_1: 11.701232118606567; aux_mae_loss_2: 1.6835143840312958; cnt_loss: 1.5470685070753099;
+2025-07-03 00:25:56,188 - INFO - Evaluation:
+Curr mae: 6.7232; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7526; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0509; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:25:56,188 - INFO - Epoch: 1012 / 1300	lr: 4.300e-05
+2025-07-03 00:26:50,274 - INFO - Training: cls_zice: 7.561153409481048; reg_zipnll: 38.373742179870604; aux_mae_loss_1: 10.783636379241944; aux_mae_loss_2: 1.5739877545833587; cnt_loss: 1.5098723804950713;
+2025-07-03 00:26:50,275 - INFO - Evaluation:
+Curr mae: 6.5031; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6484; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0508; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:26:50,275 - INFO - Epoch: 1013 / 1300	lr: 4.276e-05
+2025-07-03 00:27:44,170 - INFO - Training: cls_zice: 8.78255620956421; reg_zipnll: 41.20334800720215; aux_mae_loss_1: 11.354713115692139; aux_mae_loss_2: 1.6987298393249513; cnt_loss: 1.7026580834388734;
+2025-07-03 00:27:44,171 - INFO - Evaluation:
+Curr mae: 6.7525; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8774; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0510; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:27:44,171 - INFO - Epoch: 1014 / 1300	lr: 4.252e-05
+2025-07-03 00:28:38,450 - INFO - Training: cls_zice: 7.9616039955616; reg_zipnll: 37.59246925354004; aux_mae_loss_1: 11.049450340270996; aux_mae_loss_2: 1.6106107676029204; cnt_loss: 1.3546047669649124;
+2025-07-03 00:28:38,451 - INFO - Evaluation:
+Curr mae: 6.7331; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7936; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:28:38,451 - INFO - Epoch: 1015 / 1300	lr: 4.228e-05
+2025-07-03 00:29:32,433 - INFO - Training: cls_zice: 9.26456441640854; reg_zipnll: 37.84373474121094; aux_mae_loss_1: 11.80246810913086; aux_mae_loss_2: 1.713469636440277; cnt_loss: 1.6301406186819076;
+2025-07-03 00:29:32,434 - INFO - Evaluation:
+Curr mae: 6.7655; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6091; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:29:32,435 - INFO - Epoch: 1016 / 1300	lr: 4.204e-05
+2025-07-03 00:30:26,411 - INFO - Training: cls_zice: 8.124852929115296; reg_zipnll: 38.09029466629028; aux_mae_loss_1: 11.181662006378174; aux_mae_loss_2: 1.656151943206787; cnt_loss: 1.595308377146721;
+2025-07-03 00:30:26,413 - INFO - Evaluation:
+Curr mae: 6.8061; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1377; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:30:26,413 - INFO - Epoch: 1017 / 1300	lr: 4.180e-05
+2025-07-03 00:31:20,006 - INFO - Training: cls_zice: 8.70235394001007; reg_zipnll: 37.988497982025144; aux_mae_loss_1: 11.75739764213562; aux_mae_loss_2: 1.7179558336734773; cnt_loss: 1.448540210723877;
+2025-07-03 00:31:20,007 - INFO - Evaluation:
+Curr mae: 6.6114; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4420; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0514; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:31:20,007 - INFO - Epoch: 1018 / 1300	lr: 4.156e-05
+2025-07-03 00:32:14,259 - INFO - Training: cls_zice: 8.107385152578354; reg_zipnll: 37.61493553161621; aux_mae_loss_1: 11.128547163009644; aux_mae_loss_2: 1.636704422235489; cnt_loss: 1.4215769177675248;
+2025-07-03 00:32:14,260 - INFO - Evaluation:
+Curr mae: 7.0797; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0811; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0544; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:32:14,261 - INFO - Epoch: 1019 / 1300	lr: 4.132e-05
+2025-07-03 00:33:08,190 - INFO - Training: cls_zice: 8.213041442632676; reg_zipnll: 38.7244535446167; aux_mae_loss_1: 11.051612167358398; aux_mae_loss_2: 1.5941734075546266; cnt_loss: 1.467479046881199;
+2025-07-03 00:33:08,191 - INFO - Evaluation:
+Curr mae: 7.0127; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2827; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:33:08,191 - INFO - Epoch: 1020 / 1300	lr: 4.108e-05
+2025-07-03 00:34:02,339 - INFO - Training: cls_zice: 9.283212237358093; reg_zipnll: 38.41322662353516; aux_mae_loss_1: 11.352079277038575; aux_mae_loss_2: 1.6569798731803893; cnt_loss: 1.4155937260389329;
+2025-07-03 00:34:02,340 - INFO - Evaluation:
+Curr mae: 6.9576; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4716; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:34:02,340 - INFO - Epoch: 1021 / 1300	lr: 4.084e-05
+2025-07-03 00:34:56,340 - INFO - Training: cls_zice: 9.01456937789917; reg_zipnll: 37.45432960510254; aux_mae_loss_1: 11.678487195968628; aux_mae_loss_2: 1.7462775599956513; cnt_loss: 1.5509709763526915;
+2025-07-03 00:34:56,341 - INFO - Evaluation:
+Curr mae: 7.3273; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6482; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0551; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:34:56,341 - INFO - Epoch: 1022 / 1300	lr: 4.060e-05
+2025-07-03 00:35:50,506 - INFO - Training: cls_zice: 8.942344377040863; reg_zipnll: 39.89257244110107; aux_mae_loss_1: 11.202166891098022; aux_mae_loss_2: 1.6476416301727295; cnt_loss: 1.535422841310501;
+2025-07-03 00:35:50,507 - INFO - Evaluation:
+Curr mae: 6.9718; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8724; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:35:50,507 - INFO - Epoch: 1023 / 1300	lr: 4.037e-05
+2025-07-03 00:36:44,493 - INFO - Training: cls_zice: 8.02052856206894; reg_zipnll: 38.51013521194458; aux_mae_loss_1: 10.810039234161376; aux_mae_loss_2: 1.6153230786323547; cnt_loss: 1.4226281869411468;
+2025-07-03 00:36:44,494 - INFO - Evaluation:
+Curr mae: 7.2236; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5123; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:36:44,494 - INFO - Epoch: 1024 / 1300	lr: 4.013e-05
+2025-07-03 00:37:38,177 - INFO - Training: cls_zice: 8.769516170024872; reg_zipnll: 39.41703311920166; aux_mae_loss_1: 11.922094192504883; aux_mae_loss_2: 1.725437364578247; cnt_loss: 1.5942089402675628;
+2025-07-03 00:37:38,178 - INFO - Evaluation:
+Curr mae: 7.3620; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8262; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:37:38,178 - INFO - Epoch: 1025 / 1300	lr: 3.989e-05
+2025-07-03 00:38:32,115 - INFO - Training: cls_zice: 8.994933264255524; reg_zipnll: 36.05322132110596; aux_mae_loss_1: 12.045872344970704; aux_mae_loss_2: 1.7249417835474015; cnt_loss: 1.5452865302562713;
+2025-07-03 00:38:32,116 - INFO - Evaluation:
+Curr mae: 7.2091; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4857; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:38:32,116 - INFO - Epoch: 1026 / 1300	lr: 3.965e-05
+2025-07-03 00:39:25,889 - INFO - Training: cls_zice: 8.135676591396331; reg_zipnll: 38.86072452545166; aux_mae_loss_1: 11.14952747821808; aux_mae_loss_2: 1.6684485960006714; cnt_loss: 1.3980801653862;
+2025-07-03 00:39:25,890 - INFO - Evaluation:
+Curr mae: 6.8796; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1710; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:39:25,890 - INFO - Epoch: 1027 / 1300	lr: 3.942e-05
+2025-07-03 00:40:19,594 - INFO - Training: cls_zice: 8.73481029033661; reg_zipnll: 37.71076686859131; aux_mae_loss_1: 11.90125500679016; aux_mae_loss_2: 1.7545145440101624; cnt_loss: 1.5091967731714249;
+2025-07-03 00:40:19,595 - INFO - Evaluation:
+Curr mae: 6.9173; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9507; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:40:19,595 - INFO - Epoch: 1028 / 1300	lr: 3.918e-05
+2025-07-03 00:41:13,505 - INFO - Training: cls_zice: 9.113479163050652; reg_zipnll: 37.84902914047241; aux_mae_loss_1: 11.998526935577393; aux_mae_loss_2: 1.7643364298343658; cnt_loss: 1.6282738840579987;
+2025-07-03 00:41:13,506 - INFO - Evaluation:
+Curr mae: 7.1597; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9375; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:41:13,506 - INFO - Epoch: 1029 / 1300	lr: 3.894e-05
+2025-07-03 00:42:07,848 - INFO - Training: cls_zice: 9.099384577274323; reg_zipnll: 38.4185835647583; aux_mae_loss_1: 11.613335571289063; aux_mae_loss_2: 1.7069884037971497; cnt_loss: 1.6795343208312987;
+2025-07-03 00:42:07,849 - INFO - Evaluation:
+Curr mae: 7.2890; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9495; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:42:07,849 - INFO - Epoch: 1030 / 1300	lr: 3.871e-05
+2025-07-03 00:43:01,375 - INFO - Training: cls_zice: 7.997913018465042; reg_zipnll: 38.19441581726074; aux_mae_loss_1: 10.938428106307983; aux_mae_loss_2: 1.5929079639911652; cnt_loss: 1.3887597727775574;
+2025-07-03 00:43:01,377 - INFO - Evaluation:
+Curr mae: 7.1260; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0436; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:43:01,377 - INFO - Epoch: 1031 / 1300	lr: 3.847e-05
+2025-07-03 00:43:55,675 - INFO - Training: cls_zice: 8.7675674700737; reg_zipnll: 36.061536159515384; aux_mae_loss_1: 11.118964185714722; aux_mae_loss_2: 1.6229426634311677; cnt_loss: 1.4020629346370697;
+2025-07-03 00:43:55,676 - INFO - Evaluation:
+Curr mae: 7.7041; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.3723; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0576; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:43:55,676 - INFO - Epoch: 1032 / 1300	lr: 3.824e-05
+2025-07-03 00:44:49,723 - INFO - Training: cls_zice: 8.547137773036956; reg_zipnll: 39.105112342834474; aux_mae_loss_1: 11.687470054626464; aux_mae_loss_2: 1.696469851732254; cnt_loss: 1.4650078880786896;
+2025-07-03 00:44:49,725 - INFO - Evaluation:
+Curr mae: 6.8395; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4571; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:44:49,725 - INFO - Epoch: 1033 / 1300	lr: 3.800e-05
+2025-07-03 00:45:43,124 - INFO - Training: cls_zice: 8.148210288584233; reg_zipnll: 38.44690786361694; aux_mae_loss_1: 11.437509932518005; aux_mae_loss_2: 1.669400589466095; cnt_loss: 1.5470119953155517;
+2025-07-03 00:45:43,125 - INFO - Evaluation:
+Curr mae: 6.5614; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5760; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:45:43,125 - INFO - Epoch: 1034 / 1300	lr: 3.777e-05
+2025-07-03 00:46:36,806 - INFO - Training: cls_zice: 7.892873694859445; reg_zipnll: 36.302124671936035; aux_mae_loss_1: 10.285372123718261; aux_mae_loss_2: 1.4793058025836945; cnt_loss: 1.2448356884717942;
+2025-07-03 00:46:36,807 - INFO - Evaluation:
+Curr mae: 7.5186; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1517; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:46:36,807 - INFO - Epoch: 1035 / 1300	lr: 3.753e-05
+2025-07-03 00:47:30,551 - INFO - Training: cls_zice: 8.081603546142578; reg_zipnll: 38.534730224609376; aux_mae_loss_1: 11.01285059928894; aux_mae_loss_2: 1.610983361005783; cnt_loss: 1.2382470828294754;
+2025-07-03 00:47:30,552 - INFO - Evaluation:
+Curr mae: 6.8877; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3491; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:47:30,552 - INFO - Epoch: 1036 / 1300	lr: 3.730e-05
+2025-07-03 00:48:24,372 - INFO - Training: cls_zice: 7.839888687133789; reg_zipnll: 36.81074893951416; aux_mae_loss_1: 11.263025808334351; aux_mae_loss_2: 1.6195379722118377; cnt_loss: 1.3481879037618638;
+2025-07-03 00:48:24,373 - INFO - Evaluation:
+Curr mae: 6.7677; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3133; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:48:24,373 - INFO - Epoch: 1037 / 1300	lr: 3.706e-05
+2025-07-03 00:49:18,376 - INFO - Training: cls_zice: 8.130158443450927; reg_zipnll: 37.90333686828613; aux_mae_loss_1: 10.530120067596435; aux_mae_loss_2: 1.5388075339794158; cnt_loss: 1.4158209550380707;
+2025-07-03 00:49:18,377 - INFO - Evaluation:
+Curr mae: 6.9029; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0112; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:49:18,377 - INFO - Epoch: 1038 / 1300	lr: 3.683e-05
+2025-07-03 00:50:11,982 - INFO - Training: cls_zice: 8.753311599493026; reg_zipnll: 38.73259069442749; aux_mae_loss_1: 11.445988302230836; aux_mae_loss_2: 1.6525340950489045; cnt_loss: 1.6086281836032867;
+2025-07-03 00:50:11,983 - INFO - Evaluation:
+Curr mae: 7.2975; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4782; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:50:11,984 - INFO - Epoch: 1039 / 1300	lr: 3.660e-05
+2025-07-03 00:51:05,849 - INFO - Training: cls_zice: 8.819285821914672; reg_zipnll: 39.93253518104553; aux_mae_loss_1: 11.956266746520996; aux_mae_loss_2: 1.7248434555530547; cnt_loss: 1.5594324898719787;
+2025-07-03 00:51:05,851 - INFO - Evaluation:
+Curr mae: 6.8666; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1144; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0521; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:51:05,851 - INFO - Epoch: 1040 / 1300	lr: 3.636e-05
+2025-07-03 00:51:59,757 - INFO - Training: cls_zice: 8.135172114372253; reg_zipnll: 37.59369606018066; aux_mae_loss_1: 11.172499837875366; aux_mae_loss_2: 1.6331763303279876; cnt_loss: 1.3911271625757218;
+2025-07-03 00:51:59,759 - INFO - Evaluation:
+Curr mae: 7.0402; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3749; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:51:59,759 - INFO - Epoch: 1041 / 1300	lr: 3.613e-05
+2025-07-03 00:52:53,675 - INFO - Training: cls_zice: 8.14516741991043; reg_zipnll: 36.793792209625245; aux_mae_loss_1: 11.367020463943481; aux_mae_loss_2: 1.6566203153133392; cnt_loss: 1.2753275400400161;
+2025-07-03 00:52:53,676 - INFO - Evaluation:
+Curr mae: 6.8609; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7859; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:52:53,676 - INFO - Epoch: 1042 / 1300	lr: 3.590e-05
+2025-07-03 00:53:47,452 - INFO - Training: cls_zice: 7.938244941234589; reg_zipnll: 39.84310009002686; aux_mae_loss_1: 11.006588697433472; aux_mae_loss_2: 1.5837584018707276; cnt_loss: 1.3846463346481324;
+2025-07-03 00:53:47,454 - INFO - Evaluation:
+Curr mae: 6.6576; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6026; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:53:47,454 - INFO - Epoch: 1043 / 1300	lr: 3.567e-05
+2025-07-03 00:54:41,713 - INFO - Training: cls_zice: 8.635240647792816; reg_zipnll: 38.963811779022215; aux_mae_loss_1: 11.33775016784668; aux_mae_loss_2: 1.5798777484893798; cnt_loss: 1.2969946044683456;
+2025-07-03 00:54:41,714 - INFO - Evaluation:
+Curr mae: 7.0292; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2035; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0534; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:54:41,714 - INFO - Epoch: 1044 / 1300	lr: 3.543e-05
+2025-07-03 00:55:35,515 - INFO - Training: cls_zice: 8.481330795288086; reg_zipnll: 40.00577362060547; aux_mae_loss_1: 11.313691883087158; aux_mae_loss_2: 1.6560194754600526; cnt_loss: 1.3283543860912324;
+2025-07-03 00:55:35,517 - INFO - Evaluation:
+Curr mae: 6.6552; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3147; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0516; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:55:35,517 - INFO - Epoch: 1045 / 1300	lr: 3.520e-05
+2025-07-03 00:56:29,252 - INFO - Training: cls_zice: 8.721764152050019; reg_zipnll: 36.996876373291016; aux_mae_loss_1: 11.960111436843873; aux_mae_loss_2: 1.7652588534355163; cnt_loss: 1.345009307861328;
+2025-07-03 00:56:29,253 - INFO - Evaluation:
+Curr mae: 6.7113; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4609; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:56:29,253 - INFO - Epoch: 1046 / 1300	lr: 3.497e-05
+2025-07-03 00:57:23,331 - INFO - Training: cls_zice: 7.888972536325455; reg_zipnll: 37.052937746047974; aux_mae_loss_1: 10.904809169769287; aux_mae_loss_2: 1.624840030670166; cnt_loss: 1.3485578912496567;
+2025-07-03 00:57:23,332 - INFO - Evaluation:
+Curr mae: 6.5823; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4824; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0515; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:57:23,332 - INFO - Epoch: 1047 / 1300	lr: 3.474e-05
+2025-07-03 00:58:17,077 - INFO - Training: cls_zice: 8.258258677721024; reg_zipnll: 38.15554639816284; aux_mae_loss_1: 11.175406513214112; aux_mae_loss_2: 1.612338514328003; cnt_loss: 1.465805380344391;
+2025-07-03 00:58:17,078 - INFO - Evaluation:
+Curr mae: 6.5907; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5502; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0510; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:58:17,079 - INFO - Epoch: 1048 / 1300	lr: 3.451e-05
+2025-07-03 00:59:11,018 - INFO - Training: cls_zice: 8.258727704286576; reg_zipnll: 36.98719923019409; aux_mae_loss_1: 11.050468759536743; aux_mae_loss_2: 1.6465350568294526; cnt_loss: 1.3306475096940995;
+2025-07-03 00:59:11,019 - INFO - Evaluation:
+Curr mae: 6.7777; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3010; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0511; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 00:59:11,019 - INFO - Epoch: 1049 / 1300	lr: 3.428e-05
+2025-07-03 01:00:04,910 - INFO - Training: cls_zice: 8.66972926735878; reg_zipnll: 38.40980983734131; aux_mae_loss_1: 11.425285634994507; aux_mae_loss_2: 1.6776751923561095; cnt_loss: 1.533808537721634;
+2025-07-03 01:00:04,911 - INFO - Evaluation:
+Curr mae: 6.7776; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3281; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0512; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:00:04,912 - INFO - Epoch: 1050 / 1300	lr: 3.405e-05
+2025-07-03 01:00:58,697 - INFO - Training: cls_zice: 8.368093149662018; reg_zipnll: 39.133581924438474; aux_mae_loss_1: 11.680873985290527; aux_mae_loss_2: 1.7013065338134765; cnt_loss: 1.5068437820672989;
+2025-07-03 01:00:58,698 - INFO - Evaluation:
+Curr mae: 6.8070; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3634; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:01:03,438 - INFO - Epoch: 1051 / 1300	lr: 3.382e-05
+2025-07-03 01:01:57,179 - INFO - Training: cls_zice: 8.431186344623566; reg_zipnll: 40.44631324768066; aux_mae_loss_1: 11.425755167007447; aux_mae_loss_2: 1.6530735683441162; cnt_loss: 1.3952901995182037;
+2025-07-03 01:01:57,180 - INFO - Evaluation:
+Curr mae: 6.9322; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8539; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:01:57,180 - INFO - Epoch: 1052 / 1300	lr: 3.360e-05
+2025-07-03 01:02:51,139 - INFO - Training: cls_zice: 8.905264039039611; reg_zipnll: 38.38006535053253; aux_mae_loss_1: 12.21834882736206; aux_mae_loss_2: 1.7764828169345857; cnt_loss: 1.5298309540748596;
+2025-07-03 01:02:51,140 - INFO - Evaluation:
+Curr mae: 6.8934; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8235; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:02:51,140 - INFO - Epoch: 1053 / 1300	lr: 3.337e-05
+2025-07-03 01:03:44,704 - INFO - Training: cls_zice: 8.895200886726379; reg_zipnll: 36.74377317428589; aux_mae_loss_1: 11.508132047653199; aux_mae_loss_2: 1.6917436599731446; cnt_loss: 1.436653745174408;
+2025-07-03 01:03:44,705 - INFO - Evaluation:
+Curr mae: 6.5644; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4179; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0511; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:03:44,706 - INFO - Epoch: 1054 / 1300	lr: 3.314e-05
+2025-07-03 01:04:38,598 - INFO - Training: cls_zice: 8.363139308691025; reg_zipnll: 37.457554969787594; aux_mae_loss_1: 10.955556836128235; aux_mae_loss_2: 1.6153288120031357; cnt_loss: 1.4455240559577942;
+2025-07-03 01:04:38,599 - INFO - Evaluation:
+Curr mae: 6.6652; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5706; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:04:38,599 - INFO - Epoch: 1055 / 1300	lr: 3.291e-05
+2025-07-03 01:05:32,907 - INFO - Training: cls_zice: 7.583361556529999; reg_zipnll: 37.04997652053833; aux_mae_loss_1: 10.341397204399108; aux_mae_loss_2: 1.5668786203861236; cnt_loss: 1.4683016335964203;
+2025-07-03 01:05:32,908 - INFO - Evaluation:
+Curr mae: 6.8567; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9719; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:05:32,908 - INFO - Epoch: 1056 / 1300	lr: 3.269e-05
+2025-07-03 01:06:26,748 - INFO - Training: cls_zice: 7.956790058612824; reg_zipnll: 37.843870849609374; aux_mae_loss_1: 11.076841049194336; aux_mae_loss_2: 1.6451078832149506; cnt_loss: 1.3293385434150695;
+2025-07-03 01:06:26,749 - INFO - Evaluation:
+Curr mae: 6.5974; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7244; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0512; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:06:26,749 - INFO - Epoch: 1057 / 1300	lr: 3.246e-05
+2025-07-03 01:07:20,869 - INFO - Training: cls_zice: 8.864041056632995; reg_zipnll: 37.988958568573; aux_mae_loss_1: 10.953590745925903; aux_mae_loss_2: 1.608530625104904; cnt_loss: 1.4236724174022675;
+2025-07-03 01:07:20,870 - INFO - Evaluation:
+Curr mae: 6.9340; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2015; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:07:20,870 - INFO - Epoch: 1058 / 1300	lr: 3.223e-05
+2025-07-03 01:08:14,747 - INFO - Training: cls_zice: 8.65784057855606; reg_zipnll: 39.78907981872558; aux_mae_loss_1: 11.424948539733887; aux_mae_loss_2: 1.624891277551651; cnt_loss: 1.4745686668157578;
+2025-07-03 01:08:14,748 - INFO - Evaluation:
+Curr mae: 7.4103; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6078; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:08:14,748 - INFO - Epoch: 1059 / 1300	lr: 3.201e-05
+2025-07-03 01:09:08,716 - INFO - Training: cls_zice: 8.725400733947755; reg_zipnll: 39.35987483978271; aux_mae_loss_1: 11.553420181274413; aux_mae_loss_2: 1.6714921736717223; cnt_loss: 1.463945358991623;
+2025-07-03 01:09:08,717 - INFO - Evaluation:
+Curr mae: 7.1435; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0731; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:09:08,718 - INFO - Epoch: 1060 / 1300	lr: 3.178e-05
+2025-07-03 01:10:03,069 - INFO - Training: cls_zice: 8.925785411000252; reg_zipnll: 36.68420386314392; aux_mae_loss_1: 11.726786131858825; aux_mae_loss_2: 1.6845693695545196; cnt_loss: 1.2811606621742249;
+2025-07-03 01:10:03,070 - INFO - Evaluation:
+Curr mae: 6.8153; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0422; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:10:03,070 - INFO - Epoch: 1061 / 1300	lr: 3.156e-05
+2025-07-03 01:10:57,069 - INFO - Training: cls_zice: 7.901115591526032; reg_zipnll: 38.08309940338135; aux_mae_loss_1: 10.359144144058227; aux_mae_loss_2: 1.4892168319225312; cnt_loss: 1.3177951216697692;
+2025-07-03 01:10:57,070 - INFO - Evaluation:
+Curr mae: 7.3389; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3746; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:10:57,070 - INFO - Epoch: 1062 / 1300	lr: 3.133e-05
+2025-07-03 01:11:50,852 - INFO - Training: cls_zice: 8.030984029769897; reg_zipnll: 39.0412629699707; aux_mae_loss_1: 10.651314659118652; aux_mae_loss_2: 1.5332063603401185; cnt_loss: 1.4015594750642777;
+2025-07-03 01:11:50,853 - INFO - Evaluation:
+Curr mae: 7.3388; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3317; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:11:50,853 - INFO - Epoch: 1063 / 1300	lr: 3.111e-05
+2025-07-03 01:12:44,855 - INFO - Training: cls_zice: 7.3446837222576145; reg_zipnll: 36.62156240463257; aux_mae_loss_1: 10.112054090499878; aux_mae_loss_2: 1.4946869802474976; cnt_loss: 1.3753361004590987;
+2025-07-03 01:12:44,856 - INFO - Evaluation:
+Curr mae: 6.9479; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7648; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:12:44,856 - INFO - Epoch: 1064 / 1300	lr: 3.089e-05
+2025-07-03 01:13:38,711 - INFO - Training: cls_zice: 7.317355806827545; reg_zipnll: 35.215690536499025; aux_mae_loss_1: 10.221670217514038; aux_mae_loss_2: 1.4753986716270446; cnt_loss: 1.340413675904274;
+2025-07-03 01:13:38,712 - INFO - Evaluation:
+Curr mae: 7.2986; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5717; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:13:38,712 - INFO - Epoch: 1065 / 1300	lr: 3.066e-05
+2025-07-03 01:14:33,010 - INFO - Training: cls_zice: 8.503584339618683; reg_zipnll: 36.80125; aux_mae_loss_1: 11.581328077316284; aux_mae_loss_2: 1.6698030841350555; cnt_loss: 1.2524831479787826;
+2025-07-03 01:14:33,011 - INFO - Evaluation:
+Curr mae: 7.3284; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2906; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:14:33,012 - INFO - Epoch: 1066 / 1300	lr: 3.044e-05
+2025-07-03 01:15:27,139 - INFO - Training: cls_zice: 7.957515664100647; reg_zipnll: 38.01415192604065; aux_mae_loss_1: 11.023486461639404; aux_mae_loss_2: 1.6072279918193817; cnt_loss: 1.3051271599531173;
+2025-07-03 01:15:27,140 - INFO - Evaluation:
+Curr mae: 7.5782; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1132; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:15:27,140 - INFO - Epoch: 1067 / 1300	lr: 3.022e-05
+2025-07-03 01:16:21,397 - INFO - Training: cls_zice: 7.970719232559204; reg_zipnll: 36.56890165328979; aux_mae_loss_1: 10.909231214523315; aux_mae_loss_2: 1.5976730394363403; cnt_loss: 1.4427894306182862;
+2025-07-03 01:16:21,398 - INFO - Evaluation:
+Curr mae: 7.3999; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6146; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:16:21,398 - INFO - Epoch: 1068 / 1300	lr: 3.000e-05
+2025-07-03 01:17:15,121 - INFO - Training: cls_zice: 8.173419275283813; reg_zipnll: 37.00951747894287; aux_mae_loss_1: 11.056704568862916; aux_mae_loss_2: 1.6392185389995575; cnt_loss: 1.4639719569683074;
+2025-07-03 01:17:15,123 - INFO - Evaluation:
+Curr mae: 7.3778; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2869; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0589; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:17:15,123 - INFO - Epoch: 1069 / 1300	lr: 2.978e-05
+2025-07-03 01:18:08,906 - INFO - Training: cls_zice: 7.862513496279717; reg_zipnll: 35.5839511680603; aux_mae_loss_1: 10.362296710014343; aux_mae_loss_2: 1.558179607987404; cnt_loss: 1.4786113983392715;
+2025-07-03 01:18:08,907 - INFO - Evaluation:
+Curr mae: 7.3409; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0257; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:18:08,907 - INFO - Epoch: 1070 / 1300	lr: 2.956e-05
+2025-07-03 01:19:02,900 - INFO - Training: cls_zice: 7.946995714902878; reg_zipnll: 36.80860576629639; aux_mae_loss_1: 10.904663934707642; aux_mae_loss_2: 1.6165173983573913; cnt_loss: 1.243368147611618;
+2025-07-03 01:19:02,901 - INFO - Evaluation:
+Curr mae: 7.3077; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7280; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:19:02,901 - INFO - Epoch: 1071 / 1300	lr: 2.934e-05
+2025-07-03 01:19:56,695 - INFO - Training: cls_zice: 8.43882110118866; reg_zipnll: 37.52262916564941; aux_mae_loss_1: 11.040005989074707; aux_mae_loss_2: 1.615603353381157; cnt_loss: 1.3671911603212357;
+2025-07-03 01:19:56,696 - INFO - Evaluation:
+Curr mae: 7.6085; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9984; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0562; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:19:56,696 - INFO - Epoch: 1072 / 1300	lr: 2.912e-05
+2025-07-03 01:20:50,642 - INFO - Training: cls_zice: 8.098812379837035; reg_zipnll: 38.26085796356201; aux_mae_loss_1: 10.88832733154297; aux_mae_loss_2: 1.5979059863090515; cnt_loss: 1.4520203411579131;
+2025-07-03 01:20:50,643 - INFO - Evaluation:
+Curr mae: 7.2011; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0922; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0544; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:20:50,643 - INFO - Epoch: 1073 / 1300	lr: 2.890e-05
+2025-07-03 01:21:44,353 - INFO - Training: cls_zice: 8.275953474640847; reg_zipnll: 36.38623773574829; aux_mae_loss_1: 10.999693574905395; aux_mae_loss_2: 1.6016956436634064; cnt_loss: 1.3087296742200851;
+2025-07-03 01:21:44,354 - INFO - Evaluation:
+Curr mae: 7.0729; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6958; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:21:44,354 - INFO - Epoch: 1074 / 1300	lr: 2.868e-05
+2025-07-03 01:22:38,090 - INFO - Training: cls_zice: 7.6745776629447935; reg_zipnll: 38.575179195404054; aux_mae_loss_1: 10.41307801246643; aux_mae_loss_2: 1.5116849255561828; cnt_loss: 1.2464930212497711;
+2025-07-03 01:22:38,091 - INFO - Evaluation:
+Curr mae: 6.9558; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1377; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:22:38,091 - INFO - Epoch: 1075 / 1300	lr: 2.846e-05
+2025-07-03 01:23:32,110 - INFO - Training: cls_zice: 8.407286007404327; reg_zipnll: 37.997607650756834; aux_mae_loss_1: 11.13915138244629; aux_mae_loss_2: 1.617817770242691; cnt_loss: 1.3876785576343535;
+2025-07-03 01:23:32,111 - INFO - Evaluation:
+Curr mae: 7.1972; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0372; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:23:32,111 - INFO - Epoch: 1076 / 1300	lr: 2.824e-05
+2025-07-03 01:24:26,225 - INFO - Training: cls_zice: 8.283444278240204; reg_zipnll: 36.22632261276245; aux_mae_loss_1: 10.82441342830658; aux_mae_loss_2: 1.6145596343278885; cnt_loss: 1.335696890950203;
+2025-07-03 01:24:26,227 - INFO - Evaluation:
+Curr mae: 7.1242; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7029; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0562; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:24:26,227 - INFO - Epoch: 1077 / 1300	lr: 2.803e-05
+2025-07-03 01:25:20,239 - INFO - Training: cls_zice: 8.312239754796028; reg_zipnll: 38.805355377197266; aux_mae_loss_1: 10.753204870224; aux_mae_loss_2: 1.5393435490131377; cnt_loss: 1.4856047868728637;
+2025-07-03 01:25:20,240 - INFO - Evaluation:
+Curr mae: 7.6228; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9233; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0618; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:25:20,240 - INFO - Epoch: 1078 / 1300	lr: 2.781e-05
+2025-07-03 01:26:14,487 - INFO - Training: cls_zice: 7.863878706693649; reg_zipnll: 38.096139163970946; aux_mae_loss_1: 10.748022508621215; aux_mae_loss_2: 1.552776143550873; cnt_loss: 1.247005482316017;
+2025-07-03 01:26:14,488 - INFO - Evaluation:
+Curr mae: 7.2455; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9085; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:26:14,488 - INFO - Epoch: 1079 / 1300	lr: 2.760e-05
+2025-07-03 01:27:08,616 - INFO - Training: cls_zice: 7.46175891906023; reg_zipnll: 37.42379085540772; aux_mae_loss_1: 10.83549063205719; aux_mae_loss_2: 1.6187293243408203; cnt_loss: 1.3089003551006317;
+2025-07-03 01:27:08,617 - INFO - Evaluation:
+Curr mae: 7.1706; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8765; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0549; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:27:08,617 - INFO - Epoch: 1080 / 1300	lr: 2.738e-05
+2025-07-03 01:28:02,907 - INFO - Training: cls_zice: 7.811938564181328; reg_zipnll: 38.779256401062014; aux_mae_loss_1: 10.580659217834473; aux_mae_loss_2: 1.5060710358619689; cnt_loss: 1.360910314321518;
+2025-07-03 01:28:02,908 - INFO - Evaluation:
+Curr mae: 7.0320; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3539; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:28:02,909 - INFO - Epoch: 1081 / 1300	lr: 2.717e-05
+2025-07-03 01:28:56,584 - INFO - Training: cls_zice: 8.49514647245407; reg_zipnll: 36.634156684875485; aux_mae_loss_1: 11.391204376220703; aux_mae_loss_2: 1.648912913799286; cnt_loss: 1.46081915974617;
+2025-07-03 01:28:56,585 - INFO - Evaluation:
+Curr mae: 7.1474; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.2031; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:28:56,585 - INFO - Epoch: 1082 / 1300	lr: 2.695e-05
+2025-07-03 01:29:50,928 - INFO - Training: cls_zice: 8.590566704273224; reg_zipnll: 37.93380233764648; aux_mae_loss_1: 10.865910520553589; aux_mae_loss_2: 1.6135522961616515; cnt_loss: 1.2323172354698182;
+2025-07-03 01:29:50,929 - INFO - Evaluation:
+Curr mae: 7.2015; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4046; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:29:50,929 - INFO - Epoch: 1083 / 1300	lr: 2.674e-05
+2025-07-03 01:30:44,592 - INFO - Training: cls_zice: 7.875188953876496; reg_zipnll: 36.095609951019284; aux_mae_loss_1: 11.137947778701783; aux_mae_loss_2: 1.6323766565322877; cnt_loss: 1.4734644997119903;
+2025-07-03 01:30:44,593 - INFO - Evaluation:
+Curr mae: 7.0547; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2759; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:30:44,593 - INFO - Epoch: 1084 / 1300	lr: 2.653e-05
+2025-07-03 01:31:38,665 - INFO - Training: cls_zice: 8.18201741039753; reg_zipnll: 38.35441650390625; aux_mae_loss_1: 11.042572774887084; aux_mae_loss_2: 1.609817808866501; cnt_loss: 1.4627294927835464;
+2025-07-03 01:31:38,666 - INFO - Evaluation:
+Curr mae: 7.3895; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4795; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:31:38,666 - INFO - Epoch: 1085 / 1300	lr: 2.631e-05
+2025-07-03 01:32:33,051 - INFO - Training: cls_zice: 8.149091105461121; reg_zipnll: 38.600822907686236; aux_mae_loss_1: 11.031862945556641; aux_mae_loss_2: 1.5912022721767425; cnt_loss: 1.1819390881061553;
+2025-07-03 01:32:33,052 - INFO - Evaluation:
+Curr mae: 7.0929; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2960; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:32:33,052 - INFO - Epoch: 1086 / 1300	lr: 2.610e-05
+2025-07-03 01:33:26,971 - INFO - Training: cls_zice: 7.846594048440457; reg_zipnll: 37.509405870437625; aux_mae_loss_1: 10.582561311721802; aux_mae_loss_2: 1.515199704170227; cnt_loss: 1.205863710641861;
+2025-07-03 01:33:26,972 - INFO - Evaluation:
+Curr mae: 6.8527; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7944; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:33:26,972 - INFO - Epoch: 1087 / 1300	lr: 2.589e-05
+2025-07-03 01:34:20,733 - INFO - Training: cls_zice: 8.500270951986312; reg_zipnll: 36.67514656066894; aux_mae_loss_1: 10.988662009239198; aux_mae_loss_2: 1.597491236925125; cnt_loss: 1.3284007585048676;
+2025-07-03 01:34:20,735 - INFO - Evaluation:
+Curr mae: 7.0266; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9342; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:34:20,735 - INFO - Epoch: 1088 / 1300	lr: 2.568e-05
+2025-07-03 01:35:14,520 - INFO - Training: cls_zice: 7.602616746425628; reg_zipnll: 37.69345264434814; aux_mae_loss_1: 10.34299665927887; aux_mae_loss_2: 1.4784526193141938; cnt_loss: 1.0986973881721496;
+2025-07-03 01:35:14,521 - INFO - Evaluation:
+Curr mae: 7.1713; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7814; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0533; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:35:14,521 - INFO - Epoch: 1089 / 1300	lr: 2.547e-05
+2025-07-03 01:36:08,469 - INFO - Training: cls_zice: 8.589500489234924; reg_zipnll: 37.880859756469725; aux_mae_loss_1: 11.082971935272218; aux_mae_loss_2: 1.5832268846035005; cnt_loss: 1.160430302619934;
+2025-07-03 01:36:08,470 - INFO - Evaluation:
+Curr mae: 7.2199; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.1242; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0549; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:36:08,470 - INFO - Epoch: 1090 / 1300	lr: 2.526e-05
+2025-07-03 01:37:02,532 - INFO - Training: cls_zice: 7.791750450134277; reg_zipnll: 34.23291614532471; aux_mae_loss_1: 10.11914701461792; aux_mae_loss_2: 1.4571994531154633; cnt_loss: 1.0913384914398194;
+2025-07-03 01:37:02,533 - INFO - Evaluation:
+Curr mae: 6.8724; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7595; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0510; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:37:02,533 - INFO - Epoch: 1091 / 1300	lr: 2.505e-05
+2025-07-03 01:37:56,274 - INFO - Training: cls_zice: 7.555294995307922; reg_zipnll: 36.24171907424927; aux_mae_loss_1: 9.764900827407837; aux_mae_loss_2: 1.4118759310245514; cnt_loss: 1.1530302834510804;
+2025-07-03 01:37:56,276 - INFO - Evaluation:
+Curr mae: 6.8023; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2350; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0507; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:37:56,276 - INFO - Epoch: 1092 / 1300	lr: 2.484e-05
+2025-07-03 01:38:50,040 - INFO - Training: cls_zice: 8.00073233127594; reg_zipnll: 37.58060096740723; aux_mae_loss_1: 10.2027135181427; aux_mae_loss_2: 1.4758165168762207; cnt_loss: 1.1653764295578002;
+2025-07-03 01:38:50,041 - INFO - Evaluation:
+Curr mae: 6.9639; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2264; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:38:50,042 - INFO - Epoch: 1093 / 1300	lr: 2.464e-05
+2025-07-03 01:39:44,103 - INFO - Training: cls_zice: 8.257074983716011; reg_zipnll: 37.82849224090576; aux_mae_loss_1: 10.871609172821046; aux_mae_loss_2: 1.550600926876068; cnt_loss: 1.1998967301845551;
+2025-07-03 01:39:44,103 - INFO - Evaluation:
+Curr mae: 6.8776; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8297; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:39:44,104 - INFO - Epoch: 1094 / 1300	lr: 2.443e-05
+2025-07-03 01:40:38,245 - INFO - Training: cls_zice: 7.387605235278606; reg_zipnll: 36.89341609954834; aux_mae_loss_1: 10.50790111541748; aux_mae_loss_2: 1.5136276268959046; cnt_loss: 1.2159350723028184;
+2025-07-03 01:40:38,246 - INFO - Evaluation:
+Curr mae: 7.3061; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9980; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:40:38,246 - INFO - Epoch: 1095 / 1300	lr: 2.422e-05
+2025-07-03 01:41:32,047 - INFO - Training: cls_zice: 8.025280661582947; reg_zipnll: 37.84309127807617; aux_mae_loss_1: 11.001252555847168; aux_mae_loss_2: 1.5983219790458678; cnt_loss: 1.2155507504940033;
+2025-07-03 01:41:32,048 - INFO - Evaluation:
+Curr mae: 7.1343; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4992; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:41:32,048 - INFO - Epoch: 1096 / 1300	lr: 2.402e-05
+2025-07-03 01:42:26,233 - INFO - Training: cls_zice: 6.776013266444206; reg_zipnll: 36.825196962356564; aux_mae_loss_1: 9.417591729164123; aux_mae_loss_2: 1.3974084103107451; cnt_loss: 1.185667924284935;
+2025-07-03 01:42:26,234 - INFO - Evaluation:
+Curr mae: 7.0195; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6704; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:42:26,234 - INFO - Epoch: 1097 / 1300	lr: 2.381e-05
+2025-07-03 01:43:20,297 - INFO - Training: cls_zice: 7.8448218995332715; reg_zipnll: 37.857864189147946; aux_mae_loss_1: 10.259007091522216; aux_mae_loss_2: 1.529135707616806; cnt_loss: 1.4326160544157027;
+2025-07-03 01:43:20,299 - INFO - Evaluation:
+Curr mae: 6.8952; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8392; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:43:20,299 - INFO - Epoch: 1098 / 1300	lr: 2.361e-05
+2025-07-03 01:44:14,427 - INFO - Training: cls_zice: 7.408291886746883; reg_zipnll: 36.06821290969849; aux_mae_loss_1: 9.848824620246887; aux_mae_loss_2: 1.4375706326961517; cnt_loss: 1.0807014465332032;
+2025-07-03 01:44:14,428 - INFO - Evaluation:
+Curr mae: 7.4632; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5068; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0578; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:44:14,428 - INFO - Epoch: 1099 / 1300	lr: 2.340e-05
+2025-07-03 01:45:08,281 - INFO - Training: cls_zice: 7.583295106887817; reg_zipnll: 36.145785064697264; aux_mae_loss_1: 10.612633867263794; aux_mae_loss_2: 1.5315817070007325; cnt_loss: 1.2769664788246156;
+2025-07-03 01:45:08,283 - INFO - Evaluation:
+Curr mae: 6.9803; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0767; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:45:08,283 - INFO - Epoch: 1100 / 1300	lr: 2.320e-05
+2025-07-03 01:46:02,238 - INFO - Training: cls_zice: 9.071631088256837; reg_zipnll: 38.61841320037842; aux_mae_loss_1: 11.451120233535766; aux_mae_loss_2: 1.6369455313682557; cnt_loss: 1.1947413468360901;
+2025-07-03 01:46:02,240 - INFO - Evaluation:
+Curr mae: 6.6773; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4778; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0521; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:46:04,915 - INFO - Epoch: 1101 / 1300	lr: 2.300e-05
+2025-07-03 01:46:58,847 - INFO - Training: cls_zice: 7.39871788263321; reg_zipnll: 38.51844699859619; aux_mae_loss_1: 10.080915403366088; aux_mae_loss_2: 1.4768130099773407; cnt_loss: 1.2358966553211213;
+2025-07-03 01:46:58,848 - INFO - Evaluation:
+Curr mae: 6.5365; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2977; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0514; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:46:58,849 - INFO - Epoch: 1102 / 1300	lr: 2.280e-05
+2025-07-03 01:47:52,754 - INFO - Training: cls_zice: 7.073582570552826; reg_zipnll: 36.68482250213623; aux_mae_loss_1: 9.930226860046387; aux_mae_loss_2: 1.4598602664470672; cnt_loss: 1.276747812628746;
+2025-07-03 01:47:52,755 - INFO - Evaluation:
+Curr mae: 6.9336; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5355; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0524; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:47:52,755 - INFO - Epoch: 1103 / 1300	lr: 2.260e-05
+2025-07-03 01:48:46,603 - INFO - Training: cls_zice: 7.769263310432434; reg_zipnll: 36.7502819442749; aux_mae_loss_1: 10.386129245758056; aux_mae_loss_2: 1.4928478759527206; cnt_loss: 1.1805202603340148;
+2025-07-03 01:48:46,604 - INFO - Evaluation:
+Curr mae: 6.8830; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6983; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0536; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:48:46,604 - INFO - Epoch: 1104 / 1300	lr: 2.240e-05
+2025-07-03 01:49:41,033 - INFO - Training: cls_zice: 6.823882372379303; reg_zipnll: 37.74143795013428; aux_mae_loss_1: 9.534122142791748; aux_mae_loss_2: 1.3888093876838683; cnt_loss: 1.0901841497421265;
+2025-07-03 01:49:41,035 - INFO - Evaluation:
+Curr mae: 6.8585; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9084; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0525; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:49:41,035 - INFO - Epoch: 1105 / 1300	lr: 2.220e-05
+2025-07-03 01:50:35,119 - INFO - Training: cls_zice: 7.126172655820847; reg_zipnll: 37.96807619094849; aux_mae_loss_1: 9.55328062057495; aux_mae_loss_2: 1.4275661289691925; cnt_loss: 1.2661391562223434;
+2025-07-03 01:50:35,120 - INFO - Evaluation:
+Curr mae: 6.7468; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4765; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:50:35,121 - INFO - Epoch: 1106 / 1300	lr: 2.200e-05
+2025-07-03 01:51:29,197 - INFO - Training: cls_zice: 7.742633347511291; reg_zipnll: 38.56836769104004; aux_mae_loss_1: 10.013278799057007; aux_mae_loss_2: 1.4253155314922332; cnt_loss: 1.363626047372818;
+2025-07-03 01:51:29,198 - INFO - Evaluation:
+Curr mae: 6.8509; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3065; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0563; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:51:29,198 - INFO - Epoch: 1107 / 1300	lr: 2.180e-05
+2025-07-03 01:52:22,964 - INFO - Training: cls_zice: 7.747543932199478; reg_zipnll: 36.991213989257815; aux_mae_loss_1: 10.96846441745758; aux_mae_loss_2: 1.5807258045673371; cnt_loss: 1.3137718743085862;
+2025-07-03 01:52:22,965 - INFO - Evaluation:
+Curr mae: 6.7603; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6732; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0513; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:52:22,966 - INFO - Epoch: 1108 / 1300	lr: 2.160e-05
+2025-07-03 01:53:16,604 - INFO - Training: cls_zice: 8.106478391289711; reg_zipnll: 38.616685962677; aux_mae_loss_1: 10.579117317199707; aux_mae_loss_2: 1.5267865574359893; cnt_loss: 1.276280049085617;
+2025-07-03 01:53:16,605 - INFO - Evaluation:
+Curr mae: 6.7167; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6648; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0510; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:53:16,605 - INFO - Epoch: 1109 / 1300	lr: 2.140e-05
+2025-07-03 01:54:10,528 - INFO - Training: cls_zice: 7.9666420316696165; reg_zipnll: 38.68849430084229; aux_mae_loss_1: 10.187596559524536; aux_mae_loss_2: 1.4458587312698363; cnt_loss: 1.1939669704437257;
+2025-07-03 01:54:10,529 - INFO - Evaluation:
+Curr mae: 6.9468; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7030; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0535; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:54:10,530 - INFO - Epoch: 1110 / 1300	lr: 2.121e-05
+2025-07-03 01:55:04,700 - INFO - Training: cls_zice: 8.159366555809974; reg_zipnll: 35.22083911895752; aux_mae_loss_1: 10.950001153945923; aux_mae_loss_2: 1.5962221002578736; cnt_loss: 1.2478223860263824;
+2025-07-03 01:55:04,702 - INFO - Evaluation:
+Curr mae: 6.7677; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6365; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0530; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:55:04,702 - INFO - Epoch: 1111 / 1300	lr: 2.101e-05
+2025-07-03 01:55:58,809 - INFO - Training: cls_zice: 7.855732805728913; reg_zipnll: 37.06156047821045; aux_mae_loss_1: 10.68296353340149; aux_mae_loss_2: 1.5570735728740692; cnt_loss: 1.2473100244998931;
+2025-07-03 01:55:58,810 - INFO - Evaluation:
+Curr mae: 6.7249; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.4881; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0511; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:55:58,811 - INFO - Epoch: 1112 / 1300	lr: 2.082e-05
+2025-07-03 01:56:52,613 - INFO - Training: cls_zice: 7.72141233921051; reg_zipnll: 38.9825415802002; aux_mae_loss_1: 10.8221724319458; aux_mae_loss_2: 1.5854212319850922; cnt_loss: 1.154688639640808;
+2025-07-03 01:56:52,615 - INFO - Evaluation:
+Curr mae: 6.7304; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.2876; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0529; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:56:52,615 - INFO - Epoch: 1113 / 1300	lr: 2.062e-05
+2025-07-03 01:57:46,345 - INFO - Training: cls_zice: 7.4942604804039; reg_zipnll: 36.235737829208375; aux_mae_loss_1: 10.485078296661378; aux_mae_loss_2: 1.4764909636974335; cnt_loss: 1.0698709148168564;
+2025-07-03 01:57:46,346 - INFO - Evaluation:
+Curr mae: 7.0513; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3017; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:57:46,346 - INFO - Epoch: 1114 / 1300	lr: 2.043e-05
+2025-07-03 01:58:40,357 - INFO - Training: cls_zice: 7.7393005752563475; reg_zipnll: 40.092717456817624; aux_mae_loss_1: 10.353640012741089; aux_mae_loss_2: 1.466990488767624; cnt_loss: 1.205934270620346;
+2025-07-03 01:58:40,358 - INFO - Evaluation:
+Curr mae: 6.7956; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0629; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0518; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:58:40,358 - INFO - Epoch: 1115 / 1300	lr: 2.024e-05
+2025-07-03 01:59:34,004 - INFO - Training: cls_zice: 7.349887022972107; reg_zipnll: 37.22352016448975; aux_mae_loss_1: 10.268056612014771; aux_mae_loss_2: 1.4583333587646485; cnt_loss: 1.2271333104372024;
+2025-07-03 01:59:34,006 - INFO - Evaluation:
+Curr mae: 6.9511; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1607; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 01:59:34,006 - INFO - Epoch: 1116 / 1300	lr: 2.005e-05
+2025-07-03 02:00:27,777 - INFO - Training: cls_zice: 8.136019996404649; reg_zipnll: 36.99722686767578; aux_mae_loss_1: 10.699155435562133; aux_mae_loss_2: 1.5295726764202118; cnt_loss: 1.2331033587455749;
+2025-07-03 02:00:27,779 - INFO - Evaluation:
+Curr mae: 7.0754; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9710; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0526; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:00:27,779 - INFO - Epoch: 1117 / 1300	lr: 1.985e-05
+2025-07-03 02:01:21,815 - INFO - Training: cls_zice: 8.522309855222701; reg_zipnll: 37.915009078979494; aux_mae_loss_1: 10.908273630142212; aux_mae_loss_2: 1.5406458795070648; cnt_loss: 1.3268789660930633;
+2025-07-03 02:01:21,817 - INFO - Evaluation:
+Curr mae: 6.8718; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7642; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0515; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:01:21,817 - INFO - Epoch: 1118 / 1300	lr: 1.966e-05
+2025-07-03 02:02:15,867 - INFO - Training: cls_zice: 6.71273252516985; reg_zipnll: 36.537655181884766; aux_mae_loss_1: 9.549790568351746; aux_mae_loss_2: 1.4077739852666855; cnt_loss: 1.1263288378715515;
+2025-07-03 02:02:15,868 - INFO - Evaluation:
+Curr mae: 6.8560; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8183; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0539; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:02:15,869 - INFO - Epoch: 1119 / 1300	lr: 1.947e-05
+2025-07-03 02:03:09,981 - INFO - Training: cls_zice: 6.955239095687866; reg_zipnll: 36.884735908508304; aux_mae_loss_1: 10.024929752349854; aux_mae_loss_2: 1.4527361834049224; cnt_loss: 1.2105662769079208;
+2025-07-03 02:03:09,983 - INFO - Evaluation:
+Curr mae: 7.1525; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0269; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0563; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:03:09,983 - INFO - Epoch: 1120 / 1300	lr: 1.929e-05
+2025-07-03 02:04:04,117 - INFO - Training: cls_zice: 7.466550493240357; reg_zipnll: 37.866815452575686; aux_mae_loss_1: 9.788186073303223; aux_mae_loss_2: 1.4201777589321136; cnt_loss: 1.3325848019123077;
+2025-07-03 02:04:04,119 - INFO - Evaluation:
+Curr mae: 6.6838; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7289; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0506; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:04:04,119 - INFO - Epoch: 1121 / 1300	lr: 1.910e-05
+2025-07-03 02:04:57,980 - INFO - Training: cls_zice: 7.723540968894959; reg_zipnll: 36.77244207382202; aux_mae_loss_1: 10.314548678398133; aux_mae_loss_2: 1.5006537663936614; cnt_loss: 1.1951214224100113;
+2025-07-03 02:04:57,981 - INFO - Evaluation:
+Curr mae: 7.3678; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3917; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0579; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:04:57,982 - INFO - Epoch: 1122 / 1300	lr: 1.891e-05
+2025-07-03 02:05:51,665 - INFO - Training: cls_zice: 7.671014184951782; reg_zipnll: 36.94981369018555; aux_mae_loss_1: 10.624255714416504; aux_mae_loss_2: 1.5071654605865479; cnt_loss: 1.1623931324481964;
+2025-07-03 02:05:51,666 - INFO - Evaluation:
+Curr mae: 6.9545; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8867; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:05:51,666 - INFO - Epoch: 1123 / 1300	lr: 1.872e-05
+2025-07-03 02:06:45,309 - INFO - Training: cls_zice: 7.277472108602524; reg_zipnll: 37.590020942687985; aux_mae_loss_1: 10.008249807357789; aux_mae_loss_2: 1.4359929609298705; cnt_loss: 1.2199388068914414;
+2025-07-03 02:06:45,311 - INFO - Evaluation:
+Curr mae: 6.8391; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0299; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0523; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:06:45,311 - INFO - Epoch: 1124 / 1300	lr: 1.854e-05
+2025-07-03 02:07:39,508 - INFO - Training: cls_zice: 7.8468443870544435; reg_zipnll: 35.7374153137207; aux_mae_loss_1: 10.312445058822632; aux_mae_loss_2: 1.4717815279960633; cnt_loss: 1.1431557852029801;
+2025-07-03 02:07:39,509 - INFO - Evaluation:
+Curr mae: 6.9171; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1730; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:07:39,509 - INFO - Epoch: 1125 / 1300	lr: 1.835e-05
+2025-07-03 02:08:33,326 - INFO - Training: cls_zice: 7.561362966299057; reg_zipnll: 37.67330268859863; aux_mae_loss_1: 9.645636806488037; aux_mae_loss_2: 1.4187116265296935; cnt_loss: 1.1843198662996293;
+2025-07-03 02:08:33,327 - INFO - Evaluation:
+Curr mae: 6.6416; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8363; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0499; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:08:33,327 - INFO - Epoch: 1126 / 1300	lr: 1.817e-05
+2025-07-03 02:09:26,936 - INFO - Training: cls_zice: 7.847336315512657; reg_zipnll: 38.52306680679321; aux_mae_loss_1: 10.229628858566285; aux_mae_loss_2: 1.4624873971939087; cnt_loss: 1.0969299679994584;
+2025-07-03 02:09:26,937 - INFO - Evaluation:
+Curr mae: 7.0603; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0919; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:09:26,937 - INFO - Epoch: 1127 / 1300	lr: 1.798e-05
+2025-07-03 02:10:21,059 - INFO - Training: cls_zice: 7.06918498635292; reg_zipnll: 39.256916236877444; aux_mae_loss_1: 9.601388177871705; aux_mae_loss_2: 1.3871037966012956; cnt_loss: 1.0699082618951798;
+2025-07-03 02:10:21,061 - INFO - Evaluation:
+Curr mae: 6.6519; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5986; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0497; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:10:21,061 - INFO - Epoch: 1128 / 1300	lr: 1.780e-05
+2025-07-03 02:11:14,603 - INFO - Training: cls_zice: 7.737836060523986; reg_zipnll: 37.749114665985104; aux_mae_loss_1: 10.563623585700988; aux_mae_loss_2: 1.5361089503765106; cnt_loss: 1.2639032524824143;
+2025-07-03 02:11:14,604 - INFO - Evaluation:
+Curr mae: 6.5977; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.3172; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0500; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:11:14,604 - INFO - Epoch: 1129 / 1300	lr: 1.762e-05
+2025-07-03 02:12:08,569 - INFO - Training: cls_zice: 7.327679519057273; reg_zipnll: 37.69445358276367; aux_mae_loss_1: 10.075791423320771; aux_mae_loss_2: 1.4473202121257782; cnt_loss: 1.0918024349212647;
+2025-07-03 02:12:08,570 - INFO - Evaluation:
+Curr mae: 6.9321; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9752; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0534; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:12:08,570 - INFO - Epoch: 1130 / 1300	lr: 1.744e-05
+2025-07-03 02:13:02,503 - INFO - Training: cls_zice: 6.801454682350158; reg_zipnll: 36.15492891311646; aux_mae_loss_1: 9.529981536865234; aux_mae_loss_2: 1.3958012390136718; cnt_loss: 1.110460370182991;
+2025-07-03 02:13:02,504 - INFO - Evaluation:
+Curr mae: 6.8455; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7131; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0522; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:13:02,504 - INFO - Epoch: 1131 / 1300	lr: 1.726e-05
+2025-07-03 02:13:56,329 - INFO - Training: cls_zice: 7.287986921072006; reg_zipnll: 35.423983097076416; aux_mae_loss_1: 10.263806056976318; aux_mae_loss_2: 1.4568704497814178; cnt_loss: 1.1297238385677337;
+2025-07-03 02:13:56,330 - INFO - Evaluation:
+Curr mae: 6.7541; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.5214; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:13:56,330 - INFO - Epoch: 1132 / 1300	lr: 1.708e-05
+2025-07-03 02:14:50,127 - INFO - Training: cls_zice: 7.624509284496307; reg_zipnll: 36.01343326568603; aux_mae_loss_1: 10.244885439872741; aux_mae_loss_2: 1.4806826746463775; cnt_loss: 1.0869094252586364;
+2025-07-03 02:14:50,128 - INFO - Evaluation:
+Curr mae: 6.7671; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7443; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0513; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:14:50,128 - INFO - Epoch: 1133 / 1300	lr: 1.690e-05
+2025-07-03 02:15:43,966 - INFO - Training: cls_zice: 7.724263718128205; reg_zipnll: 35.12601608276367; aux_mae_loss_1: 10.151621804237365; aux_mae_loss_2: 1.4442676293849945; cnt_loss: 1.2191125106811525;
+2025-07-03 02:15:43,967 - INFO - Evaluation:
+Curr mae: 6.8453; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7698; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0519; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:15:43,968 - INFO - Epoch: 1134 / 1300	lr: 1.672e-05
+2025-07-03 02:16:37,589 - INFO - Training: cls_zice: 7.299507684707642; reg_zipnll: 36.9041588973999; aux_mae_loss_1: 10.326330108642578; aux_mae_loss_2: 1.499995436668396; cnt_loss: 1.1664578557014464;
+2025-07-03 02:16:37,591 - INFO - Evaluation:
+Curr mae: 6.7467; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8530; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:16:37,591 - INFO - Epoch: 1135 / 1300	lr: 1.654e-05
+2025-07-03 02:17:31,175 - INFO - Training: cls_zice: 6.801273235082626; reg_zipnll: 37.09607526779175; aux_mae_loss_1: 9.469650530815125; aux_mae_loss_2: 1.3548482304811478; cnt_loss: 1.0197631710767745;
+2025-07-03 02:17:31,177 - INFO - Evaluation:
+Curr mae: 6.8315; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8327; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:17:31,177 - INFO - Epoch: 1136 / 1300	lr: 1.637e-05
+2025-07-03 02:18:25,099 - INFO - Training: cls_zice: 6.678184284567833; reg_zipnll: 37.95394826889038; aux_mae_loss_1: 9.106629910469055; aux_mae_loss_2: 1.3413817524909972; cnt_loss: 1.1210145646333693;
+2025-07-03 02:18:25,101 - INFO - Evaluation:
+Curr mae: 7.0705; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9041; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0550; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:18:25,101 - INFO - Epoch: 1137 / 1300	lr: 1.619e-05
+2025-07-03 02:19:18,997 - INFO - Training: cls_zice: 7.223573048114776; reg_zipnll: 37.12332395553589; aux_mae_loss_1: 10.232851285934448; aux_mae_loss_2: 1.4844508802890777; cnt_loss: 1.202693936228752;
+2025-07-03 02:19:18,998 - INFO - Evaluation:
+Curr mae: 7.0141; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8205; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:19:18,998 - INFO - Epoch: 1138 / 1300	lr: 1.602e-05
+2025-07-03 02:20:12,913 - INFO - Training: cls_zice: 7.30168384552002; reg_zipnll: 38.97930410385132; aux_mae_loss_1: 9.507479867935182; aux_mae_loss_2: 1.3886855399608613; cnt_loss: 1.1455829083919524;
+2025-07-03 02:20:12,914 - INFO - Evaluation:
+Curr mae: 6.9579; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1433; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:20:12,914 - INFO - Epoch: 1139 / 1300	lr: 1.584e-05
+2025-07-03 02:21:07,174 - INFO - Training: cls_zice: 6.518393120765686; reg_zipnll: 38.13743877410889; aux_mae_loss_1: 9.167035098075866; aux_mae_loss_2: 1.3093315610289573; cnt_loss: 1.0218753665685654;
+2025-07-03 02:21:07,175 - INFO - Evaluation:
+Curr mae: 6.9311; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8185; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0534; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:21:07,176 - INFO - Epoch: 1140 / 1300	lr: 1.567e-05
+2025-07-03 02:22:01,174 - INFO - Training: cls_zice: 7.283183963298797; reg_zipnll: 37.696760692596435; aux_mae_loss_1: 9.848726034164429; aux_mae_loss_2: 1.3961197328567505; cnt_loss: 1.0426405546069146;
+2025-07-03 02:22:01,175 - INFO - Evaluation:
+Curr mae: 7.3309; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1049; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0593; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:22:01,175 - INFO - Epoch: 1141 / 1300	lr: 1.550e-05
+2025-07-03 02:22:55,342 - INFO - Training: cls_zice: 7.270529627799988; reg_zipnll: 37.04317909240723; aux_mae_loss_1: 10.331101169586182; aux_mae_loss_2: 1.4680639266967774; cnt_loss: 1.0963617312908172;
+2025-07-03 02:22:55,343 - INFO - Evaluation:
+Curr mae: 6.6999; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7581; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0511; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:22:55,343 - INFO - Epoch: 1142 / 1300	lr: 1.533e-05
+2025-07-03 02:23:49,246 - INFO - Training: cls_zice: 8.298026183843612; reg_zipnll: 35.47849126815796; aux_mae_loss_1: 10.434981956481934; aux_mae_loss_2: 1.4971378815174103; cnt_loss: 1.0898265957832336;
+2025-07-03 02:23:49,247 - INFO - Evaluation:
+Curr mae: 7.2537; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2601; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:23:49,248 - INFO - Epoch: 1143 / 1300	lr: 1.516e-05
+2025-07-03 02:24:42,951 - INFO - Training: cls_zice: 7.2135791832208636; reg_zipnll: 40.0616667842865; aux_mae_loss_1: 9.856201095581055; aux_mae_loss_2: 1.4232393562793733; cnt_loss: 1.0562226939201356;
+2025-07-03 02:24:42,953 - INFO - Evaluation:
+Curr mae: 7.2278; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3298; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:24:42,953 - INFO - Epoch: 1144 / 1300	lr: 1.499e-05
+2025-07-03 02:25:36,857 - INFO - Training: cls_zice: 6.8830266857147215; reg_zipnll: 35.842745780944824; aux_mae_loss_1: 9.411235270500184; aux_mae_loss_2: 1.3675975918769836; cnt_loss: 1.0973390328884125;
+2025-07-03 02:25:36,858 - INFO - Evaluation:
+Curr mae: 7.3397; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0748; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0579; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:25:36,859 - INFO - Epoch: 1145 / 1300	lr: 1.482e-05
+2025-07-03 02:26:30,824 - INFO - Training: cls_zice: 7.66027511715889; reg_zipnll: 38.379454650878905; aux_mae_loss_1: 9.973957018852234; aux_mae_loss_2: 1.457600374817848; cnt_loss: 1.1587492305040359;
+2025-07-03 02:26:30,825 - INFO - Evaluation:
+Curr mae: 7.2073; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0968; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:26:30,825 - INFO - Epoch: 1146 / 1300	lr: 1.465e-05
+2025-07-03 02:27:25,009 - INFO - Training: cls_zice: 7.336499891281128; reg_zipnll: 37.65709104537964; aux_mae_loss_1: 9.999088916778565; aux_mae_loss_2: 1.43783921957016; cnt_loss: 1.1743021219968797;
+2025-07-03 02:27:25,011 - INFO - Evaluation:
+Curr mae: 6.8642; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2520; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0508; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:27:25,011 - INFO - Epoch: 1147 / 1300	lr: 1.448e-05
+2025-07-03 02:28:18,873 - INFO - Training: cls_zice: 7.411703262329102; reg_zipnll: 36.895194396972656; aux_mae_loss_1: 10.003816800117493; aux_mae_loss_2: 1.4422366505861282; cnt_loss: 1.1528943133354188;
+2025-07-03 02:28:18,874 - INFO - Evaluation:
+Curr mae: 6.8161; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0205; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0517; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:28:18,874 - INFO - Epoch: 1148 / 1300	lr: 1.432e-05
+2025-07-03 02:29:12,768 - INFO - Training: cls_zice: 7.595787100791931; reg_zipnll: 37.22547956466675; aux_mae_loss_1: 10.285882358551026; aux_mae_loss_2: 1.5026096928119659; cnt_loss: 1.1513231629133225;
+2025-07-03 02:29:12,769 - INFO - Evaluation:
+Curr mae: 6.6980; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6429; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0507; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:29:12,770 - INFO - Epoch: 1149 / 1300	lr: 1.415e-05
+2025-07-03 02:30:06,561 - INFO - Training: cls_zice: 6.996747401952743; reg_zipnll: 36.559742584228516; aux_mae_loss_1: 9.640340185165405; aux_mae_loss_2: 1.4070186030864715; cnt_loss: 1.1983844923973084;
+2025-07-03 02:30:06,562 - INFO - Evaluation:
+Curr mae: 6.7916; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9910; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0512; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:30:06,562 - INFO - Epoch: 1150 / 1300	lr: 1.399e-05
+2025-07-03 02:31:00,741 - INFO - Training: cls_zice: 7.903780909776688; reg_zipnll: 37.69937328338623; aux_mae_loss_1: 9.987997770309448; aux_mae_loss_2: 1.4349825537204743; cnt_loss: 1.0863583779335022;
+2025-07-03 02:31:00,742 - INFO - Evaluation:
+Curr mae: 6.7857; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1246; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0506; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:31:06,138 - INFO - Epoch: 1151 / 1300	lr: 1.382e-05
+2025-07-03 02:31:59,519 - INFO - Training: cls_zice: 6.640190880298615; reg_zipnll: 36.69345714569092; aux_mae_loss_1: 9.051704120635986; aux_mae_loss_2: 1.3360430669784547; cnt_loss: 1.120987218618393;
+2025-07-03 02:31:59,520 - INFO - Evaluation:
+Curr mae: 6.9872; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0220; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0540; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:31:59,520 - INFO - Epoch: 1152 / 1300	lr: 1.366e-05
+2025-07-03 02:32:53,582 - INFO - Training: cls_zice: 6.9285017371177675; reg_zipnll: 36.854338512420654; aux_mae_loss_1: 9.396442813873291; aux_mae_loss_2: 1.363465040922165; cnt_loss: 1.1872615772485733;
+2025-07-03 02:32:53,584 - INFO - Evaluation:
+Curr mae: 6.8238; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8473; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0514; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:32:53,584 - INFO - Epoch: 1153 / 1300	lr: 1.350e-05
+2025-07-03 02:33:47,428 - INFO - Training: cls_zice: 6.62189810872078; reg_zipnll: 36.91225051879883; aux_mae_loss_1: 9.224968547821044; aux_mae_loss_2: 1.3234006547927857; cnt_loss: 1.017047627568245;
+2025-07-03 02:33:47,429 - INFO - Evaluation:
+Curr mae: 6.9671; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0287; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0527; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:33:47,429 - INFO - Epoch: 1154 / 1300	lr: 1.334e-05
+2025-07-03 02:34:42,019 - INFO - Training: cls_zice: 7.0224000835418705; reg_zipnll: 35.12792660713196; aux_mae_loss_1: 9.526185364723206; aux_mae_loss_2: 1.385176163315773; cnt_loss: 1.063074402809143;
+2025-07-03 02:34:42,021 - INFO - Evaluation:
+Curr mae: 7.1956; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9697; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:34:42,021 - INFO - Epoch: 1155 / 1300	lr: 1.318e-05
+2025-07-03 02:35:36,050 - INFO - Training: cls_zice: 7.591929981708526; reg_zipnll: 36.285692081451415; aux_mae_loss_1: 10.377154340744019; aux_mae_loss_2: 1.5156284415721892; cnt_loss: 1.149160417318344;
+2025-07-03 02:35:36,051 - INFO - Evaluation:
+Curr mae: 7.0586; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1182; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0543; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:35:36,051 - INFO - Epoch: 1156 / 1300	lr: 1.302e-05
+2025-07-03 02:36:30,285 - INFO - Training: cls_zice: 7.754691052436828; reg_zipnll: 36.5207949256897; aux_mae_loss_1: 10.594581880569457; aux_mae_loss_2: 1.5512171852588654; cnt_loss: 1.0893539375066756;
+2025-07-03 02:36:30,287 - INFO - Evaluation:
+Curr mae: 6.9679; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.6886; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0542; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:36:30,287 - INFO - Epoch: 1157 / 1300	lr: 1.286e-05
+2025-07-03 02:37:23,803 - INFO - Training: cls_zice: 7.5494816237688065; reg_zipnll: 36.245074348449705; aux_mae_loss_1: 10.159876728057862; aux_mae_loss_2: 1.4724406760931015; cnt_loss: 1.0921111053228378;
+2025-07-03 02:37:23,804 - INFO - Evaluation:
+Curr mae: 7.3287; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1431; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:37:23,804 - INFO - Epoch: 1158 / 1300	lr: 1.270e-05
+2025-07-03 02:38:17,712 - INFO - Training: cls_zice: 7.34450196146965; reg_zipnll: 34.628664608001706; aux_mae_loss_1: 9.941811132431031; aux_mae_loss_2: 1.467640484571457; cnt_loss: 1.2376210302114488;
+2025-07-03 02:38:17,713 - INFO - Evaluation:
+Curr mae: 6.7223; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9654; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0506; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:38:17,713 - INFO - Epoch: 1159 / 1300	lr: 1.255e-05
+2025-07-03 02:39:11,303 - INFO - Training: cls_zice: 6.971106773614883; reg_zipnll: 36.29696779251098; aux_mae_loss_1: 9.698422775268554; aux_mae_loss_2: 1.4186182808876038; cnt_loss: 1.0302122271060943;
+2025-07-03 02:39:11,305 - INFO - Evaluation:
+Curr mae: 6.9851; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.7165; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0551; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:39:11,305 - INFO - Epoch: 1160 / 1300	lr: 1.239e-05
+2025-07-03 02:40:05,525 - INFO - Training: cls_zice: 8.389481869339942; reg_zipnll: 37.143216934204105; aux_mae_loss_1: 10.65274359703064; aux_mae_loss_2: 1.5156312388181687; cnt_loss: 1.085273442864418;
+2025-07-03 02:40:05,527 - INFO - Evaluation:
+Curr mae: 6.7852; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.8683; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0532; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:40:05,527 - INFO - Epoch: 1161 / 1300	lr: 1.224e-05
+2025-07-03 02:40:59,437 - INFO - Training: cls_zice: 7.829555829763413; reg_zipnll: 35.670871047973634; aux_mae_loss_1: 10.487301416397095; aux_mae_loss_2: 1.4670188879966737; cnt_loss: 1.1490153306722641;
+2025-07-03 02:40:59,438 - INFO - Evaluation:
+Curr mae: 6.9868; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1030; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:40:59,439 - INFO - Epoch: 1162 / 1300	lr: 1.208e-05
+2025-07-03 02:41:53,117 - INFO - Training: cls_zice: 6.875074257850647; reg_zipnll: 38.830049743652346; aux_mae_loss_1: 9.278126511573792; aux_mae_loss_2: 1.3461734676361083; cnt_loss: 1.0406345814466476;
+2025-07-03 02:41:53,118 - INFO - Evaluation:
+Curr mae: 7.1049; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1507; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0555; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:41:53,118 - INFO - Epoch: 1163 / 1300	lr: 1.193e-05
+2025-07-03 02:42:46,989 - INFO - Training: cls_zice: 7.694571928977966; reg_zipnll: 38.06086412429809; aux_mae_loss_1: 10.648181309700012; aux_mae_loss_2: 1.5060278648138046; cnt_loss: 1.0543839597702027;
+2025-07-03 02:42:46,991 - INFO - Evaluation:
+Curr mae: 7.3518; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3716; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0565; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:42:46,991 - INFO - Epoch: 1164 / 1300	lr: 1.178e-05
+2025-07-03 02:43:40,673 - INFO - Training: cls_zice: 7.116086668372154; reg_zipnll: 36.377651329040525; aux_mae_loss_1: 9.476944732666016; aux_mae_loss_2: 1.3555075913667678; cnt_loss: 1.1034559321403503;
+2025-07-03 02:43:40,674 - INFO - Evaluation:
+Curr mae: 6.9406; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9101; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0546; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:43:40,674 - INFO - Epoch: 1165 / 1300	lr: 1.163e-05
+2025-07-03 02:44:34,428 - INFO - Training: cls_zice: 7.0385026252269745; reg_zipnll: 35.80331241607666; aux_mae_loss_1: 9.410709624290467; aux_mae_loss_2: 1.3571179795265198; cnt_loss: 1.1708586031198502;
+2025-07-03 02:44:34,428 - INFO - Evaluation:
+Curr mae: 6.8832; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 11.9242; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:44:34,429 - INFO - Epoch: 1166 / 1300	lr: 1.148e-05
+2025-07-03 02:45:28,303 - INFO - Training: cls_zice: 7.517660644948482; reg_zipnll: 36.03089051246643; aux_mae_loss_1: 9.492178392410278; aux_mae_loss_2: 1.3673688173294067; cnt_loss: 0.9308128052949906;
+2025-07-03 02:45:28,304 - INFO - Evaluation:
+Curr mae: 7.6333; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5259; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0590; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:45:28,304 - INFO - Epoch: 1167 / 1300	lr: 1.133e-05
+2025-07-03 02:46:22,495 - INFO - Training: cls_zice: 8.166714899539947; reg_zipnll: 38.930466156005856; aux_mae_loss_1: 10.333335666656494; aux_mae_loss_2: 1.4804531407356263; cnt_loss: 1.0622497695684432;
+2025-07-03 02:46:22,497 - INFO - Evaluation:
+Curr mae: 7.1565; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1453; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0564; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:46:22,497 - INFO - Epoch: 1168 / 1300	lr: 1.118e-05
+2025-07-03 02:47:16,370 - INFO - Training: cls_zice: 6.816006664931774; reg_zipnll: 38.19278144836426; aux_mae_loss_1: 9.2732075548172; aux_mae_loss_2: 1.3120235705375671; cnt_loss: 0.9469364112615586;
+2025-07-03 02:47:16,371 - INFO - Evaluation:
+Curr mae: 7.1810; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.0333; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0555; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:47:16,371 - INFO - Epoch: 1169 / 1300	lr: 1.103e-05
+2025-07-03 02:48:10,151 - INFO - Training: cls_zice: 7.485445054769516; reg_zipnll: 36.23321699142456; aux_mae_loss_1: 9.724171314239502; aux_mae_loss_2: 1.3984192222356797; cnt_loss: 1.1396385395526887;
+2025-07-03 02:48:10,153 - INFO - Evaluation:
+Curr mae: 7.2536; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3118; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:48:10,153 - INFO - Epoch: 1170 / 1300	lr: 1.089e-05
+2025-07-03 02:49:04,185 - INFO - Training: cls_zice: 6.794041812419891; reg_zipnll: 37.25019929885864; aux_mae_loss_1: 9.380166239738465; aux_mae_loss_2: 1.3630111455917358; cnt_loss: 1.0070642268657684;
+2025-07-03 02:49:04,186 - INFO - Evaluation:
+Curr mae: 7.0867; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2590; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0553; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:49:04,186 - INFO - Epoch: 1171 / 1300	lr: 1.074e-05
+2025-07-03 02:49:58,124 - INFO - Training: cls_zice: 7.011969726085663; reg_zipnll: 35.21594320297241; aux_mae_loss_1: 9.62651773929596; aux_mae_loss_2: 1.366622000336647; cnt_loss: 1.1362642323970795;
+2025-07-03 02:49:58,125 - INFO - Evaluation:
+Curr mae: 7.0106; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3067; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0538; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:49:58,126 - INFO - Epoch: 1172 / 1300	lr: 1.060e-05
+2025-07-03 02:50:52,259 - INFO - Training: cls_zice: 6.769405103325844; reg_zipnll: 38.187570610046386; aux_mae_loss_1: 9.044303293228149; aux_mae_loss_2: 1.3184286558628082; cnt_loss: 0.9195690429210663;
+2025-07-03 02:50:52,260 - INFO - Evaluation:
+Curr mae: 7.2360; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4173; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0568; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:50:52,260 - INFO - Epoch: 1173 / 1300	lr: 1.045e-05
+2025-07-03 02:51:46,300 - INFO - Training: cls_zice: 7.130646703243255; reg_zipnll: 34.9370023727417; aux_mae_loss_1: 9.69419861793518; aux_mae_loss_2: 1.402970552444458; cnt_loss: 1.107252311706543;
+2025-07-03 02:51:46,301 - INFO - Evaluation:
+Curr mae: 7.2509; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4954; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:51:46,301 - INFO - Epoch: 1174 / 1300	lr: 1.031e-05
+2025-07-03 02:52:39,985 - INFO - Training: cls_zice: 6.692103637754917; reg_zipnll: 36.136523265838626; aux_mae_loss_1: 9.457991948127747; aux_mae_loss_2: 1.3777963536977769; cnt_loss: 1.0233688175678253;
+2025-07-03 02:52:39,986 - INFO - Evaluation:
+Curr mae: 7.5731; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3495; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0605; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:52:39,986 - INFO - Epoch: 1175 / 1300	lr: 1.017e-05
+2025-07-03 02:53:33,969 - INFO - Training: cls_zice: 7.0679846549034115; reg_zipnll: 35.89809309005737; aux_mae_loss_1: 9.457875986099243; aux_mae_loss_2: 1.358138707280159; cnt_loss: 1.0152951025962829;
+2025-07-03 02:53:33,970 - INFO - Evaluation:
+Curr mae: 7.3355; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4215; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0572; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:53:33,970 - INFO - Epoch: 1176 / 1300	lr: 1.003e-05
+2025-07-03 02:54:27,720 - INFO - Training: cls_zice: 6.583762658834457; reg_zipnll: 36.066074991226195; aux_mae_loss_1: 9.096448307037354; aux_mae_loss_2: 1.2725748670101167; cnt_loss: 0.9829565185308456;
+2025-07-03 02:54:27,721 - INFO - Evaluation:
+Curr mae: 7.1381; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.1069; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0558; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:54:27,721 - INFO - Epoch: 1177 / 1300	lr: 9.890e-06
+2025-07-03 02:55:21,962 - INFO - Training: cls_zice: 7.214468221068382; reg_zipnll: 38.76192981719971; aux_mae_loss_1: 9.398385717868806; aux_mae_loss_2: 1.3361196142435074; cnt_loss: 1.0357049757242203;
+2025-07-03 02:55:21,963 - INFO - Evaluation:
+Curr mae: 7.1493; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3864; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0548; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:55:21,963 - INFO - Epoch: 1178 / 1300	lr: 9.752e-06
+2025-07-03 02:56:15,882 - INFO - Training: cls_zice: 7.460152360796928; reg_zipnll: 35.0732834815979; aux_mae_loss_1: 10.031405687332153; aux_mae_loss_2: 1.43298645734787; cnt_loss: 1.044846750497818;
+2025-07-03 02:56:15,884 - INFO - Evaluation:
+Curr mae: 7.4676; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5647; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:56:15,884 - INFO - Epoch: 1179 / 1300	lr: 9.614e-06
+2025-07-03 02:57:09,803 - INFO - Training: cls_zice: 7.623968654870987; reg_zipnll: 37.50418781280518; aux_mae_loss_1: 10.052048106193542; aux_mae_loss_2: 1.4152322328090667; cnt_loss: 1.1494406020641328;
+2025-07-03 02:57:09,805 - INFO - Evaluation:
+Curr mae: 7.1620; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5334; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:57:09,805 - INFO - Epoch: 1180 / 1300	lr: 9.478e-06
+2025-07-03 02:58:03,585 - INFO - Training: cls_zice: 6.683802084028721; reg_zipnll: 38.50599452972412; aux_mae_loss_1: 9.418517804145813; aux_mae_loss_2: 1.3365225410461425; cnt_loss: 1.0091591596603393;
+2025-07-03 02:58:03,586 - INFO - Evaluation:
+Curr mae: 7.3893; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7200; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0575; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:58:03,586 - INFO - Epoch: 1181 / 1300	lr: 9.342e-06
+2025-07-03 02:58:57,186 - INFO - Training: cls_zice: 7.201121963262558; reg_zipnll: 36.31851821899414; aux_mae_loss_1: 9.362368707656861; aux_mae_loss_2: 1.3427994656562805; cnt_loss: 0.9926642793416977;
+2025-07-03 02:58:57,187 - INFO - Evaluation:
+Curr mae: 7.6691; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8865; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0593; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:58:57,188 - INFO - Epoch: 1182 / 1300	lr: 9.208e-06
+2025-07-03 02:59:51,323 - INFO - Training: cls_zice: 7.007789393365383; reg_zipnll: 34.506532754898075; aux_mae_loss_1: 9.306085796356202; aux_mae_loss_2: 1.3517292493581772; cnt_loss: 1.0916534566879272;
+2025-07-03 02:59:51,324 - INFO - Evaluation:
+Curr mae: 7.2944; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6900; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 02:59:51,324 - INFO - Epoch: 1183 / 1300	lr: 9.074e-06
+2025-07-03 03:00:45,009 - INFO - Training: cls_zice: 7.400255170464516; reg_zipnll: 35.196104469299314; aux_mae_loss_1: 10.13136284828186; aux_mae_loss_2: 1.4440558156371117; cnt_loss: 1.0558817380666732;
+2025-07-03 03:00:45,010 - INFO - Evaluation:
+Curr mae: 7.4408; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7180; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:00:45,010 - INFO - Epoch: 1184 / 1300	lr: 8.942e-06
+2025-07-03 03:01:39,168 - INFO - Training: cls_zice: 7.798567514419556; reg_zipnll: 37.27788772583008; aux_mae_loss_1: 10.236900978088379; aux_mae_loss_2: 1.4355425584316253; cnt_loss: 0.9790524184703827;
+2025-07-03 03:01:39,169 - INFO - Evaluation:
+Curr mae: 7.4189; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8768; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:01:39,169 - INFO - Epoch: 1185 / 1300	lr: 8.810e-06
+2025-07-03 03:02:32,824 - INFO - Training: cls_zice: 7.551425268650055; reg_zipnll: 36.33201292037964; aux_mae_loss_1: 9.74122875213623; aux_mae_loss_2: 1.3972449916601182; cnt_loss: 1.07729778110981;
+2025-07-03 03:02:32,825 - INFO - Evaluation:
+Curr mae: 7.4339; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9127; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0565; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:02:32,825 - INFO - Epoch: 1186 / 1300	lr: 8.680e-06
+2025-07-03 03:03:26,264 - INFO - Training: cls_zice: 7.81300940990448; reg_zipnll: 35.20858612060547; aux_mae_loss_1: 10.303389172554017; aux_mae_loss_2: 1.4830428683757781; cnt_loss: 1.119895651936531;
+2025-07-03 03:03:26,265 - INFO - Evaluation:
+Curr mae: 7.3757; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9604; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:03:26,265 - INFO - Epoch: 1187 / 1300	lr: 8.550e-06
+2025-07-03 03:04:20,205 - INFO - Training: cls_zice: 6.883164749145508; reg_zipnll: 37.3836795425415; aux_mae_loss_1: 9.964819812774659; aux_mae_loss_2: 1.4424885833263397; cnt_loss: 1.1417766678333283;
+2025-07-03 03:04:20,207 - INFO - Evaluation:
+Curr mae: 7.3117; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5827; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:04:20,207 - INFO - Epoch: 1188 / 1300	lr: 8.422e-06
+2025-07-03 03:05:13,954 - INFO - Training: cls_zice: 6.535203509330749; reg_zipnll: 35.829169006347655; aux_mae_loss_1: 9.325901007652282; aux_mae_loss_2: 1.3312078040838242; cnt_loss: 1.0487274736166001;
+2025-07-03 03:05:13,956 - INFO - Evaluation:
+Curr mae: 7.3927; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6206; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:05:13,956 - INFO - Epoch: 1189 / 1300	lr: 8.294e-06
+2025-07-03 03:06:07,639 - INFO - Training: cls_zice: 6.489991493225098; reg_zipnll: 35.13426383972168; aux_mae_loss_1: 9.255663046836853; aux_mae_loss_2: 1.350907239317894; cnt_loss: 1.0593969464302062;
+2025-07-03 03:06:07,640 - INFO - Evaluation:
+Curr mae: 7.4483; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7013; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:06:07,640 - INFO - Epoch: 1190 / 1300	lr: 8.168e-06
+2025-07-03 03:07:01,499 - INFO - Training: cls_zice: 7.52442196726799; reg_zipnll: 38.06671932220459; aux_mae_loss_1: 10.044458661079407; aux_mae_loss_2: 1.4303687393665314; cnt_loss: 1.068921935558319;
+2025-07-03 03:07:01,501 - INFO - Evaluation:
+Curr mae: 7.4011; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0441; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:07:01,501 - INFO - Epoch: 1191 / 1300	lr: 8.042e-06
+2025-07-03 03:07:55,707 - INFO - Training: cls_zice: 5.966318731307983; reg_zipnll: 37.40481842041016; aux_mae_loss_1: 8.83450041770935; aux_mae_loss_2: 1.2593474984169006; cnt_loss: 1.021222424507141;
+2025-07-03 03:07:55,708 - INFO - Evaluation:
+Curr mae: 7.2618; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5873; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0573; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:07:55,708 - INFO - Epoch: 1192 / 1300	lr: 7.918e-06
+2025-07-03 03:08:49,620 - INFO - Training: cls_zice: 7.370839648246765; reg_zipnll: 38.74195558547974; aux_mae_loss_1: 9.796433548927308; aux_mae_loss_2: 1.424100440144539; cnt_loss: 1.1157645577192306;
+2025-07-03 03:08:49,622 - INFO - Evaluation:
+Curr mae: 7.5593; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6238; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0592; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:08:49,622 - INFO - Epoch: 1193 / 1300	lr: 7.795e-06
+2025-07-03 03:09:43,577 - INFO - Training: cls_zice: 7.135443561077118; reg_zipnll: 35.38709381103516; aux_mae_loss_1: 9.675864009857177; aux_mae_loss_2: 1.38386461019516; cnt_loss: 1.0852131110429764;
+2025-07-03 03:09:43,578 - INFO - Evaluation:
+Curr mae: 7.2389; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6160; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:09:43,579 - INFO - Epoch: 1194 / 1300	lr: 7.672e-06
+2025-07-03 03:10:37,089 - INFO - Training: cls_zice: 6.816243839263916; reg_zipnll: 35.530785160064696; aux_mae_loss_1: 9.599991464614869; aux_mae_loss_2: 1.3710462307929994; cnt_loss: 0.9614833867549897;
+2025-07-03 03:10:37,091 - INFO - Evaluation:
+Curr mae: 7.3435; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5228; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0558; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:10:37,091 - INFO - Epoch: 1195 / 1300	lr: 7.551e-06
+2025-07-03 03:11:31,310 - INFO - Training: cls_zice: 7.264140422344208; reg_zipnll: 37.601087455749514; aux_mae_loss_1: 9.527851004600524; aux_mae_loss_2: 1.3712685871124268; cnt_loss: 0.9454270881414414;
+2025-07-03 03:11:31,311 - INFO - Evaluation:
+Curr mae: 7.6380; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6983; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0593; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:11:31,311 - INFO - Epoch: 1196 / 1300	lr: 7.431e-06
+2025-07-03 03:12:25,378 - INFO - Training: cls_zice: 7.344382503032684; reg_zipnll: 36.16056959152222; aux_mae_loss_1: 9.655992693901062; aux_mae_loss_2: 1.3845103579759597; cnt_loss: 1.1264198565483092;
+2025-07-03 03:12:25,379 - INFO - Evaluation:
+Curr mae: 7.0601; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4131; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0541; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:12:25,379 - INFO - Epoch: 1197 / 1300	lr: 7.311e-06
+2025-07-03 03:13:19,654 - INFO - Training: cls_zice: 7.7154003262519835; reg_zipnll: 36.49237302780151; aux_mae_loss_1: 10.49377049446106; aux_mae_loss_2: 1.4874386250972749; cnt_loss: 1.0708299905061722;
+2025-07-03 03:13:19,655 - INFO - Evaluation:
+Curr mae: 6.8978; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.2391; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0520; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:13:19,655 - INFO - Epoch: 1198 / 1300	lr: 7.193e-06
+2025-07-03 03:14:13,591 - INFO - Training: cls_zice: 7.074018869400025; reg_zipnll: 38.95345949172974; aux_mae_loss_1: 9.487317304611206; aux_mae_loss_2: 1.3551621145009995; cnt_loss: 1.0914520460367203;
+2025-07-03 03:14:13,592 - INFO - Evaluation:
+Curr mae: 7.2950; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 13.0660; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0557; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:14:13,592 - INFO - Epoch: 1199 / 1300	lr: 7.076e-06
+2025-07-03 03:15:07,510 - INFO - Training: cls_zice: 7.235594493746757; reg_zipnll: 35.42807205200195; aux_mae_loss_1: 9.68197401046753; aux_mae_loss_2: 1.4015428465604782; cnt_loss: 0.9372528523206711;
+2025-07-03 03:15:07,511 - INFO - Evaluation:
+Curr mae: 7.4351; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.9494; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0568; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:15:07,511 - INFO - Epoch: 1200 / 1300	lr: 6.960e-06
+2025-07-03 03:16:01,663 - INFO - Training: cls_zice: 6.7810693889856335; reg_zipnll: 35.42778652191162; aux_mae_loss_1: 9.167465190887452; aux_mae_loss_2: 1.3455765533447266; cnt_loss: 0.946918203830719;
+2025-07-03 03:16:01,665 - INFO - Evaluation:
+Curr mae: 7.1862; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8495; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0550; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:16:07,479 - INFO - Epoch: 1201 / 1300	lr: 6.845e-06
+2025-07-03 03:17:01,397 - INFO - Training: cls_zice: 6.419994761347771; reg_zipnll: 36.67444864273071; aux_mae_loss_1: 9.207095365524292; aux_mae_loss_2: 1.3441056686639785; cnt_loss: 1.0734037458896637;
+2025-07-03 03:17:01,399 - INFO - Evaluation:
+Curr mae: 7.1389; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5296; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:17:01,399 - INFO - Epoch: 1202 / 1300	lr: 6.731e-06
+2025-07-03 03:17:55,783 - INFO - Training: cls_zice: 7.352675858736038; reg_zipnll: 36.88148067474365; aux_mae_loss_1: 9.514882259368896; aux_mae_loss_2: 1.3047469460964203; cnt_loss: 0.9238207066059112;
+2025-07-03 03:17:55,784 - INFO - Evaluation:
+Curr mae: 7.2111; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5354; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0562; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:17:55,784 - INFO - Epoch: 1203 / 1300	lr: 6.618e-06
+2025-07-03 03:18:49,814 - INFO - Training: cls_zice: 6.991281742453575; reg_zipnll: 39.153055877685546; aux_mae_loss_1: 9.074285759925843; aux_mae_loss_2: 1.2851011204719542; cnt_loss: 1.0345751053094865;
+2025-07-03 03:18:49,815 - INFO - Evaluation:
+Curr mae: 7.0723; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4714; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:18:49,815 - INFO - Epoch: 1204 / 1300	lr: 6.506e-06
+2025-07-03 03:19:43,966 - INFO - Training: cls_zice: 6.209792338609695; reg_zipnll: 36.79487125396729; aux_mae_loss_1: 8.643963046073914; aux_mae_loss_2: 1.235223158597946; cnt_loss: 0.932807886004448;
+2025-07-03 03:19:43,968 - INFO - Evaluation:
+Curr mae: 7.0493; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4904; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0553; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:19:43,968 - INFO - Epoch: 1205 / 1300	lr: 6.395e-06
+2025-07-03 03:20:37,975 - INFO - Training: cls_zice: 7.390066061019898; reg_zipnll: 37.67587455749512; aux_mae_loss_1: 10.239579048156738; aux_mae_loss_2: 1.4754315090179444; cnt_loss: 1.085485525727272;
+2025-07-03 03:20:37,976 - INFO - Evaluation:
+Curr mae: 6.9128; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4053; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0531; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:20:37,976 - INFO - Epoch: 1206 / 1300	lr: 6.285e-06
+2025-07-03 03:21:31,682 - INFO - Training: cls_zice: 7.015377161800862; reg_zipnll: 35.971837978363034; aux_mae_loss_1: 9.557730884552003; aux_mae_loss_2: 1.3641997933387757; cnt_loss: 1.048990935087204;
+2025-07-03 03:21:31,684 - INFO - Evaluation:
+Curr mae: 7.2238; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3198; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0565; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:21:31,684 - INFO - Epoch: 1207 / 1300	lr: 6.177e-06
+2025-07-03 03:22:25,538 - INFO - Training: cls_zice: 6.687328436374664; reg_zipnll: 36.85096378326416; aux_mae_loss_1: 9.29557475566864; aux_mae_loss_2: 1.3327182799577713; cnt_loss: 1.0270092523097991;
+2025-07-03 03:22:25,539 - INFO - Evaluation:
+Curr mae: 7.5109; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6869; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:22:25,539 - INFO - Epoch: 1208 / 1300	lr: 6.069e-06
+2025-07-03 03:23:19,233 - INFO - Training: cls_zice: 7.4889130020141605; reg_zipnll: 39.36537246704101; aux_mae_loss_1: 9.667145371437073; aux_mae_loss_2: 1.4078451156616212; cnt_loss: 1.067767243385315;
+2025-07-03 03:23:19,235 - INFO - Evaluation:
+Curr mae: 7.1078; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5973; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0545; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:23:19,235 - INFO - Epoch: 1209 / 1300	lr: 5.962e-06
+2025-07-03 03:24:13,355 - INFO - Training: cls_zice: 7.326435430049896; reg_zipnll: 36.286910724639895; aux_mae_loss_1: 9.10885968208313; aux_mae_loss_2: 1.2783650255203247; cnt_loss: 0.9019983565807342;
+2025-07-03 03:24:13,356 - INFO - Evaluation:
+Curr mae: 7.2383; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6205; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:24:13,356 - INFO - Epoch: 1210 / 1300	lr: 5.857e-06
+2025-07-03 03:25:06,952 - INFO - Training: cls_zice: 7.194242782592774; reg_zipnll: 35.63149072647095; aux_mae_loss_1: 9.88987654685974; aux_mae_loss_2: 1.4099795162677764; cnt_loss: 1.0892610031366348;
+2025-07-03 03:25:06,953 - INFO - Evaluation:
+Curr mae: 7.4284; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8185; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:25:06,953 - INFO - Epoch: 1211 / 1300	lr: 5.753e-06
+2025-07-03 03:26:00,708 - INFO - Training: cls_zice: 7.378084444999695; reg_zipnll: 35.94948932647705; aux_mae_loss_1: 9.407270984649658; aux_mae_loss_2: 1.4026305067539215; cnt_loss: 1.1679979348182679;
+2025-07-03 03:26:00,709 - INFO - Evaluation:
+Curr mae: 7.3577; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6025; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:26:00,709 - INFO - Epoch: 1212 / 1300	lr: 5.649e-06
+2025-07-03 03:26:54,720 - INFO - Training: cls_zice: 6.697434567213058; reg_zipnll: 36.53755187988281; aux_mae_loss_1: 8.953488130569458; aux_mae_loss_2: 1.3157943725585937; cnt_loss: 0.9585883867740631;
+2025-07-03 03:26:54,722 - INFO - Evaluation:
+Curr mae: 7.3521; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7822; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:26:54,722 - INFO - Epoch: 1213 / 1300	lr: 5.547e-06
+2025-07-03 03:27:49,105 - INFO - Training: cls_zice: 6.964301218986511; reg_zipnll: 37.65973693847656; aux_mae_loss_1: 9.182561779022217; aux_mae_loss_2: 1.3378054976463318; cnt_loss: 0.987247633934021;
+2025-07-03 03:27:49,107 - INFO - Evaluation:
+Curr mae: 7.2363; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5332; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0570; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:27:49,107 - INFO - Epoch: 1214 / 1300	lr: 5.446e-06
+2025-07-03 03:28:43,274 - INFO - Training: cls_zice: 6.888172748088837; reg_zipnll: 37.75652872085571; aux_mae_loss_1: 9.20953724861145; aux_mae_loss_2: 1.3520745009183883; cnt_loss: 0.9344615119695664;
+2025-07-03 03:28:43,275 - INFO - Evaluation:
+Curr mae: 7.4505; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4246; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0590; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:28:43,275 - INFO - Epoch: 1215 / 1300	lr: 5.346e-06
+2025-07-03 03:29:36,896 - INFO - Training: cls_zice: 7.802626476287842; reg_zipnll: 37.00555362701416; aux_mae_loss_1: 9.906209816932678; aux_mae_loss_2: 1.4238694751262664; cnt_loss: 1.0498667556047439;
+2025-07-03 03:29:36,897 - INFO - Evaluation:
+Curr mae: 7.3974; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3770; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:29:36,897 - INFO - Epoch: 1216 / 1300	lr: 5.247e-06
+2025-07-03 03:30:31,249 - INFO - Training: cls_zice: 6.632565672397614; reg_zipnll: 36.554805002212525; aux_mae_loss_1: 9.499413356781005; aux_mae_loss_2: 1.3793129312992096; cnt_loss: 0.9850501489639282;
+2025-07-03 03:30:31,251 - INFO - Evaluation:
+Curr mae: 7.2722; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3154; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:30:31,251 - INFO - Epoch: 1217 / 1300	lr: 5.149e-06
+2025-07-03 03:31:25,017 - INFO - Training: cls_zice: 6.933906583786011; reg_zipnll: 37.10930065155029; aux_mae_loss_1: 9.011143312454223; aux_mae_loss_2: 1.2621121221780778; cnt_loss: 0.922271934747696;
+2025-07-03 03:31:25,018 - INFO - Evaluation:
+Curr mae: 7.4548; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4467; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:31:25,019 - INFO - Epoch: 1218 / 1300	lr: 5.052e-06
+2025-07-03 03:32:19,410 - INFO - Training: cls_zice: 6.871076439917087; reg_zipnll: 38.20452697753906; aux_mae_loss_1: 9.253866147994994; aux_mae_loss_2: 1.2953323030471802; cnt_loss: 0.9678505891561509;
+2025-07-03 03:32:19,412 - INFO - Evaluation:
+Curr mae: 7.5430; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5278; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0588; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:32:19,412 - INFO - Epoch: 1219 / 1300	lr: 4.956e-06
+2025-07-03 03:33:13,178 - INFO - Training: cls_zice: 6.191535148620606; reg_zipnll: 34.48245048522949; aux_mae_loss_1: 8.73899642944336; aux_mae_loss_2: 1.247642520070076; cnt_loss: 0.9250298804044723;
+2025-07-03 03:33:13,179 - INFO - Evaluation:
+Curr mae: 7.3740; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4759; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0566; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:33:13,179 - INFO - Epoch: 1220 / 1300	lr: 4.861e-06
+2025-07-03 03:34:06,688 - INFO - Training: cls_zice: 6.65934988617897; reg_zipnll: 34.94796897888184; aux_mae_loss_1: 9.12888876914978; aux_mae_loss_2: 1.3353041863441468; cnt_loss: 0.9789312872290611;
+2025-07-03 03:34:06,690 - INFO - Evaluation:
+Curr mae: 7.5180; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4916; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0587; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:34:06,690 - INFO - Epoch: 1221 / 1300	lr: 4.768e-06
+2025-07-03 03:35:00,714 - INFO - Training: cls_zice: 6.861030929088592; reg_zipnll: 36.63087593078613; aux_mae_loss_1: 9.105929732322693; aux_mae_loss_2: 1.322554156780243; cnt_loss: 0.9443914687633514;
+2025-07-03 03:35:00,715 - INFO - Evaluation:
+Curr mae: 7.5284; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5698; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0585; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:35:00,715 - INFO - Epoch: 1222 / 1300	lr: 4.676e-06
+2025-07-03 03:35:54,405 - INFO - Training: cls_zice: 6.862149686813354; reg_zipnll: 37.93977473258972; aux_mae_loss_1: 9.729595336914063; aux_mae_loss_2: 1.4161042010784148; cnt_loss: 1.0179369378089904;
+2025-07-03 03:35:54,406 - INFO - Evaluation:
+Curr mae: 7.2624; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4513; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0555; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:35:54,406 - INFO - Epoch: 1223 / 1300	lr: 4.584e-06
+2025-07-03 03:36:48,429 - INFO - Training: cls_zice: 7.223773488998413; reg_zipnll: 36.546373796463016; aux_mae_loss_1: 9.441481828689575; aux_mae_loss_2: 1.3332913720607757; cnt_loss: 0.9682862854003906;
+2025-07-03 03:36:48,430 - INFO - Evaluation:
+Curr mae: 7.1663; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3777; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0552; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:36:48,431 - INFO - Epoch: 1224 / 1300	lr: 4.494e-06
+2025-07-03 03:37:42,591 - INFO - Training: cls_zice: 6.951653620004654; reg_zipnll: 35.62017643451691; aux_mae_loss_1: 9.101091690063477; aux_mae_loss_2: 1.3255480170249938; cnt_loss: 1.0128889912366867;
+2025-07-03 03:37:42,592 - INFO - Evaluation:
+Curr mae: 7.2257; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3832; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0561; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:37:42,592 - INFO - Epoch: 1225 / 1300	lr: 4.405e-06
+2025-07-03 03:38:36,191 - INFO - Training: cls_zice: 7.18817958086729; reg_zipnll: 38.83997108459473; aux_mae_loss_1: 9.686492643356324; aux_mae_loss_2: 1.3571581184864043; cnt_loss: 0.9923502492904663;
+2025-07-03 03:38:36,193 - INFO - Evaluation:
+Curr mae: 7.2431; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4285; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0565; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:38:36,193 - INFO - Epoch: 1226 / 1300	lr: 4.317e-06
+2025-07-03 03:39:30,092 - INFO - Training: cls_zice: 5.9875843453407285; reg_zipnll: 36.762558917999264; aux_mae_loss_1: 8.587780632972716; aux_mae_loss_2: 1.2269063097238542; cnt_loss: 1.0451611351966859;
+2025-07-03 03:39:30,094 - INFO - Evaluation:
+Curr mae: 7.2418; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4340; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0556; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:39:30,094 - INFO - Epoch: 1227 / 1300	lr: 4.230e-06
+2025-07-03 03:40:23,953 - INFO - Training: cls_zice: 6.786439224481582; reg_zipnll: 36.60454877853394; aux_mae_loss_1: 8.812430567741394; aux_mae_loss_2: 1.2964289677143097; cnt_loss: 0.9543277329206467;
+2025-07-03 03:40:23,954 - INFO - Evaluation:
+Curr mae: 7.5249; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6712; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:40:23,954 - INFO - Epoch: 1228 / 1300	lr: 4.144e-06
+2025-07-03 03:41:17,854 - INFO - Training: cls_zice: 7.508899047374725; reg_zipnll: 38.30281038284302; aux_mae_loss_1: 9.477353143692017; aux_mae_loss_2: 1.3376329970359802; cnt_loss: 0.9715187191963196;
+2025-07-03 03:41:17,856 - INFO - Evaluation:
+Curr mae: 7.5270; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5905; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0586; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:41:17,856 - INFO - Epoch: 1229 / 1300	lr: 4.060e-06
+2025-07-03 03:42:11,603 - INFO - Training: cls_zice: 6.8265957462787625; reg_zipnll: 38.120650424957276; aux_mae_loss_1: 9.160821361541748; aux_mae_loss_2: 1.3209080219268798; cnt_loss: 0.8650133621692657;
+2025-07-03 03:42:11,604 - INFO - Evaluation:
+Curr mae: 7.3759; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5141; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0569; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:42:11,604 - INFO - Epoch: 1230 / 1300	lr: 3.976e-06
+2025-07-03 03:43:05,160 - INFO - Training: cls_zice: 6.997728909254074; reg_zipnll: 34.85563173294067; aux_mae_loss_1: 9.616467275619506; aux_mae_loss_2: 1.3603323382139205; cnt_loss: 1.0234998148679733;
+2025-07-03 03:43:05,161 - INFO - Evaluation:
+Curr mae: 7.1449; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5784; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0554; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:43:05,162 - INFO - Epoch: 1231 / 1300	lr: 3.894e-06
+2025-07-03 03:43:59,189 - INFO - Training: cls_zice: 6.872406948804855; reg_zipnll: 36.54573831558228; aux_mae_loss_1: 9.36553382396698; aux_mae_loss_2: 1.3170484548807144; cnt_loss: 0.9693147230148316;
+2025-07-03 03:43:59,190 - INFO - Evaluation:
+Curr mae: 7.3051; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6244; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0564; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:43:59,190 - INFO - Epoch: 1232 / 1300	lr: 3.812e-06
+2025-07-03 03:44:53,135 - INFO - Training: cls_zice: 7.248012566566468; reg_zipnll: 37.961043167114255; aux_mae_loss_1: 9.208139405250549; aux_mae_loss_2: 1.297650780081749; cnt_loss: 0.9167863315343857;
+2025-07-03 03:44:53,137 - INFO - Evaluation:
+Curr mae: 7.3967; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7493; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:44:53,137 - INFO - Epoch: 1233 / 1300	lr: 3.732e-06
+2025-07-03 03:45:46,760 - INFO - Training: cls_zice: 6.7979452872276305; reg_zipnll: 34.104276752471925; aux_mae_loss_1: 9.240720114707948; aux_mae_loss_2: 1.3129849821329116; cnt_loss: 0.9618471544981003;
+2025-07-03 03:45:46,761 - INFO - Evaluation:
+Curr mae: 7.4796; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8814; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:45:46,761 - INFO - Epoch: 1234 / 1300	lr: 3.653e-06
+2025-07-03 03:46:40,930 - INFO - Training: cls_zice: 6.428155080080033; reg_zipnll: 35.13847715377808; aux_mae_loss_1: 8.868075370788574; aux_mae_loss_2: 1.2694780880212784; cnt_loss: 0.9216668862104416;
+2025-07-03 03:46:40,932 - INFO - Evaluation:
+Curr mae: 7.5852; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7191; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0574; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:46:40,932 - INFO - Epoch: 1235 / 1300	lr: 3.575e-06
+2025-07-03 03:47:34,607 - INFO - Training: cls_zice: 7.101474901139736; reg_zipnll: 35.59060167312622; aux_mae_loss_1: 9.271019225120545; aux_mae_loss_2: 1.3398434937000274; cnt_loss: 0.9876317512989045;
+2025-07-03 03:47:34,608 - INFO - Evaluation:
+Curr mae: 7.1397; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4650; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0537; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:47:34,608 - INFO - Epoch: 1236 / 1300	lr: 3.498e-06
+2025-07-03 03:48:28,494 - INFO - Training: cls_zice: 6.4210854077339174; reg_zipnll: 35.6851967048645; aux_mae_loss_1: 9.187789974212647; aux_mae_loss_2: 1.3126441824436188; cnt_loss: 1.0517169505357742;
+2025-07-03 03:48:28,495 - INFO - Evaluation:
+Curr mae: 7.2454; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5401; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0549; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:48:28,495 - INFO - Epoch: 1237 / 1300	lr: 3.423e-06
+2025-07-03 03:49:22,110 - INFO - Training: cls_zice: 7.077674164772033; reg_zipnll: 36.403661231994626; aux_mae_loss_1: 9.269413890838623; aux_mae_loss_2: 1.315067697763443; cnt_loss: 0.9350344115495681;
+2025-07-03 03:49:22,111 - INFO - Evaluation:
+Curr mae: 7.3493; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5036; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0571; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:49:22,111 - INFO - Epoch: 1238 / 1300	lr: 3.348e-06
+2025-07-03 03:50:15,834 - INFO - Training: cls_zice: 6.7737373483181; reg_zipnll: 34.96794836997986; aux_mae_loss_1: 9.15853947877884; aux_mae_loss_2: 1.3155179208517074; cnt_loss: 0.9420106261968613;
+2025-07-03 03:50:15,835 - INFO - Evaluation:
+Curr mae: 7.6455; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7204; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0597; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:50:15,835 - INFO - Epoch: 1239 / 1300	lr: 3.275e-06
+2025-07-03 03:51:09,625 - INFO - Training: cls_zice: 6.370752906799316; reg_zipnll: 37.5430806350708; aux_mae_loss_1: 8.551404099464417; aux_mae_loss_2: 1.226752895116806; cnt_loss: 0.8961116200685502;
+2025-07-03 03:51:09,626 - INFO - Evaluation:
+Curr mae: 7.5711; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7035; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0593; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:51:09,626 - INFO - Epoch: 1240 / 1300	lr: 3.203e-06
+2025-07-03 03:52:03,183 - INFO - Training: cls_zice: 7.006065270900726; reg_zipnll: 36.205135135650636; aux_mae_loss_1: 9.00345760345459; aux_mae_loss_2: 1.2839123409986497; cnt_loss: 0.9358485549688339;
+2025-07-03 03:52:03,184 - INFO - Evaluation:
+Curr mae: 7.6683; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7236; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0596; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:52:03,185 - INFO - Epoch: 1241 / 1300	lr: 3.131e-06
+2025-07-03 03:52:56,791 - INFO - Training: cls_zice: 7.691227686405182; reg_zipnll: 36.56834686279297; aux_mae_loss_1: 9.57992266178131; aux_mae_loss_2: 1.4020218169689178; cnt_loss: 0.9987992328405381;
+2025-07-03 03:52:56,792 - INFO - Evaluation:
+Curr mae: 7.8658; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8581; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0611; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:52:56,793 - INFO - Epoch: 1242 / 1300	lr: 3.061e-06
+2025-07-03 03:53:51,004 - INFO - Training: cls_zice: 7.690638349056244; reg_zipnll: 36.70155075073242; aux_mae_loss_1: 10.009751286506653; aux_mae_loss_2: 1.447105815410614; cnt_loss: 0.9186096554994583;
+2025-07-03 03:53:51,005 - INFO - Evaluation:
+Curr mae: 7.7189; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7398; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0602; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:53:51,006 - INFO - Epoch: 1243 / 1300	lr: 2.993e-06
+2025-07-03 03:54:44,751 - INFO - Training: cls_zice: 7.5976971960067745; reg_zipnll: 37.04277833938599; aux_mae_loss_1: 9.556524829864502; aux_mae_loss_2: 1.3749163991212845; cnt_loss: 0.970646989941597;
+2025-07-03 03:54:44,753 - INFO - Evaluation:
+Curr mae: 7.4496; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6214; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0572; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:54:44,753 - INFO - Epoch: 1244 / 1300	lr: 2.925e-06
+2025-07-03 03:55:38,916 - INFO - Training: cls_zice: 7.341240017414093; reg_zipnll: 33.94401861190796; aux_mae_loss_1: 9.333349332809448; aux_mae_loss_2: 1.32201069355011; cnt_loss: 0.9901833736896515;
+2025-07-03 03:55:38,917 - INFO - Evaluation:
+Curr mae: 7.3294; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5745; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0558; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:55:38,917 - INFO - Epoch: 1245 / 1300	lr: 2.858e-06
+2025-07-03 03:56:32,578 - INFO - Training: cls_zice: 7.563612026572227; reg_zipnll: 37.676371059417725; aux_mae_loss_1: 10.318533067703248; aux_mae_loss_2: 1.5170594692230224; cnt_loss: 1.050464397072792;
+2025-07-03 03:56:32,579 - INFO - Evaluation:
+Curr mae: 7.3626; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5153; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0558; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:56:32,579 - INFO - Epoch: 1246 / 1300	lr: 2.793e-06
+2025-07-03 03:57:26,394 - INFO - Training: cls_zice: 6.930638664960862; reg_zipnll: 35.50013256072998; aux_mae_loss_1: 9.041897416114807; aux_mae_loss_2: 1.3032330799102783; cnt_loss: 0.9555211973190307;
+2025-07-03 03:57:26,396 - INFO - Evaluation:
+Curr mae: 7.6491; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6518; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0588; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:57:26,396 - INFO - Epoch: 1247 / 1300	lr: 2.729e-06
+2025-07-03 03:58:20,089 - INFO - Training: cls_zice: 6.483485542833805; reg_zipnll: 37.03271701812744; aux_mae_loss_1: 8.939669556617737; aux_mae_loss_2: 1.3209393468499184; cnt_loss: 0.9659975785017013;
+2025-07-03 03:58:20,090 - INFO - Evaluation:
+Curr mae: 7.5731; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5931; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:58:20,090 - INFO - Epoch: 1248 / 1300	lr: 2.666e-06
+2025-07-03 03:59:14,198 - INFO - Training: cls_zice: 6.3091247349977495; reg_zipnll: 34.752803535461425; aux_mae_loss_1: 8.78837302684784; aux_mae_loss_2: 1.262801285982132; cnt_loss: 0.8582041662931442;
+2025-07-03 03:59:14,199 - INFO - Evaluation:
+Curr mae: 7.5923; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5410; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0592; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 03:59:14,199 - INFO - Epoch: 1249 / 1300	lr: 2.604e-06
+2025-07-03 04:00:08,155 - INFO - Training: cls_zice: 6.604919899702072; reg_zipnll: 36.70824546813965; aux_mae_loss_1: 8.82003876209259; aux_mae_loss_2: 1.2899508571624756; cnt_loss: 0.9299523150920868;
+2025-07-03 04:00:08,156 - INFO - Evaluation:
+Curr mae: 7.5775; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4480; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0596; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:00:08,156 - INFO - Epoch: 1250 / 1300	lr: 2.543e-06
+2025-07-03 04:01:02,314 - INFO - Training: cls_zice: 6.234426970481873; reg_zipnll: 34.907871894836425; aux_mae_loss_1: 8.783760004043579; aux_mae_loss_2: 1.2784188783168793; cnt_loss: 0.9660379064083099;
+2025-07-03 04:01:02,316 - INFO - Evaluation:
+Curr mae: 7.4747; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5979; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:01:07,155 - INFO - Epoch: 1251 / 1300	lr: 2.483e-06
+2025-07-03 04:02:00,809 - INFO - Training: cls_zice: 6.530691018700599; reg_zipnll: 36.76807872772217; aux_mae_loss_1: 8.754376058578492; aux_mae_loss_2: 1.2354999941587448; cnt_loss: 0.9706642973423004;
+2025-07-03 04:02:00,810 - INFO - Evaluation:
+Curr mae: 7.6409; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7351; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0585; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:02:00,810 - INFO - Epoch: 1252 / 1300	lr: 2.425e-06
+2025-07-03 04:02:54,618 - INFO - Training: cls_zice: 6.888059092760086; reg_zipnll: 36.45958414077759; aux_mae_loss_1: 8.968915100097655; aux_mae_loss_2: 1.2667535907030105; cnt_loss: 0.9633271485567093;
+2025-07-03 04:02:54,620 - INFO - Evaluation:
+Curr mae: 7.9078; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.8638; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0609; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:02:54,620 - INFO - Epoch: 1253 / 1300	lr: 2.368e-06
+2025-07-03 04:03:48,756 - INFO - Training: cls_zice: 7.145791127681732; reg_zipnll: 36.71087774276734; aux_mae_loss_1: 9.87848566532135; aux_mae_loss_2: 1.4171943420171738; cnt_loss: 1.0039015996456147;
+2025-07-03 04:03:48,757 - INFO - Evaluation:
+Curr mae: 7.3689; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5267; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0567; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:03:48,757 - INFO - Epoch: 1254 / 1300	lr: 2.312e-06
+2025-07-03 04:04:42,660 - INFO - Training: cls_zice: 6.433800921440125; reg_zipnll: 35.572724437713624; aux_mae_loss_1: 8.897138476371765; aux_mae_loss_2: 1.2906508767604827; cnt_loss: 0.8839969646930694;
+2025-07-03 04:04:42,661 - INFO - Evaluation:
+Curr mae: 7.5107; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6444; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0580; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:04:42,661 - INFO - Epoch: 1255 / 1300	lr: 2.257e-06
+2025-07-03 04:05:37,178 - INFO - Training: cls_zice: 7.316533161401749; reg_zipnll: 37.93061328887939; aux_mae_loss_1: 9.252155184745789; aux_mae_loss_2: 1.3349249547719955; cnt_loss: 0.8795517885684967;
+2025-07-03 04:05:37,180 - INFO - Evaluation:
+Curr mae: 7.5658; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6378; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0585; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:05:37,180 - INFO - Epoch: 1256 / 1300	lr: 2.203e-06
+2025-07-03 04:06:31,370 - INFO - Training: cls_zice: 6.4495919847488405; reg_zipnll: 38.40960300445557; aux_mae_loss_1: 8.883660917282105; aux_mae_loss_2: 1.2640428566932678; cnt_loss: 1.049004067182541;
+2025-07-03 04:06:31,371 - INFO - Evaluation:
+Curr mae: 7.5345; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5507; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0585; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:06:31,372 - INFO - Epoch: 1257 / 1300	lr: 2.150e-06
+2025-07-03 04:07:25,629 - INFO - Training: cls_zice: 6.850954179167747; reg_zipnll: 37.29782356262207; aux_mae_loss_1: 9.341050510406495; aux_mae_loss_2: 1.328054856657982; cnt_loss: 0.913530016541481;
+2025-07-03 04:07:25,631 - INFO - Evaluation:
+Curr mae: 7.4667; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6966; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0573; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:07:25,631 - INFO - Epoch: 1258 / 1300	lr: 2.099e-06
+2025-07-03 04:08:19,710 - INFO - Training: cls_zice: 6.70867572426796; reg_zipnll: 36.44881721496582; aux_mae_loss_1: 8.960034952163696; aux_mae_loss_2: 1.2639985764026642; cnt_loss: 0.9335761940479279;
+2025-07-03 04:08:19,712 - INFO - Evaluation:
+Curr mae: 7.4776; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6358; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0573; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:08:19,712 - INFO - Epoch: 1259 / 1300	lr: 2.048e-06
+2025-07-03 04:09:13,752 - INFO - Training: cls_zice: 6.48913412630558; reg_zipnll: 35.9872486114502; aux_mae_loss_1: 8.861488356590272; aux_mae_loss_2: 1.2390693080425264; cnt_loss: 0.8652037948369979;
+2025-07-03 04:09:13,753 - INFO - Evaluation:
+Curr mae: 7.4757; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6181; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0572; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:09:13,753 - INFO - Epoch: 1260 / 1300	lr: 1.999e-06
+2025-07-03 04:10:07,527 - INFO - Training: cls_zice: 6.432590568065644; reg_zipnll: 35.766543807983396; aux_mae_loss_1: 8.940853724479675; aux_mae_loss_2: 1.2906231892108917; cnt_loss: 0.9457321059703827;
+2025-07-03 04:10:07,528 - INFO - Evaluation:
+Curr mae: 7.5110; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6641; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0577; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:10:07,529 - INFO - Epoch: 1261 / 1300	lr: 1.951e-06
+2025-07-03 04:11:00,964 - INFO - Training: cls_zice: 7.05760700583458; reg_zipnll: 34.13987922668457; aux_mae_loss_1: 9.372783508300781; aux_mae_loss_2: 1.3417384165525437; cnt_loss: 0.921630112528801;
+2025-07-03 04:11:00,965 - INFO - Evaluation:
+Curr mae: 7.7018; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.7528; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0599; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:11:00,966 - INFO - Epoch: 1262 / 1300	lr: 1.904e-06
+2025-07-03 04:11:55,119 - INFO - Training: cls_zice: 6.819828872680664; reg_zipnll: 35.20216751098633; aux_mae_loss_1: 8.999703230857849; aux_mae_loss_2: 1.2680566304922103; cnt_loss: 0.843108041882515;
+2025-07-03 04:11:55,121 - INFO - Evaluation:
+Curr mae: 7.6017; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5214; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0595; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:11:55,121 - INFO - Epoch: 1263 / 1300	lr: 1.859e-06
+2025-07-03 04:12:48,736 - INFO - Training: cls_zice: 6.304965859651565; reg_zipnll: 34.95209232330322; aux_mae_loss_1: 8.560970959663392; aux_mae_loss_2: 1.2471018767356872; cnt_loss: 0.9600479048490524;
+2025-07-03 04:12:48,737 - INFO - Evaluation:
+Curr mae: 7.5836; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6327; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:12:48,737 - INFO - Epoch: 1264 / 1300	lr: 1.814e-06
+2025-07-03 04:13:42,441 - INFO - Training: cls_zice: 7.311011043787002; reg_zipnll: 37.32188808441162; aux_mae_loss_1: 9.204830093383789; aux_mae_loss_2: 1.3362720215320587; cnt_loss: 0.9686232131719589;
+2025-07-03 04:13:42,443 - INFO - Evaluation:
+Curr mae: 7.6725; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6602; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0595; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:13:42,443 - INFO - Epoch: 1265 / 1300	lr: 1.771e-06
+2025-07-03 04:14:36,420 - INFO - Training: cls_zice: 7.020253617763519; reg_zipnll: 38.402747039794924; aux_mae_loss_1: 9.193069167137146; aux_mae_loss_2: 1.2998481678962708; cnt_loss: 0.9598700320720672;
+2025-07-03 04:14:36,422 - INFO - Evaluation:
+Curr mae: 7.6146; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5878; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0589; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:14:36,422 - INFO - Epoch: 1266 / 1300	lr: 1.729e-06
+2025-07-03 04:15:30,279 - INFO - Training: cls_zice: 5.9486793720722195; reg_zipnll: 35.78478212356568; aux_mae_loss_1: 8.361765146255493; aux_mae_loss_2: 1.2091746640205383; cnt_loss: 0.9630633544921875;
+2025-07-03 04:15:30,281 - INFO - Evaluation:
+Curr mae: 7.6029; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6053; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0587; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:15:30,281 - INFO - Epoch: 1267 / 1300	lr: 1.688e-06
+2025-07-03 04:16:24,265 - INFO - Training: cls_zice: 6.9795104503631595; reg_zipnll: 35.92064149856567; aux_mae_loss_1: 9.06292971611023; aux_mae_loss_2: 1.3333767604827882; cnt_loss: 1.0271444284915925;
+2025-07-03 04:16:24,266 - INFO - Evaluation:
+Curr mae: 7.6189; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6402; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0592; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:16:24,266 - INFO - Epoch: 1268 / 1300	lr: 1.648e-06
+2025-07-03 04:17:18,131 - INFO - Training: cls_zice: 7.345706745386123; reg_zipnll: 35.5042476272583; aux_mae_loss_1: 9.638609852790832; aux_mae_loss_2: 1.3878108763694763; cnt_loss: 1.0697507047653199;
+2025-07-03 04:17:18,132 - INFO - Evaluation:
+Curr mae: 7.5520; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5268; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:17:18,132 - INFO - Epoch: 1269 / 1300	lr: 1.609e-06
+2025-07-03 04:18:12,378 - INFO - Training: cls_zice: 6.546904168725014; reg_zipnll: 38.567372493743896; aux_mae_loss_1: 8.643701286315919; aux_mae_loss_2: 1.2506013351678849; cnt_loss: 0.9427820241451264;
+2025-07-03 04:18:12,380 - INFO - Evaluation:
+Curr mae: 7.5425; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5178; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:18:12,380 - INFO - Epoch: 1270 / 1300	lr: 1.572e-06
+2025-07-03 04:19:06,191 - INFO - Training: cls_zice: 7.793582602739334; reg_zipnll: 36.92937887191773; aux_mae_loss_1: 9.94868155002594; aux_mae_loss_2: 1.4250273418426513; cnt_loss: 0.917436341047287;
+2025-07-03 04:19:06,192 - INFO - Evaluation:
+Curr mae: 7.4874; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5134; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:19:06,192 - INFO - Epoch: 1271 / 1300	lr: 1.536e-06
+2025-07-03 04:20:00,061 - INFO - Training: cls_zice: 6.385623754858971; reg_zipnll: 37.68435688018799; aux_mae_loss_1: 8.283551950454711; aux_mae_loss_2: 1.189657337665558; cnt_loss: 0.9117175215482711;
+2025-07-03 04:20:00,061 - INFO - Evaluation:
+Curr mae: 7.3496; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4728; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0563; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:20:00,062 - INFO - Epoch: 1272 / 1300	lr: 1.501e-06
+2025-07-03 04:20:53,707 - INFO - Training: cls_zice: 6.526914719343186; reg_zipnll: 35.9763430929184; aux_mae_loss_1: 8.866764249801635; aux_mae_loss_2: 1.3072134804725648; cnt_loss: 1.0306568437814712;
+2025-07-03 04:20:53,708 - INFO - Evaluation:
+Curr mae: 7.4240; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.3940; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0572; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:20:53,708 - INFO - Epoch: 1273 / 1300	lr: 1.467e-06
+2025-07-03 04:21:47,532 - INFO - Training: cls_zice: 6.816460449695587; reg_zipnll: 36.378137550354005; aux_mae_loss_1: 8.934449949264526; aux_mae_loss_2: 1.3086021625995636; cnt_loss: 1.0157327356934547;
+2025-07-03 04:21:47,533 - INFO - Evaluation:
+Curr mae: 7.3492; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4192; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:21:47,533 - INFO - Epoch: 1274 / 1300	lr: 1.434e-06
+2025-07-03 04:22:41,571 - INFO - Training: cls_zice: 7.507666281461716; reg_zipnll: 38.27839305877686; aux_mae_loss_1: 9.654527006149292; aux_mae_loss_2: 1.3772224748134614; cnt_loss: 0.9647553306818009;
+2025-07-03 04:22:41,572 - INFO - Evaluation:
+Curr mae: 7.3268; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4592; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0559; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:22:41,572 - INFO - Epoch: 1275 / 1300	lr: 1.403e-06
+2025-07-03 04:23:35,101 - INFO - Training: cls_zice: 6.943452455997467; reg_zipnll: 35.81995780944824; aux_mae_loss_1: 8.997059459686279; aux_mae_loss_2: 1.2956954872608184; cnt_loss: 0.9985020679235458;
+2025-07-03 04:23:35,103 - INFO - Evaluation:
+Curr mae: 7.3377; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4946; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0560; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:23:35,103 - INFO - Epoch: 1276 / 1300	lr: 1.372e-06
+2025-07-03 04:24:28,641 - INFO - Training: cls_zice: 6.461094487905502; reg_zipnll: 36.81469808578491; aux_mae_loss_1: 9.053909435272217; aux_mae_loss_2: 1.2835755670070648; cnt_loss: 0.8953489732742309;
+2025-07-03 04:24:28,642 - INFO - Evaluation:
+Curr mae: 7.5780; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5410; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0590; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:24:28,642 - INFO - Epoch: 1277 / 1300	lr: 1.343e-06
+2025-07-03 04:25:22,596 - INFO - Training: cls_zice: 6.141618726253509; reg_zipnll: 36.94044301986694; aux_mae_loss_1: 8.432567806243897; aux_mae_loss_2: 1.2044905078411103; cnt_loss: 0.9102264440059662;
+2025-07-03 04:25:22,597 - INFO - Evaluation:
+Curr mae: 7.4928; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4550; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:25:22,597 - INFO - Epoch: 1278 / 1300	lr: 1.315e-06
+2025-07-03 04:26:16,543 - INFO - Training: cls_zice: 7.3628239870071415; reg_zipnll: 37.5180410194397; aux_mae_loss_1: 9.860298280715943; aux_mae_loss_2: 1.412733752131462; cnt_loss: 0.9758714544773102;
+2025-07-03 04:26:16,544 - INFO - Evaluation:
+Curr mae: 7.5053; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5281; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0584; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:26:16,544 - INFO - Epoch: 1279 / 1300	lr: 1.288e-06
+2025-07-03 04:27:10,100 - INFO - Training: cls_zice: 7.404650826454162; reg_zipnll: 38.280308380126954; aux_mae_loss_1: 9.924419527053834; aux_mae_loss_2: 1.432885617017746; cnt_loss: 0.926452716588974;
+2025-07-03 04:27:10,101 - INFO - Evaluation:
+Curr mae: 7.5409; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5037; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0592; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:27:10,101 - INFO - Epoch: 1280 / 1300	lr: 1.263e-06
+2025-07-03 04:28:03,891 - INFO - Training: cls_zice: 6.132205604314804; reg_zipnll: 36.28391414642334; aux_mae_loss_1: 8.084693031311035; aux_mae_loss_2: 1.1654669231176376; cnt_loss: 0.8897695690393448;
+2025-07-03 04:28:03,892 - INFO - Evaluation:
+Curr mae: 7.5200; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5336; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0587; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:28:03,892 - INFO - Epoch: 1281 / 1300	lr: 1.238e-06
+2025-07-03 04:28:57,707 - INFO - Training: cls_zice: 6.41621556520462; reg_zipnll: 33.51562240600586; aux_mae_loss_1: 8.912318048477173; aux_mae_loss_2: 1.2944803786277772; cnt_loss: 0.8495503407716751;
+2025-07-03 04:28:57,709 - INFO - Evaluation:
+Curr mae: 7.5486; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5474; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0588; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:28:57,709 - INFO - Epoch: 1282 / 1300	lr: 1.215e-06
+2025-07-03 04:29:52,153 - INFO - Training: cls_zice: 7.160869641304016; reg_zipnll: 37.20327882766723; aux_mae_loss_1: 9.419675226211547; aux_mae_loss_2: 1.3681726157665253; cnt_loss: 0.908333706855774;
+2025-07-03 04:29:52,154 - INFO - Evaluation:
+Curr mae: 7.5486; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5662; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0586; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:29:52,154 - INFO - Epoch: 1283 / 1300	lr: 1.193e-06
+2025-07-03 04:30:46,103 - INFO - Training: cls_zice: 7.360907433032989; reg_zipnll: 34.35681337356567; aux_mae_loss_1: 9.639783511161804; aux_mae_loss_2: 1.3622760581970215; cnt_loss: 0.9393463724851608;
+2025-07-03 04:30:46,104 - INFO - Evaluation:
+Curr mae: 7.6889; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6400; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0598; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:30:46,104 - INFO - Epoch: 1284 / 1300	lr: 1.172e-06
+2025-07-03 04:31:39,934 - INFO - Training: cls_zice: 6.171086665689945; reg_zipnll: 35.221181583404544; aux_mae_loss_1: 8.572491140365601; aux_mae_loss_2: 1.2108957439661026; cnt_loss: 0.9346320521831513;
+2025-07-03 04:31:39,936 - INFO - Evaluation:
+Curr mae: 7.4202; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4098; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0579; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:31:39,936 - INFO - Epoch: 1285 / 1300	lr: 1.153e-06
+2025-07-03 04:32:33,653 - INFO - Training: cls_zice: 6.816536126136779; reg_zipnll: 35.52910636901856; aux_mae_loss_1: 9.088852677345276; aux_mae_loss_2: 1.3293720877170563; cnt_loss: 0.9686131554841996;
+2025-07-03 04:32:33,655 - INFO - Evaluation:
+Curr mae: 7.4863; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4680; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:32:33,655 - INFO - Epoch: 1286 / 1300	lr: 1.134e-06
+2025-07-03 04:33:27,699 - INFO - Training: cls_zice: 7.4128839635849; reg_zipnll: 36.448049221038815; aux_mae_loss_1: 9.381278591156006; aux_mae_loss_2: 1.3552290439605712; cnt_loss: 1.0016377031803132;
+2025-07-03 04:33:27,700 - INFO - Evaluation:
+Curr mae: 7.4954; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4969; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0579; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:33:27,700 - INFO - Epoch: 1287 / 1300	lr: 1.117e-06
+2025-07-03 04:34:21,220 - INFO - Training: cls_zice: 6.55913462638855; reg_zipnll: 35.62331378936768; aux_mae_loss_1: 9.11454538822174; aux_mae_loss_2: 1.296126760840416; cnt_loss: 0.9565709471702576;
+2025-07-03 04:34:21,221 - INFO - Evaluation:
+Curr mae: 7.4366; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4092; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0582; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:34:21,222 - INFO - Epoch: 1288 / 1300	lr: 1.101e-06
+2025-07-03 04:35:15,153 - INFO - Training: cls_zice: 6.835307066440582; reg_zipnll: 37.07342039108276; aux_mae_loss_1: 9.415771493911743; aux_mae_loss_2: 1.330488395690918; cnt_loss: 0.9783202570676803;
+2025-07-03 04:35:15,155 - INFO - Evaluation:
+Curr mae: 7.5463; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4958; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0591; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:35:15,155 - INFO - Epoch: 1289 / 1300	lr: 1.086e-06
+2025-07-03 04:36:09,446 - INFO - Training: cls_zice: 7.367643585205078; reg_zipnll: 34.1175368309021; aux_mae_loss_1: 9.662004179954529; aux_mae_loss_2: 1.3647602581977845; cnt_loss: 0.9678493613004684;
+2025-07-03 04:36:09,447 - INFO - Evaluation:
+Curr mae: 7.4643; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4866; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0586; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:36:09,447 - INFO - Epoch: 1290 / 1300	lr: 1.072e-06
+2025-07-03 04:37:03,239 - INFO - Training: cls_zice: 7.122703320980072; reg_zipnll: 33.96290340423584; aux_mae_loss_1: 9.43712408065796; aux_mae_loss_2: 1.3589388757944107; cnt_loss: 0.9879067826271057;
+2025-07-03 04:37:03,241 - INFO - Evaluation:
+Curr mae: 7.5241; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5170; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0590; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:37:03,241 - INFO - Epoch: 1291 / 1300	lr: 1.060e-06
+2025-07-03 04:37:57,220 - INFO - Training: cls_zice: 6.754447567462921; reg_zipnll: 36.137851791381834; aux_mae_loss_1: 9.42423231124878; aux_mae_loss_2: 1.3161327356100083; cnt_loss: 1.0779125201702118;
+2025-07-03 04:37:57,221 - INFO - Evaluation:
+Curr mae: 7.4580; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4494; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:37:57,221 - INFO - Epoch: 1292 / 1300	lr: 1.048e-06
+2025-07-03 04:38:51,121 - INFO - Training: cls_zice: 6.46796849489212; reg_zipnll: 37.31827693939209; aux_mae_loss_1: 8.509730882644654; aux_mae_loss_2: 1.2242487800121307; cnt_loss: 0.8634977774322032;
+2025-07-03 04:38:51,123 - INFO - Evaluation:
+Curr mae: 7.5126; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5208; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0579; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:38:51,123 - INFO - Epoch: 1293 / 1300	lr: 1.038e-06
+2025-07-03 04:39:45,047 - INFO - Training: cls_zice: 6.771356608867645; reg_zipnll: 36.1530855178833; aux_mae_loss_1: 9.323464469909668; aux_mae_loss_2: 1.353322970867157; cnt_loss: 0.8625411009788513;
+2025-07-03 04:39:45,048 - INFO - Evaluation:
+Curr mae: 7.5104; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4978; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0581; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:39:45,048 - INFO - Epoch: 1294 / 1300	lr: 1.029e-06
+2025-07-03 04:40:39,097 - INFO - Training: cls_zice: 7.18253958106041; reg_zipnll: 36.65461301803589; aux_mae_loss_1: 9.518489332199097; aux_mae_loss_2: 1.3541858565807343; cnt_loss: 1.038404484987259;
+2025-07-03 04:40:39,098 - INFO - Evaluation:
+Curr mae: 7.5667; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5933; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:40:39,099 - INFO - Epoch: 1295 / 1300	lr: 1.021e-06
+2025-07-03 04:41:33,030 - INFO - Training: cls_zice: 6.9259324598312375; reg_zipnll: 38.012818794250485; aux_mae_loss_1: 9.460941934585572; aux_mae_loss_2: 1.3075525236129761; cnt_loss: 0.8802244204282761;
+2025-07-03 04:41:33,031 - INFO - Evaluation:
+Curr mae: 7.5217; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5101; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0583; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:41:33,031 - INFO - Epoch: 1296 / 1300	lr: 1.015e-06
+2025-07-03 04:42:26,570 - INFO - Training: cls_zice: 5.975284669399262; reg_zipnll: 35.29470992088318; aux_mae_loss_1: 8.268516454696655; aux_mae_loss_2: 1.1818699729442597; cnt_loss: 0.8418326503038407;
+2025-07-03 04:42:26,571 - INFO - Evaluation:
+Curr mae: 7.6224; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5776; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0592; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:42:26,571 - INFO - Epoch: 1297 / 1300	lr: 1.010e-06
+2025-07-03 04:43:21,101 - INFO - Training: cls_zice: 7.514490640163421; reg_zipnll: 37.52543662071228; aux_mae_loss_1: 9.739080376625061; aux_mae_loss_2: 1.359385939836502; cnt_loss: 0.9950551122426987;
+2025-07-03 04:43:21,102 - INFO - Evaluation:
+Curr mae: 7.6272; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.6882; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0590; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:43:21,102 - INFO - Epoch: 1298 / 1300	lr: 1.005e-06
+2025-07-03 04:44:14,790 - INFO - Training: cls_zice: 6.997197067737579; reg_zipnll: 37.02813636779785; aux_mae_loss_1: 9.260547161102295; aux_mae_loss_2: 1.3228532016277312; cnt_loss: 0.9818262529373168;
+2025-07-03 04:44:14,791 - INFO - Evaluation:
+Curr mae: 7.4912; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.5801; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0576; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:44:14,792 - INFO - Epoch: 1299 / 1300	lr: 1.002e-06
+2025-07-03 04:45:08,872 - INFO - Training: cls_zice: 6.594635181427002; reg_zipnll: 36.27124490737915; aux_mae_loss_1: 9.27175799369812; aux_mae_loss_2: 1.3594668340682983; cnt_loss: 0.9913905209302902;
+2025-07-03 04:45:08,873 - INFO - Evaluation:
+Curr mae: 7.3603; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4436; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0572; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+
+2025-07-03 04:45:08,873 - INFO - Epoch: 1300 / 1300	lr: 1.001e-06
+2025-07-03 04:46:02,682 - INFO - Training: cls_zice: 6.891218330860138; reg_zipnll: 36.04595399856567; aux_mae_loss_1: 9.049040679931641; aux_mae_loss_2: 1.303136944770813; cnt_loss: 1.0987737172842025;
+2025-07-03 04:46:02,683 - INFO - Evaluation:
+Curr mae: 7.3403; 	 Best mae: 5.8591; 5.8685; 6.0139; 6.0242; 6.0330;
+Curr rmse: 12.4610; 	 Best rmse: 9.2189; 9.2933; 9.4116; 9.4263; 9.5039;
+Curr nae: 0.0566; 	 Best nae: 0.0486; 0.0486; 0.0488; 0.0488; 0.0491;
+
+
+