2025-08-04 10:30:04,377 - 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 : nwpu in_memory_dataset: False input_size : 896 batch_size : 8 num_crops : 1 aug_min_scale : 0.75 aug_max_scale : 2.0 aug_brightness : 0.2 aug_contrast : 0.2 aug_saturation : 0.15 aug_hue : 0.0 aug_kernel_size: 5 aug_saltiness : 0.001 aug_spiciness : 0.001 aug_blur_prob : 0.2 sliding_window : False stride : 896 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 : 1.0 numItermax : None regularization : None scales : [1, 2, 4] min_scale_weight: 0.0 max_scale_weight: 1.0 alpha : 0.5 optimizer : adam lr : 0.0001 vpt_lr : None 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 : None total_epochs : 1300 eval_start : 100 eval_freq : 1.0 save_freq : 50 save_best_k : 5 amp : True num_workers : 8 local_rank : 0 seed : 42 nprocs : 1 hash : 3c88e9e01c2dbfa9886983f1b9fabc35f27a1862953fbc9de9c70586177e4e2c ckpt_dir : /dcs/large/u2005387/EBC-ZIP/checkpoints/nwpu/CLIP_MobileCLIP_S1_datacompdr_1.0+1.0xzipnll+1.0msmae_adam_cos_restarts_3c88e9e0 bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, 9.0), (10.0, inf)] bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 12.161079133299465] bin_counts : [14200293041, 230337258, 25716807, 6591144, 2496616, 1151263, 597759, 328222, 186538, 107834, 190931] 2025-08-04 10:30:04,377 - INFO - Total parameters: 33,603,842 Trainable parameters: 33,603,842 Non-trainable parameters: 0 2025-08-04 10:30:04,406 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 2025-08-04 10:34:06,115 - INFO - Training: cls_zice: 127.86785035513361; reg_zipnll: 756.6604007240433; aux_mae_loss_1: 1225.843954816882; aux_mae_loss_2: 293.92290459071455; aux_mae_loss_4: 71.34763396000801; cnt_loss: 1085.5863196904984; 2025-08-04 10:34:06,116 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 2025-08-04 10:38:00,211 - INFO - Training: cls_zice: 80.18725084829452; reg_zipnll: 367.9109381942945; aux_mae_loss_1: 218.28432841166125; aux_mae_loss_2: 39.755355903605874; aux_mae_loss_4: 7.878583563630563; cnt_loss: 84.84075636483709; 2025-08-04 10:38:00,212 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 2025-08-04 10:41:54,065 - INFO - Training: cls_zice: 79.03193979336854; reg_zipnll: 345.73467017323316; aux_mae_loss_1: 206.7545675164936; aux_mae_loss_2: 35.59091463064473; aux_mae_loss_4: 6.895080320019955; cnt_loss: 72.52259680054182; 2025-08-04 10:41:54,066 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 2025-08-04 10:45:48,291 - INFO - Training: cls_zice: 72.77089637226801; reg_zipnll: 319.4810945172543; aux_mae_loss_1: 194.86652960691475; aux_mae_loss_2: 32.55412961033132; aux_mae_loss_4: 6.184995900083017; cnt_loss: 63.55722738231669; 2025-08-04 10:45:48,293 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 2025-08-04 10:49:42,549 - INFO - Training: cls_zice: 70.04156054813022; reg_zipnll: 312.4825995379058; aux_mae_loss_1: 193.9478151179218; aux_mae_loss_2: 31.652318464146788; aux_mae_loss_4: 5.993163183906084; cnt_loss: 61.69700513217014; 2025-08-04 10:49:42,550 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 2025-08-04 10:53:36,519 - INFO - Training: cls_zice: 73.16682870958029; reg_zipnll: 307.46667303953194; aux_mae_loss_1: 192.0249524055226; aux_mae_loss_2: 30.843237249281227; aux_mae_loss_4: 5.800427034458955; cnt_loss: 59.05272216355586; 2025-08-04 10:53:36,520 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 2025-08-04 10:57:31,270 - INFO - Training: cls_zice: 74.97747137859119; reg_zipnll: 306.63447399188436; aux_mae_loss_1: 194.9113324712052; aux_mae_loss_2: 31.25339732623652; aux_mae_loss_4: 5.929993686455381; cnt_loss: 61.69731692728469; 2025-08-04 10:57:31,270 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 2025-08-04 11:01:25,628 - INFO - Training: cls_zice: 65.84711366079767; reg_zipnll: 296.00251815129064; aux_mae_loss_1: 183.60263587147534; aux_mae_loss_2: 29.03970380062309; aux_mae_loss_4: 5.447296062900965; cnt_loss: 54.33776462721641; 2025-08-04 11:01:25,629 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 2025-08-04 11:05:19,463 - INFO - Training: cls_zice: 71.24886610085063; reg_zipnll: 301.2796853759295; aux_mae_loss_1: 189.09378626414008; aux_mae_loss_2: 30.216779451443788; aux_mae_loss_4: 5.7788597633415755; cnt_loss: 58.453030870628844; 2025-08-04 11:05:19,464 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 2025-08-04 11:09:13,371 - INFO - Training: cls_zice: 69.8448577871053; reg_zipnll: 291.2484110854279; aux_mae_loss_1: 187.26118754605093; aux_mae_loss_2: 29.253351917610072; aux_mae_loss_4: 5.481025133463901; cnt_loss: 54.622385249346266; 2025-08-04 11:09:13,372 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 2025-08-04 11:13:07,528 - INFO - Training: cls_zice: 67.78000507011511; reg_zipnll: 285.6110061998539; aux_mae_loss_1: 175.53925896181238; aux_mae_loss_2: 26.74782528791452; aux_mae_loss_4: 4.937784030382308; cnt_loss: 48.348048769722865; 2025-08-04 11:13:07,529 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 2025-08-04 11:17:02,256 - INFO - Training: cls_zice: 68.2082079639778; reg_zipnll: 286.8061300635644; aux_mae_loss_1: 178.50979131781963; aux_mae_loss_2: 27.037254058916343; aux_mae_loss_4: 4.975273682709525; cnt_loss: 47.695168073502174; 2025-08-04 11:17:02,256 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 2025-08-04 11:20:55,721 - INFO - Training: cls_zice: 66.77685228656681; reg_zipnll: 287.1016521306761; aux_mae_loss_1: 176.21761937864642; aux_mae_loss_2: 26.917650162714; aux_mae_loss_4: 5.036805531972478; cnt_loss: 50.72223648559159; 2025-08-04 11:20:55,722 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 2025-08-04 11:24:49,927 - INFO - Training: cls_zice: 69.70143657478391; reg_zipnll: 282.3948643348517; aux_mae_loss_1: 175.4512463645641; aux_mae_loss_2: 26.763500612008848; aux_mae_loss_4: 4.983617538811308; cnt_loss: 48.97233206569995; 2025-08-04 11:24:49,927 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 2025-08-04 11:28:44,278 - INFO - Training: cls_zice: 70.14458528827579; reg_zipnll: 281.414407578103; aux_mae_loss_1: 178.96329637542175; aux_mae_loss_2: 28.3704924546661; aux_mae_loss_4: 5.473152019677248; cnt_loss: 57.43976503901739; 2025-08-04 11:28:44,279 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 2025-08-04 11:32:38,078 - INFO - Training: cls_zice: 68.47888438315502; reg_zipnll: 272.9836790580063; aux_mae_loss_1: 173.0525981736367; aux_mae_loss_2: 26.740674571696776; aux_mae_loss_4: 4.982333069595396; cnt_loss: 48.365614924148915; 2025-08-04 11:32:38,079 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 2025-08-04 11:36:33,431 - INFO - Training: cls_zice: 72.52028659683266; reg_zipnll: 286.8158935703778; aux_mae_loss_1: 180.34356928729767; aux_mae_loss_2: 29.50347089767456; aux_mae_loss_4: 5.754336958985709; cnt_loss: 61.86683162870628; 2025-08-04 11:36:33,431 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 2025-08-04 11:40:27,455 - INFO - Training: cls_zice: 67.1139788885043; reg_zipnll: 280.53008350676316; aux_mae_loss_1: 168.17274330943286; aux_mae_loss_2: 27.299717173784742; aux_mae_loss_4: 5.236735621270912; cnt_loss: 52.909708890939434; 2025-08-04 11:40:27,456 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 2025-08-04 11:44:21,915 - INFO - Training: cls_zice: 74.97335121686784; reg_zipnll: 289.2127941886686; aux_mae_loss_1: 186.03952517668816; aux_mae_loss_2: 32.38755859629967; aux_mae_loss_4: 6.561036375310549; cnt_loss: 76.679902028302; 2025-08-04 11:44:21,916 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 2025-08-04 11:48:15,952 - INFO - Training: cls_zice: 68.41410550605362; reg_zipnll: 270.418252704689; aux_mae_loss_1: 167.42787751930845; aux_mae_loss_2: 26.97744542712724; aux_mae_loss_4: 5.130846580380339; cnt_loss: 51.039822449720916; 2025-08-04 11:48:15,953 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 2025-08-04 11:52:09,935 - INFO - Training: cls_zice: 70.79501371212055; reg_zipnll: 271.8210459319362; aux_mae_loss_1: 164.00221934968218; aux_mae_loss_2: 26.728160943960468; aux_mae_loss_4: 5.145835822223085; cnt_loss: 54.60197321124432; 2025-08-04 11:52:09,936 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 2025-08-04 11:56:03,700 - INFO - Training: cls_zice: 62.834928746701515; reg_zipnll: 256.1001184164405; aux_mae_loss_1: 152.55664861723207; aux_mae_loss_2: 24.141448229321476; aux_mae_loss_4: 4.4798502656978325; cnt_loss: 42.98973063638094; 2025-08-04 11:56:03,701 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 2025-08-04 11:59:58,493 - INFO - Training: cls_zice: 74.30801324427587; reg_zipnll: 278.26554639173963; aux_mae_loss_1: 173.5265940688263; aux_mae_loss_2: 29.933429258341654; aux_mae_loss_4: 6.004384360460512; cnt_loss: 67.01795303545758; 2025-08-04 11:59:58,493 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 2025-08-04 12:03:52,551 - INFO - Training: cls_zice: 68.72369111901996; reg_zipnll: 259.12230930475465; aux_mae_loss_1: 157.78100238790242; aux_mae_loss_2: 25.336260041724746; aux_mae_loss_4: 4.771632953903669; cnt_loss: 46.17798083729487; 2025-08-04 12:03:52,552 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 2025-08-04 12:07:46,878 - INFO - Training: cls_zice: 70.43527457769243; reg_zipnll: 270.64692590904724; aux_mae_loss_1: 162.7489318161207; aux_mae_loss_2: 27.424262828875936; aux_mae_loss_4: 5.36151884913751; cnt_loss: 56.87781104636989; 2025-08-04 12:07:46,879 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 2025-08-04 12:11:40,531 - INFO - Training: cls_zice: 69.44207356705458; reg_zipnll: 281.6167711194193; aux_mae_loss_1: 165.28987696238227; aux_mae_loss_2: 28.25226946171268; aux_mae_loss_4: 5.591470937189529; cnt_loss: 60.04056192608909; 2025-08-04 12:11:40,560 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 2025-08-04 12:15:34,769 - INFO - Training: cls_zice: 70.00083299774131; reg_zipnll: 258.9351952952407; aux_mae_loss_1: 160.75702884448523; aux_mae_loss_2: 26.645707179464228; aux_mae_loss_4: 5.138487262407121; cnt_loss: 53.732076984444745; 2025-08-04 12:15:34,770 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 2025-08-04 12:19:28,819 - INFO - Training: cls_zice: 66.85239450484131; reg_zipnll: 242.21776665145757; aux_mae_loss_1: 149.32649720787697; aux_mae_loss_2: 23.88280069061907; aux_mae_loss_4: 4.410576737325418; cnt_loss: 40.41899322544088; 2025-08-04 12:19:28,820 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 2025-08-04 12:23:23,908 - INFO - Training: cls_zice: 63.63894525591696; reg_zipnll: 232.37280972635224; aux_mae_loss_1: 143.51322940934287; aux_mae_loss_2: 22.435080805290635; aux_mae_loss_4: 4.0166659591130545; cnt_loss: 34.51729450495507; 2025-08-04 12:23:23,909 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 2025-08-04 12:27:17,618 - INFO - Training: cls_zice: 66.63862855989093; reg_zipnll: 234.5880524995701; aux_mae_loss_1: 144.08094916552076; aux_mae_loss_2: 22.185968489757233; aux_mae_loss_4: 3.899674150355371; cnt_loss: 30.60900568533066; 2025-08-04 12:27:17,619 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 2025-08-04 12:31:12,177 - INFO - Training: cls_zice: 72.02609446974218; reg_zipnll: 267.1898042046319; aux_mae_loss_1: 167.26199615890386; aux_mae_loss_2: 29.11958547852033; aux_mae_loss_4: 5.7963791696455305; cnt_loss: 62.932645350924496; 2025-08-04 12:31:12,179 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 2025-08-04 12:35:06,906 - INFO - Training: cls_zice: 70.19981868959638; reg_zipnll: 270.5333021208069; aux_mae_loss_1: 164.38791070070243; aux_mae_loss_2: 28.597455556717506; aux_mae_loss_4: 5.698776632470766; cnt_loss: 62.391577100386044; 2025-08-04 12:35:06,907 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 2025-08-04 12:39:01,659 - INFO - Training: cls_zice: 71.79403218512057; reg_zipnll: 249.44180104665094; aux_mae_loss_1: 154.19656637824286; aux_mae_loss_2: 25.626986124828115; aux_mae_loss_4: 4.877963130762154; cnt_loss: 48.860570269562594; 2025-08-04 12:39:01,660 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 2025-08-04 12:42:55,467 - INFO - Training: cls_zice: 69.59787102284959; reg_zipnll: 240.7733047799157; aux_mae_loss_1: 149.6479992314905; aux_mae_loss_2: 24.947668851494484; aux_mae_loss_4: 4.73394456636017; cnt_loss: 47.2131656668793; 2025-08-04 12:42:55,468 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 2025-08-04 12:46:49,796 - INFO - Training: cls_zice: 68.62074053379442; reg_zipnll: 236.5271567317698; aux_mae_loss_1: 150.2084541909186; aux_mae_loss_2: 24.764109866478144; aux_mae_loss_4: 4.656345821285003; cnt_loss: 45.65130964159046; 2025-08-04 12:46:49,797 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 2025-08-04 12:50:44,071 - INFO - Training: cls_zice: 63.154973319379714; reg_zipnll: 229.4053215183758; aux_mae_loss_1: 138.42880937924423; aux_mae_loss_2: 21.94719184517554; aux_mae_loss_4: 3.917162964613701; cnt_loss: 33.79249146971421; 2025-08-04 12:50:44,072 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 2025-08-04 12:54:38,187 - INFO - Training: cls_zice: 65.3733825254563; reg_zipnll: 227.39162133224212; aux_mae_loss_1: 139.60692656254707; aux_mae_loss_2: 22.09459372841607; aux_mae_loss_4: 3.9139151605358466; cnt_loss: 33.61491742477319; 2025-08-04 12:54:38,187 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 2025-08-04 12:58:32,643 - INFO - Training: cls_zice: 63.791874698011306; reg_zipnll: 220.6716773418044; aux_mae_loss_1: 131.91185450124863; aux_mae_loss_2: 20.412035199241345; aux_mae_loss_4: 3.5212785065327328; cnt_loss: 26.91972715566581; 2025-08-04 12:58:32,643 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 2025-08-04 13:02:26,823 - INFO - Training: cls_zice: 61.06925782446383; reg_zipnll: 213.1935817110508; aux_mae_loss_1: 129.96489486596272; aux_mae_loss_2: 20.04192638642377; aux_mae_loss_4: 3.41304692526403; cnt_loss: 24.565396645994603; 2025-08-04 13:02:26,824 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 2025-08-04 13:06:21,425 - INFO - Training: cls_zice: 60.65775971179756; reg_zipnll: 214.92232039777662; aux_mae_loss_1: 130.69420442360533; aux_mae_loss_2: 20.020567779982304; aux_mae_loss_4: 3.365398848424534; cnt_loss: 22.347507419806828; 2025-08-04 13:06:21,427 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 2025-08-04 13:10:15,105 - INFO - Training: cls_zice: 71.3379345173088; reg_zipnll: 271.8944147595403; aux_mae_loss_1: 163.76197599200174; aux_mae_loss_2: 28.68435332830277; aux_mae_loss_4: 5.697788860620141; cnt_loss: 60.760109047656805; 2025-08-04 13:10:15,106 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 2025-08-04 13:14:10,029 - INFO - Training: cls_zice: 72.2400660208381; reg_zipnll: 276.9392180945389; aux_mae_loss_1: 164.6427982300903; aux_mae_loss_2: 29.374389283148368; aux_mae_loss_4: 5.886523869779238; cnt_loss: 63.32541891480473; 2025-08-04 13:14:10,031 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 2025-08-04 13:18:05,015 - INFO - Training: cls_zice: 67.94922277208772; reg_zipnll: 254.92153827696654; aux_mae_loss_1: 149.4416304345609; aux_mae_loss_2: 25.370914817162834; aux_mae_loss_4: 4.812405348896674; cnt_loss: 45.66254906789196; 2025-08-04 13:18:05,016 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 2025-08-04 13:21:58,960 - INFO - Training: cls_zice: 68.34439870079257; reg_zipnll: 249.20596629243278; aux_mae_loss_1: 159.18880397924113; aux_mae_loss_2: 27.8831794574512; aux_mae_loss_4: 5.437048502170641; cnt_loss: 55.695319510364286; 2025-08-04 13:21:58,961 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 2025-08-04 13:25:53,172 - INFO - Training: cls_zice: 68.02672964012714; reg_zipnll: 245.76230240848807; aux_mae_loss_1: 148.08799413175998; aux_mae_loss_2: 25.078407356242593; aux_mae_loss_4: 4.757078999112382; cnt_loss: 46.915857984351625; 2025-08-04 13:25:53,173 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 2025-08-04 13:29:47,376 - INFO - Training: cls_zice: 61.69772158429065; reg_zipnll: 235.08928831438786; aux_mae_loss_1: 142.0870090082556; aux_mae_loss_2: 23.384700203922538; aux_mae_loss_4: 4.295988735319103; cnt_loss: 39.32403600123977; 2025-08-04 13:29:47,377 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 2025-08-04 13:33:42,418 - INFO - Training: cls_zice: 67.49476025098393; reg_zipnll: 235.12608205015678; aux_mae_loss_1: 142.28241652265612; aux_mae_loss_2: 23.578374427511022; aux_mae_loss_4: 4.362433694628639; cnt_loss: 40.74769890768056; 2025-08-04 13:33:42,420 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 2025-08-04 13:37:37,089 - INFO - Training: cls_zice: 65.69065040671734; reg_zipnll: 226.8513837485816; aux_mae_loss_1: 137.07802050769482; aux_mae_loss_2: 22.07754110860947; aux_mae_loss_4: 3.9544734053869175; cnt_loss: 33.63909589294296; 2025-08-04 13:37:37,091 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 2025-08-04 13:41:31,940 - INFO - Training: cls_zice: 65.0075959276724; reg_zipnll: 222.76757407494867; aux_mae_loss_1: 136.62121968894508; aux_mae_loss_2: 22.39211823946406; aux_mae_loss_4: 4.083523858635468; cnt_loss: 36.04320339617202; 2025-08-04 13:41:31,941 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 2025-08-04 13:45:26,664 - INFO - Training: cls_zice: 64.77636425905791; reg_zipnll: 224.14585484208055; aux_mae_loss_1: 134.8301691825102; aux_mae_loss_2: 21.831953844251853; aux_mae_loss_4: 3.9074035939643195; cnt_loss: 32.61680453847184; 2025-08-04 13:45:32,134 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 2025-08-04 13:49:27,022 - INFO - Training: cls_zice: 63.82853148835484; reg_zipnll: 227.89095058784386; aux_mae_loss_1: 132.9606778260062; aux_mae_loss_2: 21.275874588973725; aux_mae_loss_4: 3.739051505655127; cnt_loss: 30.337080182636917; 2025-08-04 13:49:27,023 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 2025-08-04 13:53:21,629 - INFO - Training: cls_zice: 62.6522261599955; reg_zipnll: 212.70828775636335; aux_mae_loss_1: 130.79215810721823; aux_mae_loss_2: 20.86449759784885; aux_mae_loss_4: 3.673207116617335; cnt_loss: 30.114340474489108; 2025-08-04 13:53:21,630 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 2025-08-04 13:57:16,276 - INFO - Training: cls_zice: 60.45257074728723; reg_zipnll: 215.41482643970792; aux_mae_loss_1: 128.8427282102923; aux_mae_loss_2: 20.205810139295682; aux_mae_loss_4: 3.473299933736306; cnt_loss: 26.449489391861356; 2025-08-04 13:57:16,277 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 2025-08-04 14:01:10,395 - INFO - Training: cls_zice: 64.69417560131201; reg_zipnll: 220.053753134524; aux_mae_loss_1: 129.77829604651444; aux_mae_loss_2: 20.291270739008652; aux_mae_loss_4: 3.463015003345313; cnt_loss: 24.284281588152318; 2025-08-04 14:01:10,396 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 2025-08-04 14:05:04,817 - INFO - Training: cls_zice: 60.58432536014861; reg_zipnll: 207.59929827614124; aux_mae_loss_1: 124.7190898856038; aux_mae_loss_2: 19.394709033034456; aux_mae_loss_4: 3.27532609400835; cnt_loss: 22.472665636582363; 2025-08-04 14:05:04,818 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 2025-08-04 14:08:59,379 - INFO - Training: cls_zice: 62.0606000736011; reg_zipnll: 210.05747366074118; aux_mae_loss_1: 127.45201345703596; aux_mae_loss_2: 19.74016915863155; aux_mae_loss_4: 3.3229580270294052; cnt_loss: 22.78017881658206; 2025-08-04 14:08:59,380 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 2025-08-04 14:12:54,194 - INFO - Training: cls_zice: 57.87081530897047; reg_zipnll: 201.95402500378137; aux_mae_loss_1: 122.88318928716116; aux_mae_loss_2: 19.042229665888613; aux_mae_loss_4: 3.1726950195577275; cnt_loss: 20.180135076334054; 2025-08-04 14:12:54,195 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 2025-08-04 14:16:48,155 - INFO - Training: cls_zice: 57.77404397680091; reg_zipnll: 205.41794106647717; aux_mae_loss_1: 120.98274257924686; aux_mae_loss_2: 18.529295106779948; aux_mae_loss_4: 3.0755132829009106; cnt_loss: 19.17883625710838; 2025-08-04 14:16:48,156 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 2025-08-04 14:20:42,587 - INFO - Training: cls_zice: 58.98739523752796; reg_zipnll: 209.48780783037907; aux_mae_loss_1: 124.57602592605552; aux_mae_loss_2: 19.088416912255372; aux_mae_loss_4: 3.136302075686369; cnt_loss: 18.909666136481768; 2025-08-04 14:20:42,587 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 2025-08-04 14:24:37,228 - INFO - Training: cls_zice: 54.74772931125906; reg_zipnll: 206.54302738258343; aux_mae_loss_1: 120.51502796065225; aux_mae_loss_2: 18.38429127254339; aux_mae_loss_4: 3.002387908706322; cnt_loss: 17.131121661178863; 2025-08-04 14:24:37,229 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 2025-08-04 14:28:31,745 - INFO - Training: cls_zice: 65.1294158295678; reg_zipnll: 221.09155117515428; aux_mae_loss_1: 138.5337377415831; aux_mae_loss_2: 23.09650055853444; aux_mae_loss_4: 4.287779392190948; cnt_loss: 41.02788443430531; 2025-08-04 14:28:31,746 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 2025-08-04 14:32:26,110 - INFO - Training: cls_zice: 64.74225078940698; reg_zipnll: 243.48875199737157; aux_mae_loss_1: 137.9291213459711; aux_mae_loss_2: 23.534728862938966; aux_mae_loss_4: 4.45312211844486; cnt_loss: 43.193487612324695; 2025-08-04 14:32:26,111 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 2025-08-04 14:36:20,214 - INFO - Training: cls_zice: 65.30386720402382; reg_zipnll: 222.57694650860861; aux_mae_loss_1: 139.53212736075827; aux_mae_loss_2: 23.615684558922343; aux_mae_loss_4: 4.434889473614779; cnt_loss: 42.23167001557534; 2025-08-04 14:36:20,215 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 2025-08-04 14:40:14,667 - INFO - Training: cls_zice: 69.0759242555476; reg_zipnll: 246.25885114694316; aux_mae_loss_1: 147.62328537203047; aux_mae_loss_2: 25.316192678436828; aux_mae_loss_4: 4.802918981770317; cnt_loss: 46.72274763479944; 2025-08-04 14:40:14,667 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 2025-08-04 14:44:08,942 - INFO - Training: cls_zice: 66.91447966448139; reg_zipnll: 243.47010548255744; aux_mae_loss_1: 151.8474186404505; aux_mae_loss_2: 26.598150157683307; aux_mae_loss_4: 5.160829867066332; cnt_loss: 52.92840313850148; 2025-08-04 14:44:08,943 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 2025-08-04 14:48:03,481 - INFO - Training: cls_zice: 63.51153337679669; reg_zipnll: 230.55422829478442; aux_mae_loss_1: 141.47300545170253; aux_mae_loss_2: 23.943440072027762; aux_mae_loss_4: 4.448669227812162; cnt_loss: 40.28133004367505; 2025-08-04 14:48:03,482 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 2025-08-04 14:51:57,866 - INFO - Training: cls_zice: 59.860621981878204; reg_zipnll: 234.00619063095445; aux_mae_loss_1: 131.9232767884713; aux_mae_loss_2: 21.43459450738902; aux_mae_loss_4: 3.8253411771705648; cnt_loss: 32.48044920611198; 2025-08-04 14:51:57,867 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 2025-08-04 14:55:52,798 - INFO - Training: cls_zice: 61.06637392375034; reg_zipnll: 223.6312110135978; aux_mae_loss_1: 129.1728387700255; aux_mae_loss_2: 20.723531753667523; aux_mae_loss_4: 3.6487968888871163; cnt_loss: 28.831274788912893; 2025-08-04 14:55:52,799 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 2025-08-04 14:59:47,145 - INFO - Training: cls_zice: 62.75617171743535; reg_zipnll: 230.01672789860507; aux_mae_loss_1: 131.1661147041615; aux_mae_loss_2: 21.17043684932444; aux_mae_loss_4: 3.7324794179982574; cnt_loss: 30.205706423536366; 2025-08-04 14:59:47,145 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 2025-08-04 15:03:41,030 - INFO - Training: cls_zice: 59.762183311972336; reg_zipnll: 216.16459605748977; aux_mae_loss_1: 128.94738976937026; aux_mae_loss_2: 21.065277816703816; aux_mae_loss_4: 3.7700723446426783; cnt_loss: 32.3118575017679; 2025-08-04 15:03:41,031 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 2025-08-04 15:07:35,986 - INFO - Training: cls_zice: 61.206186823489425; reg_zipnll: 221.72537917894692; aux_mae_loss_1: 131.38155444912556; aux_mae_loss_2: 21.53830169283026; aux_mae_loss_4: 3.849863808688284; cnt_loss: 32.884405767090215; 2025-08-04 15:07:35,987 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 2025-08-04 15:11:30,775 - INFO - Training: cls_zice: 63.38415210964134; reg_zipnll: 213.80901296953922; aux_mae_loss_1: 132.57655066021917; aux_mae_loss_2: 21.748023931655297; aux_mae_loss_4: 3.897927380466216; cnt_loss: 32.16103972015773; 2025-08-04 15:11:30,776 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 2025-08-04 15:15:25,598 - INFO - Training: cls_zice: 61.01153975893722; reg_zipnll: 221.8688586610142; aux_mae_loss_1: 130.2197179034314; aux_mae_loss_2: 21.37397622204072; aux_mae_loss_4: 3.8384083422106765; cnt_loss: 31.265714585321422; 2025-08-04 15:15:25,598 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 2025-08-04 15:19:20,299 - INFO - Training: cls_zice: 62.137291286782315; reg_zipnll: 219.06984694022447; aux_mae_loss_1: 127.5947716475146; aux_mae_loss_2: 20.599673170663397; aux_mae_loss_4: 3.642383615584484; cnt_loss: 29.755335117673507; 2025-08-04 15:19:20,300 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 2025-08-04 15:23:15,080 - INFO - Training: cls_zice: 62.06063685748142; reg_zipnll: 205.9390811871134; aux_mae_loss_1: 128.30556164425258; aux_mae_loss_2: 20.522802822387618; aux_mae_loss_4: 3.554406458583773; cnt_loss: 26.682632467740607; 2025-08-04 15:23:15,081 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 2025-08-04 15:27:09,619 - INFO - Training: cls_zice: 60.31496880599956; reg_zipnll: 212.8938420646295; aux_mae_loss_1: 125.73406255275854; aux_mae_loss_2: 20.070408556945527; aux_mae_loss_4: 3.458988431333576; cnt_loss: 25.173315680731843; 2025-08-04 15:27:09,620 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 2025-08-04 15:31:04,366 - INFO - Training: cls_zice: 67.84245209951327; reg_zipnll: 202.36761328984042; aux_mae_loss_1: 133.02071978806836; aux_mae_loss_2: 21.662837989532548; aux_mae_loss_4: 3.834454705139052; cnt_loss: 29.85934161220541; 2025-08-04 15:31:04,367 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 2025-08-04 15:34:58,970 - INFO - Training: cls_zice: 60.55735646850959; reg_zipnll: 212.11950960134786; aux_mae_loss_1: 125.29828451838162; aux_mae_loss_2: 20.176757954693084; aux_mae_loss_4: 3.5131151878435385; cnt_loss: 27.07656255448692; 2025-08-04 15:34:58,971 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 2025-08-04 15:38:53,578 - INFO - Training: cls_zice: 60.594040439796935; reg_zipnll: 206.17554644508655; aux_mae_loss_1: 127.79615632182222; aux_mae_loss_2: 20.89005573856187; aux_mae_loss_4: 3.708819397004527; cnt_loss: 30.924725058759087; 2025-08-04 15:38:53,579 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 2025-08-04 15:42:48,219 - INFO - Training: cls_zice: 60.73509872848393; reg_zipnll: 213.03202699205255; aux_mae_loss_1: 124.79426435455872; aux_mae_loss_2: 19.789362000315844; aux_mae_loss_4: 3.3822960646722495; cnt_loss: 24.820089880788846; 2025-08-04 15:42:48,220 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 2025-08-04 15:46:43,069 - INFO - Training: cls_zice: 58.285798113266424; reg_zipnll: 217.2530227406166; aux_mae_loss_1: 126.84822799368811; aux_mae_loss_2: 20.725685373370016; aux_mae_loss_4: 3.649063535705017; cnt_loss: 28.16143843692495; 2025-08-04 15:46:43,069 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 2025-08-04 15:50:37,766 - INFO - Training: cls_zice: 60.96501297509456; reg_zipnll: 208.46378737795322; aux_mae_loss_1: 124.04146144445268; aux_mae_loss_2: 19.508583208589137; aux_mae_loss_4: 3.2837649268172395; cnt_loss: 22.182152039594087; 2025-08-04 15:50:37,767 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 2025-08-04 15:54:32,805 - INFO - Training: cls_zice: 62.59127047987401; reg_zipnll: 201.37463794698445; aux_mae_loss_1: 124.75738369468552; aux_mae_loss_2: 19.672982345816408; aux_mae_loss_4: 3.3096639271873434; cnt_loss: 22.90315479423209; 2025-08-04 15:54:32,806 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 2025-08-04 15:58:27,360 - INFO - Training: cls_zice: 56.340109448812925; reg_zipnll: 199.45501298095388; aux_mae_loss_1: 117.70855832038625; aux_mae_loss_2: 18.598360016290815; aux_mae_loss_4: 3.1307116176138194; cnt_loss: 21.474187710597768; 2025-08-04 15:58:27,361 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 2025-08-04 16:02:21,946 - INFO - Training: cls_zice: 60.09230174503473; reg_zipnll: 202.40651283166096; aux_mae_loss_1: 121.67355570266056; aux_mae_loss_2: 19.179956531769818; aux_mae_loss_4: 3.215851611144132; cnt_loss: 21.99196068670572; 2025-08-04 16:02:21,947 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 2025-08-04 16:06:16,881 - INFO - Training: cls_zice: 61.506042785693566; reg_zipnll: 202.16506129855668; aux_mae_loss_1: 122.8509024838249; aux_mae_loss_2: 19.200078822040314; aux_mae_loss_4: 3.1973706987952206; cnt_loss: 19.959228338190094; 2025-08-04 16:06:16,882 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 2025-08-04 16:10:11,606 - INFO - Training: cls_zice: 58.92210165823027; reg_zipnll: 197.73545567725802; aux_mae_loss_1: 119.59550677105823; aux_mae_loss_2: 18.67419285823263; aux_mae_loss_4: 3.091830265169585; cnt_loss: 19.035901826267683; 2025-08-04 16:10:11,607 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 2025-08-04 16:14:05,969 - INFO - Training: cls_zice: 56.50491891544705; reg_zipnll: 198.17449074477955; aux_mae_loss_1: 116.4020709452102; aux_mae_loss_2: 17.97663824601161; aux_mae_loss_4: 2.930933877251142; cnt_loss: 17.22278451000204; 2025-08-04 16:14:05,970 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 2025-08-04 16:18:01,195 - INFO - Training: cls_zice: 58.89102885471824; reg_zipnll: 201.06019725652465; aux_mae_loss_1: 118.12620419401742; aux_mae_loss_2: 18.36348247282916; aux_mae_loss_4: 3.026363314577117; cnt_loss: 17.969102951432255; 2025-08-04 16:18:01,196 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 2025-08-04 16:21:55,804 - INFO - Training: cls_zice: 59.074198048648; reg_zipnll: 199.26627026241664; aux_mae_loss_1: 119.29289441733863; aux_mae_loss_2: 18.416845495106323; aux_mae_loss_4: 3.020260283910217; cnt_loss: 17.763676091147573; 2025-08-04 16:21:55,805 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 2025-08-04 16:25:51,168 - INFO - Training: cls_zice: 57.63459570916575; reg_zipnll: 200.43457043017705; aux_mae_loss_1: 117.76604605824292; aux_mae_loss_2: 18.100751731573464; aux_mae_loss_4: 2.9317329829333683; cnt_loss: 16.605072799409264; 2025-08-04 16:25:51,169 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 2025-08-04 16:29:45,126 - INFO - Training: cls_zice: 57.363129818041095; reg_zipnll: 198.98311788563862; aux_mae_loss_1: 117.14473440469384; aux_mae_loss_2: 17.960015667128378; aux_mae_loss_4: 2.9070879202575486; cnt_loss: 15.370838353137431; 2025-08-04 16:29:45,127 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 2025-08-04 16:33:39,826 - INFO - Training: cls_zice: 57.09488054596673; reg_zipnll: 202.76010713846946; aux_mae_loss_1: 115.42431599928358; aux_mae_loss_2: 17.631907130881263; aux_mae_loss_4: 2.8033328900606898; cnt_loss: 14.893201527374876; 2025-08-04 16:33:39,827 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 2025-08-04 16:37:34,073 - INFO - Training: cls_zice: 53.60179741400986; reg_zipnll: 197.47348383337183; aux_mae_loss_1: 112.3313442073322; aux_mae_loss_2: 17.20021923403507; aux_mae_loss_4: 2.7770121011758526; cnt_loss: 15.563764179886766; 2025-08-04 16:37:34,073 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 2025-08-04 16:41:28,548 - INFO - Training: cls_zice: 57.82813448771107; reg_zipnll: 193.99064848049133; aux_mae_loss_1: 116.74508879301175; aux_mae_loss_2: 17.744165908401605; aux_mae_loss_4: 2.828020290881012; cnt_loss: 13.841429764323491; 2025-08-04 16:41:28,549 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 2025-08-04 16:45:23,604 - INFO - Training: cls_zice: 54.33923416946725; reg_zipnll: 210.1949746492283; aux_mae_loss_1: 112.9306444545638; aux_mae_loss_2: 17.133145938495744; aux_mae_loss_4: 2.700263436012219; cnt_loss: 12.636657932883363; 2025-08-04 16:45:23,605 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 2025-08-04 16:49:18,590 - INFO - Training: cls_zice: 57.34168024479883; reg_zipnll: 199.65867196992613; aux_mae_loss_1: 115.15513070015797; aux_mae_loss_2: 17.55745425015918; aux_mae_loss_4: 2.798289121116648; cnt_loss: 13.946083969812467; 2025-08-04 16:49:18,591 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 2025-08-04 16:53:13,530 - INFO - Training: cls_zice: 54.75225709214002; reg_zipnll: 202.26927877391824; aux_mae_loss_1: 111.78655262532762; aux_mae_loss_2: 16.96161016094041; aux_mae_loss_4: 2.6753483034651198; cnt_loss: 12.488531016445405; 2025-08-04 16:53:13,531 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 2025-08-04 16:57:09,033 - INFO - Training: cls_zice: 58.45008467218257; reg_zipnll: 196.3908041044495; aux_mae_loss_1: 115.54973331392577; aux_mae_loss_2: 17.476591560098996; aux_mae_loss_4: 2.7754361837872503; cnt_loss: 12.565890774015902; 2025-08-04 16:57:09,034 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 2025-08-04 17:02:14,219 - INFO - Training: cls_zice: 60.1560115342275; reg_zipnll: 196.73261096238477; aux_mae_loss_1: 116.81196641309096; aux_mae_loss_2: 17.643174484640284; aux_mae_loss_4: 2.777249206001164; cnt_loss: 13.460064881258575; 2025-08-04 17:02:19,712 - INFO - Evaluation: Curr mae: 54.4437; Best mae: 54.4437; inf; inf; inf; inf; Curr rmse: 408.3756; Best rmse: 408.3756; inf; inf; inf; inf; Curr nae: 0.1341; Best nae: 0.1341; inf; inf; inf; inf; 2025-08-04 17:02:25,586 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 2025-08-04 17:07:31,390 - INFO - Training: cls_zice: 62.54965052874352; reg_zipnll: 221.91791503043285; aux_mae_loss_1: 127.71473136352697; aux_mae_loss_2: 21.18839004413634; aux_mae_loss_4: 3.8496438586619948; cnt_loss: 34.31037878867593; 2025-08-04 17:07:36,890 - INFO - Evaluation: Curr mae: 117.8937; Best mae: 54.4437; 117.8937; inf; inf; inf; Curr rmse: 316.1151; Best rmse: 316.1151; 408.3756; inf; inf; inf; Curr nae: 0.4626; Best nae: 0.1341; 0.4626; inf; inf; inf; 2025-08-04 17:07:36,890 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 2025-08-04 17:12:43,267 - INFO - Training: cls_zice: 61.683415862159436; reg_zipnll: 222.82395468273015; aux_mae_loss_1: 128.84294843796286; aux_mae_loss_2: 21.161812508933647; aux_mae_loss_4: 3.773169244929267; cnt_loss: 32.353151374120635; 2025-08-04 17:12:48,784 - INFO - Evaluation: Curr mae: 78.7044; Best mae: 54.4437; 78.7044; 117.8937; inf; inf; Curr rmse: 245.6876; Best rmse: 245.6876; 316.1151; 408.3756; inf; inf; Curr nae: 0.3477; Best nae: 0.1341; 0.3477; 0.4626; inf; inf; 2025-08-04 17:12:48,784 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 2025-08-04 17:17:53,373 - INFO - Training: cls_zice: 65.67561829917535; reg_zipnll: 225.76651026473255; aux_mae_loss_1: 134.79751454037074; aux_mae_loss_2: 22.844338676923346; aux_mae_loss_4: 4.210561449086452; cnt_loss: 39.033679550288575; 2025-08-04 17:17:58,865 - INFO - Evaluation: Curr mae: 96.9766; Best mae: 54.4437; 78.7044; 96.9766; 117.8937; inf; Curr rmse: 235.0156; Best rmse: 235.0156; 245.6876; 316.1151; 408.3756; inf; Curr nae: 0.8143; Best nae: 0.1341; 0.3477; 0.4626; 0.8143; inf; 2025-08-04 17:17:58,865 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 2025-08-04 17:23:03,023 - INFO - Training: cls_zice: 59.66965708757121; reg_zipnll: 221.0480572423469; aux_mae_loss_1: 129.50480905351418; aux_mae_loss_2: 21.473283946667355; aux_mae_loss_4: 3.8604889518191086; cnt_loss: 32.93541025318646; 2025-08-04 17:23:08,522 - INFO - Evaluation: Curr mae: 68.3765; Best mae: 54.4437; 68.3765; 78.7044; 96.9766; 117.8937; Curr rmse: 329.9999; Best rmse: 235.0156; 245.6876; 316.1151; 329.9999; 408.3756; Curr nae: 0.2059; Best nae: 0.1341; 0.2059; 0.3477; 0.4626; 0.8143; 2025-08-04 17:23:08,523 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 2025-08-04 17:28:13,703 - INFO - Training: cls_zice: 63.579014683137515; reg_zipnll: 227.18638651046166; aux_mae_loss_1: 137.81098719795443; aux_mae_loss_2: 23.50157252681899; aux_mae_loss_4: 4.380042483230483; cnt_loss: 41.32031617863319; 2025-08-04 17:28:19,497 - INFO - Evaluation: Curr mae: 86.4784; Best mae: 54.4437; 68.3765; 78.7044; 86.4784; 96.9766; Curr rmse: 251.9120; Best rmse: 235.0156; 245.6876; 251.9120; 316.1151; 329.9999; Curr nae: 0.2559; Best nae: 0.1341; 0.2059; 0.2559; 0.3477; 0.4626; 2025-08-04 17:28:19,498 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 2025-08-04 17:33:24,437 - INFO - Training: cls_zice: 63.173768576129234; reg_zipnll: 226.06850374511092; aux_mae_loss_1: 134.1945842997887; aux_mae_loss_2: 22.286640712718423; aux_mae_loss_4: 4.048273279611739; cnt_loss: 35.3140229651738; 2025-08-04 17:33:30,042 - INFO - Evaluation: Curr mae: 57.2219; Best mae: 54.4437; 57.2219; 68.3765; 78.7044; 86.4784; Curr rmse: 165.1152; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 0.1737; Best nae: 0.1341; 0.1737; 0.2059; 0.2559; 0.3477; 2025-08-04 17:33:30,042 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 2025-08-04 17:38:35,657 - INFO - Training: cls_zice: 62.74127365813464; reg_zipnll: 215.99556689029487; aux_mae_loss_1: 129.00044538797022; aux_mae_loss_2: 20.999506426347864; aux_mae_loss_4: 3.6985033680050416; cnt_loss: 27.541536056903457; 2025-08-04 17:38:37,520 - INFO - Evaluation: Curr mae: 85.7759; Best mae: 54.4437; 57.2219; 68.3765; 78.7044; 85.7759; Curr rmse: 341.9197; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 1.4925; Best nae: 0.1341; 0.1737; 0.2059; 0.2559; 0.3477; 2025-08-04 17:38:37,521 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 2025-08-04 17:43:42,479 - INFO - Training: cls_zice: 59.25605469988061; reg_zipnll: 211.42195908514577; aux_mae_loss_1: 123.71705552912617; aux_mae_loss_2: 20.09574760324238; aux_mae_loss_4: 3.542482712734634; cnt_loss: 29.40957646320902; 2025-08-04 17:43:46,203 - INFO - Evaluation: Curr mae: 78.8716; Best mae: 54.4437; 57.2219; 68.3765; 78.7044; 78.8716; Curr rmse: 500.6447; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 0.2074; Best nae: 0.1341; 0.1737; 0.2059; 0.2074; 0.2559; 2025-08-04 17:43:46,203 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 2025-08-04 17:48:51,205 - INFO - Training: cls_zice: 58.36358367508052; reg_zipnll: 207.90596017126558; aux_mae_loss_1: 122.29288568472188; aux_mae_loss_2: 19.579751399611446; aux_mae_loss_4: 3.3686952322798094; cnt_loss: 25.370775847937576; 2025-08-04 17:48:54,933 - INFO - Evaluation: Curr mae: 77.1844; Best mae: 54.4437; 57.2219; 68.3765; 77.1844; 78.7044; Curr rmse: 586.5080; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 0.2163; Best nae: 0.1341; 0.1737; 0.2059; 0.2074; 0.2163; 2025-08-04 17:48:54,934 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 2025-08-04 17:54:01,124 - INFO - Training: cls_zice: 63.56267834812939; reg_zipnll: 209.72962137727322; aux_mae_loss_1: 126.66074372318532; aux_mae_loss_2: 20.60719583457417; aux_mae_loss_4: 3.647052293111855; cnt_loss: 29.231907410609384; 2025-08-04 17:54:01,125 - INFO - Evaluation: Curr mae: 96.6140; Best mae: 54.4437; 57.2219; 68.3765; 77.1844; 78.7044; Curr rmse: 619.0370; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 0.2183; Best nae: 0.1341; 0.1737; 0.2059; 0.2074; 0.2163; 2025-08-04 17:54:01,125 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 2025-08-04 17:59:07,391 - INFO - Training: cls_zice: 60.050371559236225; reg_zipnll: 202.060937724567; aux_mae_loss_1: 123.64369972444746; aux_mae_loss_2: 19.907389211777243; aux_mae_loss_4: 3.4683542256183673; cnt_loss: 25.47145702415996; 2025-08-04 17:59:09,269 - INFO - Evaluation: Curr mae: 89.3070; Best mae: 54.4437; 57.2219; 68.3765; 77.1844; 78.7044; Curr rmse: 359.2440; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 0.1988; Best nae: 0.1341; 0.1737; 0.1988; 0.2059; 0.2074; 2025-08-04 17:59:09,269 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 2025-08-04 18:04:15,288 - INFO - Training: cls_zice: 59.580257747963955; reg_zipnll: 205.15892159724297; aux_mae_loss_1: 122.20163098705459; aux_mae_loss_2: 19.568866100286762; aux_mae_loss_4: 3.374018653805887; cnt_loss: 25.251093185959256; 2025-08-04 18:04:19,025 - INFO - Evaluation: Curr mae: 60.8606; Best mae: 54.4437; 57.2219; 60.8606; 68.3765; 77.1844; Curr rmse: 381.5908; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 0.1598; Best nae: 0.1341; 0.1598; 0.1737; 0.1988; 0.2059; 2025-08-04 18:04:19,025 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 2025-08-04 18:09:25,479 - INFO - Training: cls_zice: 58.6104614900133; reg_zipnll: 206.45641609329184; aux_mae_loss_1: 122.25486456765614; aux_mae_loss_2: 19.49362106740015; aux_mae_loss_4: 3.3305761187425924; cnt_loss: 24.74035929530323; 2025-08-04 18:09:29,204 - INFO - Evaluation: Curr mae: 73.1265; Best mae: 54.4437; 57.2219; 60.8606; 68.3765; 73.1265; Curr rmse: 583.8216; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 0.1467; Best nae: 0.1341; 0.1467; 0.1598; 0.1737; 0.1988; 2025-08-04 18:09:29,204 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 2025-08-04 18:14:34,699 - INFO - Training: cls_zice: 57.64067549386797; reg_zipnll: 213.49169072639054; aux_mae_loss_1: 120.777795208144; aux_mae_loss_2: 19.318736397515227; aux_mae_loss_4: 3.3219280040662515; cnt_loss: 24.950487404065758; 2025-08-04 18:14:38,415 - INFO - Evaluation: Curr mae: 71.8110; Best mae: 54.4437; 57.2219; 60.8606; 68.3765; 71.8110; Curr rmse: 495.9091; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 0.1831; Best nae: 0.1341; 0.1467; 0.1598; 0.1737; 0.1831; 2025-08-04 18:14:38,416 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 2025-08-04 18:19:43,778 - INFO - Training: cls_zice: 60.23415739248222; reg_zipnll: 206.96570693067537; aux_mae_loss_1: 121.77966618966934; aux_mae_loss_2: 19.713596016704884; aux_mae_loss_4: 3.4662588975729856; cnt_loss: 28.31277060447438; 2025-08-04 18:19:47,519 - INFO - Evaluation: Curr mae: 69.7086; Best mae: 54.4437; 57.2219; 60.8606; 68.3765; 69.7086; Curr rmse: 536.6690; Best rmse: 165.1152; 235.0156; 245.6876; 251.9120; 316.1151; Curr nae: 0.1716; Best nae: 0.1341; 0.1467; 0.1598; 0.1716; 0.1737; 2025-08-04 18:19:47,520 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 2025-08-04 18:24:52,205 - INFO - Training: cls_zice: 58.647715208156555; reg_zipnll: 209.40806018662636; aux_mae_loss_1: 123.26968847142393; aux_mae_loss_2: 20.134003246964404; aux_mae_loss_4: 3.534461227051703; cnt_loss: 27.46553594165106; 2025-08-04 18:24:56,897 - INFO - Evaluation: Curr mae: 50.7519; Best mae: 50.7519; 54.4437; 57.2219; 60.8606; 68.3765; Curr rmse: 187.8653; Best rmse: 165.1152; 187.8653; 235.0156; 245.6876; 251.9120; Curr nae: 0.2330; Best nae: 0.1341; 0.1467; 0.1598; 0.1716; 0.1737; 2025-08-04 18:24:56,898 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 2025-08-04 18:30:02,377 - INFO - Training: cls_zice: 62.2788043114091; reg_zipnll: 213.17139959457907; aux_mae_loss_1: 124.07365290487334; aux_mae_loss_2: 20.060568713896686; aux_mae_loss_4: 3.501831359759088; cnt_loss: 28.098323348555283; 2025-08-04 18:30:02,379 - INFO - Evaluation: Curr mae: 68.9710; Best mae: 50.7519; 54.4437; 57.2219; 60.8606; 68.3765; Curr rmse: 521.9520; Best rmse: 165.1152; 187.8653; 235.0156; 245.6876; 251.9120; Curr nae: 0.2279; Best nae: 0.1341; 0.1467; 0.1598; 0.1716; 0.1737; 2025-08-04 18:30:02,379 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 2025-08-04 18:35:08,908 - INFO - Training: cls_zice: 60.69864883030595; reg_zipnll: 208.07894902364148; aux_mae_loss_1: 122.30947682299774; aux_mae_loss_2: 19.354089973518352; aux_mae_loss_4: 3.2875696837442394; cnt_loss: 23.225435851165752; 2025-08-04 18:35:12,630 - INFO - Evaluation: Curr mae: 66.3039; Best mae: 50.7519; 54.4437; 57.2219; 60.8606; 66.3039; Curr rmse: 585.0913; Best rmse: 165.1152; 187.8653; 235.0156; 245.6876; 251.9120; Curr nae: 0.1397; Best nae: 0.1341; 0.1397; 0.1467; 0.1598; 0.1716; 2025-08-04 18:35:12,631 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 2025-08-04 18:40:18,466 - INFO - Training: cls_zice: 59.85036375191647; reg_zipnll: 198.78100364312414; aux_mae_loss_1: 123.78166956766712; aux_mae_loss_2: 19.96399999216467; aux_mae_loss_4: 3.465910399174629; cnt_loss: 27.12886554385825; 2025-08-04 18:40:24,045 - INFO - Evaluation: Curr mae: 60.4096; Best mae: 50.7519; 54.4437; 57.2219; 60.4096; 60.8606; Curr rmse: 219.7529; Best rmse: 165.1152; 187.8653; 219.7529; 235.0156; 245.6876; Curr nae: 0.1431; Best nae: 0.1341; 0.1397; 0.1431; 0.1467; 0.1598; 2025-08-04 18:40:24,046 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 2025-08-04 18:45:29,546 - INFO - Training: cls_zice: 61.537713688872465; reg_zipnll: 212.02726251361915; aux_mae_loss_1: 125.66959509567614; aux_mae_loss_2: 20.520404894125186; aux_mae_loss_4: 3.624519770586705; cnt_loss: 29.045641505013396; 2025-08-04 18:45:31,414 - INFO - Evaluation: Curr mae: 63.6594; Best mae: 50.7519; 54.4437; 57.2219; 60.4096; 60.8606; Curr rmse: 569.4362; Best rmse: 165.1152; 187.8653; 219.7529; 235.0156; 245.6876; Curr nae: 0.1457; Best nae: 0.1341; 0.1397; 0.1431; 0.1457; 0.1467; 2025-08-04 18:45:31,415 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 2025-08-04 18:50:37,714 - INFO - Training: cls_zice: 57.801562263604; reg_zipnll: 200.07566921753872; aux_mae_loss_1: 120.79240007081805; aux_mae_loss_2: 19.402305603027344; aux_mae_loss_4: 3.3440292934219142; cnt_loss: 26.133181874120755; 2025-08-04 18:50:41,444 - INFO - Evaluation: Curr mae: 59.3682; Best mae: 50.7519; 54.4437; 57.2219; 59.3682; 60.4096; Curr rmse: 328.6593; Best rmse: 165.1152; 187.8653; 219.7529; 235.0156; 245.6876; Curr nae: 0.1376; Best nae: 0.1341; 0.1376; 0.1397; 0.1431; 0.1457; 2025-08-04 18:50:41,445 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 2025-08-04 18:55:47,899 - INFO - Training: cls_zice: 58.99565537147473; reg_zipnll: 198.94025837915416; aux_mae_loss_1: 119.51019647495299; aux_mae_loss_2: 18.975073095458946; aux_mae_loss_4: 3.214818167962268; cnt_loss: 22.88535539472624; 2025-08-04 18:55:51,622 - INFO - Evaluation: Curr mae: 47.8843; Best mae: 47.8843; 50.7519; 54.4437; 57.2219; 59.3682; Curr rmse: 151.1071; Best rmse: 151.1071; 165.1152; 187.8653; 219.7529; 235.0156; Curr nae: 0.1684; Best nae: 0.1341; 0.1376; 0.1397; 0.1431; 0.1457; 2025-08-04 18:55:51,622 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 2025-08-04 19:00:57,547 - INFO - Training: cls_zice: 57.92220043277985; reg_zipnll: 203.26330658586596; aux_mae_loss_1: 119.80559476543515; aux_mae_loss_2: 19.01727803875058; aux_mae_loss_4: 3.228693876444221; cnt_loss: 23.688196061815884; 2025-08-04 19:00:59,426 - INFO - Evaluation: Curr mae: 63.4341; Best mae: 47.8843; 50.7519; 54.4437; 57.2219; 59.3682; Curr rmse: 577.2101; Best rmse: 151.1071; 165.1152; 187.8653; 219.7529; 235.0156; Curr nae: 0.1239; Best nae: 0.1239; 0.1341; 0.1376; 0.1397; 0.1431; 2025-08-04 19:00:59,426 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 2025-08-04 19:06:05,589 - INFO - Training: cls_zice: 57.453297392874575; reg_zipnll: 200.9842125713672; aux_mae_loss_1: 118.61096462798915; aux_mae_loss_2: 18.73029919577748; aux_mae_loss_4: 3.156881986363075; cnt_loss: 22.228004197228536; 2025-08-04 19:06:11,180 - INFO - Evaluation: Curr mae: 43.7161; Best mae: 43.7161; 47.8843; 50.7519; 54.4437; 57.2219; Curr rmse: 111.8810; Best rmse: 111.8810; 151.1071; 165.1152; 187.8653; 219.7529; Curr nae: 0.1408; Best nae: 0.1239; 0.1341; 0.1376; 0.1397; 0.1408; 2025-08-04 19:06:11,181 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 2025-08-04 19:11:16,918 - INFO - Training: cls_zice: 59.21649043940027; reg_zipnll: 201.63168244741877; aux_mae_loss_1: 119.32170687726959; aux_mae_loss_2: 18.83269716351075; aux_mae_loss_4: 3.1726584478944617; cnt_loss: 21.893904317926932; 2025-08-04 19:11:18,778 - INFO - Evaluation: Curr mae: 53.1023; Best mae: 43.7161; 47.8843; 50.7519; 53.1023; 54.4437; Curr rmse: 224.3623; Best rmse: 111.8810; 151.1071; 165.1152; 187.8653; 219.7529; Curr nae: 0.1438; Best nae: 0.1239; 0.1341; 0.1376; 0.1397; 0.1408; 2025-08-04 19:11:18,778 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 2025-08-04 19:16:43,172 - INFO - Training: cls_zice: 56.15121760864797; reg_zipnll: 202.12685841459847; aux_mae_loss_1: 116.58874319512924; aux_mae_loss_2: 18.53252413401567; aux_mae_loss_4: 3.152374450912206; cnt_loss: 22.387717613983888; 2025-08-04 19:16:43,174 - INFO - Evaluation: Curr mae: 85.4154; Best mae: 43.7161; 47.8843; 50.7519; 53.1023; 54.4437; Curr rmse: 379.7869; Best rmse: 111.8810; 151.1071; 165.1152; 187.8653; 219.7529; Curr nae: 0.1719; Best nae: 0.1239; 0.1341; 0.1376; 0.1397; 0.1408; 2025-08-04 19:16:43,174 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 2025-08-04 19:22:22,286 - INFO - Training: cls_zice: 57.077744341754666; reg_zipnll: 200.30826825531713; aux_mae_loss_1: 116.3220503495714; aux_mae_loss_2: 18.37721900339298; aux_mae_loss_4: 3.0882908839799446; cnt_loss: 21.58928313721115; 2025-08-04 19:22:22,287 - INFO - Evaluation: Curr mae: 65.0035; Best mae: 43.7161; 47.8843; 50.7519; 53.1023; 54.4437; Curr rmse: 447.6460; Best rmse: 111.8810; 151.1071; 165.1152; 187.8653; 219.7529; Curr nae: 0.1460; Best nae: 0.1239; 0.1341; 0.1376; 0.1397; 0.1408; 2025-08-04 19:22:22,287 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 2025-08-04 19:28:03,066 - INFO - Training: cls_zice: 57.390549238665855; reg_zipnll: 200.14460434705248; aux_mae_loss_1: 117.25732348817174; aux_mae_loss_2: 18.371776415940115; aux_mae_loss_4: 3.0597924245353836; cnt_loss: 20.148620850935693; 2025-08-04 19:28:05,329 - INFO - Evaluation: Curr mae: 55.0735; Best mae: 43.7161; 47.8843; 50.7519; 53.1023; 54.4437; Curr rmse: 204.1993; Best rmse: 111.8810; 151.1071; 165.1152; 187.8653; 204.1993; Curr nae: 0.1426; Best nae: 0.1239; 0.1341; 0.1376; 0.1397; 0.1408; 2025-08-04 19:28:05,329 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 2025-08-04 19:33:14,343 - INFO - Training: cls_zice: 61.66486621178821; reg_zipnll: 197.5599027305152; aux_mae_loss_1: 118.75342953542204; aux_mae_loss_2: 18.831648544051653; aux_mae_loss_4: 3.1924960541234837; cnt_loss: 22.96120237875107; 2025-08-04 19:33:22,300 - INFO - Evaluation: Curr mae: 42.2515; Best mae: 42.2515; 43.7161; 47.8843; 50.7519; 53.1023; Curr rmse: 117.4298; Best rmse: 111.8810; 117.4298; 151.1071; 165.1152; 187.8653; Curr nae: 0.2158; Best nae: 0.1239; 0.1341; 0.1376; 0.1397; 0.1408; 2025-08-04 19:33:22,300 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 2025-08-04 19:39:01,951 - INFO - Training: cls_zice: 55.678752307375476; reg_zipnll: 202.10887845193818; aux_mae_loss_1: 114.8562699001675; aux_mae_loss_2: 17.95481332776479; aux_mae_loss_4: 2.9773420070927674; cnt_loss: 19.558059036272045; 2025-08-04 19:39:01,953 - INFO - Evaluation: Curr mae: 105.7385; Best mae: 42.2515; 43.7161; 47.8843; 50.7519; 53.1023; Curr rmse: 369.6774; Best rmse: 111.8810; 117.4298; 151.1071; 165.1152; 187.8653; Curr nae: 0.2910; Best nae: 0.1239; 0.1341; 0.1376; 0.1397; 0.1408; 2025-08-04 19:39:01,953 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 2025-08-04 19:44:41,861 - INFO - Training: cls_zice: 59.65094669527137; reg_zipnll: 201.45000350383376; aux_mae_loss_1: 119.20807442996066; aux_mae_loss_2: 18.728248777610172; aux_mae_loss_4: 3.137430846767744; cnt_loss: 21.303077761189183; 2025-08-04 19:44:47,781 - INFO - Evaluation: Curr mae: 50.6577; Best mae: 42.2515; 43.7161; 47.8843; 50.6577; 50.7519; Curr rmse: 174.9049; Best rmse: 111.8810; 117.4298; 151.1071; 165.1152; 174.9049; Curr nae: 0.1362; Best nae: 0.1239; 0.1341; 0.1362; 0.1376; 0.1397; 2025-08-04 19:44:47,782 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 2025-08-04 19:50:23,449 - INFO - Training: cls_zice: 58.84003037781213; reg_zipnll: 202.71340311830025; aux_mae_loss_1: 118.62820024416808; aux_mae_loss_2: 18.626654559971435; aux_mae_loss_4: 3.1196155764909514; cnt_loss: 22.139526408864782; 2025-08-04 19:50:25,489 - INFO - Evaluation: Curr mae: 63.8417; Best mae: 42.2515; 43.7161; 47.8843; 50.6577; 50.7519; Curr rmse: 515.0570; Best rmse: 111.8810; 117.4298; 151.1071; 165.1152; 174.9049; Curr nae: 0.1315; Best nae: 0.1239; 0.1315; 0.1341; 0.1362; 0.1376; 2025-08-04 19:50:25,490 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 2025-08-04 19:55:30,577 - INFO - Training: cls_zice: 57.12636065636318; reg_zipnll: 197.31564022152466; aux_mae_loss_1: 114.22972424171272; aux_mae_loss_2: 17.82635444785758; aux_mae_loss_4: 2.94713388555767; cnt_loss: 19.127062785288363; 2025-08-04 19:55:30,580 - INFO - Evaluation: Curr mae: 66.7938; Best mae: 42.2515; 43.7161; 47.8843; 50.6577; 50.7519; Curr rmse: 193.5199; Best rmse: 111.8810; 117.4298; 151.1071; 165.1152; 174.9049; Curr nae: 0.1839; Best nae: 0.1239; 0.1315; 0.1341; 0.1362; 0.1376; 2025-08-04 19:55:30,580 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 2025-08-04 20:00:36,456 - INFO - Training: cls_zice: 53.79921686373517; reg_zipnll: 194.3914866606803; aux_mae_loss_1: 114.19767342496347; aux_mae_loss_2: 17.856355223373765; aux_mae_loss_4: 2.9476902353120034; cnt_loss: 19.374474920466504; 2025-08-04 20:00:42,708 - INFO - Evaluation: Curr mae: 41.6130; Best mae: 41.6130; 42.2515; 43.7161; 47.8843; 50.6577; Curr rmse: 136.4288; Best rmse: 111.8810; 117.4298; 136.4288; 151.1071; 165.1152; Curr nae: 0.1179; Best nae: 0.1179; 0.1239; 0.1315; 0.1341; 0.1362; 2025-08-04 20:00:42,708 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 2025-08-04 20:05:53,387 - INFO - Training: cls_zice: 53.6237279424937; reg_zipnll: 201.0947838417975; aux_mae_loss_1: 113.02859907959298; aux_mae_loss_2: 17.713490943369337; aux_mae_loss_4: 2.954395966618717; cnt_loss: 20.375920170683482; 2025-08-04 20:05:55,317 - INFO - Evaluation: Curr mae: 54.9102; Best mae: 41.6130; 42.2515; 43.7161; 47.8843; 50.6577; Curr rmse: 423.6487; Best rmse: 111.8810; 117.4298; 136.4288; 151.1071; 165.1152; Curr nae: 0.1305; Best nae: 0.1179; 0.1239; 0.1305; 0.1315; 0.1341; 2025-08-04 20:05:55,318 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 2025-08-04 20:11:02,357 - INFO - Training: cls_zice: 56.777110704726; reg_zipnll: 193.06471757962342; aux_mae_loss_1: 114.60296630859375; aux_mae_loss_2: 17.843687399494005; aux_mae_loss_4: 2.952274336683107; cnt_loss: 19.53808771782485; 2025-08-04 20:11:05,201 - INFO - Evaluation: Curr mae: 63.6605; Best mae: 41.6130; 42.2515; 43.7161; 47.8843; 50.6577; Curr rmse: 525.7888; Best rmse: 111.8810; 117.4298; 136.4288; 151.1071; 165.1152; Curr nae: 0.1233; Best nae: 0.1179; 0.1233; 0.1239; 0.1305; 0.1315; 2025-08-04 20:11:05,201 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 2025-08-04 20:16:10,667 - INFO - Training: cls_zice: 55.992659217824055; reg_zipnll: 197.66317398443934; aux_mae_loss_1: 113.93288051928836; aux_mae_loss_2: 17.725306179345726; aux_mae_loss_4: 2.923562442812025; cnt_loss: 19.37925895535241; 2025-08-04 20:16:16,857 - INFO - Evaluation: Curr mae: 41.4553; Best mae: 41.4553; 41.6130; 42.2515; 43.7161; 47.8843; Curr rmse: 129.6374; Best rmse: 111.8810; 117.4298; 129.6374; 136.4288; 151.1071; Curr nae: 0.1183; Best nae: 0.1179; 0.1183; 0.1233; 0.1239; 0.1305; 2025-08-04 20:16:16,857 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 2025-08-04 20:21:23,619 - INFO - Training: cls_zice: 57.93638515809508; reg_zipnll: 193.07677730373982; aux_mae_loss_1: 115.88813214436901; aux_mae_loss_2: 18.0504195175318; aux_mae_loss_4: 2.9884623583300867; cnt_loss: 19.57124001109508; 2025-08-04 20:21:26,295 - INFO - Evaluation: Curr mae: 55.3542; Best mae: 41.4553; 41.6130; 42.2515; 43.7161; 47.8843; Curr rmse: 119.4141; Best rmse: 111.8810; 117.4298; 119.4141; 129.6374; 136.4288; Curr nae: 0.1997; Best nae: 0.1179; 0.1183; 0.1233; 0.1239; 0.1305; 2025-08-04 20:21:26,296 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 2025-08-04 20:26:33,210 - INFO - Training: cls_zice: 57.76809402357949; reg_zipnll: 192.73610362663368; aux_mae_loss_1: 115.01586310967689; aux_mae_loss_2: 17.838739922236662; aux_mae_loss_4: 2.9166328087257543; cnt_loss: 18.199638108821027; 2025-08-04 20:26:33,212 - INFO - Evaluation: Curr mae: 65.8195; Best mae: 41.4553; 41.6130; 42.2515; 43.7161; 47.8843; Curr rmse: 387.9739; Best rmse: 111.8810; 117.4298; 119.4141; 129.6374; 136.4288; Curr nae: 0.1438; Best nae: 0.1179; 0.1183; 0.1233; 0.1239; 0.1305; 2025-08-04 20:26:33,212 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 2025-08-04 20:31:39,914 - INFO - Training: cls_zice: 56.80174019158959; reg_zipnll: 195.2978789812495; aux_mae_loss_1: 113.34621698139259; aux_mae_loss_2: 17.406663444783817; aux_mae_loss_4: 2.8090042801320094; cnt_loss: 15.954581109294548; 2025-08-04 20:31:41,781 - INFO - Evaluation: Curr mae: 58.2843; Best mae: 41.4553; 41.6130; 42.2515; 43.7161; 47.8843; Curr rmse: 525.8125; Best rmse: 111.8810; 117.4298; 119.4141; 129.6374; 136.4288; Curr nae: 0.1186; Best nae: 0.1179; 0.1183; 0.1186; 0.1233; 0.1239; 2025-08-04 20:31:41,782 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 2025-08-04 20:36:47,598 - INFO - Training: cls_zice: 58.73182957154007; reg_zipnll: 196.3559612087848; aux_mae_loss_1: 113.61501919273239; aux_mae_loss_2: 17.462373082006497; aux_mae_loss_4: 2.8302904074786563; cnt_loss: 17.34480845345936; 2025-08-04 20:36:47,600 - INFO - Evaluation: Curr mae: 63.3544; Best mae: 41.4553; 41.6130; 42.2515; 43.7161; 47.8843; Curr rmse: 500.3880; Best rmse: 111.8810; 117.4298; 119.4141; 129.6374; 136.4288; Curr nae: 0.1349; Best nae: 0.1179; 0.1183; 0.1186; 0.1233; 0.1239; 2025-08-04 20:36:47,600 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 2025-08-04 20:41:54,953 - INFO - Training: cls_zice: 55.754841793472174; reg_zipnll: 192.74135142426871; aux_mae_loss_1: 112.28931809452321; aux_mae_loss_2: 17.468260736882225; aux_mae_loss_4: 2.8608285303593908; cnt_loss: 17.65968554093476; 2025-08-04 20:41:54,954 - INFO - Evaluation: Curr mae: 70.5907; Best mae: 41.4553; 41.6130; 42.2515; 43.7161; 47.8843; Curr rmse: 487.7829; Best rmse: 111.8810; 117.4298; 119.4141; 129.6374; 136.4288; Curr nae: 0.1633; Best nae: 0.1179; 0.1183; 0.1186; 0.1233; 0.1239; 2025-08-04 20:41:54,954 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 2025-08-04 20:47:00,212 - INFO - Training: cls_zice: 55.11906429857092; reg_zipnll: 195.45016657969026; aux_mae_loss_1: 111.30784675578532; aux_mae_loss_2: 17.15287060725352; aux_mae_loss_4: 2.803692285536494; cnt_loss: 18.45998327254023; 2025-08-04 20:47:00,213 - INFO - Evaluation: Curr mae: 56.6194; Best mae: 41.4553; 41.6130; 42.2515; 43.7161; 47.8843; Curr rmse: 437.1423; Best rmse: 111.8810; 117.4298; 119.4141; 129.6374; 136.4288; Curr nae: 0.1296; Best nae: 0.1179; 0.1183; 0.1186; 0.1233; 0.1239; 2025-08-04 20:47:00,213 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 2025-08-04 20:52:05,425 - INFO - Training: cls_zice: 55.335408976268035; reg_zipnll: 188.7311762978914; aux_mae_loss_1: 111.22658099000435; aux_mae_loss_2: 17.12480638327513; aux_mae_loss_4: 2.777417819267067; cnt_loss: 16.428861844355772; 2025-08-04 20:52:05,426 - INFO - Evaluation: Curr mae: 58.2055; Best mae: 41.4553; 41.6130; 42.2515; 43.7161; 47.8843; Curr rmse: 420.0154; Best rmse: 111.8810; 117.4298; 119.4141; 129.6374; 136.4288; Curr nae: 0.1303; Best nae: 0.1179; 0.1183; 0.1186; 0.1233; 0.1239; 2025-08-04 20:52:05,427 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 2025-08-04 20:57:09,742 - INFO - Training: cls_zice: 56.99135813461784; reg_zipnll: 190.0318658676736; aux_mae_loss_1: 113.43508822384715; aux_mae_loss_2: 17.55324482121014; aux_mae_loss_4: 2.8832554686958196; cnt_loss: 18.624391440867154; 2025-08-04 20:57:09,744 - INFO - Evaluation: Curr mae: 53.9994; Best mae: 41.4553; 41.6130; 42.2515; 43.7161; 47.8843; Curr rmse: 331.5577; Best rmse: 111.8810; 117.4298; 119.4141; 129.6374; 136.4288; Curr nae: 0.1492; Best nae: 0.1179; 0.1183; 0.1186; 0.1233; 0.1239; 2025-08-04 20:57:09,744 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 2025-08-04 21:02:14,110 - INFO - Training: cls_zice: 55.137337170407214; reg_zipnll: 187.43480157729593; aux_mae_loss_1: 111.21548337862853; aux_mae_loss_2: 17.010451056350472; aux_mae_loss_4: 2.727142232395996; cnt_loss: 14.327559696984475; 2025-08-04 21:02:17,833 - INFO - Evaluation: Curr mae: 39.0866; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 43.7161; Curr rmse: 116.2735; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1332; Best nae: 0.1179; 0.1183; 0.1186; 0.1233; 0.1239; 2025-08-04 21:02:17,833 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 2025-08-04 21:07:22,008 - INFO - Training: cls_zice: 54.97605920665368; reg_zipnll: 178.06686673005012; aux_mae_loss_1: 112.0652433238483; aux_mae_loss_2: 17.23348353761021; aux_mae_loss_4: 2.7799141560238247; cnt_loss: 16.019855785492453; 2025-08-04 21:07:23,865 - INFO - Evaluation: Curr mae: 61.2419; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 43.7161; Curr rmse: 562.9164; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1135; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1233; 2025-08-04 21:07:23,865 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 2025-08-04 21:12:29,017 - INFO - Training: cls_zice: 54.188243716112446; reg_zipnll: 191.0171126387726; aux_mae_loss_1: 109.32174730178323; aux_mae_loss_2: 16.64509744141586; aux_mae_loss_4: 2.6359395040797695; cnt_loss: 14.6146938917263; 2025-08-04 21:12:29,018 - INFO - Evaluation: Curr mae: 56.3042; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 43.7161; Curr rmse: 445.9928; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1263; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1233; 2025-08-04 21:12:29,018 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 2025-08-04 21:17:33,493 - INFO - Training: cls_zice: 50.71394453900639; reg_zipnll: 198.52209739390867; aux_mae_loss_1: 104.5046172742672; aux_mae_loss_2: 15.789055764215464; aux_mae_loss_4: 2.4713661367298703; cnt_loss: 12.836759069891393; 2025-08-04 21:17:33,495 - INFO - Evaluation: Curr mae: 54.8939; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 43.7161; Curr rmse: 343.0842; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1448; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1233; 2025-08-04 21:17:33,495 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 2025-08-04 21:22:38,141 - INFO - Training: cls_zice: 54.42407194569056; reg_zipnll: 191.2267754856296; aux_mae_loss_1: 109.60826901237272; aux_mae_loss_2: 16.594208931248723; aux_mae_loss_4: 2.6160611386164296; cnt_loss: 13.188447799964552; 2025-08-04 21:22:39,992 - INFO - Evaluation: Curr mae: 50.5014; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 43.7161; Curr rmse: 323.8280; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1205; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1205; 2025-08-04 21:22:45,465 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 2025-08-04 21:27:49,038 - INFO - Training: cls_zice: 55.726868092860535; reg_zipnll: 190.30403951139866; aux_mae_loss_1: 110.59194798702445; aux_mae_loss_2: 16.883580829919456; aux_mae_loss_4: 2.696493833567612; cnt_loss: 15.074244327900649; 2025-08-04 21:27:50,896 - INFO - Evaluation: Curr mae: 42.9840; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 42.9840; Curr rmse: 191.7310; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1275; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1205; 2025-08-04 21:27:50,896 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 2025-08-04 21:32:55,606 - INFO - Training: cls_zice: 53.577793353014556; reg_zipnll: 189.15033536582496; aux_mae_loss_1: 107.75218032503496; aux_mae_loss_2: 16.452812739080514; aux_mae_loss_4: 2.6281262657636235; cnt_loss: 14.717385220650229; 2025-08-04 21:32:55,607 - INFO - Evaluation: Curr mae: 44.5678; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 42.9840; Curr rmse: 268.3449; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1243; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1205; 2025-08-04 21:32:55,607 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 2025-08-04 21:38:00,336 - INFO - Training: cls_zice: 55.01871103860419; reg_zipnll: 187.70690891491418; aux_mae_loss_1: 109.80076538321292; aux_mae_loss_2: 16.664462836052273; aux_mae_loss_4: 2.6237327217442825; cnt_loss: 14.412440263366944; 2025-08-04 21:38:00,337 - INFO - Evaluation: Curr mae: 57.7180; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 42.9840; Curr rmse: 267.2287; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1347; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1205; 2025-08-04 21:38:00,337 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 2025-08-04 21:43:04,987 - INFO - Training: cls_zice: 53.33405337787226; reg_zipnll: 194.6246915684874; aux_mae_loss_1: 106.58681231599235; aux_mae_loss_2: 16.02366778599266; aux_mae_loss_4: 2.5088811406439557; cnt_loss: 12.17523617854768; 2025-08-04 21:43:04,988 - INFO - Evaluation: Curr mae: 51.8627; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 42.9840; Curr rmse: 252.4726; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1293; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1205; 2025-08-04 21:43:04,988 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 2025-08-04 21:48:09,110 - INFO - Training: cls_zice: 54.104577813479466; reg_zipnll: 187.50769760798673; aux_mae_loss_1: 108.07755287386152; aux_mae_loss_2: 16.349932318481503; aux_mae_loss_4: 2.5627439396700087; cnt_loss: 12.748837307976574; 2025-08-04 21:48:09,112 - INFO - Evaluation: Curr mae: 44.8930; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 42.9840; Curr rmse: 180.2617; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1419; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1205; 2025-08-04 21:48:09,112 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 2025-08-04 21:53:13,058 - INFO - Training: cls_zice: 55.04438459321588; reg_zipnll: 188.13668907577397; aux_mae_loss_1: 108.53910963945953; aux_mae_loss_2: 16.3981101543554; aux_mae_loss_4: 2.5854243272987305; cnt_loss: 13.132504951678083; 2025-08-04 21:53:13,060 - INFO - Evaluation: Curr mae: 51.9552; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 42.9840; Curr rmse: 195.2748; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1422; Best nae: 0.1135; 0.1179; 0.1183; 0.1186; 0.1205; 2025-08-04 21:53:13,060 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 2025-08-04 21:58:17,282 - INFO - Training: cls_zice: 56.3973469305161; reg_zipnll: 185.94013522032907; aux_mae_loss_1: 109.39716013047872; aux_mae_loss_2: 16.51928694144006; aux_mae_loss_4: 2.5997967765999332; cnt_loss: 13.196582434722881; 2025-08-04 21:58:19,149 - INFO - Evaluation: Curr mae: 43.6567; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 42.9840; Curr rmse: 244.3450; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1158; Best nae: 0.1135; 0.1158; 0.1179; 0.1183; 0.1186; 2025-08-04 21:58:19,150 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 2025-08-04 22:03:23,411 - INFO - Training: cls_zice: 54.05227228761639; reg_zipnll: 182.11470305337392; aux_mae_loss_1: 109.37019666853172; aux_mae_loss_2: 16.49459173808061; aux_mae_loss_4: 2.5770015809254048; cnt_loss: 13.051596067864974; 2025-08-04 22:03:23,412 - INFO - Evaluation: Curr mae: 56.1909; Best mae: 39.0866; 41.4553; 41.6130; 42.2515; 42.9840; Curr rmse: 341.3103; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1466; Best nae: 0.1135; 0.1158; 0.1179; 0.1183; 0.1186; 2025-08-04 22:03:23,413 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 2025-08-04 22:08:27,346 - INFO - Training: cls_zice: 54.67683138822835; reg_zipnll: 189.55620132191322; aux_mae_loss_1: 107.84869620119699; aux_mae_loss_2: 16.227442270072995; aux_mae_loss_4: 2.530307763263315; cnt_loss: 12.54354687261091; 2025-08-04 22:08:31,188 - INFO - Evaluation: Curr mae: 41.4328; Best mae: 39.0866; 41.4328; 41.4553; 41.6130; 42.2515; Curr rmse: 185.3147; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1170; Best nae: 0.1135; 0.1158; 0.1170; 0.1179; 0.1183; 2025-08-04 22:08:31,188 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 2025-08-04 22:13:35,291 - INFO - Training: cls_zice: 55.873346574508744; reg_zipnll: 194.49344759060975; aux_mae_loss_1: 107.05319974355035; aux_mae_loss_2: 15.940314558906849; aux_mae_loss_4: 2.461128175565087; cnt_loss: 12.071076821698627; 2025-08-04 22:13:35,292 - INFO - Evaluation: Curr mae: 45.2515; Best mae: 39.0866; 41.4328; 41.4553; 41.6130; 42.2515; Curr rmse: 233.6696; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1201; Best nae: 0.1135; 0.1158; 0.1170; 0.1179; 0.1183; 2025-08-04 22:13:35,293 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 2025-08-04 22:18:39,713 - INFO - Training: cls_zice: 58.35607114641096; reg_zipnll: 189.7882266203971; aux_mae_loss_1: 110.13449857167535; aux_mae_loss_2: 16.4141111698739; aux_mae_loss_4: 2.5227398870843234; cnt_loss: 10.92643074572546; 2025-08-04 22:18:41,555 - INFO - Evaluation: Curr mae: 45.7004; Best mae: 39.0866; 41.4328; 41.4553; 41.6130; 42.2515; Curr rmse: 222.6190; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1153; Best nae: 0.1135; 0.1153; 0.1158; 0.1170; 0.1179; 2025-08-04 22:18:41,555 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 2025-08-04 22:23:45,653 - INFO - Training: cls_zice: 52.7856787437032; reg_zipnll: 189.08250612587426; aux_mae_loss_1: 105.51215310084483; aux_mae_loss_2: 15.728185665944547; aux_mae_loss_4: 2.4194816520250857; cnt_loss: 11.018042172135301; 2025-08-04 22:23:45,654 - INFO - Evaluation: Curr mae: 43.1816; Best mae: 39.0866; 41.4328; 41.4553; 41.6130; 42.2515; Curr rmse: 186.5936; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1262; Best nae: 0.1135; 0.1153; 0.1158; 0.1170; 0.1179; 2025-08-04 22:23:45,654 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 2025-08-04 22:28:49,667 - INFO - Training: cls_zice: 54.54293105350975; reg_zipnll: 187.32652058638155; aux_mae_loss_1: 105.85962199919635; aux_mae_loss_2: 15.75823822364709; aux_mae_loss_4: 2.414562648779935; cnt_loss: 9.907198856912725; 2025-08-04 22:28:53,358 - INFO - Evaluation: Curr mae: 40.0808; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 176.2959; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1086; Best nae: 0.1086; 0.1135; 0.1153; 0.1158; 0.1170; 2025-08-04 22:28:53,358 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 2025-08-04 22:33:57,269 - INFO - Training: cls_zice: 52.473544585674155; reg_zipnll: 193.9047287203046; aux_mae_loss_1: 106.19444008658049; aux_mae_loss_2: 15.810983508289013; aux_mae_loss_4: 2.4217209662753696; cnt_loss: 10.28750580166177; 2025-08-04 22:33:57,271 - INFO - Evaluation: Curr mae: 46.6357; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 180.6071; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1213; Best nae: 0.1086; 0.1135; 0.1153; 0.1158; 0.1170; 2025-08-04 22:33:57,271 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 2025-08-04 22:39:01,524 - INFO - Training: cls_zice: 51.23209288187689; reg_zipnll: 179.97844449413466; aux_mae_loss_1: 103.42029081212218; aux_mae_loss_2: 15.489396018663225; aux_mae_loss_4: 2.387568238002169; cnt_loss: 10.650575723317104; 2025-08-04 22:39:01,526 - INFO - Evaluation: Curr mae: 43.9534; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 181.3468; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1180; Best nae: 0.1086; 0.1135; 0.1153; 0.1158; 0.1170; 2025-08-04 22:39:01,526 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 2025-08-04 22:44:05,808 - INFO - Training: cls_zice: 55.139088009807324; reg_zipnll: 183.765083960212; aux_mae_loss_1: 106.90752283405216; aux_mae_loss_2: 15.939189195020033; aux_mae_loss_4: 2.4314841037391086; cnt_loss: 10.090486934375027; 2025-08-04 22:44:05,809 - INFO - Evaluation: Curr mae: 45.3884; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 256.6508; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1189; Best nae: 0.1086; 0.1135; 0.1153; 0.1158; 0.1170; 2025-08-04 22:44:05,809 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 2025-08-04 22:49:10,190 - INFO - Training: cls_zice: 53.35386347433595; reg_zipnll: 183.5782985883384; aux_mae_loss_1: 104.3255916781781; aux_mae_loss_2: 15.556184145969107; aux_mae_loss_4: 2.3805715853879876; cnt_loss: 9.627590829118665; 2025-08-04 22:49:12,062 - INFO - Evaluation: Curr mae: 46.0566; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 242.5198; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1150; Best nae: 0.1086; 0.1135; 0.1150; 0.1153; 0.1158; 2025-08-04 22:49:12,062 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 2025-08-04 22:54:16,126 - INFO - Training: cls_zice: 54.039454822981575; reg_zipnll: 194.79486169300228; aux_mae_loss_1: 108.01913333000438; aux_mae_loss_2: 16.050776863465885; aux_mae_loss_4: 2.4501973300176294; cnt_loss: 10.2368305397524; 2025-08-04 22:54:16,128 - INFO - Evaluation: Curr mae: 46.4443; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 221.5686; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1215; Best nae: 0.1086; 0.1135; 0.1150; 0.1153; 0.1158; 2025-08-04 22:54:16,128 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 2025-08-04 22:59:20,419 - INFO - Training: cls_zice: 55.48967452680544; reg_zipnll: 181.49011934569685; aux_mae_loss_1: 106.71747449369848; aux_mae_loss_2: 15.849143230516685; aux_mae_loss_4: 2.4240926340184052; cnt_loss: 9.674689903050892; 2025-08-04 22:59:22,294 - INFO - Evaluation: Curr mae: 46.3694; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 269.2621; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1105; Best nae: 0.1086; 0.1105; 0.1135; 0.1150; 0.1153; 2025-08-04 22:59:22,294 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 2025-08-04 23:04:27,174 - INFO - Training: cls_zice: 52.872762641134486; reg_zipnll: 189.5174130535371; aux_mae_loss_1: 105.79501304528401; aux_mae_loss_2: 15.747158240536491; aux_mae_loss_4: 2.4003748685351374; cnt_loss: 9.412476258903052; 2025-08-04 23:04:29,038 - INFO - Evaluation: Curr mae: 47.2317; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 332.3500; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1077; Best nae: 0.1077; 0.1086; 0.1105; 0.1135; 0.1150; 2025-08-04 23:04:29,038 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 2025-08-04 23:09:32,738 - INFO - Training: cls_zice: 51.69268721878375; reg_zipnll: 187.0408828951093; aux_mae_loss_1: 105.1520075908357; aux_mae_loss_2: 15.594044117204328; aux_mae_loss_4: 2.3850426228003516; cnt_loss: 9.457161507753602; 2025-08-04 23:09:32,739 - INFO - Evaluation: Curr mae: 51.4101; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 324.6237; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1257; Best nae: 0.1077; 0.1086; 0.1105; 0.1135; 0.1150; 2025-08-04 23:09:32,739 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 2025-08-04 23:14:36,478 - INFO - Training: cls_zice: 52.65796240497677; reg_zipnll: 175.15762383036872; aux_mae_loss_1: 105.15054032980323; aux_mae_loss_2: 15.653813376218311; aux_mae_loss_4: 2.3784626155402178; cnt_loss: 9.3566859700073; 2025-08-04 23:14:36,480 - INFO - Evaluation: Curr mae: 48.9567; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 309.3601; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1240; Best nae: 0.1077; 0.1086; 0.1105; 0.1135; 0.1150; 2025-08-04 23:14:36,480 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 2025-08-04 23:19:40,983 - INFO - Training: cls_zice: 53.18980939805048; reg_zipnll: 179.30074537811672; aux_mae_loss_1: 104.4197773099865; aux_mae_loss_2: 15.489002471104993; aux_mae_loss_4: 2.353286985106824; cnt_loss: 8.889809416161711; 2025-08-04 23:19:40,985 - INFO - Evaluation: Curr mae: 47.4501; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 265.6443; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1181; Best nae: 0.1077; 0.1086; 0.1105; 0.1135; 0.1150; 2025-08-04 23:19:40,985 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 2025-08-04 23:24:44,452 - INFO - Training: cls_zice: 53.33116970178707; reg_zipnll: 189.46656862567812; aux_mae_loss_1: 107.23259208012362; aux_mae_loss_2: 15.882368201768184; aux_mae_loss_4: 2.4153197108166995; cnt_loss: 9.555921922612619; 2025-08-04 23:24:46,317 - INFO - Evaluation: Curr mae: 46.1513; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 275.4265; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1125; Best nae: 0.1077; 0.1086; 0.1105; 0.1125; 0.1135; 2025-08-04 23:24:46,318 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 2025-08-04 23:29:50,191 - INFO - Training: cls_zice: 52.043979338631225; reg_zipnll: 187.88116965992592; aux_mae_loss_1: 105.04171507769195; aux_mae_loss_2: 15.584282884867456; aux_mae_loss_4: 2.3426684562528655; cnt_loss: 8.715924325056738; 2025-08-04 23:29:50,193 - INFO - Evaluation: Curr mae: 45.9965; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 241.4253; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1207; Best nae: 0.1077; 0.1086; 0.1105; 0.1125; 0.1135; 2025-08-04 23:29:50,193 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 2025-08-04 23:34:54,178 - INFO - Training: cls_zice: 52.78866690902906; reg_zipnll: 182.77575766457997; aux_mae_loss_1: 104.37072892176768; aux_mae_loss_2: 15.416878450499096; aux_mae_loss_4: 2.3385800897002524; cnt_loss: 8.433272095909462; 2025-08-04 23:34:56,050 - INFO - Evaluation: Curr mae: 44.1427; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 233.2168; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1101; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-04 23:34:56,051 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 2025-08-04 23:40:00,092 - INFO - Training: cls_zice: 53.88151346196859; reg_zipnll: 181.36952208492013; aux_mae_loss_1: 106.68306773855018; aux_mae_loss_2: 15.948038843419681; aux_mae_loss_4: 2.417536984832244; cnt_loss: 8.856134308794164; 2025-08-04 23:40:00,093 - INFO - Evaluation: Curr mae: 47.8043; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 286.6164; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1205; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-04 23:40:00,094 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 2025-08-04 23:45:04,037 - INFO - Training: cls_zice: 54.33440532046909; reg_zipnll: 184.706293944528; aux_mae_loss_1: 106.50144181827653; aux_mae_loss_2: 15.816163143339377; aux_mae_loss_4: 2.4168105289378325; cnt_loss: 9.955830725881924; 2025-08-04 23:45:04,039 - INFO - Evaluation: Curr mae: 44.9458; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 245.5449; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1150; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-04 23:45:04,039 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 2025-08-04 23:50:08,208 - INFO - Training: cls_zice: 51.47108422667937; reg_zipnll: 184.81715825529514; aux_mae_loss_1: 102.0408902695369; aux_mae_loss_2: 15.11561884426519; aux_mae_loss_4: 2.2971739493176377; cnt_loss: 8.542037875456185; 2025-08-04 23:50:08,209 - INFO - Evaluation: Curr mae: 45.5917; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 255.5068; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1142; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-04 23:50:08,209 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 2025-08-04 23:55:12,324 - INFO - Training: cls_zice: 52.5155378147998; reg_zipnll: 186.5309413135205; aux_mae_loss_1: 103.50785760462743; aux_mae_loss_2: 15.33833166566177; aux_mae_loss_4: 2.323413648305025; cnt_loss: 8.375483852885376; 2025-08-04 23:55:12,326 - INFO - Evaluation: Curr mae: 47.6787; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 292.2479; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1149; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-04 23:55:12,326 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 2025-08-05 00:00:16,166 - INFO - Training: cls_zice: 58.792788412699664; reg_zipnll: 202.7508971893389; aux_mae_loss_1: 114.42781252726185; aux_mae_loss_2: 18.005860005675366; aux_mae_loss_4: 3.0335813170073886; cnt_loss: 22.389415959466085; 2025-08-05 00:00:16,168 - INFO - Evaluation: Curr mae: 74.7412; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 508.8352; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1631; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:00:16,168 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 2025-08-05 00:05:20,418 - INFO - Training: cls_zice: 59.24207572581529; reg_zipnll: 202.44080387595994; aux_mae_loss_1: 119.43830075545911; aux_mae_loss_2: 19.183192599401988; aux_mae_loss_4: 3.3158831273835236; cnt_loss: 26.428384137031045; 2025-08-05 00:05:20,420 - INFO - Evaluation: Curr mae: 79.4209; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 595.2229; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1386; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:05:20,420 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 2025-08-05 00:10:26,108 - INFO - Training: cls_zice: 56.4124558793242; reg_zipnll: 197.4305234776671; aux_mae_loss_1: 114.11742950772872; aux_mae_loss_2: 18.0990149980952; aux_mae_loss_4: 3.06672250565649; cnt_loss: 21.81018405907565; 2025-08-05 00:10:26,110 - INFO - Evaluation: Curr mae: 55.1466; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 313.8878; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1417; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:10:26,110 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 2025-08-05 00:15:30,341 - INFO - Training: cls_zice: 57.33359333206265; reg_zipnll: 202.6606162201163; aux_mae_loss_1: 118.27240433974866; aux_mae_loss_2: 19.015788780692915; aux_mae_loss_4: 3.296908191972649; cnt_loss: 25.52781551417471; 2025-08-05 00:15:30,342 - INFO - Evaluation: Curr mae: 63.9608; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 251.0868; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1698; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:15:30,342 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 2025-08-05 00:20:34,617 - INFO - Training: cls_zice: 61.129824094110404; reg_zipnll: 221.4593711794189; aux_mae_loss_1: 129.39406206675238; aux_mae_loss_2: 21.910661128002452; aux_mae_loss_4: 4.033059562999362; cnt_loss: 37.33293240143891; 2025-08-05 00:20:34,618 - INFO - Evaluation: Curr mae: 75.9711; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 586.6132; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1660; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:20:34,618 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 2025-08-05 00:25:38,035 - INFO - Training: cls_zice: 61.403700538343514; reg_zipnll: 211.7389256886774; aux_mae_loss_1: 123.3981031893458; aux_mae_loss_2: 20.01987346340268; aux_mae_loss_4: 3.4773368228677; cnt_loss: 26.50479892103102; 2025-08-05 00:25:38,037 - INFO - Evaluation: Curr mae: 90.2941; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 561.0614; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.2215; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:25:38,037 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 2025-08-05 00:30:41,593 - INFO - Training: cls_zice: 56.0231504636436; reg_zipnll: 207.20335741214703; aux_mae_loss_1: 117.2910498641144; aux_mae_loss_2: 18.73809042197573; aux_mae_loss_4: 3.1896772376982288; cnt_loss: 23.699177860907234; 2025-08-05 00:30:41,594 - INFO - Evaluation: Curr mae: 68.0524; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 536.0058; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1734; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:30:41,595 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 2025-08-05 00:35:45,301 - INFO - Training: cls_zice: 59.21119025219375; reg_zipnll: 203.7351470398106; aux_mae_loss_1: 117.2128853540494; aux_mae_loss_2: 18.38829545251508; aux_mae_loss_4: 3.07140375286877; cnt_loss: 21.10943546791616; 2025-08-05 00:35:45,302 - INFO - Evaluation: Curr mae: 58.3798; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 525.2308; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1221; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:35:45,303 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 2025-08-05 00:40:49,370 - INFO - Training: cls_zice: 57.472223417617975; reg_zipnll: 206.33553295576786; aux_mae_loss_1: 115.3706572270332; aux_mae_loss_2: 18.004658103295647; aux_mae_loss_4: 2.9827179363270346; cnt_loss: 20.026721855055705; 2025-08-05 00:40:49,372 - INFO - Evaluation: Curr mae: 75.3442; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 519.5355; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1561; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:40:49,372 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 2025-08-05 00:45:53,314 - INFO - Training: cls_zice: 57.47858028607994; reg_zipnll: 190.14605385356208; aux_mae_loss_1: 116.5066446436708; aux_mae_loss_2: 18.357031784204715; aux_mae_loss_4: 3.0748963561339977; cnt_loss: 22.092853112514955; 2025-08-05 00:45:53,316 - INFO - Evaluation: Curr mae: 141.2111; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 591.3100; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.2260; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:45:53,316 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 2025-08-05 00:50:57,329 - INFO - Training: cls_zice: 58.70065548180921; reg_zipnll: 201.62927367448194; aux_mae_loss_1: 117.80850469299943; aux_mae_loss_2: 18.70817528347123; aux_mae_loss_4: 3.165552408805543; cnt_loss: 22.719103176673457; 2025-08-05 00:50:57,331 - INFO - Evaluation: Curr mae: 93.6521; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 307.1184; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.5004; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:50:57,331 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 2025-08-05 00:56:01,299 - INFO - Training: cls_zice: 59.34061033483643; reg_zipnll: 203.3856114090868; aux_mae_loss_1: 117.5902512606741; aux_mae_loss_2: 18.63431717528169; aux_mae_loss_4: 3.1293187588836355; cnt_loss: 22.285372758585872; 2025-08-05 00:56:01,300 - INFO - Evaluation: Curr mae: 51.3468; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 265.4324; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1448; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 00:56:01,300 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 2025-08-05 01:01:05,223 - INFO - Training: cls_zice: 59.939957513141145; reg_zipnll: 196.89765689428177; aux_mae_loss_1: 117.81881997763038; aux_mae_loss_2: 18.761635080401266; aux_mae_loss_4: 3.199726354340355; cnt_loss: 23.904901256291602; 2025-08-05 01:01:05,224 - INFO - Evaluation: Curr mae: 68.4081; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 569.2391; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1478; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:01:05,224 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 2025-08-05 01:06:08,658 - INFO - Training: cls_zice: 60.60621385586599; reg_zipnll: 214.97818283434086; aux_mae_loss_1: 126.77443807842187; aux_mae_loss_2: 21.011141225427465; aux_mae_loss_4: 3.746363117946144; cnt_loss: 31.98637140563337; 2025-08-05 01:06:08,660 - INFO - Evaluation: Curr mae: 109.5421; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 672.7209; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.2728; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:06:08,660 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 2025-08-05 01:11:11,991 - INFO - Training: cls_zice: 57.64747320701653; reg_zipnll: 213.97081636953476; aux_mae_loss_1: 120.07925386110125; aux_mae_loss_2: 19.225953488852493; aux_mae_loss_4: 3.28526505575082; cnt_loss: 23.59266072925381; 2025-08-05 01:11:11,992 - INFO - Evaluation: Curr mae: 61.3835; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 143.2121; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.2104; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:11:11,992 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 2025-08-05 01:16:16,109 - INFO - Training: cls_zice: 55.377872781306124; reg_zipnll: 193.89757458409798; aux_mae_loss_1: 112.59987887502636; aux_mae_loss_2: 17.733025007811793; aux_mae_loss_4: 2.9704593717285785; cnt_loss: 20.482807926469718; 2025-08-05 01:16:16,110 - INFO - Evaluation: Curr mae: 50.1589; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 206.1151; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.1815; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:16:16,110 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 2025-08-05 01:21:19,827 - INFO - Training: cls_zice: 55.43906837456637; reg_zipnll: 198.71154921955804; aux_mae_loss_1: 112.89847435742847; aux_mae_loss_2: 17.63724162768582; aux_mae_loss_4: 2.9275383865005864; cnt_loss: 19.595717754339496; 2025-08-05 01:21:19,829 - INFO - Evaluation: Curr mae: 90.6668; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 337.4651; Best rmse: 111.8810; 116.2735; 117.4298; 119.4141; 129.6374; Curr nae: 0.3675; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:21:19,829 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 2025-08-05 01:26:23,351 - INFO - Training: cls_zice: 58.95175097901901; reg_zipnll: 197.83206317970257; aux_mae_loss_1: 117.64484541826812; aux_mae_loss_2: 18.706957059531714; aux_mae_loss_4: 3.16224673030309; cnt_loss: 22.43412128573518; 2025-08-05 01:26:25,214 - INFO - Evaluation: Curr mae: 43.5764; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 91.6606; Best rmse: 91.6606; 111.8810; 116.2735; 117.4298; 119.4141; Curr nae: 0.1889; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:26:25,214 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 2025-08-05 01:31:28,532 - INFO - Training: cls_zice: 56.17788241271188; reg_zipnll: 200.05162691640976; aux_mae_loss_1: 112.6724520048323; aux_mae_loss_2: 17.44823409659084; aux_mae_loss_4: 2.851647082132055; cnt_loss: 16.449922511387605; 2025-08-05 01:31:28,534 - INFO - Evaluation: Curr mae: 60.8781; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 133.1504; Best rmse: 91.6606; 111.8810; 116.2735; 117.4298; 119.4141; Curr nae: 0.3042; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:31:28,534 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 2025-08-05 01:36:32,200 - INFO - Training: cls_zice: 57.854597965365514; reg_zipnll: 188.99936626993292; aux_mae_loss_1: 113.60483323516453; aux_mae_loss_2: 17.799393015226546; aux_mae_loss_4: 2.952688349090076; cnt_loss: 18.8281517733645; 2025-08-05 01:36:32,201 - INFO - Evaluation: Curr mae: 47.8894; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 138.5860; Best rmse: 91.6606; 111.8810; 116.2735; 117.4298; 119.4141; Curr nae: 0.1729; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:36:37,727 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 2025-08-05 01:41:42,164 - INFO - Training: cls_zice: 57.523634976470376; reg_zipnll: 197.53282476390848; aux_mae_loss_1: 114.75763314548679; aux_mae_loss_2: 18.02646101654955; aux_mae_loss_4: 3.0176327228546143; cnt_loss: 20.11956414250911; 2025-08-05 01:41:42,165 - INFO - Evaluation: Curr mae: 70.5426; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 581.2770; Best rmse: 91.6606; 111.8810; 116.2735; 117.4298; 119.4141; Curr nae: 0.1936; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:41:42,165 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 2025-08-05 01:46:45,442 - INFO - Training: cls_zice: 55.329995335833885; reg_zipnll: 203.14692128041716; aux_mae_loss_1: 113.21149854243261; aux_mae_loss_2: 17.660543120612214; aux_mae_loss_4: 2.9273302285407685; cnt_loss: 19.36654372754624; 2025-08-05 01:46:45,444 - INFO - Evaluation: Curr mae: 77.0293; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 233.4892; Best rmse: 91.6606; 111.8810; 116.2735; 117.4298; 119.4141; Curr nae: 0.1890; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:46:45,444 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 2025-08-05 01:51:49,592 - INFO - Training: cls_zice: 55.3181933536934; reg_zipnll: 197.34311814295907; aux_mae_loss_1: 111.23020757072076; aux_mae_loss_2: 17.28055518819618; aux_mae_loss_4: 2.823477004977915; cnt_loss: 17.94501562903044; 2025-08-05 01:51:49,593 - INFO - Evaluation: Curr mae: 55.0668; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 414.9963; Best rmse: 91.6606; 111.8810; 116.2735; 117.4298; 119.4141; Curr nae: 0.1407; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:51:49,593 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 2025-08-05 01:56:53,951 - INFO - Training: cls_zice: 55.251932906154494; reg_zipnll: 195.5766788178667; aux_mae_loss_1: 111.22747645341339; aux_mae_loss_2: 17.345331865595057; aux_mae_loss_4: 2.8496054777142934; cnt_loss: 18.545724772855372; 2025-08-05 01:56:55,797 - INFO - Evaluation: Curr mae: 43.7852; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 115.4342; Best rmse: 91.6606; 111.8810; 115.4342; 116.2735; 117.4298; Curr nae: 0.1410; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 01:56:55,797 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 2025-08-05 02:01:59,959 - INFO - Training: cls_zice: 56.55078038948667; reg_zipnll: 191.24499662737614; aux_mae_loss_1: 114.06412714735094; aux_mae_loss_2: 17.731880632954574; aux_mae_loss_4: 2.9241676004962627; cnt_loss: 19.481702887919997; 2025-08-05 02:02:01,794 - INFO - Evaluation: Curr mae: 42.5597; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 117.3174; Best rmse: 91.6606; 111.8810; 115.4342; 116.2735; 117.3174; Curr nae: 0.1427; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:02:01,794 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 2025-08-05 02:07:05,314 - INFO - Training: cls_zice: 57.39943293572085; reg_zipnll: 199.34563835359785; aux_mae_loss_1: 112.79162663114101; aux_mae_loss_2: 17.414047926434513; aux_mae_loss_4: 2.8318251670939145; cnt_loss: 17.689992350906824; 2025-08-05 02:07:05,316 - INFO - Evaluation: Curr mae: 69.2712; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 520.9868; Best rmse: 91.6606; 111.8810; 115.4342; 116.2735; 117.3174; Curr nae: 0.1533; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:07:05,316 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 2025-08-05 02:12:09,165 - INFO - Training: cls_zice: 54.884997401874905; reg_zipnll: 189.31519846192975; aux_mae_loss_1: 112.89942325111527; aux_mae_loss_2: 17.754772395278618; aux_mae_loss_4: 2.9678660739203653; cnt_loss: 21.055579696339016; 2025-08-05 02:12:09,166 - INFO - Evaluation: Curr mae: 53.8415; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 372.9485; Best rmse: 91.6606; 111.8810; 115.4342; 116.2735; 117.3174; Curr nae: 0.1275; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:12:09,167 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 2025-08-05 02:17:13,011 - INFO - Training: cls_zice: 57.713314725071726; reg_zipnll: 195.5161999160649; aux_mae_loss_1: 112.11667481302295; aux_mae_loss_2: 17.57958086168245; aux_mae_loss_4: 2.937372978135062; cnt_loss: 20.47475093603134; 2025-08-05 02:17:13,013 - INFO - Evaluation: Curr mae: 61.7754; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 175.8949; Best rmse: 91.6606; 111.8810; 115.4342; 116.2735; 117.3174; Curr nae: 0.1989; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:17:13,013 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 2025-08-05 02:22:16,937 - INFO - Training: cls_zice: 55.86739441009291; reg_zipnll: 191.4682507649792; aux_mae_loss_1: 113.15974321831162; aux_mae_loss_2: 17.806093078652506; aux_mae_loss_4: 2.9756275168727786; cnt_loss: 20.816184386802515; 2025-08-05 02:22:16,938 - INFO - Evaluation: Curr mae: 49.5455; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 188.2736; Best rmse: 91.6606; 111.8810; 115.4342; 116.2735; 117.3174; Curr nae: 0.1492; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:22:16,938 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 2025-08-05 02:27:21,116 - INFO - Training: cls_zice: 53.21233803662052; reg_zipnll: 195.64352390514856; aux_mae_loss_1: 109.09856223079417; aux_mae_loss_2: 16.80117401488336; aux_mae_loss_4: 2.7190345862837253; cnt_loss: 17.016431259312178; 2025-08-05 02:27:21,117 - INFO - Evaluation: Curr mae: 47.7455; Best mae: 39.0866; 40.0808; 41.4328; 41.4553; 41.6130; Curr rmse: 312.4719; Best rmse: 91.6606; 111.8810; 115.4342; 116.2735; 117.3174; Curr nae: 0.1313; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:27:21,118 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 2025-08-05 02:32:25,404 - INFO - Training: cls_zice: 53.239568722278726; reg_zipnll: 198.61356638636258; aux_mae_loss_1: 107.8449011805125; aux_mae_loss_2: 16.57861888378016; aux_mae_loss_4: 2.6651610211112504; cnt_loss: 16.236091586801876; 2025-08-05 02:32:29,113 - INFO - Evaluation: Curr mae: 38.1548; Best mae: 38.1548; 39.0866; 40.0808; 41.4328; 41.4553; Curr rmse: 93.1098; Best rmse: 91.6606; 93.1098; 111.8810; 115.4342; 116.2735; Curr nae: 0.1258; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:32:29,113 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 2025-08-05 02:37:33,114 - INFO - Training: cls_zice: 58.62068883220457; reg_zipnll: 190.8021034691818; aux_mae_loss_1: 114.34024475411462; aux_mae_loss_2: 17.730334758758545; aux_mae_loss_4: 2.9320290523813437; cnt_loss: 19.719599353010672; 2025-08-05 02:37:33,116 - INFO - Evaluation: Curr mae: 45.5940; Best mae: 38.1548; 39.0866; 40.0808; 41.4328; 41.4553; Curr rmse: 159.6602; Best rmse: 91.6606; 93.1098; 111.8810; 115.4342; 116.2735; Curr nae: 0.1454; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:37:33,116 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 2025-08-05 02:42:36,669 - INFO - Training: cls_zice: 56.26902108986151; reg_zipnll: 193.04437000892463; aux_mae_loss_1: 112.37325932617972; aux_mae_loss_2: 17.485577040895397; aux_mae_loss_4: 2.8853986047227465; cnt_loss: 17.968767265427694; 2025-08-05 02:42:36,671 - INFO - Evaluation: Curr mae: 44.7580; Best mae: 38.1548; 39.0866; 40.0808; 41.4328; 41.4553; Curr rmse: 186.5754; Best rmse: 91.6606; 93.1098; 111.8810; 115.4342; 116.2735; Curr nae: 0.1172; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:42:36,671 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 2025-08-05 02:47:40,619 - INFO - Training: cls_zice: 56.82653104768621; reg_zipnll: 191.60606096949246; aux_mae_loss_1: 111.4603841286392; aux_mae_loss_2: 17.277252732941303; aux_mae_loss_4: 2.8392304774268426; cnt_loss: 18.648628444781952; 2025-08-05 02:47:40,621 - INFO - Evaluation: Curr mae: 52.8808; Best mae: 38.1548; 39.0866; 40.0808; 41.4328; 41.4553; Curr rmse: 184.2106; Best rmse: 91.6606; 93.1098; 111.8810; 115.4342; 116.2735; Curr nae: 0.1348; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:47:40,621 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 2025-08-05 02:52:44,397 - INFO - Training: cls_zice: 55.60928605669262; reg_zipnll: 181.3448201745825; aux_mae_loss_1: 113.0418888327395; aux_mae_loss_2: 17.76475950562249; aux_mae_loss_4: 2.957414933066135; cnt_loss: 20.245928479803865; 2025-08-05 02:52:48,083 - INFO - Evaluation: Curr mae: 40.6467; Best mae: 38.1548; 39.0866; 40.0808; 40.6467; 41.4328; Curr rmse: 112.0492; Best rmse: 91.6606; 93.1098; 111.8810; 112.0492; 115.4342; Curr nae: 0.1386; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:52:48,084 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 2025-08-05 02:57:51,493 - INFO - Training: cls_zice: 55.54983638384042; reg_zipnll: 190.02775676207554; aux_mae_loss_1: 110.76906804621679; aux_mae_loss_2: 17.106489685323368; aux_mae_loss_4: 2.774262429662719; cnt_loss: 17.370118183158052; 2025-08-05 02:57:51,495 - INFO - Evaluation: Curr mae: 59.6671; Best mae: 38.1548; 39.0866; 40.0808; 40.6467; 41.4328; Curr rmse: 157.9712; Best rmse: 91.6606; 93.1098; 111.8810; 112.0492; 115.4342; Curr nae: 0.1988; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 02:57:51,495 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 2025-08-05 03:02:55,361 - INFO - Training: cls_zice: 57.6515931290955; reg_zipnll: 196.35121434268117; aux_mae_loss_1: 114.38882558572568; aux_mae_loss_2: 17.978630154175747; aux_mae_loss_4: 3.02716794479782; cnt_loss: 22.149685436471874; 2025-08-05 03:02:55,362 - INFO - Evaluation: Curr mae: 86.7910; Best mae: 38.1548; 39.0866; 40.0808; 40.6467; 41.4328; Curr rmse: 590.4427; Best rmse: 91.6606; 93.1098; 111.8810; 112.0492; 115.4342; Curr nae: 0.1925; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:02:55,363 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 2025-08-05 03:07:58,553 - INFO - Training: cls_zice: 53.85889317091449; reg_zipnll: 193.84650657477292; aux_mae_loss_1: 112.06721699820079; aux_mae_loss_2: 17.61150921034629; aux_mae_loss_4: 2.9285937337765042; cnt_loss: 19.675077734385788; 2025-08-05 03:07:58,555 - INFO - Evaluation: Curr mae: 80.7165; Best mae: 38.1548; 39.0866; 40.0808; 40.6467; 41.4328; Curr rmse: 570.5463; Best rmse: 91.6606; 93.1098; 111.8810; 112.0492; 115.4342; Curr nae: 0.1778; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:07:58,555 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 2025-08-05 03:13:02,150 - INFO - Training: cls_zice: 55.3746841626486; reg_zipnll: 185.85493998784946; aux_mae_loss_1: 108.95434291074699; aux_mae_loss_2: 16.784578674863113; aux_mae_loss_4: 2.7208259004553668; cnt_loss: 16.485583514358208; 2025-08-05 03:13:02,152 - INFO - Evaluation: Curr mae: 55.3710; Best mae: 38.1548; 39.0866; 40.0808; 40.6467; 41.4328; Curr rmse: 400.7830; Best rmse: 91.6606; 93.1098; 111.8810; 112.0492; 115.4342; Curr nae: 0.1449; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:13:02,152 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 2025-08-05 03:18:06,092 - INFO - Training: cls_zice: 56.0356912455093; reg_zipnll: 193.70785237584445; aux_mae_loss_1: 110.43371227529178; aux_mae_loss_2: 17.004473007123696; aux_mae_loss_4: 2.750061101349583; cnt_loss: 16.661112175349405; 2025-08-05 03:18:06,094 - INFO - Evaluation: Curr mae: 77.0897; Best mae: 38.1548; 39.0866; 40.0808; 40.6467; 41.4328; Curr rmse: 596.8142; Best rmse: 91.6606; 93.1098; 111.8810; 112.0492; 115.4342; Curr nae: 0.1363; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:18:06,094 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 2025-08-05 03:23:10,582 - INFO - Training: cls_zice: 54.390353612391074; reg_zipnll: 192.9040143128226; aux_mae_loss_1: 109.55220542162427; aux_mae_loss_2: 16.898528959573387; aux_mae_loss_4: 2.7320129849916865; cnt_loss: 16.77619842943618; 2025-08-05 03:23:14,414 - INFO - Evaluation: Curr mae: 39.2087; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 89.0193; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1276; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:23:14,414 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 2025-08-05 03:28:18,235 - INFO - Training: cls_zice: 55.117190180983215; reg_zipnll: 195.13475220001143; aux_mae_loss_1: 109.87690677986048; aux_mae_loss_2: 16.81880010675955; aux_mae_loss_4: 2.6973400969431762; cnt_loss: 16.078338724175577; 2025-08-05 03:28:18,237 - INFO - Evaluation: Curr mae: 79.7664; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 604.2086; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1245; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:28:18,237 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 2025-08-05 03:33:22,066 - INFO - Training: cls_zice: 59.69125320013507; reg_zipnll: 191.2909708783069; aux_mae_loss_1: 113.55607687844716; aux_mae_loss_2: 17.55989610995609; aux_mae_loss_4: 2.8910946623065477; cnt_loss: 19.764278569993753; 2025-08-05 03:33:22,068 - INFO - Evaluation: Curr mae: 65.0794; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 209.1546; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1692; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:33:22,068 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 2025-08-05 03:38:26,052 - INFO - Training: cls_zice: 55.528971240422415; reg_zipnll: 196.96461423074678; aux_mae_loss_1: 110.1752418135616; aux_mae_loss_2: 17.03980363671761; aux_mae_loss_4: 2.7552022607590057; cnt_loss: 17.172632629276855; 2025-08-05 03:38:26,054 - INFO - Evaluation: Curr mae: 60.5721; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 258.7724; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.2086; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:38:26,054 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 2025-08-05 03:43:30,562 - INFO - Training: cls_zice: 53.15019067915056; reg_zipnll: 189.1901328520787; aux_mae_loss_1: 107.15763201872916; aux_mae_loss_2: 16.42578928636095; aux_mae_loss_4: 2.6251004745843782; cnt_loss: 14.846465408955257; 2025-08-05 03:43:30,563 - INFO - Evaluation: Curr mae: 54.5035; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 303.6862; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1723; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:43:30,563 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 2025-08-05 03:48:34,042 - INFO - Training: cls_zice: 55.92869911494169; reg_zipnll: 185.3008963528513; aux_mae_loss_1: 111.45016944316481; aux_mae_loss_2: 17.211805308079658; aux_mae_loss_4: 2.8191940625100025; cnt_loss: 18.847636544459277; 2025-08-05 03:48:34,043 - INFO - Evaluation: Curr mae: 47.7007; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 287.1199; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1243; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:48:34,043 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 2025-08-05 03:53:38,135 - INFO - Training: cls_zice: 56.57222501079344; reg_zipnll: 189.52419429082798; aux_mae_loss_1: 110.87057087170128; aux_mae_loss_2: 17.247461265034417; aux_mae_loss_4: 2.852948694731705; cnt_loss: 18.66447838796135; 2025-08-05 03:53:38,137 - INFO - Evaluation: Curr mae: 102.4197; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 599.9763; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.2875; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:53:38,137 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 2025-08-05 03:58:42,438 - INFO - Training: cls_zice: 56.293718674035794; reg_zipnll: 188.68772647926312; aux_mae_loss_1: 109.3382250827505; aux_mae_loss_2: 16.815557843308827; aux_mae_loss_4: 2.732106308550945; cnt_loss: 17.096221366394456; 2025-08-05 03:58:42,439 - INFO - Evaluation: Curr mae: 76.5644; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 478.4037; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.2356; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 03:58:42,439 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 2025-08-05 04:03:46,651 - INFO - Training: cls_zice: 55.839221790701075; reg_zipnll: 190.7596202742471; aux_mae_loss_1: 108.74753082196939; aux_mae_loss_2: 16.73395625791084; aux_mae_loss_4: 2.705683893440315; cnt_loss: 16.740894541642355; 2025-08-05 04:03:46,652 - INFO - Evaluation: Curr mae: 64.0503; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 321.7050; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1515; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:03:46,652 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 2025-08-05 04:08:50,982 - INFO - Training: cls_zice: 56.27610690397591; reg_zipnll: 186.26623173789685; aux_mae_loss_1: 109.51185791290204; aux_mae_loss_2: 16.781489331189036; aux_mae_loss_4: 2.7029108559870783; cnt_loss: 16.511947236514644; 2025-08-05 04:08:50,983 - INFO - Evaluation: Curr mae: 67.4463; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 290.3929; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1778; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:08:50,983 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 2025-08-05 04:13:54,968 - INFO - Training: cls_zice: 53.51841791613856; reg_zipnll: 191.27334187760144; aux_mae_loss_1: 107.23207051588514; aux_mae_loss_2: 16.263895336337445; aux_mae_loss_4: 2.5886757139375094; cnt_loss: 14.804055560217419; 2025-08-05 04:13:54,969 - INFO - Evaluation: Curr mae: 53.2493; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 273.6098; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1636; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:13:54,969 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 2025-08-05 04:18:58,911 - INFO - Training: cls_zice: 56.19744311598702; reg_zipnll: 183.0353571516689; aux_mae_loss_1: 110.66375868731109; aux_mae_loss_2: 17.027859918256038; aux_mae_loss_4: 2.7726018183642; cnt_loss: 18.011541530834677; 2025-08-05 04:18:58,912 - INFO - Evaluation: Curr mae: 51.1135; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 187.5705; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1437; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:18:58,912 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 2025-08-05 04:24:03,500 - INFO - Training: cls_zice: 54.7826320843096; reg_zipnll: 190.532651945374; aux_mae_loss_1: 108.17860191462891; aux_mae_loss_2: 16.597359373514326; aux_mae_loss_4: 2.659130511293068; cnt_loss: 14.752658800631378; 2025-08-05 04:24:03,501 - INFO - Evaluation: Curr mae: 61.9270; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 574.9437; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1514; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:24:03,501 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 2025-08-05 04:29:06,965 - INFO - Training: cls_zice: 53.566948167922256; reg_zipnll: 187.36976427406762; aux_mae_loss_1: 108.57762622588092; aux_mae_loss_2: 16.51141562498627; aux_mae_loss_4: 2.640954389363757; cnt_loss: 15.678983373323259; 2025-08-05 04:29:06,967 - INFO - Evaluation: Curr mae: 58.5518; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 312.8248; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1371; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:29:06,967 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 2025-08-05 04:34:11,839 - INFO - Training: cls_zice: 52.46884541309278; reg_zipnll: 184.37256252122108; aux_mae_loss_1: 103.9542094036975; aux_mae_loss_2: 15.801104203594374; aux_mae_loss_4: 2.5173336231463366; cnt_loss: 15.112252118654913; 2025-08-05 04:34:11,840 - INFO - Evaluation: Curr mae: 99.5684; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 283.3148; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.3289; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:34:11,841 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 2025-08-05 04:39:16,565 - INFO - Training: cls_zice: 52.330174224388934; reg_zipnll: 182.99495126287857; aux_mae_loss_1: 107.07090799483665; aux_mae_loss_2: 16.403681205293513; aux_mae_loss_4: 2.64756731608533; cnt_loss: 16.31141472445049; 2025-08-05 04:39:16,567 - INFO - Evaluation: Curr mae: 44.5556; Best mae: 38.1548; 39.0866; 39.2087; 40.0808; 40.6467; Curr rmse: 223.5873; Best rmse: 89.0193; 91.6606; 93.1098; 111.8810; 112.0492; Curr nae: 0.1375; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:39:16,567 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 2025-08-05 04:44:20,117 - INFO - Training: cls_zice: 53.480081454187555; reg_zipnll: 187.75551954823473; aux_mae_loss_1: 106.2637681225578; aux_mae_loss_2: 16.25585348808367; aux_mae_loss_4: 2.602156963706936; cnt_loss: 15.87110834042027; 2025-08-05 04:44:23,831 - INFO - Evaluation: Curr mae: 38.9768; Best mae: 38.1548; 38.9768; 39.0866; 39.2087; 40.0808; Curr rmse: 101.1490; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1230; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:44:23,832 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 2025-08-05 04:49:29,256 - INFO - Training: cls_zice: 56.39060667394672; reg_zipnll: 186.50441257506225; aux_mae_loss_1: 109.86780649592147; aux_mae_loss_2: 16.948891094840278; aux_mae_loss_4: 2.7592383030907355; cnt_loss: 17.178123630870584; 2025-08-05 04:49:29,257 - INFO - Evaluation: Curr mae: 51.4413; Best mae: 38.1548; 38.9768; 39.0866; 39.2087; 40.0808; Curr rmse: 301.9143; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1513; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:49:29,258 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 2025-08-05 04:54:33,462 - INFO - Training: cls_zice: 53.1144477852206; reg_zipnll: 184.0171425924816; aux_mae_loss_1: 106.0871603409245; aux_mae_loss_2: 16.202576306914303; aux_mae_loss_4: 2.5750978227446195; cnt_loss: 14.561962868989587; 2025-08-05 04:54:33,463 - INFO - Evaluation: Curr mae: 48.3035; Best mae: 38.1548; 38.9768; 39.0866; 39.2087; 40.0808; Curr rmse: 230.9505; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1653; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:54:33,463 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 2025-08-05 04:59:37,898 - INFO - Training: cls_zice: 56.16006032927177; reg_zipnll: 185.72126538097706; aux_mae_loss_1: 107.96865973680981; aux_mae_loss_2: 16.47426584569838; aux_mae_loss_4: 2.642240579223265; cnt_loss: 15.942352481856751; 2025-08-05 04:59:39,789 - INFO - Evaluation: Curr mae: 38.0439; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 133.6018; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1228; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 04:59:39,789 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 2025-08-05 05:04:43,129 - INFO - Training: cls_zice: 54.58702865296587; reg_zipnll: 181.87424112530783; aux_mae_loss_1: 107.70728872000099; aux_mae_loss_2: 16.4227301884433; aux_mae_loss_4: 2.6370299312939682; cnt_loss: 16.020482068196667; 2025-08-05 05:04:43,131 - INFO - Evaluation: Curr mae: 68.2741; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 578.6291; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1527; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1125; 2025-08-05 05:04:43,131 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 2025-08-05 05:09:48,008 - INFO - Training: cls_zice: 55.04488686470262; reg_zipnll: 190.7699194665433; aux_mae_loss_1: 106.37456419290184; aux_mae_loss_2: 16.09162886896599; aux_mae_loss_4: 2.553953542500964; cnt_loss: 14.326719228590056; 2025-08-05 05:09:49,865 - INFO - Evaluation: Curr mae: 60.4711; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 583.0791; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1112; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:09:49,866 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 2025-08-05 05:14:54,080 - INFO - Training: cls_zice: 54.51692828543695; reg_zipnll: 187.0755814255663; aux_mae_loss_1: 105.92742844412443; aux_mae_loss_2: 16.15634227657073; aux_mae_loss_4: 2.5839164339791227; cnt_loss: 16.220140331508567; 2025-08-05 05:14:54,082 - INFO - Evaluation: Curr mae: 69.2487; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 402.3297; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1875; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:14:54,082 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 2025-08-05 05:19:58,037 - INFO - Training: cls_zice: 54.22871461932028; reg_zipnll: 190.18840452454083; aux_mae_loss_1: 104.84159908686935; aux_mae_loss_2: 15.82346141185123; aux_mae_loss_4: 2.497604474233784; cnt_loss: 14.119755636757015; 2025-08-05 05:19:58,039 - INFO - Evaluation: Curr mae: 53.2808; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 391.1374; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1149; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:19:58,039 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 2025-08-05 05:25:02,489 - INFO - Training: cls_zice: 54.6904998409411; reg_zipnll: 182.3377211798739; aux_mae_loss_1: 107.31105938791309; aux_mae_loss_2: 16.28866123969267; aux_mae_loss_4: 2.6032449849773496; cnt_loss: 15.425566009506774; 2025-08-05 05:25:02,490 - INFO - Evaluation: Curr mae: 60.7424; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 581.9376; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1364; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:25:02,490 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 2025-08-05 05:30:07,312 - INFO - Training: cls_zice: 54.19669226493811; reg_zipnll: 187.4154691671651; aux_mae_loss_1: 104.93790123946869; aux_mae_loss_2: 15.78892285290598; aux_mae_loss_4: 2.465090308980035; cnt_loss: 12.651703405502829; 2025-08-05 05:30:07,313 - INFO - Evaluation: Curr mae: 62.0386; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 578.2859; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1212; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:30:07,313 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 2025-08-05 05:35:12,044 - INFO - Training: cls_zice: 55.2808290127004; reg_zipnll: 182.66596115524175; aux_mae_loss_1: 105.2003662996856; aux_mae_loss_2: 15.953336224764355; aux_mae_loss_4: 2.5480753197155144; cnt_loss: 15.32929718601673; 2025-08-05 05:35:12,045 - INFO - Evaluation: Curr mae: 68.3031; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 438.7760; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1491; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:35:12,045 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 2025-08-05 05:40:16,439 - INFO - Training: cls_zice: 52.670255776236175; reg_zipnll: 179.98045249095614; aux_mae_loss_1: 104.97189131984368; aux_mae_loss_2: 15.94643317274079; aux_mae_loss_4: 2.5182435238269423; cnt_loss: 13.56119482483533; 2025-08-05 05:40:16,440 - INFO - Evaluation: Curr mae: 59.7316; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 424.9621; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1464; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:40:16,441 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 2025-08-05 05:45:21,169 - INFO - Training: cls_zice: 52.92157993831488; reg_zipnll: 185.686782415238; aux_mae_loss_1: 104.03763152762366; aux_mae_loss_2: 15.676445467000143; aux_mae_loss_4: 2.463399782585301; cnt_loss: 13.525842467433076; 2025-08-05 05:45:21,170 - INFO - Evaluation: Curr mae: 47.9630; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 299.4968; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1169; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:45:21,170 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 2025-08-05 05:50:25,638 - INFO - Training: cls_zice: 52.444432326331544; reg_zipnll: 190.301259577734; aux_mae_loss_1: 103.63030099255873; aux_mae_loss_2: 15.580569274014863; aux_mae_loss_4: 2.4354475952665724; cnt_loss: 13.389512281491395; 2025-08-05 05:50:25,640 - INFO - Evaluation: Curr mae: 49.7014; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 318.0350; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1468; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:50:31,176 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 2025-08-05 05:55:36,012 - INFO - Training: cls_zice: 53.01258078546941; reg_zipnll: 190.2569339183425; aux_mae_loss_1: 103.52250416419807; aux_mae_loss_2: 15.625340732633301; aux_mae_loss_4: 2.45919550116387; cnt_loss: 13.87600347499308; 2025-08-05 05:55:36,014 - INFO - Evaluation: Curr mae: 62.3040; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 580.4256; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1201; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 05:55:36,014 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 2025-08-05 06:00:40,823 - INFO - Training: cls_zice: 52.758346690310304; reg_zipnll: 180.8114487910332; aux_mae_loss_1: 103.64712083615497; aux_mae_loss_2: 15.594545659798277; aux_mae_loss_4: 2.4457543639413495; cnt_loss: 12.85532735154071; 2025-08-05 06:00:40,824 - INFO - Evaluation: Curr mae: 61.7301; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 545.2767; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1265; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 06:00:40,825 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 2025-08-05 06:05:45,593 - INFO - Training: cls_zice: 53.01167392347649; reg_zipnll: 180.82719724405086; aux_mae_loss_1: 104.05107751174573; aux_mae_loss_2: 15.706964310153285; aux_mae_loss_4: 2.4668138763438767; cnt_loss: 13.0725578621298; 2025-08-05 06:05:45,595 - INFO - Evaluation: Curr mae: 60.4893; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 582.6436; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1159; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 06:05:45,595 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 2025-08-05 06:10:49,978 - INFO - Training: cls_zice: 51.581008229739865; reg_zipnll: 180.68852809033234; aux_mae_loss_1: 102.09413384778334; aux_mae_loss_2: 15.38209290247037; aux_mae_loss_4: 2.403646355806096; cnt_loss: 13.008654369793085; 2025-08-05 06:10:49,979 - INFO - Evaluation: Curr mae: 69.9661; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 565.8531; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1261; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 06:10:49,980 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 2025-08-05 06:15:54,744 - INFO - Training: cls_zice: 51.09973761569565; reg_zipnll: 186.74936886863415; aux_mae_loss_1: 101.4859495726833; aux_mae_loss_2: 15.19790913390623; aux_mae_loss_4: 2.3708174606368595; cnt_loss: 13.371277245580384; 2025-08-05 06:15:54,746 - INFO - Evaluation: Curr mae: 48.8086; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 223.2057; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1427; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 06:15:54,746 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 2025-08-05 06:21:00,387 - INFO - Training: cls_zice: 50.95695538370652; reg_zipnll: 181.37369460863442; aux_mae_loss_1: 102.7128040833461; aux_mae_loss_2: 15.554589039868745; aux_mae_loss_4: 2.4752763358823437; cnt_loss: 14.883261624522564; 2025-08-05 06:21:00,388 - INFO - Evaluation: Curr mae: 59.1041; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 425.5573; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1281; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 06:21:00,388 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 2025-08-05 06:26:05,082 - INFO - Training: cls_zice: 54.13622194038259; reg_zipnll: 183.38637297564117; aux_mae_loss_1: 103.57141240274385; aux_mae_loss_2: 15.535178269702548; aux_mae_loss_4: 2.4310014874585795; cnt_loss: 13.911768758511482; 2025-08-05 06:26:05,084 - INFO - Evaluation: Curr mae: 57.0941; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 534.8626; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1157; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 06:26:05,084 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 2025-08-05 06:31:09,658 - INFO - Training: cls_zice: 52.216872496286214; reg_zipnll: 173.56038413746498; aux_mae_loss_1: 102.52179795243133; aux_mae_loss_2: 15.461389476351995; aux_mae_loss_4: 2.410828880755025; cnt_loss: 12.190385165741633; 2025-08-05 06:31:09,659 - INFO - Evaluation: Curr mae: 47.3242; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 222.9883; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1150; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 06:31:09,660 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 2025-08-05 06:36:14,815 - INFO - Training: cls_zice: 52.30861797047765; reg_zipnll: 175.064616539178; aux_mae_loss_1: 102.4188826078008; aux_mae_loss_2: 15.41668539856271; aux_mae_loss_4: 2.400519245004899; cnt_loss: 13.277756830720485; 2025-08-05 06:36:14,817 - INFO - Evaluation: Curr mae: 49.7279; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 333.1108; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1162; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1112; 2025-08-05 06:36:14,817 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 2025-08-05 06:41:19,863 - INFO - Training: cls_zice: 54.290977269564316; reg_zipnll: 173.10147334983844; aux_mae_loss_1: 104.59237435054044; aux_mae_loss_2: 15.649652075338485; aux_mae_loss_4: 2.4449852205487326; cnt_loss: 13.489258361659504; 2025-08-05 06:41:21,735 - INFO - Evaluation: Curr mae: 42.6175; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 250.7637; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1107; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 06:41:21,735 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 2025-08-05 06:46:26,659 - INFO - Training: cls_zice: 52.91178485927361; reg_zipnll: 181.00145817048138; aux_mae_loss_1: 101.47985142607308; aux_mae_loss_2: 15.072398554083621; aux_mae_loss_4: 2.337523672835073; cnt_loss: 11.860466121861132; 2025-08-05 06:46:26,660 - INFO - Evaluation: Curr mae: 48.9794; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 325.9290; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1393; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 06:46:26,660 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 2025-08-05 06:51:31,532 - INFO - Training: cls_zice: 52.60470857626368; reg_zipnll: 182.24767113222254; aux_mae_loss_1: 102.9644444963313; aux_mae_loss_2: 15.415221129714064; aux_mae_loss_4: 2.4002515888918947; cnt_loss: 12.996705585856057; 2025-08-05 06:51:31,533 - INFO - Evaluation: Curr mae: 44.5363; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 132.6154; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1249; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 06:51:31,533 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 2025-08-05 06:56:35,946 - INFO - Training: cls_zice: 48.63075584924007; reg_zipnll: 180.68460125910897; aux_mae_loss_1: 98.21863771649437; aux_mae_loss_2: 14.594257346768613; aux_mae_loss_4: 2.255622765552109; cnt_loss: 11.291558292347238; 2025-08-05 06:56:35,948 - INFO - Evaluation: Curr mae: 53.8964; Best mae: 38.0439; 38.1548; 38.9768; 39.0866; 39.2087; Curr rmse: 440.9082; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 111.8810; Curr nae: 0.1133; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 06:56:35,948 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 2025-08-05 07:01:40,488 - INFO - Training: cls_zice: 53.408544787098016; reg_zipnll: 176.77059044139244; aux_mae_loss_1: 103.19647565905416; aux_mae_loss_2: 15.31857765303173; aux_mae_loss_4: 2.3713566758179114; cnt_loss: 12.549089949051336; 2025-08-05 07:01:44,208 - INFO - Evaluation: Curr mae: 37.6483; Best mae: 37.6483; 38.0439; 38.1548; 38.9768; 39.0866; Curr rmse: 108.6263; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1243; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:01:44,209 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 2025-08-05 07:06:49,418 - INFO - Training: cls_zice: 53.13930403910443; reg_zipnll: 181.2185186959784; aux_mae_loss_1: 100.33283546344786; aux_mae_loss_2: 14.849415414437537; aux_mae_loss_4: 2.297057371749363; cnt_loss: 11.418404716146023; 2025-08-05 07:06:49,419 - INFO - Evaluation: Curr mae: 44.9888; Best mae: 37.6483; 38.0439; 38.1548; 38.9768; 39.0866; Curr rmse: 200.5457; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1117; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:06:49,419 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 2025-08-05 07:11:53,770 - INFO - Training: cls_zice: 48.426643842826465; reg_zipnll: 181.56409774525306; aux_mae_loss_1: 98.49620704601847; aux_mae_loss_2: 14.53468513274254; aux_mae_loss_4: 2.2147371684677495; cnt_loss: 10.440772270711957; 2025-08-05 07:11:53,772 - INFO - Evaluation: Curr mae: 74.2517; Best mae: 37.6483; 38.0439; 38.1548; 38.9768; 39.0866; Curr rmse: 582.8714; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1631; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:11:53,772 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 2025-08-05 07:16:58,585 - INFO - Training: cls_zice: 50.65621375409374; reg_zipnll: 182.7604549574668; aux_mae_loss_1: 99.33444963077653; aux_mae_loss_2: 14.696075545485039; aux_mae_loss_4: 2.2498934846610825; cnt_loss: 11.348237232561283; 2025-08-05 07:16:58,587 - INFO - Evaluation: Curr mae: 58.8870; Best mae: 37.6483; 38.0439; 38.1548; 38.9768; 39.0866; Curr rmse: 572.5101; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1137; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:16:58,587 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 2025-08-05 07:22:03,319 - INFO - Training: cls_zice: 51.94025878918508; reg_zipnll: 177.75980783673361; aux_mae_loss_1: 101.18787926205633; aux_mae_loss_2: 14.92338116248653; aux_mae_loss_4: 2.282665017101636; cnt_loss: 11.2366718678977; 2025-08-05 07:22:03,320 - INFO - Evaluation: Curr mae: 44.4603; Best mae: 37.6483; 38.0439; 38.1548; 38.9768; 39.0866; Curr rmse: 246.9974; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1211; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:22:03,320 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 2025-08-05 07:27:08,362 - INFO - Training: cls_zice: 53.90229410591959; reg_zipnll: 172.70914768130737; aux_mae_loss_1: 102.4090685660551; aux_mae_loss_2: 15.249016653909168; aux_mae_loss_4: 2.3585673536923366; cnt_loss: 11.584110835830472; 2025-08-05 07:27:08,364 - INFO - Evaluation: Curr mae: 59.4640; Best mae: 37.6483; 38.0439; 38.1548; 38.9768; 39.0866; Curr rmse: 569.6274; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1329; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:27:08,364 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 2025-08-05 07:32:13,073 - INFO - Training: cls_zice: 53.6467750379696; reg_zipnll: 172.55375718457535; aux_mae_loss_1: 101.09312367868301; aux_mae_loss_2: 15.078122773329826; aux_mae_loss_4: 2.3564213040095674; cnt_loss: 12.825051872160257; 2025-08-05 07:32:13,075 - INFO - Evaluation: Curr mae: 47.0559; Best mae: 37.6483; 38.0439; 38.1548; 38.9768; 39.0866; Curr rmse: 294.8187; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1324; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:32:13,075 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 2025-08-05 07:37:17,822 - INFO - Training: cls_zice: 52.09111636647222; reg_zipnll: 173.64282779644572; aux_mae_loss_1: 99.57329231791753; aux_mae_loss_2: 14.799353122711182; aux_mae_loss_4: 2.2804660329015825; cnt_loss: 11.88606771160214; 2025-08-05 07:37:19,662 - INFO - Evaluation: Curr mae: 38.4705; Best mae: 37.6483; 38.0439; 38.1548; 38.4705; 38.9768; Curr rmse: 115.7336; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1182; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:37:19,663 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 2025-08-05 07:42:23,962 - INFO - Training: cls_zice: 52.844606094387935; reg_zipnll: 177.40217348603787; aux_mae_loss_1: 101.84000338870639; aux_mae_loss_2: 15.138559751461589; aux_mae_loss_4: 2.3455376286433105; cnt_loss: 12.18923913375271; 2025-08-05 07:42:23,963 - INFO - Evaluation: Curr mae: 45.3710; Best mae: 37.6483; 38.0439; 38.1548; 38.4705; 38.9768; Curr rmse: 277.4094; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1154; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:42:23,963 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 2025-08-05 07:47:28,318 - INFO - Training: cls_zice: 53.51178913879517; reg_zipnll: 174.65989692413407; aux_mae_loss_1: 100.11985567235088; aux_mae_loss_2: 14.7630469927751; aux_mae_loss_4: 2.2727328747281073; cnt_loss: 11.930080763018836; 2025-08-05 07:47:28,320 - INFO - Evaluation: Curr mae: 51.0400; Best mae: 37.6483; 38.0439; 38.1548; 38.4705; 38.9768; Curr rmse: 362.0503; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1293; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:47:28,320 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 2025-08-05 07:52:33,134 - INFO - Training: cls_zice: 50.69014142166373; reg_zipnll: 166.4819019974657; aux_mae_loss_1: 99.40924788134264; aux_mae_loss_2: 14.767737853189974; aux_mae_loss_4: 2.284434347425451; cnt_loss: 11.954988845363069; 2025-08-05 07:52:33,135 - INFO - Evaluation: Curr mae: 47.2704; Best mae: 37.6483; 38.0439; 38.1548; 38.4705; 38.9768; Curr rmse: 248.5503; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1305; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:52:33,135 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 2025-08-05 07:57:37,714 - INFO - Training: cls_zice: 52.93801080828154; reg_zipnll: 176.4400904000878; aux_mae_loss_1: 99.33283461886997; aux_mae_loss_2: 14.68386003014974; aux_mae_loss_4: 2.24132770054751; cnt_loss: 10.246310472641628; 2025-08-05 07:57:37,715 - INFO - Evaluation: Curr mae: 42.6368; Best mae: 37.6483; 38.0439; 38.1548; 38.4705; 38.9768; Curr rmse: 223.3481; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1147; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 07:57:37,716 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 2025-08-05 08:02:42,119 - INFO - Training: cls_zice: 51.40361934440608; reg_zipnll: 170.3274166136597; aux_mae_loss_1: 99.70598897468155; aux_mae_loss_2: 14.730458084905669; aux_mae_loss_4: 2.262751111257965; cnt_loss: 10.793668715077379; 2025-08-05 08:02:42,120 - INFO - Evaluation: Curr mae: 51.3186; Best mae: 37.6483; 38.0439; 38.1548; 38.4705; 38.9768; Curr rmse: 431.4776; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1225; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 08:02:42,120 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 2025-08-05 08:07:47,054 - INFO - Training: cls_zice: 49.31240178624068; reg_zipnll: 183.28863022321295; aux_mae_loss_1: 97.66378834437589; aux_mae_loss_2: 14.347107363850414; aux_mae_loss_4: 2.1643333859492695; cnt_loss: 10.101141696111096; 2025-08-05 08:07:47,056 - INFO - Evaluation: Curr mae: 45.0847; Best mae: 37.6483; 38.0439; 38.1548; 38.4705; 38.9768; Curr rmse: 272.6878; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1160; Best nae: 0.1077; 0.1086; 0.1101; 0.1105; 0.1107; 2025-08-05 08:07:47,056 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 2025-08-05 08:12:52,057 - INFO - Training: cls_zice: 49.22713414861182; reg_zipnll: 173.2676307854738; aux_mae_loss_1: 97.31263806458304; aux_mae_loss_2: 14.348523590436018; aux_mae_loss_4: 2.1816326183647607; cnt_loss: 10.410938405592216; 2025-08-05 08:12:55,785 - INFO - Evaluation: Curr mae: 37.4678; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 178.2376; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1097; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:12:55,785 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 2025-08-05 08:18:00,188 - INFO - Training: cls_zice: 53.73089350281154; reg_zipnll: 175.7834888154253; aux_mae_loss_1: 100.11815900974224; aux_mae_loss_2: 14.731396615045542; aux_mae_loss_4: 2.23202807492646; cnt_loss: 10.65826802955495; 2025-08-05 08:18:00,190 - INFO - Evaluation: Curr mae: 38.8464; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 196.8020; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1118; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:18:00,190 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 2025-08-05 08:23:04,248 - INFO - Training: cls_zice: 51.0941141699764; reg_zipnll: 166.71853605334127; aux_mae_loss_1: 99.10072069241639; aux_mae_loss_2: 14.708571026441676; aux_mae_loss_4: 2.2579043066287103; cnt_loss: 11.028796164572698; 2025-08-05 08:23:04,250 - INFO - Evaluation: Curr mae: 42.0813; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 211.4395; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1181; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:23:04,250 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 2025-08-05 08:28:07,823 - INFO - Training: cls_zice: 53.438254704818625; reg_zipnll: 168.58456629775176; aux_mae_loss_1: 101.95814140535566; aux_mae_loss_2: 15.101984851464515; aux_mae_loss_4: 2.321340815956611; cnt_loss: 10.974288197593395; 2025-08-05 08:28:07,825 - INFO - Evaluation: Curr mae: 45.9596; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 240.8177; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1231; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:28:07,825 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 2025-08-05 08:33:11,921 - INFO - Training: cls_zice: 52.50860437743155; reg_zipnll: 175.03010302153834; aux_mae_loss_1: 98.91072203138494; aux_mae_loss_2: 14.537109914353083; aux_mae_loss_4: 2.1975503727832; cnt_loss: 9.89668499258919; 2025-08-05 08:33:11,922 - INFO - Evaluation: Curr mae: 41.0812; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 153.4039; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1317; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:33:11,922 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 2025-08-05 08:38:15,615 - INFO - Training: cls_zice: 50.126468989797; reg_zipnll: 178.75171337274782; aux_mae_loss_1: 97.37372818213808; aux_mae_loss_2: 14.214531898192085; aux_mae_loss_4: 2.1369905255754076; cnt_loss: 9.275626846787862; 2025-08-05 08:38:15,617 - INFO - Evaluation: Curr mae: 44.5253; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 212.0430; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1276; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:38:15,617 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 2025-08-05 08:43:18,777 - INFO - Training: cls_zice: 50.85335394004623; reg_zipnll: 175.8722048173527; aux_mae_loss_1: 96.60565103663271; aux_mae_loss_2: 14.095434074536694; aux_mae_loss_4: 2.1091675999691675; cnt_loss: 9.160489643217666; 2025-08-05 08:43:18,778 - INFO - Evaluation: Curr mae: 48.2776; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 356.7140; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1154; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:43:18,779 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 2025-08-05 08:48:22,847 - INFO - Training: cls_zice: 50.44224860808384; reg_zipnll: 176.26579088539575; aux_mae_loss_1: 96.27723450403288; aux_mae_loss_2: 14.02121681541894; aux_mae_loss_4: 2.0948419346447777; cnt_loss: 8.818132743430935; 2025-08-05 08:48:22,849 - INFO - Evaluation: Curr mae: 41.1643; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 221.7916; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1129; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:48:22,849 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 2025-08-05 08:53:27,017 - INFO - Training: cls_zice: 53.890921674458106; reg_zipnll: 179.4398143052442; aux_mae_loss_1: 100.0458916220383; aux_mae_loss_2: 14.654705920378776; aux_mae_loss_4: 2.2217753250678585; cnt_loss: 10.227170412215598; 2025-08-05 08:53:27,018 - INFO - Evaluation: Curr mae: 43.5682; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 255.4630; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1174; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:53:27,018 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 2025-08-05 08:58:30,804 - INFO - Training: cls_zice: 49.48414034739252; reg_zipnll: 175.3015645868061; aux_mae_loss_1: 97.1917662926995; aux_mae_loss_2: 14.257696985891975; aux_mae_loss_4: 2.141193879140986; cnt_loss: 9.563681873993273; 2025-08-05 08:58:30,805 - INFO - Evaluation: Curr mae: 41.7420; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 222.0979; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1139; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 08:58:30,806 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 2025-08-05 09:03:34,909 - INFO - Training: cls_zice: 52.724593924449465; reg_zipnll: 182.2122559437102; aux_mae_loss_1: 99.59740224411678; aux_mae_loss_2: 14.54085828773773; aux_mae_loss_4: 2.179575087018981; cnt_loss: 9.359761338613946; 2025-08-05 09:03:34,911 - INFO - Evaluation: Curr mae: 49.5304; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 261.9542; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1235; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 09:03:34,911 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 2025-08-05 09:08:38,288 - INFO - Training: cls_zice: 54.64113421006497; reg_zipnll: 166.16289865449644; aux_mae_loss_1: 99.94006846803013; aux_mae_loss_2: 14.594096422808336; aux_mae_loss_4: 2.205860465611774; cnt_loss: 9.751528259414634; 2025-08-05 09:08:38,289 - INFO - Evaluation: Curr mae: 49.4846; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 334.5138; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1301; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 09:08:38,289 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 2025-08-05 09:13:41,663 - INFO - Training: cls_zice: 52.04720598244728; reg_zipnll: 173.82342834276528; aux_mae_loss_1: 99.0310986673311; aux_mae_loss_2: 14.470576116542277; aux_mae_loss_4: 2.1713588121311216; cnt_loss: 9.122242104424915; 2025-08-05 09:13:41,664 - INFO - Evaluation: Curr mae: 51.6704; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 455.4202; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1131; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 09:13:41,664 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 2025-08-05 09:18:46,157 - INFO - Training: cls_zice: 53.363860803735285; reg_zipnll: 174.48146145877004; aux_mae_loss_1: 99.33305310344942; aux_mae_loss_2: 14.492944034635254; aux_mae_loss_4: 2.1755237652127724; cnt_loss: 9.66204420888945; 2025-08-05 09:18:46,158 - INFO - Evaluation: Curr mae: 49.9344; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 331.2627; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1246; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 09:18:46,158 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 2025-08-05 09:23:50,714 - INFO - Training: cls_zice: 50.08810068011897; reg_zipnll: 171.90139737165987; aux_mae_loss_1: 95.9174576295985; aux_mae_loss_2: 14.018352977414365; aux_mae_loss_4: 2.106687817751289; cnt_loss: 9.257669358449608; 2025-08-05 09:23:50,716 - INFO - Evaluation: Curr mae: 44.4732; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 283.0340; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1180; Best nae: 0.1077; 0.1086; 0.1097; 0.1101; 0.1105; 2025-08-05 09:23:50,716 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 2025-08-05 09:28:54,776 - INFO - Training: cls_zice: 49.724428358298645; reg_zipnll: 176.87368989664975; aux_mae_loss_1: 96.65434780464075; aux_mae_loss_2: 14.023095315403681; aux_mae_loss_4: 2.08006691434696; cnt_loss: 8.478840433846402; 2025-08-05 09:28:56,629 - INFO - Evaluation: Curr mae: 40.9617; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 235.4604; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1094; Best nae: 0.1077; 0.1086; 0.1094; 0.1097; 0.1101; 2025-08-05 09:28:56,630 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 2025-08-05 09:34:01,713 - INFO - Training: cls_zice: 49.32065155803391; reg_zipnll: 172.8609537600245; aux_mae_loss_1: 95.25768369512876; aux_mae_loss_2: 13.872522824834123; aux_mae_loss_4: 2.0736262406818664; cnt_loss: 8.929685687804284; 2025-08-05 09:34:01,715 - INFO - Evaluation: Curr mae: 46.3569; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 352.8164; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1179; Best nae: 0.1077; 0.1086; 0.1094; 0.1097; 0.1101; 2025-08-05 09:34:01,715 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 2025-08-05 09:39:05,861 - INFO - Training: cls_zice: 50.062367099722735; reg_zipnll: 175.7421615767295; aux_mae_loss_1: 95.62822850381806; aux_mae_loss_2: 13.857550185259939; aux_mae_loss_4: 2.057002594967428; cnt_loss: 8.296836283182424; 2025-08-05 09:39:07,744 - INFO - Evaluation: Curr mae: 45.4949; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 318.1773; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1040; Best nae: 0.1040; 0.1077; 0.1086; 0.1094; 0.1097; 2025-08-05 09:39:07,745 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 2025-08-05 09:44:12,523 - INFO - Training: cls_zice: 51.81525543255487; reg_zipnll: 174.8415168134596; aux_mae_loss_1: 97.0836296081543; aux_mae_loss_2: 14.105694363233669; aux_mae_loss_4: 2.0959141312650664; cnt_loss: 8.195696160848465; 2025-08-05 09:44:12,524 - INFO - Evaluation: Curr mae: 52.8347; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 446.1827; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1157; Best nae: 0.1040; 0.1077; 0.1086; 0.1094; 0.1097; 2025-08-05 09:44:12,524 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 2025-08-05 09:49:16,534 - INFO - Training: cls_zice: 46.22558895910307; reg_zipnll: 180.10268239313044; aux_mae_loss_1: 92.32185983044936; aux_mae_loss_2: 13.327886773258983; aux_mae_loss_4: 1.9535461180773983; cnt_loss: 7.277864709151741; 2025-08-05 09:49:16,536 - INFO - Evaluation: Curr mae: 51.3732; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 369.0832; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1282; Best nae: 0.1040; 0.1077; 0.1086; 0.1094; 0.1097; 2025-08-05 09:49:16,536 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 2025-08-05 09:54:20,737 - INFO - Training: cls_zice: 48.76078763856986; reg_zipnll: 173.6982086495446; aux_mae_loss_1: 95.30319497763038; aux_mae_loss_2: 13.805940660535523; aux_mae_loss_4: 2.0514698573280423; cnt_loss: 7.84766290679689; 2025-08-05 09:54:20,738 - INFO - Evaluation: Curr mae: 46.6313; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 245.7731; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1330; Best nae: 0.1040; 0.1077; 0.1086; 0.1094; 0.1097; 2025-08-05 09:54:20,738 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 2025-08-05 09:59:25,421 - INFO - Training: cls_zice: 47.14889845558488; reg_zipnll: 175.05330333856813; aux_mae_loss_1: 92.74064464618124; aux_mae_loss_2: 13.40040477259913; aux_mae_loss_4: 1.9763444605400753; cnt_loss: 7.691642568473031; 2025-08-05 09:59:25,422 - INFO - Evaluation: Curr mae: 49.1292; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 361.8318; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1203; Best nae: 0.1040; 0.1077; 0.1086; 0.1094; 0.1097; 2025-08-05 09:59:25,422 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 2025-08-05 10:04:30,214 - INFO - Training: cls_zice: 49.809451344157246; reg_zipnll: 169.2041490378294; aux_mae_loss_1: 96.11082266780589; aux_mae_loss_2: 13.982420177263588; aux_mae_loss_4: 2.071779825846763; cnt_loss: 8.44864182193359; 2025-08-05 10:04:32,075 - INFO - Evaluation: Curr mae: 46.3208; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 343.7190; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1086; Best nae: 0.1040; 0.1077; 0.1086; 0.1086; 0.1094; 2025-08-05 10:04:37,604 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 2025-08-05 10:09:41,688 - INFO - Training: cls_zice: 48.6145437735978; reg_zipnll: 170.09465944736354; aux_mae_loss_1: 94.28588024816047; aux_mae_loss_2: 13.756874541696975; aux_mae_loss_4: 2.040678867567474; cnt_loss: 8.058978925480634; 2025-08-05 10:09:43,548 - INFO - Evaluation: Curr mae: 42.2995; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 243.1249; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1086; Best nae: 0.1040; 0.1077; 0.1086; 0.1086; 0.1086; 2025-08-05 10:09:43,549 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 2025-08-05 10:14:48,277 - INFO - Training: cls_zice: 50.094777383657224; reg_zipnll: 173.85518152977323; aux_mae_loss_1: 96.1183040025608; aux_mae_loss_2: 13.89993795024705; aux_mae_loss_4: 2.0496904438596153; cnt_loss: 7.727077785371815; 2025-08-05 10:14:48,278 - INFO - Evaluation: Curr mae: 45.9116; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 297.0986; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1292; Best nae: 0.1040; 0.1077; 0.1086; 0.1086; 0.1086; 2025-08-05 10:14:48,279 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 2025-08-05 10:19:52,335 - INFO - Training: cls_zice: 49.05317985306669; reg_zipnll: 171.9209464595373; aux_mae_loss_1: 95.16993479005475; aux_mae_loss_2: 13.747543492476554; aux_mae_loss_4: 2.027280246307427; cnt_loss: 7.811130596157211; 2025-08-05 10:19:52,337 - INFO - Evaluation: Curr mae: 42.8278; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 269.0038; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1112; Best nae: 0.1040; 0.1077; 0.1086; 0.1086; 0.1086; 2025-08-05 10:19:52,337 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 2025-08-05 10:24:56,233 - INFO - Training: cls_zice: 47.26088081625863; reg_zipnll: 182.4383051315739; aux_mae_loss_1: 94.38023903069582; aux_mae_loss_2: 13.618689449403464; aux_mae_loss_4: 2.005159657917783; cnt_loss: 7.225833081953936; 2025-08-05 10:24:58,090 - INFO - Evaluation: Curr mae: 44.6765; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 323.7119; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1063; Best nae: 0.1040; 0.1063; 0.1077; 0.1086; 0.1086; 2025-08-05 10:24:58,090 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 2025-08-05 10:30:01,771 - INFO - Training: cls_zice: 50.868900753385304; reg_zipnll: 174.19742012514246; aux_mae_loss_1: 95.36903984442468; aux_mae_loss_2: 13.664992368619668; aux_mae_loss_4: 2.004162960309909; cnt_loss: 7.144069688025968; 2025-08-05 10:30:01,772 - INFO - Evaluation: Curr mae: 51.6175; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 392.1889; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1230; Best nae: 0.1040; 0.1063; 0.1077; 0.1086; 0.1086; 2025-08-05 10:30:01,772 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 2025-08-05 10:35:06,002 - INFO - Training: cls_zice: 49.02703206574396; reg_zipnll: 172.5751067850461; aux_mae_loss_1: 93.38139862756803; aux_mae_loss_2: 13.492749762718965; aux_mae_loss_4: 1.978193369117065; cnt_loss: 7.001083532458406; 2025-08-05 10:35:06,003 - INFO - Evaluation: Curr mae: 43.6365; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 224.0826; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1130; Best nae: 0.1040; 0.1063; 0.1077; 0.1086; 0.1086; 2025-08-05 10:35:06,004 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 2025-08-05 10:40:10,639 - INFO - Training: cls_zice: 49.1211037325522; reg_zipnll: 166.05275878317866; aux_mae_loss_1: 94.42818903494003; aux_mae_loss_2: 13.67413389774705; aux_mae_loss_4: 2.019224966169936; cnt_loss: 8.054022604058519; 2025-08-05 10:40:10,640 - INFO - Evaluation: Curr mae: 48.1413; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 334.4817; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1205; Best nae: 0.1040; 0.1063; 0.1077; 0.1086; 0.1086; 2025-08-05 10:40:10,641 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 2025-08-05 10:45:15,343 - INFO - Training: cls_zice: 48.946489020760694; reg_zipnll: 178.84206662999327; aux_mae_loss_1: 94.20003254799732; aux_mae_loss_2: 13.512436793212107; aux_mae_loss_4: 1.9678007476893673; cnt_loss: 6.766909424014447; 2025-08-05 10:45:15,345 - INFO - Evaluation: Curr mae: 40.3246; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 216.2592; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1125; Best nae: 0.1040; 0.1063; 0.1077; 0.1086; 0.1086; 2025-08-05 10:45:15,345 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 2025-08-05 10:50:20,123 - INFO - Training: cls_zice: 48.38492210343442; reg_zipnll: 165.9839597667704; aux_mae_loss_1: 94.20130085148358; aux_mae_loss_2: 13.608745747176417; aux_mae_loss_4: 1.9921133855314672; cnt_loss: 6.423774452013344; 2025-08-05 10:50:21,992 - INFO - Evaluation: Curr mae: 43.9940; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 300.5945; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1063; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 10:50:21,992 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 2025-08-05 10:55:26,353 - INFO - Training: cls_zice: 50.611122177545084; reg_zipnll: 177.80546989538982; aux_mae_loss_1: 96.35129478474202; aux_mae_loss_2: 13.909301801941389; aux_mae_loss_4: 2.0556428663834816; cnt_loss: 7.153935974008933; 2025-08-05 10:55:26,354 - INFO - Evaluation: Curr mae: 40.6666; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 227.6818; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1097; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 10:55:26,354 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 2025-08-05 11:00:30,175 - INFO - Training: cls_zice: 51.55228163527952; reg_zipnll: 176.48684226577876; aux_mae_loss_1: 96.14751359552221; aux_mae_loss_2: 13.770529373752428; aux_mae_loss_4: 2.0061875563354294; cnt_loss: 6.9979501346696; 2025-08-05 11:00:30,176 - INFO - Evaluation: Curr mae: 41.3076; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 225.3876; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1144; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:00:30,177 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 2025-08-05 11:05:34,740 - INFO - Training: cls_zice: 50.637070849346316; reg_zipnll: 177.73270853626084; aux_mae_loss_1: 96.00892963262328; aux_mae_loss_2: 13.713013967082556; aux_mae_loss_4: 1.994610461753561; cnt_loss: 6.930317250805833; 2025-08-05 11:05:34,742 - INFO - Evaluation: Curr mae: 40.4391; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 201.4383; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1161; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:05:34,742 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 2025-08-05 11:10:38,477 - INFO - Training: cls_zice: 48.617965798145086; reg_zipnll: 172.3603858947754; aux_mae_loss_1: 94.94937965373454; aux_mae_loss_2: 13.596767977148218; aux_mae_loss_4: 1.9882992503728842; cnt_loss: 7.018980460792091; 2025-08-05 11:10:38,478 - INFO - Evaluation: Curr mae: 45.0552; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 318.1710; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1140; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:10:38,478 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 2025-08-05 11:15:42,708 - INFO - Training: cls_zice: 50.57731970386211; reg_zipnll: 170.97750906711371; aux_mae_loss_1: 96.27017130275618; aux_mae_loss_2: 13.836793048216322; aux_mae_loss_4: 2.0283042603869057; cnt_loss: 7.396076767947189; 2025-08-05 11:15:42,710 - INFO - Evaluation: Curr mae: 45.5858; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 330.9569; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1134; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:15:42,710 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 2025-08-05 11:20:46,589 - INFO - Training: cls_zice: 50.8547461732341; reg_zipnll: 166.35398169961258; aux_mae_loss_1: 96.98916942478759; aux_mae_loss_2: 13.992772068033489; aux_mae_loss_4: 2.0667592737546006; cnt_loss: 7.349085956505454; 2025-08-05 11:20:46,590 - INFO - Evaluation: Curr mae: 44.3901; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 263.6982; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1197; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:20:46,590 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 2025-08-05 11:25:50,258 - INFO - Training: cls_zice: 49.78602080219509; reg_zipnll: 169.42095154416592; aux_mae_loss_1: 94.56449576086128; aux_mae_loss_2: 13.556318149468586; aux_mae_loss_4: 1.973723866179547; cnt_loss: 6.685818119649715; 2025-08-05 11:25:50,259 - INFO - Evaluation: Curr mae: 45.7044; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 265.7307; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1203; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:25:50,260 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 2025-08-05 11:30:54,276 - INFO - Training: cls_zice: 49.19125464880374; reg_zipnll: 174.77123385039576; aux_mae_loss_1: 93.16462921789802; aux_mae_loss_2: 13.396049748349618; aux_mae_loss_4: 1.9568005991778827; cnt_loss: 7.037551065643527; 2025-08-05 11:30:54,278 - INFO - Evaluation: Curr mae: 46.2564; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 330.4324; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1136; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:30:54,278 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 2025-08-05 11:35:57,814 - INFO - Training: cls_zice: 50.69127688363463; reg_zipnll: 172.44444106231924; aux_mae_loss_1: 96.59422827625029; aux_mae_loss_2: 13.923498083815783; aux_mae_loss_4: 2.050956430732438; cnt_loss: 7.064880425335509; 2025-08-05 11:35:57,816 - INFO - Evaluation: Curr mae: 45.3713; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 322.7054; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1160; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:35:57,816 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 2025-08-05 11:41:01,738 - INFO - Training: cls_zice: 47.865642489381806; reg_zipnll: 171.28164989108598; aux_mae_loss_1: 92.97661972045898; aux_mae_loss_2: 13.341291989642734; aux_mae_loss_4: 1.9441678186921656; cnt_loss: 6.275025256035567; 2025-08-05 11:41:01,739 - INFO - Evaluation: Curr mae: 42.4673; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 282.8873; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1105; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:41:01,739 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 2025-08-05 11:46:05,056 - INFO - Training: cls_zice: 50.15788008506316; reg_zipnll: 174.46558763557962; aux_mae_loss_1: 93.88636551295578; aux_mae_loss_2: 13.543444892128207; aux_mae_loss_4: 1.981689925365399; cnt_loss: 6.89962944196858; 2025-08-05 11:46:05,058 - INFO - Evaluation: Curr mae: 43.4994; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 283.9586; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1117; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:46:05,058 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 2025-08-05 11:51:09,140 - INFO - Training: cls_zice: 50.07829468883095; reg_zipnll: 175.9357027333316; aux_mae_loss_1: 93.88733693689184; aux_mae_loss_2: 13.40280991593486; aux_mae_loss_4: 1.941271929094295; cnt_loss: 6.05862211016579; 2025-08-05 11:51:09,142 - INFO - Evaluation: Curr mae: 40.5600; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 233.3838; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1129; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:51:09,142 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 2025-08-05 11:56:13,066 - INFO - Training: cls_zice: 49.98579769767342; reg_zipnll: 168.161752078098; aux_mae_loss_1: 94.76851783252314; aux_mae_loss_2: 13.629776275556313; aux_mae_loss_4: 1.9883034105932191; cnt_loss: 6.743942225653592; 2025-08-05 11:56:13,067 - INFO - Evaluation: Curr mae: 42.9966; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 278.5699; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1135; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 11:56:13,068 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 2025-08-05 12:01:17,373 - INFO - Training: cls_zice: 48.831586525265536; reg_zipnll: 172.52547299402232; aux_mae_loss_1: 93.62952946758516; aux_mae_loss_2: 13.412255161525657; aux_mae_loss_4: 1.9498854669476535; cnt_loss: 6.49800126886613; 2025-08-05 12:01:17,375 - INFO - Evaluation: Curr mae: 41.1808; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 206.1201; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1160; Best nae: 0.1040; 0.1063; 0.1063; 0.1077; 0.1086; 2025-08-05 12:01:17,375 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 2025-08-05 12:06:20,873 - INFO - Training: cls_zice: 50.81854798386213; reg_zipnll: 160.00500376488066; aux_mae_loss_1: 96.48493700101014; aux_mae_loss_2: 14.03555224487285; aux_mae_loss_4: 2.070162127747327; cnt_loss: 6.62522311305632; 2025-08-05 12:06:22,753 - INFO - Evaluation: Curr mae: 40.0135; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 225.0343; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1063; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1077; 2025-08-05 12:06:22,753 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 2025-08-05 12:11:27,851 - INFO - Training: cls_zice: 49.25374246624258; reg_zipnll: 158.3397690446947; aux_mae_loss_1: 95.89494990321849; aux_mae_loss_2: 13.874775803793979; aux_mae_loss_4: 2.0464020528493014; cnt_loss: 7.234991259930373; 2025-08-05 12:11:27,852 - INFO - Evaluation: Curr mae: 43.0761; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 278.6719; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1136; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1077; 2025-08-05 12:11:27,852 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 2025-08-05 12:16:32,284 - INFO - Training: cls_zice: 49.16645512000148; reg_zipnll: 165.11720925063892; aux_mae_loss_1: 94.39589045409372; aux_mae_loss_2: 13.536451201818902; aux_mae_loss_4: 1.975615741967542; cnt_loss: 6.356240526109858; 2025-08-05 12:16:32,286 - INFO - Evaluation: Curr mae: 44.6009; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 323.2711; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1096; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1077; 2025-08-05 12:16:32,286 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 2025-08-05 12:21:36,491 - INFO - Training: cls_zice: 50.42984288647426; reg_zipnll: 167.0138946180172; aux_mae_loss_1: 94.39033335462634; aux_mae_loss_2: 13.480398865775769; aux_mae_loss_4: 1.954658124471385; cnt_loss: 6.019062594920014; 2025-08-05 12:21:36,493 - INFO - Evaluation: Curr mae: 42.2232; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 269.0331; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1079; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1077; 2025-08-05 12:21:36,493 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 2025-08-05 12:26:40,908 - INFO - Training: cls_zice: 47.38803295603448; reg_zipnll: 173.8565360709144; aux_mae_loss_1: 93.38274260229194; aux_mae_loss_2: 13.35458690770794; aux_mae_loss_4: 1.9360873990316319; cnt_loss: 6.23007101126992; 2025-08-05 12:26:40,909 - INFO - Evaluation: Curr mae: 42.3031; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 255.7539; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1128; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1077; 2025-08-05 12:26:40,909 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 2025-08-05 12:31:45,462 - INFO - Training: cls_zice: 49.64117425986611; reg_zipnll: 172.16793817848657; aux_mae_loss_1: 93.33470658348888; aux_mae_loss_2: 13.330965962079006; aux_mae_loss_4: 1.938475920026284; cnt_loss: 6.056482006314481; 2025-08-05 12:31:45,463 - INFO - Evaluation: Curr mae: 45.6946; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 317.5059; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1119; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1077; 2025-08-05 12:31:45,463 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 2025-08-05 12:36:49,891 - INFO - Training: cls_zice: 47.838598250270195; reg_zipnll: 168.31677178429453; aux_mae_loss_1: 91.65981720284509; aux_mae_loss_2: 13.140614960064925; aux_mae_loss_4: 1.9115010975718805; cnt_loss: 6.020621816266165; 2025-08-05 12:36:49,893 - INFO - Evaluation: Curr mae: 43.4138; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 289.7563; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1100; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1077; 2025-08-05 12:36:49,893 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 2025-08-05 12:41:54,204 - INFO - Training: cls_zice: 49.483157386663336; reg_zipnll: 171.44651201635523; aux_mae_loss_1: 93.63413258628552; aux_mae_loss_2: 13.422006402959553; aux_mae_loss_4: 1.9535915165909765; cnt_loss: 6.104025294204604; 2025-08-05 12:41:54,206 - INFO - Evaluation: Curr mae: 43.7367; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 276.3561; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1149; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1077; 2025-08-05 12:41:54,206 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 2025-08-05 12:46:59,250 - INFO - Training: cls_zice: 47.629208400653994; reg_zipnll: 174.06888615625377; aux_mae_loss_1: 92.20380603623575; aux_mae_loss_2: 13.184861167843973; aux_mae_loss_4: 1.9160558326232096; cnt_loss: 5.8313228046679555; 2025-08-05 12:47:01,129 - INFO - Evaluation: Curr mae: 43.0650; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 281.7312; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1075; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 12:47:01,129 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 2025-08-05 12:52:05,651 - INFO - Training: cls_zice: 49.91509573556157; reg_zipnll: 177.8625759036498; aux_mae_loss_1: 94.76959905648906; aux_mae_loss_2: 13.52644603846925; aux_mae_loss_4: 1.9551912497125739; cnt_loss: 6.004695858317966; 2025-08-05 12:52:05,652 - INFO - Evaluation: Curr mae: 41.7266; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 252.3396; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1082; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 12:52:05,652 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 2025-08-05 12:57:09,751 - INFO - Training: cls_zice: 49.78318963251567; reg_zipnll: 174.71403201870564; aux_mae_loss_1: 93.8199489269894; aux_mae_loss_2: 13.390114591789736; aux_mae_loss_4: 1.9340707972301003; cnt_loss: 5.685128782662757; 2025-08-05 12:57:09,753 - INFO - Evaluation: Curr mae: 41.6513; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 260.9871; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1092; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 12:57:09,753 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 2025-08-05 13:02:14,992 - INFO - Training: cls_zice: 51.241596269423674; reg_zipnll: 167.90614173712643; aux_mae_loss_1: 94.75395025630843; aux_mae_loss_2: 13.592376887951534; aux_mae_loss_4: 1.9765565083541723; cnt_loss: 6.329548380062329; 2025-08-05 13:02:14,994 - INFO - Evaluation: Curr mae: 41.5176; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 248.6681; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1108; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:02:14,994 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 2025-08-05 13:07:19,193 - INFO - Training: cls_zice: 49.86761129438724; reg_zipnll: 167.51105353642245; aux_mae_loss_1: 94.78212427663925; aux_mae_loss_2: 13.535258087829943; aux_mae_loss_4: 1.9590715958250826; cnt_loss: 5.578851945602495; 2025-08-05 13:07:19,195 - INFO - Evaluation: Curr mae: 41.6216; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 248.5731; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1103; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:07:19,195 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 2025-08-05 13:12:24,049 - INFO - Training: cls_zice: 47.58108386198169; reg_zipnll: 174.20231385709081; aux_mae_loss_1: 91.99861196380654; aux_mae_loss_2: 13.140581252182663; aux_mae_loss_4: 1.9010245597952435; cnt_loss: 5.804075644684328; 2025-08-05 13:12:24,051 - INFO - Evaluation: Curr mae: 42.1824; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 265.4392; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1103; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:12:24,051 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 2025-08-05 13:17:28,407 - INFO - Training: cls_zice: 48.8944811761226; reg_zipnll: 166.84880421400683; aux_mae_loss_1: 93.60648062541736; aux_mae_loss_2: 13.408780569282474; aux_mae_loss_4: 1.934891284278242; cnt_loss: 6.022993741121268; 2025-08-05 13:17:28,409 - INFO - Evaluation: Curr mae: 45.5543; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 331.1621; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1133; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:17:28,409 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 2025-08-05 13:22:33,023 - INFO - Training: cls_zice: 50.18966538189003; reg_zipnll: 172.84944193038353; aux_mae_loss_1: 94.18311162227836; aux_mae_loss_2: 13.423044777774566; aux_mae_loss_4: 1.9295781916701702; cnt_loss: 5.324915117806825; 2025-08-05 13:22:33,024 - INFO - Evaluation: Curr mae: 41.8970; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 257.5357; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1078; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:22:33,024 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 2025-08-05 13:27:37,983 - INFO - Training: cls_zice: 50.822756944707855; reg_zipnll: 174.08319617420972; aux_mae_loss_1: 93.95514316117549; aux_mae_loss_2: 13.404043449534242; aux_mae_loss_4: 1.9498027182330202; cnt_loss: 6.074044028100746; 2025-08-05 13:27:37,984 - INFO - Evaluation: Curr mae: 41.2872; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 251.4873; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1090; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:27:37,984 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 2025-08-05 13:32:42,891 - INFO - Training: cls_zice: 52.69624359043827; reg_zipnll: 181.9098291470643; aux_mae_loss_1: 100.56497055828419; aux_mae_loss_2: 14.973453075536419; aux_mae_loss_4: 2.35308254048573; cnt_loss: 13.64135012130198; 2025-08-05 13:32:42,893 - INFO - Evaluation: Curr mae: 95.7218; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 208.4552; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.3288; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:32:42,893 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 2025-08-05 13:37:46,436 - INFO - Training: cls_zice: 53.404129702971346; reg_zipnll: 181.16335603081475; aux_mae_loss_1: 105.00652286755088; aux_mae_loss_2: 16.231875442906947; aux_mae_loss_4: 2.7000507177607873; cnt_loss: 19.60792049711958; 2025-08-05 13:37:46,438 - INFO - Evaluation: Curr mae: 61.5424; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 476.1586; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1658; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:37:46,438 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 2025-08-05 13:42:51,327 - INFO - Training: cls_zice: 56.3691257631411; reg_zipnll: 178.96921527538936; aux_mae_loss_1: 107.5051220253991; aux_mae_loss_2: 16.579698804105156; aux_mae_loss_4: 2.7379731081598524; cnt_loss: 19.420648277878456; 2025-08-05 13:42:51,329 - INFO - Evaluation: Curr mae: 65.7311; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 220.8952; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1881; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:42:51,329 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 2025-08-05 13:47:55,696 - INFO - Training: cls_zice: 56.78201156778017; reg_zipnll: 183.73489846668392; aux_mae_loss_1: 109.62609634056189; aux_mae_loss_2: 17.031066349662055; aux_mae_loss_4: 2.812534202033879; cnt_loss: 20.15416489683264; 2025-08-05 13:47:55,697 - INFO - Evaluation: Curr mae: 73.9921; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 559.4516; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1874; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:47:55,697 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 2025-08-05 13:53:00,688 - INFO - Training: cls_zice: 54.727770764907405; reg_zipnll: 186.47263904953982; aux_mae_loss_1: 106.77397741695296; aux_mae_loss_2: 16.290833806930287; aux_mae_loss_4: 2.627702452069996; cnt_loss: 16.35056290130076; 2025-08-05 13:53:00,690 - INFO - Evaluation: Curr mae: 65.6497; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 582.7600; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1615; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:53:00,690 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 2025-08-05 13:58:05,014 - INFO - Training: cls_zice: 55.19034016814207; reg_zipnll: 177.10395232448235; aux_mae_loss_1: 104.644062875782; aux_mae_loss_2: 16.010674161592302; aux_mae_loss_4: 2.6040011740895346; cnt_loss: 17.814748663522284; 2025-08-05 13:58:05,016 - INFO - Evaluation: Curr mae: 43.5364; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 118.3060; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1612; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 13:58:05,016 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 2025-08-05 14:03:09,206 - INFO - Training: cls_zice: 54.29538255592851; reg_zipnll: 179.54280656162447; aux_mae_loss_1: 105.33627990095046; aux_mae_loss_2: 16.011535827175816; aux_mae_loss_4: 2.565935314927432; cnt_loss: 15.399451481345993; 2025-08-05 14:03:09,208 - INFO - Evaluation: Curr mae: 41.8511; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 166.2582; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1151; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:03:09,208 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 2025-08-05 14:08:13,428 - INFO - Training: cls_zice: 51.3279705323413; reg_zipnll: 180.7090969330854; aux_mae_loss_1: 101.83406118868555; aux_mae_loss_2: 15.390505969677609; aux_mae_loss_4: 2.456330435824578; cnt_loss: 15.213326244243925; 2025-08-05 14:08:13,429 - INFO - Evaluation: Curr mae: 39.3870; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 113.0295; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1286; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:08:13,429 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 2025-08-05 14:13:17,834 - INFO - Training: cls_zice: 52.14534909904463; reg_zipnll: 190.57482796401783; aux_mae_loss_1: 102.58143131775844; aux_mae_loss_2: 15.493304775429262; aux_mae_loss_4: 2.465212669194817; cnt_loss: 15.996637281997652; 2025-08-05 14:13:17,836 - INFO - Evaluation: Curr mae: 60.1915; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 494.4999; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1210; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:13:17,836 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 2025-08-05 14:18:22,747 - INFO - Training: cls_zice: 53.8296759609698; reg_zipnll: 175.7764359599214; aux_mae_loss_1: 101.95732605549242; aux_mae_loss_2: 15.392959084792738; aux_mae_loss_4: 2.43524775299744; cnt_loss: 14.591816593564875; 2025-08-05 14:18:22,749 - INFO - Evaluation: Curr mae: 47.7718; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 321.0656; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1178; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:18:28,291 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 2025-08-05 14:23:32,759 - INFO - Training: cls_zice: 51.38236674490196; reg_zipnll: 179.11292112394594; aux_mae_loss_1: 101.168266933804; aux_mae_loss_2: 15.294736125475337; aux_mae_loss_4: 2.4347008567849286; cnt_loss: 15.192648925634154; 2025-08-05 14:23:32,761 - INFO - Evaluation: Curr mae: 60.7622; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 581.7258; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1191; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:23:32,761 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 2025-08-05 14:28:37,146 - INFO - Training: cls_zice: 51.82257142632357; reg_zipnll: 184.64549892298055; aux_mae_loss_1: 101.56951934696777; aux_mae_loss_2: 15.525098608208193; aux_mae_loss_4: 2.5149988000374526; cnt_loss: 16.195028039361027; 2025-08-05 14:28:37,148 - INFO - Evaluation: Curr mae: 52.5966; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 333.6648; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.2566; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:28:37,148 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 2025-08-05 14:33:41,127 - INFO - Training: cls_zice: 54.229995208028654; reg_zipnll: 177.78622863102694; aux_mae_loss_1: 103.31127125561085; aux_mae_loss_2: 15.873846276560295; aux_mae_loss_4: 2.606094088223416; cnt_loss: 17.557567755176965; 2025-08-05 14:33:41,129 - INFO - Evaluation: Curr mae: 56.5401; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 488.8940; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1237; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:33:41,129 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 2025-08-05 14:38:45,279 - INFO - Training: cls_zice: 54.132746907463414; reg_zipnll: 181.1057203606652; aux_mae_loss_1: 103.34675672183; aux_mae_loss_2: 15.661451401011803; aux_mae_loss_4: 2.4965503942843883; cnt_loss: 15.289881994914273; 2025-08-05 14:38:45,280 - INFO - Evaluation: Curr mae: 57.7187; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 372.7408; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1558; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:38:45,280 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 2025-08-05 14:43:49,482 - INFO - Training: cls_zice: 55.31256721595872; reg_zipnll: 180.82979515095298; aux_mae_loss_1: 104.89318632405337; aux_mae_loss_2: 15.944240344520706; aux_mae_loss_4: 2.5810599333216415; cnt_loss: 17.270955543285165; 2025-08-05 14:43:49,484 - INFO - Evaluation: Curr mae: 46.2182; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 213.6730; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1263; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:43:49,484 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 2025-08-05 14:48:53,237 - INFO - Training: cls_zice: 57.62904037041039; reg_zipnll: 181.72090731917433; aux_mae_loss_1: 104.85169048358358; aux_mae_loss_2: 15.889162376791163; aux_mae_loss_4: 2.556537631085109; cnt_loss: 16.324142961085304; 2025-08-05 14:48:53,239 - INFO - Evaluation: Curr mae: 63.7706; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 583.9527; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1278; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:48:53,239 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 2025-08-05 14:53:57,115 - INFO - Training: cls_zice: 51.714889723951224; reg_zipnll: 179.74258154155663; aux_mae_loss_1: 102.21986294283046; aux_mae_loss_2: 15.486934647768505; aux_mae_loss_4: 2.460887677565332; cnt_loss: 15.06481103081936; 2025-08-05 14:53:57,116 - INFO - Evaluation: Curr mae: 52.0244; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 362.6830; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1206; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:53:57,117 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 2025-08-05 14:59:01,166 - INFO - Training: cls_zice: 53.885057597586304; reg_zipnll: 176.2187844793717; aux_mae_loss_1: 103.05751808872566; aux_mae_loss_2: 15.684084115114187; aux_mae_loss_4: 2.5323696485062186; cnt_loss: 16.891673088993084; 2025-08-05 14:59:01,167 - INFO - Evaluation: Curr mae: 59.6242; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 531.2321; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1334; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 14:59:01,167 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 2025-08-05 15:04:05,301 - INFO - Training: cls_zice: 53.62649691916983; reg_zipnll: 178.53388276872414; aux_mae_loss_1: 102.24877905661772; aux_mae_loss_2: 15.501332615212487; aux_mae_loss_4: 2.486272847667758; cnt_loss: 16.20824509966343; 2025-08-05 15:04:05,303 - INFO - Evaluation: Curr mae: 50.6337; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 393.4207; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1151; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:04:05,303 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 2025-08-05 15:09:08,943 - INFO - Training: cls_zice: 50.43273359016158; reg_zipnll: 176.2350807042845; aux_mae_loss_1: 100.18634662284948; aux_mae_loss_2: 15.20082196171915; aux_mae_loss_4: 2.434258232999277; cnt_loss: 15.129543436830025; 2025-08-05 15:09:08,945 - INFO - Evaluation: Curr mae: 56.3281; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 152.9107; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1999; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:09:08,945 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 2025-08-05 15:14:13,301 - INFO - Training: cls_zice: 51.03420395984441; reg_zipnll: 177.8259183349217; aux_mae_loss_1: 103.38963865804794; aux_mae_loss_2: 15.805865716198722; aux_mae_loss_4: 2.5565658672916247; cnt_loss: 16.045726860703418; 2025-08-05 15:14:13,302 - INFO - Evaluation: Curr mae: 65.6306; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 196.6386; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.2432; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:14:13,302 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 2025-08-05 15:19:16,904 - INFO - Training: cls_zice: 53.19643094017144; reg_zipnll: 188.03611670545564; aux_mae_loss_1: 104.11729271798023; aux_mae_loss_2: 15.811509426577846; aux_mae_loss_4: 2.5445574895888186; cnt_loss: 15.951086006618098; 2025-08-05 15:19:16,906 - INFO - Evaluation: Curr mae: 68.9063; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 548.6574; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.2439; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:19:16,906 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 2025-08-05 15:24:20,218 - INFO - Training: cls_zice: 53.83037330666054; reg_zipnll: 182.46178181312385; aux_mae_loss_1: 103.54909110375725; aux_mae_loss_2: 15.687179613235983; aux_mae_loss_4: 2.5062136055571256; cnt_loss: 14.914483103929877; 2025-08-05 15:24:20,219 - INFO - Evaluation: Curr mae: 42.6309; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 168.9912; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1209; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:24:20,220 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 2025-08-05 15:29:23,463 - INFO - Training: cls_zice: 51.419962462545364; reg_zipnll: 175.14242772884418; aux_mae_loss_1: 100.2190062809726; aux_mae_loss_2: 15.216953693441376; aux_mae_loss_4: 2.4489385534681207; cnt_loss: 16.07248202265075; 2025-08-05 15:29:23,464 - INFO - Evaluation: Curr mae: 53.6749; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 433.3435; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1151; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:29:23,464 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 2025-08-05 15:34:27,052 - INFO - Training: cls_zice: 55.530535456913604; reg_zipnll: 181.20748658167977; aux_mae_loss_1: 106.19040829479542; aux_mae_loss_2: 16.276578866424167; aux_mae_loss_4: 2.6667266388478805; cnt_loss: 18.7525954125473; 2025-08-05 15:34:27,054 - INFO - Evaluation: Curr mae: 41.9862; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 116.6625; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1281; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:34:27,054 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 2025-08-05 15:40:55,080 - INFO - Training: cls_zice: 51.52806038484169; reg_zipnll: 182.64944014757643; aux_mae_loss_1: 102.55825531084311; aux_mae_loss_2: 15.627834706809036; aux_mae_loss_4: 2.5227589201191702; cnt_loss: 16.256503907144836; 2025-08-05 15:40:55,082 - INFO - Evaluation: Curr mae: 60.4845; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 400.6235; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1299; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:40:55,082 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 2025-08-05 15:46:33,839 - INFO - Training: cls_zice: 53.03649240762838; reg_zipnll: 183.46944914869295; aux_mae_loss_1: 103.80837919534325; aux_mae_loss_2: 15.694834357975076; aux_mae_loss_4: 2.4944747197597374; cnt_loss: 15.139788005529761; 2025-08-05 15:46:33,840 - INFO - Evaluation: Curr mae: 46.2558; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 264.2556; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1243; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:46:33,841 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 2025-08-05 15:51:38,862 - INFO - Training: cls_zice: 50.73560145956998; reg_zipnll: 178.166202241167; aux_mae_loss_1: 99.63775730378217; aux_mae_loss_2: 15.07109516322766; aux_mae_loss_4: 2.3911503905808713; cnt_loss: 14.792445174143063; 2025-08-05 15:51:38,864 - INFO - Evaluation: Curr mae: 59.1102; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 282.1266; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1790; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:51:38,864 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 2025-08-05 15:56:44,348 - INFO - Training: cls_zice: 51.81860138786176; reg_zipnll: 191.4640578242991; aux_mae_loss_1: 99.04361726324478; aux_mae_loss_2: 14.808301453725232; aux_mae_loss_4: 2.3265894742582023; cnt_loss: 13.826516506604486; 2025-08-05 15:56:44,349 - INFO - Evaluation: Curr mae: 53.4958; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 227.3826; Best rmse: 89.0193; 91.6606; 93.1098; 101.1490; 108.6263; Curr nae: 0.1682; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 15:56:44,350 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 2025-08-05 16:01:49,362 - INFO - Training: cls_zice: 51.1322147549731; reg_zipnll: 176.85955092716952; aux_mae_loss_1: 102.0371782503888; aux_mae_loss_2: 15.493065930270904; aux_mae_loss_4: 2.4982676246325584; cnt_loss: 15.834749155301974; 2025-08-05 16:01:51,719 - INFO - Evaluation: Curr mae: 38.4966; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 95.6547; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1239; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:01:51,719 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 2025-08-05 16:06:56,930 - INFO - Training: cls_zice: 52.8485124495005; reg_zipnll: 187.30172065597574; aux_mae_loss_1: 109.73680129946044; aux_mae_loss_2: 17.448728922400193; aux_mae_loss_4: 2.9700281538816222; cnt_loss: 22.27750050914318; 2025-08-05 16:06:56,931 - INFO - Evaluation: Curr mae: 63.3077; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 392.2627; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.2229; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:06:56,931 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 2025-08-05 16:12:01,006 - INFO - Training: cls_zice: 54.103786860915875; reg_zipnll: 190.75455121822407; aux_mae_loss_1: 106.67369278905325; aux_mae_loss_2: 16.335911318085188; aux_mae_loss_4: 2.634905735753802; cnt_loss: 16.185945054712516; 2025-08-05 16:12:01,007 - INFO - Evaluation: Curr mae: 51.8396; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 261.6551; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1374; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:12:01,008 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 2025-08-05 16:17:06,276 - INFO - Training: cls_zice: 54.233198498698926; reg_zipnll: 182.61764466548027; aux_mae_loss_1: 103.21652524207735; aux_mae_loss_2: 15.543977294299168; aux_mae_loss_4: 2.4457963316636713; cnt_loss: 13.702186072240451; 2025-08-05 16:17:06,277 - INFO - Evaluation: Curr mae: 46.9355; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 241.6757; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1126; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:17:06,278 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 2025-08-05 16:22:10,916 - INFO - Training: cls_zice: 52.68410667884319; reg_zipnll: 183.579012284855; aux_mae_loss_1: 100.71856825762359; aux_mae_loss_2: 15.081617050121867; aux_mae_loss_4: 2.3635438731213156; cnt_loss: 12.760120221459161; 2025-08-05 16:22:10,918 - INFO - Evaluation: Curr mae: 48.4785; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 246.8140; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1332; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:22:10,918 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 2025-08-05 16:27:16,522 - INFO - Training: cls_zice: 52.81844488835886; reg_zipnll: 179.2615650883064; aux_mae_loss_1: 101.38050887639848; aux_mae_loss_2: 15.066167507196147; aux_mae_loss_4: 2.3513611028004426; cnt_loss: 12.945044252437308; 2025-08-05 16:27:16,524 - INFO - Evaluation: Curr mae: 61.1502; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 356.8830; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1344; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:27:16,524 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 2025-08-05 16:32:21,136 - INFO - Training: cls_zice: 52.56477618792063; reg_zipnll: 181.84993919431398; aux_mae_loss_1: 101.08011467352624; aux_mae_loss_2: 15.054803723847652; aux_mae_loss_4: 2.357984086694938; cnt_loss: 13.100434693701777; 2025-08-05 16:32:21,137 - INFO - Evaluation: Curr mae: 47.8059; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 263.8381; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1273; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:32:21,137 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 2025-08-05 16:37:25,171 - INFO - Training: cls_zice: 54.150984617768955; reg_zipnll: 179.5622410712941; aux_mae_loss_1: 102.24152797414588; aux_mae_loss_2: 15.302795956864149; aux_mae_loss_4: 2.4311145231472495; cnt_loss: 14.691561710865148; 2025-08-05 16:37:25,173 - INFO - Evaluation: Curr mae: 55.8283; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 175.0250; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1548; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:37:25,173 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 2025-08-05 16:42:29,759 - INFO - Training: cls_zice: 53.56910313853568; reg_zipnll: 183.40641813106586; aux_mae_loss_1: 103.4471647561669; aux_mae_loss_2: 15.641515438844735; aux_mae_loss_4: 2.5136162971163163; cnt_loss: 17.06479113972279; 2025-08-05 16:42:29,761 - INFO - Evaluation: Curr mae: 48.7483; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 187.1995; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1360; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:42:29,761 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 2025-08-05 16:47:35,351 - INFO - Training: cls_zice: 50.41718619341715; reg_zipnll: 176.39105253538312; aux_mae_loss_1: 99.7538953991966; aux_mae_loss_2: 14.914489424933505; aux_mae_loss_4: 2.3386067847666214; cnt_loss: 13.204515559814277; 2025-08-05 16:47:35,353 - INFO - Evaluation: Curr mae: 46.5067; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 242.2986; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1165; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:47:35,353 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 2025-08-05 16:52:39,427 - INFO - Training: cls_zice: 52.565462632167005; reg_zipnll: 180.85238562145085; aux_mae_loss_1: 101.95721844964898; aux_mae_loss_2: 15.295320757863454; aux_mae_loss_4: 2.4283265052387217; cnt_loss: 15.19983513741383; 2025-08-05 16:52:39,428 - INFO - Evaluation: Curr mae: 56.2270; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 306.6166; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1236; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:52:39,429 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 2025-08-05 16:57:44,788 - INFO - Training: cls_zice: 52.03669875998117; reg_zipnll: 184.15363282348318; aux_mae_loss_1: 99.58144165862802; aux_mae_loss_2: 14.881362098654622; aux_mae_loss_4: 2.3355140967203596; cnt_loss: 13.478616804267569; 2025-08-05 16:57:44,789 - INFO - Evaluation: Curr mae: 56.1511; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 285.2797; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.2008; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 16:57:44,790 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 2025-08-05 17:02:50,144 - INFO - Training: cls_zice: 50.27644303157581; reg_zipnll: 173.48392609152512; aux_mae_loss_1: 99.45532608277387; aux_mae_loss_2: 15.0650832824658; aux_mae_loss_4: 2.4004622957547097; cnt_loss: 14.621026575718563; 2025-08-05 17:02:50,146 - INFO - Evaluation: Curr mae: 49.6690; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 307.4044; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1300; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:02:50,146 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 2025-08-05 17:07:54,877 - INFO - Training: cls_zice: 53.88648113079733; reg_zipnll: 168.18037880355718; aux_mae_loss_1: 102.16706911395939; aux_mae_loss_2: 15.44902523930704; aux_mae_loss_4: 2.4819091162369; cnt_loss: 15.741244081206677; 2025-08-05 17:07:54,879 - INFO - Evaluation: Curr mae: 50.5636; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 215.5571; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1428; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:07:54,879 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 2025-08-05 17:13:00,113 - INFO - Training: cls_zice: 55.61908379779377; reg_zipnll: 167.25348284311957; aux_mae_loss_1: 105.32956861285133; aux_mae_loss_2: 16.207662176656846; aux_mae_loss_4: 2.65190039793446; cnt_loss: 18.496549956289847; 2025-08-05 17:13:00,115 - INFO - Evaluation: Curr mae: 53.1375; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 260.4533; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1383; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:13:00,115 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 2025-08-05 17:18:05,138 - INFO - Training: cls_zice: 51.10903214542602; reg_zipnll: 175.64304016917407; aux_mae_loss_1: 99.25098075474442; aux_mae_loss_2: 14.866774072377417; aux_mae_loss_4: 2.3505697189842216; cnt_loss: 14.336817370895249; 2025-08-05 17:18:05,140 - INFO - Evaluation: Curr mae: 61.7276; Best mae: 37.4678; 37.6483; 38.0439; 38.1548; 38.4705; Curr rmse: 354.2771; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 101.1490; Curr nae: 0.1484; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:18:05,140 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 2025-08-05 17:23:09,591 - INFO - Training: cls_zice: 54.50074605739515; reg_zipnll: 174.59922339432038; aux_mae_loss_1: 102.02204445395188; aux_mae_loss_2: 15.259383026309369; aux_mae_loss_4: 2.417738910505888; cnt_loss: 14.340401928191932; 2025-08-05 17:23:13,969 - INFO - Evaluation: Curr mae: 36.3757; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.1548; Curr rmse: 95.7341; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 95.7341; Curr nae: 0.1179; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:23:13,969 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 2025-08-05 17:28:18,373 - INFO - Training: cls_zice: 52.63106885912486; reg_zipnll: 180.5228651188946; aux_mae_loss_1: 99.92437208955269; aux_mae_loss_2: 14.94631587018697; aux_mae_loss_4: 2.3542868668132084; cnt_loss: 14.219993767824148; 2025-08-05 17:28:18,374 - INFO - Evaluation: Curr mae: 55.0904; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.1548; Curr rmse: 446.1196; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 95.7341; Curr nae: 0.1125; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:28:18,374 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 2025-08-05 17:33:23,138 - INFO - Training: cls_zice: 53.313302515405006; reg_zipnll: 179.12314956292394; aux_mae_loss_1: 99.89923016025965; aux_mae_loss_2: 14.955514476660898; aux_mae_loss_4: 2.365596063722375; cnt_loss: 13.947556824947691; 2025-08-05 17:33:25,457 - INFO - Evaluation: Curr mae: 38.0950; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.0950; Curr rmse: 98.4524; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 95.7341; Curr nae: 0.1235; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:33:25,457 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 2025-08-05 17:38:29,667 - INFO - Training: cls_zice: 52.287446634398634; reg_zipnll: 179.21735445821807; aux_mae_loss_1: 100.06043675380991; aux_mae_loss_2: 14.948158525868982; aux_mae_loss_4: 2.339540320297746; cnt_loss: 13.542752408736163; 2025-08-05 17:38:29,669 - INFO - Evaluation: Curr mae: 57.0191; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.0950; Curr rmse: 152.3799; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 95.7341; Curr nae: 0.1767; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:38:29,669 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 2025-08-05 17:43:34,440 - INFO - Training: cls_zice: 54.41826545111931; reg_zipnll: 177.46387776372364; aux_mae_loss_1: 101.87705604337481; aux_mae_loss_2: 15.321714376729068; aux_mae_loss_4: 2.4474832771063464; cnt_loss: 15.18655451297147; 2025-08-05 17:43:34,442 - INFO - Evaluation: Curr mae: 66.0991; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.0950; Curr rmse: 259.9574; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 95.7341; Curr nae: 0.1805; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:43:34,442 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 2025-08-05 17:48:38,758 - INFO - Training: cls_zice: 50.3824378806705; reg_zipnll: 184.0077262623451; aux_mae_loss_1: 96.266303775856; aux_mae_loss_2: 14.268659819061162; aux_mae_loss_4: 2.2166115375748023; cnt_loss: 12.453453448866817; 2025-08-05 17:48:38,760 - INFO - Evaluation: Curr mae: 46.5212; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.0950; Curr rmse: 198.9396; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 95.7341; Curr nae: 0.1357; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:48:38,760 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 2025-08-05 17:53:43,149 - INFO - Training: cls_zice: 50.62277146062998; reg_zipnll: 179.9382522700685; aux_mae_loss_1: 98.46953050275081; aux_mae_loss_2: 14.741559262753759; aux_mae_loss_4: 2.317892740042473; cnt_loss: 13.338779197560484; 2025-08-05 17:53:43,151 - INFO - Evaluation: Curr mae: 64.5479; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.0950; Curr rmse: 176.8206; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 95.7341; Curr nae: 0.2445; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:53:43,151 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 2025-08-05 17:58:46,636 - INFO - Training: cls_zice: 50.08046463001663; reg_zipnll: 178.16456643965066; aux_mae_loss_1: 97.40459903040399; aux_mae_loss_2: 14.56794477367156; aux_mae_loss_4: 2.2936855236638176; cnt_loss: 13.870476417952148; 2025-08-05 17:58:46,638 - INFO - Evaluation: Curr mae: 39.9667; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.0950; Curr rmse: 159.5400; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 95.7341; Curr nae: 0.1215; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 17:58:46,638 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 2025-08-05 18:03:51,467 - INFO - Training: cls_zice: 51.74701967030993; reg_zipnll: 166.6539194062927; aux_mae_loss_1: 100.40739833665079; aux_mae_loss_2: 15.240614234635027; aux_mae_loss_4: 2.48117456567931; cnt_loss: 16.230308086522747; 2025-08-05 18:03:51,468 - INFO - Evaluation: Curr mae: 67.7210; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.0950; Curr rmse: 479.2619; Best rmse: 89.0193; 91.6606; 93.1098; 95.6547; 95.7341; Curr nae: 0.1338; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:03:51,468 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 2025-08-05 18:08:56,252 - INFO - Training: cls_zice: 52.21054011682925; reg_zipnll: 172.27816006089236; aux_mae_loss_1: 100.42305251320101; aux_mae_loss_2: 15.066379055265902; aux_mae_loss_4: 2.387125805556621; cnt_loss: 14.186552610832498; 2025-08-05 18:08:58,116 - INFO - Evaluation: Curr mae: 41.5412; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.0950; Curr rmse: 94.2725; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1467; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:08:58,116 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 2025-08-05 18:14:03,030 - INFO - Training: cls_zice: 51.18353660845205; reg_zipnll: 170.68478607824957; aux_mae_loss_1: 97.77581179356514; aux_mae_loss_2: 14.58687098167243; aux_mae_loss_4: 2.271817519111621; cnt_loss: 11.976966625007687; 2025-08-05 18:14:03,032 - INFO - Evaluation: Curr mae: 42.6634; Best mae: 36.3757; 37.4678; 37.6483; 38.0439; 38.0950; Curr rmse: 107.9866; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1603; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:14:03,032 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 2025-08-05 18:19:07,716 - INFO - Training: cls_zice: 52.098517484024434; reg_zipnll: 176.4612035873923; aux_mae_loss_1: 99.50511087059668; aux_mae_loss_2: 14.918763919477291; aux_mae_loss_4: 2.3593649923954647; cnt_loss: 14.580720090774154; 2025-08-05 18:19:09,583 - INFO - Evaluation: Curr mae: 36.0398; Best mae: 36.0398; 36.3757; 37.4678; 37.6483; 38.0439; Curr rmse: 140.7779; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1172; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:19:09,583 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 2025-08-05 18:24:14,051 - INFO - Training: cls_zice: 50.18690661339036; reg_zipnll: 183.96865840313674; aux_mae_loss_1: 97.23799591260581; aux_mae_loss_2: 14.383080799965748; aux_mae_loss_4: 2.218696671770287; cnt_loss: 12.307656452174665; 2025-08-05 18:24:15,913 - INFO - Evaluation: Curr mae: 36.7384; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 100.4703; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1263; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:24:15,914 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 2025-08-05 18:29:20,715 - INFO - Training: cls_zice: 52.249278937942876; reg_zipnll: 169.0041426288438; aux_mae_loss_1: 100.26370738159414; aux_mae_loss_2: 15.035374245484261; aux_mae_loss_4: 2.3742490691207063; cnt_loss: 13.726148224428565; 2025-08-05 18:29:20,717 - INFO - Evaluation: Curr mae: 43.0443; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 205.8792; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1195; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:29:20,717 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 2025-08-05 18:34:25,439 - INFO - Training: cls_zice: 53.307343186939896; reg_zipnll: 172.80844890427772; aux_mae_loss_1: 100.6935901274105; aux_mae_loss_2: 15.317830890493711; aux_mae_loss_4: 2.4782583321274707; cnt_loss: 16.443864755734687; 2025-08-05 18:34:25,441 - INFO - Evaluation: Curr mae: 47.8483; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 258.3533; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1281; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:34:30,988 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 2025-08-05 18:39:36,236 - INFO - Training: cls_zice: 52.45072222100738; reg_zipnll: 176.45869043737574; aux_mae_loss_1: 99.6957447963999; aux_mae_loss_2: 14.946452274420574; aux_mae_loss_4: 2.3716151988598253; cnt_loss: 14.639494151566513; 2025-08-05 18:39:36,237 - INFO - Evaluation: Curr mae: 48.7919; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 385.4160; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1171; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:39:36,237 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 2025-08-05 18:44:40,420 - INFO - Training: cls_zice: 52.416727254353944; reg_zipnll: 171.46857962326402; aux_mae_loss_1: 99.6917063215398; aux_mae_loss_2: 14.933342424946764; aux_mae_loss_4: 2.351287761047138; cnt_loss: 14.271110103491953; 2025-08-05 18:44:40,421 - INFO - Evaluation: Curr mae: 39.8044; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 159.7000; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1156; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:44:40,422 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 2025-08-05 18:49:44,849 - INFO - Training: cls_zice: 54.90586432760969; reg_zipnll: 182.22747328103662; aux_mae_loss_1: 100.62203478874461; aux_mae_loss_2: 15.029642215424762; aux_mae_loss_4: 2.371829863838794; cnt_loss: 14.388895908480745; 2025-08-05 18:49:44,850 - INFO - Evaluation: Curr mae: 46.8593; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 151.5561; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1798; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:49:44,851 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 2025-08-05 18:54:49,140 - INFO - Training: cls_zice: 51.54533555271502; reg_zipnll: 175.72777400470332; aux_mae_loss_1: 99.18454615928826; aux_mae_loss_2: 14.881437636279815; aux_mae_loss_4: 2.3745433613083358; cnt_loss: 14.583228478701379; 2025-08-05 18:54:49,142 - INFO - Evaluation: Curr mae: 50.6734; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 141.3015; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1380; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:54:49,142 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 2025-08-05 18:59:53,956 - INFO - Training: cls_zice: 54.14019461500921; reg_zipnll: 181.8301488881246; aux_mae_loss_1: 99.96855881894462; aux_mae_loss_2: 14.888651403485962; aux_mae_loss_4: 2.3357628688867416; cnt_loss: 13.961844941337802; 2025-08-05 18:59:53,958 - INFO - Evaluation: Curr mae: 45.3926; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 199.2633; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1279; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 18:59:53,958 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 2025-08-05 19:04:58,523 - INFO - Training: cls_zice: 49.072824312436246; reg_zipnll: 169.1161153886496; aux_mae_loss_1: 97.21330048676322; aux_mae_loss_2: 14.539738352317123; aux_mae_loss_4: 2.2890421980297657; cnt_loss: 13.70529886689468; 2025-08-05 19:04:58,525 - INFO - Evaluation: Curr mae: 45.2531; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 227.6943; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1215; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:04:58,525 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 2025-08-05 19:10:03,229 - INFO - Training: cls_zice: 49.8161423258426; reg_zipnll: 178.02455172501982; aux_mae_loss_1: 96.21480423503179; aux_mae_loss_2: 14.315358111361919; aux_mae_loss_4: 2.233140777039957; cnt_loss: 13.239407858995667; 2025-08-05 19:10:03,230 - INFO - Evaluation: Curr mae: 41.7523; Best mae: 36.0398; 36.3757; 36.7384; 37.4678; 37.6483; Curr rmse: 190.2974; Best rmse: 89.0193; 91.6606; 93.1098; 94.2725; 95.6547; Curr nae: 0.1142; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:10:03,230 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 2025-08-05 19:15:07,831 - INFO - Training: cls_zice: 51.27673159275386; reg_zipnll: 179.78105334696244; aux_mae_loss_1: 96.41891742304236; aux_mae_loss_2: 14.267460105964641; aux_mae_loss_4: 2.2173956659428566; cnt_loss: 12.61437143243677; 2025-08-05 19:15:11,671 - INFO - Evaluation: Curr mae: 35.9052; Best mae: 35.9052; 36.0398; 36.3757; 36.7384; 37.4678; Curr rmse: 83.5432; Best rmse: 83.5432; 89.0193; 91.6606; 93.1098; 94.2725; Curr nae: 0.2527; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:15:11,671 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 2025-08-05 19:20:16,381 - INFO - Training: cls_zice: 51.014668464660645; reg_zipnll: 177.96632847136274; aux_mae_loss_1: 95.88474207978629; aux_mae_loss_2: 14.246496451851028; aux_mae_loss_4: 2.223984101131214; cnt_loss: 13.005237409418836; 2025-08-05 19:20:16,382 - INFO - Evaluation: Curr mae: 39.7262; Best mae: 35.9052; 36.0398; 36.3757; 36.7384; 37.4678; Curr rmse: 132.9421; Best rmse: 83.5432; 89.0193; 91.6606; 93.1098; 94.2725; Curr nae: 0.1169; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:20:16,383 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 2025-08-05 19:25:20,496 - INFO - Training: cls_zice: 52.93195585680498; reg_zipnll: 181.2043208732703; aux_mae_loss_1: 97.6299488979624; aux_mae_loss_2: 14.363286946610497; aux_mae_loss_4: 2.2248285621940935; cnt_loss: 12.395197164200265; 2025-08-05 19:25:24,231 - INFO - Evaluation: Curr mae: 31.6670; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 77.1128; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1093; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:25:24,232 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 2025-08-05 19:30:30,730 - INFO - Training: cls_zice: 51.68666539032846; reg_zipnll: 178.0046302677733; aux_mae_loss_1: 95.97945261614488; aux_mae_loss_2: 14.084541537154916; aux_mae_loss_4: 2.171680250557039; cnt_loss: 11.816232555476436; 2025-08-05 19:30:30,732 - INFO - Evaluation: Curr mae: 41.2630; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 163.4533; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1169; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:30:30,732 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 2025-08-05 19:35:36,985 - INFO - Training: cls_zice: 52.33244561743001; reg_zipnll: 177.75236485243457; aux_mae_loss_1: 98.17215633637494; aux_mae_loss_2: 14.631889138552708; aux_mae_loss_4: 2.2886743395371423; cnt_loss: 12.784427295613717; 2025-08-05 19:35:36,986 - INFO - Evaluation: Curr mae: 63.0555; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 273.6452; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1393; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:35:36,987 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 2025-08-05 19:40:42,095 - INFO - Training: cls_zice: 54.71134503994013; reg_zipnll: 173.13086685729823; aux_mae_loss_1: 99.11129477336658; aux_mae_loss_2: 14.721363789011702; aux_mae_loss_4: 2.30943472648954; cnt_loss: 13.605238572644085; 2025-08-05 19:40:42,097 - INFO - Evaluation: Curr mae: 46.0684; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 242.3047; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1315; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:40:42,097 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 2025-08-05 19:45:47,698 - INFO - Training: cls_zice: 49.55829823867521; reg_zipnll: 171.880160294952; aux_mae_loss_1: 93.46720646953828; aux_mae_loss_2: 13.864868453964782; aux_mae_loss_4: 2.1551492005050337; cnt_loss: 11.960718203939326; 2025-08-05 19:45:47,700 - INFO - Evaluation: Curr mae: 47.4679; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 191.0376; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1326; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:45:47,700 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 2025-08-05 19:50:52,723 - INFO - Training: cls_zice: 53.806841980790416; reg_zipnll: 173.35765853332677; aux_mae_loss_1: 98.13787913138579; aux_mae_loss_2: 14.546687145159606; aux_mae_loss_4: 2.2707071305087414; cnt_loss: 13.705349775850006; 2025-08-05 19:50:52,724 - INFO - Evaluation: Curr mae: 41.5505; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 139.0463; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1349; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:50:52,724 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 2025-08-05 19:55:58,165 - INFO - Training: cls_zice: 48.24191210064606; reg_zipnll: 172.9863712242146; aux_mae_loss_1: 93.97909047732317; aux_mae_loss_2: 13.922201455712012; aux_mae_loss_4: 2.1366095373593748; cnt_loss: 11.442693286965623; 2025-08-05 19:55:58,166 - INFO - Evaluation: Curr mae: 43.9921; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 234.9633; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1409; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 19:55:58,167 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 2025-08-05 20:01:04,374 - INFO - Training: cls_zice: 54.089768486571494; reg_zipnll: 178.00373330888527; aux_mae_loss_1: 98.63363739641282; aux_mae_loss_2: 14.648741844074278; aux_mae_loss_4: 2.2874973687537223; cnt_loss: 13.24921542023019; 2025-08-05 20:01:04,376 - INFO - Evaluation: Curr mae: 46.0845; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 136.9546; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1699; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:01:04,376 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 2025-08-05 20:06:09,816 - INFO - Training: cls_zice: 49.89102665447944; reg_zipnll: 171.3189281669558; aux_mae_loss_1: 95.17592103070649; aux_mae_loss_2: 14.1346709988724; aux_mae_loss_4: 2.204364094988546; cnt_loss: 12.647117596665508; 2025-08-05 20:06:09,818 - INFO - Evaluation: Curr mae: 44.5406; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 146.7487; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1248; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:06:09,818 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 2025-08-05 20:11:14,629 - INFO - Training: cls_zice: 52.50106113635789; reg_zipnll: 168.85756576459636; aux_mae_loss_1: 98.86433770049814; aux_mae_loss_2: 14.74323454246423; aux_mae_loss_4: 2.319546957402119; cnt_loss: 14.25720703479257; 2025-08-05 20:11:14,630 - INFO - Evaluation: Curr mae: 41.2552; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 141.4660; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1449; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:11:14,630 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 2025-08-05 20:16:19,763 - INFO - Training: cls_zice: 51.000799496866435; reg_zipnll: 174.58485865163925; aux_mae_loss_1: 95.41655343847593; aux_mae_loss_2: 14.105884871629945; aux_mae_loss_4: 2.200209177091986; cnt_loss: 12.476365262867553; 2025-08-05 20:16:19,765 - INFO - Evaluation: Curr mae: 42.7393; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 128.3214; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1290; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:16:19,765 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 2025-08-05 20:21:26,338 - INFO - Training: cls_zice: 50.996896986114606; reg_zipnll: 169.43040208890076; aux_mae_loss_1: 94.286471803268; aux_mae_loss_2: 13.931301051362928; aux_mae_loss_4: 2.1442541317262505; cnt_loss: 11.539298901367923; 2025-08-05 20:21:26,340 - INFO - Evaluation: Curr mae: 43.8525; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 224.8899; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1254; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:21:26,340 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 2025-08-05 20:26:31,657 - INFO - Training: cls_zice: 51.328609271190466; reg_zipnll: 168.98350317986888; aux_mae_loss_1: 95.77556143812164; aux_mae_loss_2: 14.160832962830453; aux_mae_loss_4: 2.2098618709795885; cnt_loss: 12.729629477682334; 2025-08-05 20:26:31,659 - INFO - Evaluation: Curr mae: 52.7456; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 239.9136; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1408; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:26:31,659 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 2025-08-05 20:31:37,885 - INFO - Training: cls_zice: 47.130658714814174; reg_zipnll: 172.7477797971593; aux_mae_loss_1: 94.00822385969383; aux_mae_loss_2: 13.926890305197944; aux_mae_loss_4: 2.161331391656307; cnt_loss: 12.368607455936374; 2025-08-05 20:31:37,886 - INFO - Evaluation: Curr mae: 83.6430; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 249.8686; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.2127; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:31:37,886 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 2025-08-05 20:36:43,348 - INFO - Training: cls_zice: 53.963294617697635; reg_zipnll: 171.63788119318554; aux_mae_loss_1: 97.94670198141456; aux_mae_loss_2: 14.546896958412425; aux_mae_loss_4: 2.2709273291430927; cnt_loss: 13.366480110850004; 2025-08-05 20:36:43,349 - INFO - Evaluation: Curr mae: 49.4722; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 153.4764; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1399; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:36:43,349 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 2025-08-05 20:41:48,308 - INFO - Training: cls_zice: 49.672094191637626; reg_zipnll: 176.610172914049; aux_mae_loss_1: 94.55291296461247; aux_mae_loss_2: 13.932057259934727; aux_mae_loss_4: 2.157201486795298; cnt_loss: 11.910594582710903; 2025-08-05 20:41:48,309 - INFO - Evaluation: Curr mae: 42.9512; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 273.0980; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1111; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:41:48,309 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 2025-08-05 20:46:54,233 - INFO - Training: cls_zice: 50.18447993071343; reg_zipnll: 170.24144765956848; aux_mae_loss_1: 96.46666222305102; aux_mae_loss_2: 14.358820540739515; aux_mae_loss_4: 2.256639901270903; cnt_loss: 14.043462361498786; 2025-08-05 20:46:54,234 - INFO - Evaluation: Curr mae: 48.7985; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 406.6082; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1216; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:46:54,234 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 2025-08-05 20:51:59,194 - INFO - Training: cls_zice: 52.7735967791249; reg_zipnll: 166.36178044120572; aux_mae_loss_1: 96.83280071317384; aux_mae_loss_2: 14.402589577942091; aux_mae_loss_4: 2.262743741810169; cnt_loss: 13.775975405710215; 2025-08-05 20:51:59,195 - INFO - Evaluation: Curr mae: 48.8905; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 270.4452; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1200; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:51:59,195 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 2025-08-05 20:57:04,664 - INFO - Training: cls_zice: 51.58029272531789; reg_zipnll: 173.01851444685673; aux_mae_loss_1: 94.03514693144967; aux_mae_loss_2: 13.847307707166305; aux_mae_loss_4: 2.142430578222005; cnt_loss: 12.440394416259922; 2025-08-05 20:57:04,665 - INFO - Evaluation: Curr mae: 46.2109; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 299.8761; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1172; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 20:57:04,665 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 2025-08-05 21:02:10,222 - INFO - Training: cls_zice: 52.346260446815684; reg_zipnll: 172.47391164823793; aux_mae_loss_1: 95.09254415360085; aux_mae_loss_2: 13.920277350972428; aux_mae_loss_4: 2.152859193653558; cnt_loss: 11.78118317461259; 2025-08-05 21:02:10,224 - INFO - Evaluation: Curr mae: 55.2230; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 263.2613; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1410; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:02:10,224 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 2025-08-05 21:07:14,652 - INFO - Training: cls_zice: 49.21034114587583; reg_zipnll: 169.52972465554362; aux_mae_loss_1: 93.71788563765107; aux_mae_loss_2: 13.786015446204452; aux_mae_loss_4: 2.1259671790587564; cnt_loss: 12.41191419690924; 2025-08-05 21:07:14,654 - INFO - Evaluation: Curr mae: 48.8340; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 134.4211; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1678; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:07:14,654 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 2025-08-05 21:12:19,443 - INFO - Training: cls_zice: 50.76074520630671; reg_zipnll: 172.96569467755393; aux_mae_loss_1: 95.24664708213513; aux_mae_loss_2: 14.104578183365359; aux_mae_loss_4: 2.198385614126078; cnt_loss: 12.596456121049993; 2025-08-05 21:12:19,444 - INFO - Evaluation: Curr mae: 58.6926; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 449.8003; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1132; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:12:19,444 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 2025-08-05 21:17:24,102 - INFO - Training: cls_zice: 51.42616871531794; reg_zipnll: 166.93728776456152; aux_mae_loss_1: 96.31848301679126; aux_mae_loss_2: 14.3164088128465; aux_mae_loss_4: 2.2408230053428513; cnt_loss: 13.599602194862072; 2025-08-05 21:17:24,103 - INFO - Evaluation: Curr mae: 58.7872; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 426.7369; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1389; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:17:24,103 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 2025-08-05 21:22:29,029 - INFO - Training: cls_zice: 53.04877030849457; reg_zipnll: 166.87388518659498; aux_mae_loss_1: 96.12762570810196; aux_mae_loss_2: 14.231463781052813; aux_mae_loss_4: 2.2393088031244157; cnt_loss: 13.759429728310641; 2025-08-05 21:22:29,030 - INFO - Evaluation: Curr mae: 59.3281; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 517.2121; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1273; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:22:29,031 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 2025-08-05 21:27:33,832 - INFO - Training: cls_zice: 52.94454521768197; reg_zipnll: 170.7439847715716; aux_mae_loss_1: 96.71156628027673; aux_mae_loss_2: 14.244771505689254; aux_mae_loss_4: 2.2131949552073884; cnt_loss: 12.21531225997562; 2025-08-05 21:27:33,834 - INFO - Evaluation: Curr mae: 57.0756; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 385.4268; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1431; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:27:33,834 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 2025-08-05 21:32:38,344 - INFO - Training: cls_zice: 48.91936000767894; reg_zipnll: 165.052039570551; aux_mae_loss_1: 94.3163632562044; aux_mae_loss_2: 13.889291966788873; aux_mae_loss_4: 2.155079911867573; cnt_loss: 12.03896545567059; 2025-08-05 21:32:38,346 - INFO - Evaluation: Curr mae: 42.3042; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 204.3355; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1089; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:32:38,346 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 2025-08-05 21:37:43,042 - INFO - Training: cls_zice: 51.32753078831039; reg_zipnll: 165.40525777664772; aux_mae_loss_1: 93.97362802451558; aux_mae_loss_2: 13.798401489049427; aux_mae_loss_4: 2.130045604889681; cnt_loss: 11.237035719625135; 2025-08-05 21:37:43,043 - INFO - Evaluation: Curr mae: 50.8113; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 273.4587; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1340; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:37:43,044 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 2025-08-05 21:42:46,980 - INFO - Training: cls_zice: 50.32301200612192; reg_zipnll: 166.4779467742057; aux_mae_loss_1: 94.63504757672779; aux_mae_loss_2: 13.967248086757708; aux_mae_loss_4: 2.1727770959197095; cnt_loss: 12.457715043678382; 2025-08-05 21:42:46,981 - INFO - Evaluation: Curr mae: 57.1283; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 231.3861; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1987; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:42:46,982 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 2025-08-05 21:47:51,331 - INFO - Training: cls_zice: 50.916299523608544; reg_zipnll: 168.5119048709428; aux_mae_loss_1: 94.51124414625389; aux_mae_loss_2: 13.916946278439696; aux_mae_loss_4: 2.1553576349216135; cnt_loss: 12.194802942803095; 2025-08-05 21:47:51,333 - INFO - Evaluation: Curr mae: 46.4912; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 266.7697; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1106; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:47:51,333 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 2025-08-05 21:52:56,134 - INFO - Training: cls_zice: 49.732614362760806; reg_zipnll: 165.22219293344295; aux_mae_loss_1: 93.34241756743208; aux_mae_loss_2: 13.766690221114759; aux_mae_loss_4: 2.1328080733208545; cnt_loss: 12.193775852725562; 2025-08-05 21:52:56,136 - INFO - Evaluation: Curr mae: 59.5406; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 254.5322; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1499; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:52:56,136 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 2025-08-05 21:58:00,536 - INFO - Training: cls_zice: 48.73797763129433; reg_zipnll: 169.99382465725387; aux_mae_loss_1: 92.23168596203959; aux_mae_loss_2: 13.522056098155927; aux_mae_loss_4: 2.081313208473372; cnt_loss: 11.231068979958335; 2025-08-05 21:58:00,538 - INFO - Evaluation: Curr mae: 48.1341; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 371.8352; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1142; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 21:58:00,538 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 2025-08-05 22:03:04,754 - INFO - Training: cls_zice: 48.066134904681256; reg_zipnll: 172.75147819028723; aux_mae_loss_1: 92.04996685135947; aux_mae_loss_2: 13.479918625177026; aux_mae_loss_4: 2.0701956053319504; cnt_loss: 11.38777413251774; 2025-08-05 22:03:04,756 - INFO - Evaluation: Curr mae: 42.1923; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 240.7006; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1211; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:03:04,756 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 2025-08-05 22:08:09,608 - INFO - Training: cls_zice: 47.79743076661712; reg_zipnll: 178.829546362085; aux_mae_loss_1: 92.55073584137355; aux_mae_loss_2: 13.491164833230654; aux_mae_loss_4: 2.0454925451916104; cnt_loss: 10.73033522594251; 2025-08-05 22:08:09,610 - INFO - Evaluation: Curr mae: 55.7610; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 444.7075; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1250; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:08:09,610 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 2025-08-05 22:13:14,264 - INFO - Training: cls_zice: 49.52766370884404; reg_zipnll: 165.48421149756425; aux_mae_loss_1: 91.97097041858193; aux_mae_loss_2: 13.461838128940611; aux_mae_loss_4: 2.046048130198432; cnt_loss: 10.404317308054486; 2025-08-05 22:13:14,265 - INFO - Evaluation: Curr mae: 47.1149; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 322.6614; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1121; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:13:14,266 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 2025-08-05 22:18:18,896 - INFO - Training: cls_zice: 48.13217593894213; reg_zipnll: 166.95862037050694; aux_mae_loss_1: 92.38842806289006; aux_mae_loss_2: 13.585318558013837; aux_mae_loss_4: 2.093253649905286; cnt_loss: 11.407068789464956; 2025-08-05 22:18:18,898 - INFO - Evaluation: Curr mae: 49.7726; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 353.9842; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1154; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:18:18,898 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 2025-08-05 22:23:23,014 - INFO - Training: cls_zice: 51.18223382590056; reg_zipnll: 165.82859305060614; aux_mae_loss_1: 94.60072317344057; aux_mae_loss_2: 13.872420293199985; aux_mae_loss_4: 2.1448132572719554; cnt_loss: 12.48225837424972; 2025-08-05 22:23:23,015 - INFO - Evaluation: Curr mae: 48.5327; Best mae: 31.6670; 35.9052; 36.0398; 36.3757; 36.7384; Curr rmse: 230.6263; Best rmse: 77.1128; 83.5432; 89.0193; 91.6606; 93.1098; Curr nae: 0.1526; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:23:23,015 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 2025-08-05 22:28:27,810 - INFO - Training: cls_zice: 48.05355541005846; reg_zipnll: 162.07151512989347; aux_mae_loss_1: 90.81067519445345; aux_mae_loss_2: 13.415033977564931; aux_mae_loss_4: 2.085275915027584; cnt_loss: 11.84018707918937; 2025-08-05 22:28:31,507 - INFO - Evaluation: Curr mae: 34.3653; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 91.0229; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1077; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:28:31,507 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 2025-08-05 22:33:35,289 - INFO - Training: cls_zice: 48.59732414602008; reg_zipnll: 169.07561256585208; aux_mae_loss_1: 91.53515314136496; aux_mae_loss_2: 13.331769423497061; aux_mae_loss_4: 2.0439352874277796; cnt_loss: 10.746308960154614; 2025-08-05 22:33:35,290 - INFO - Evaluation: Curr mae: 43.2792; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 135.8101; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1158; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:33:35,291 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 2025-08-05 22:38:39,942 - INFO - Training: cls_zice: 49.59052673051167; reg_zipnll: 168.36520383780905; aux_mae_loss_1: 92.34391603249205; aux_mae_loss_2: 13.53283623741954; aux_mae_loss_4: 2.092435370144317; cnt_loss: 12.44681254665159; 2025-08-05 22:38:39,944 - INFO - Evaluation: Curr mae: 44.9516; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 188.2573; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1223; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:38:39,944 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 2025-08-05 22:43:44,697 - INFO - Training: cls_zice: 49.43488071464328; reg_zipnll: 167.6878957723897; aux_mae_loss_1: 92.44434318444416; aux_mae_loss_2: 13.629856229747782; aux_mae_loss_4: 2.1167304482895184; cnt_loss: 11.88246419405263; 2025-08-05 22:43:44,699 - INFO - Evaluation: Curr mae: 43.2609; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 228.8203; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1232; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:43:44,699 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 2025-08-05 22:48:49,634 - INFO - Training: cls_zice: 50.433287148802016; reg_zipnll: 170.86625208523708; aux_mae_loss_1: 92.65002825327582; aux_mae_loss_2: 13.476315646061247; aux_mae_loss_4: 2.054535430164141; cnt_loss: 9.891929524416788; 2025-08-05 22:48:49,635 - INFO - Evaluation: Curr mae: 59.6287; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 560.4390; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1149; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:48:54,408 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 2025-08-05 22:53:58,717 - INFO - Training: cls_zice: 50.52923431050195; reg_zipnll: 165.97634813166522; aux_mae_loss_1: 93.73110181813375; aux_mae_loss_2: 13.752074456766517; aux_mae_loss_4: 2.149193257246655; cnt_loss: 11.921396105179136; 2025-08-05 22:53:58,719 - INFO - Evaluation: Curr mae: 43.9800; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 243.4763; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1077; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:53:58,719 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 2025-08-05 22:59:03,090 - INFO - Training: cls_zice: 50.7438443120004; reg_zipnll: 162.6195525779822; aux_mae_loss_1: 92.85255997223842; aux_mae_loss_2: 13.527007587771182; aux_mae_loss_4: 2.076270783774957; cnt_loss: 11.399922592627664; 2025-08-05 22:59:03,092 - INFO - Evaluation: Curr mae: 51.2681; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 373.0254; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1146; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 22:59:03,092 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 2025-08-05 23:04:07,737 - INFO - Training: cls_zice: 48.95166904695696; reg_zipnll: 163.99647517069445; aux_mae_loss_1: 92.74666875432267; aux_mae_loss_2: 13.58218689075166; aux_mae_loss_4: 2.086376233548309; cnt_loss: 11.270949387764869; 2025-08-05 23:04:07,739 - INFO - Evaluation: Curr mae: 48.2180; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 379.3091; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1153; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:04:07,739 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 2025-08-05 23:09:11,900 - INFO - Training: cls_zice: 49.26353051446397; reg_zipnll: 166.6776868579933; aux_mae_loss_1: 92.15124154029591; aux_mae_loss_2: 13.616424287192926; aux_mae_loss_4: 2.1172657353865763; cnt_loss: 12.51616152439142; 2025-08-05 23:09:11,901 - INFO - Evaluation: Curr mae: 49.9596; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 211.2238; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1333; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:09:11,901 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 2025-08-05 23:14:16,701 - INFO - Training: cls_zice: 47.670295008120625; reg_zipnll: 167.57752895600385; aux_mae_loss_1: 90.85738725343523; aux_mae_loss_2: 13.332029927972043; aux_mae_loss_4: 2.055654242060178; cnt_loss: 11.542367772761837; 2025-08-05 23:14:16,702 - INFO - Evaluation: Curr mae: 52.7856; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 370.1617; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1154; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:14:16,703 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 2025-08-05 23:19:21,199 - INFO - Training: cls_zice: 51.75743855302316; reg_zipnll: 162.93285793510378; aux_mae_loss_1: 92.71742835449376; aux_mae_loss_2: 13.508335132525328; aux_mae_loss_4: 2.055322296055546; cnt_loss: 9.977346254345077; 2025-08-05 23:19:21,200 - INFO - Evaluation: Curr mae: 52.1369; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 367.5087; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1283; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:19:21,200 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 2025-08-05 23:24:25,866 - INFO - Training: cls_zice: 49.57568094781708; reg_zipnll: 159.92209090794267; aux_mae_loss_1: 92.71510534605207; aux_mae_loss_2: 13.545184924853798; aux_mae_loss_4: 2.0701620705176746; cnt_loss: 10.143363061631554; 2025-08-05 23:24:25,867 - INFO - Evaluation: Curr mae: 48.2684; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 297.1531; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1321; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:24:25,867 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 2025-08-05 23:29:29,773 - INFO - Training: cls_zice: 48.19153276277385; reg_zipnll: 158.59257729439625; aux_mae_loss_1: 90.78520030288892; aux_mae_loss_2: 13.335626018384428; aux_mae_loss_4: 2.0713462327010834; cnt_loss: 11.726777566888952; 2025-08-05 23:29:29,774 - INFO - Evaluation: Curr mae: 52.7388; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 391.5383; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1113; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:29:29,775 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 2025-08-05 23:34:34,305 - INFO - Training: cls_zice: 47.43785538147072; reg_zipnll: 158.0597516430068; aux_mae_loss_1: 91.65429628171161; aux_mae_loss_2: 13.422270577793563; aux_mae_loss_4: 2.0854701736132712; cnt_loss: 11.494035026254874; 2025-08-05 23:34:34,306 - INFO - Evaluation: Curr mae: 55.8175; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 354.4047; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1551; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:34:34,307 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 2025-08-05 23:39:38,837 - INFO - Training: cls_zice: 46.96781179691955; reg_zipnll: 169.12396390272596; aux_mae_loss_1: 90.07258873181968; aux_mae_loss_2: 13.181601262644202; aux_mae_loss_4: 2.0329544204059786; cnt_loss: 10.546913854873578; 2025-08-05 23:39:38,839 - INFO - Evaluation: Curr mae: 53.5396; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 339.8867; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1500; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:39:38,839 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 2025-08-05 23:44:43,725 - INFO - Training: cls_zice: 50.25875086480977; reg_zipnll: 162.2927884099416; aux_mae_loss_1: 93.68098947873152; aux_mae_loss_2: 13.66418816773628; aux_mae_loss_4: 2.0799156331617605; cnt_loss: 10.070250043525794; 2025-08-05 23:44:43,727 - INFO - Evaluation: Curr mae: 53.9961; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 314.8007; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1219; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:44:43,727 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 2025-08-05 23:49:48,552 - INFO - Training: cls_zice: 49.552637085548405; reg_zipnll: 158.2675701719936; aux_mae_loss_1: 93.29646720493973; aux_mae_loss_2: 13.741953270600817; aux_mae_loss_4: 2.1232189124684715; cnt_loss: 11.61007316728484; 2025-08-05 23:49:48,553 - INFO - Evaluation: Curr mae: 51.2744; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 242.4344; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1388; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:49:48,553 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 2025-08-05 23:54:53,209 - INFO - Training: cls_zice: 50.308357170354434; reg_zipnll: 172.0871181929326; aux_mae_loss_1: 92.40937736040523; aux_mae_loss_2: 13.525199207058296; aux_mae_loss_4: 2.081023675770257; cnt_loss: 11.294358998154001; 2025-08-05 23:54:53,210 - INFO - Evaluation: Curr mae: 51.6240; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 357.2759; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1207; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:54:53,210 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 2025-08-05 23:59:58,540 - INFO - Training: cls_zice: 50.91213764089392; reg_zipnll: 167.84726705771791; aux_mae_loss_1: 90.87557430438946; aux_mae_loss_2: 13.155773147519266; aux_mae_loss_4: 1.9937004155855251; cnt_loss: 10.259247548169526; 2025-08-05 23:59:58,542 - INFO - Evaluation: Curr mae: 46.1596; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 286.7167; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1145; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-05 23:59:58,542 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 2025-08-06 00:05:03,383 - INFO - Training: cls_zice: 50.644941263303046; reg_zipnll: 164.995951223496; aux_mae_loss_1: 91.23999776325373; aux_mae_loss_2: 13.201797123739835; aux_mae_loss_4: 2.000801944870569; cnt_loss: 9.918867054665917; 2025-08-06 00:05:03,385 - INFO - Evaluation: Curr mae: 52.5774; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 294.5490; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1307; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:05:03,385 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 2025-08-06 00:10:10,636 - INFO - Training: cls_zice: 48.100965423610035; reg_zipnll: 151.49757938335978; aux_mae_loss_1: 91.7497541138323; aux_mae_loss_2: 13.430942399336317; aux_mae_loss_4: 2.0634470111606666; cnt_loss: 10.865938254064643; 2025-08-06 00:10:10,637 - INFO - Evaluation: Curr mae: 58.2994; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 488.6052; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1211; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:10:10,637 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 2025-08-06 00:15:15,235 - INFO - Training: cls_zice: 51.07967892909724; reg_zipnll: 160.01867156041007; aux_mae_loss_1: 92.09324854627673; aux_mae_loss_2: 13.517069041882198; aux_mae_loss_4: 2.0948889851187067; cnt_loss: 11.927429297742624; 2025-08-06 00:15:15,237 - INFO - Evaluation: Curr mae: 49.5476; Best mae: 31.6670; 34.3653; 35.9052; 36.0398; 36.3757; Curr rmse: 151.5805; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1398; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:15:15,237 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 2025-08-06 00:20:20,266 - INFO - Training: cls_zice: 51.16127270575048; reg_zipnll: 160.744926295734; aux_mae_loss_1: 92.9314296227188; aux_mae_loss_2: 13.561122145934705; aux_mae_loss_4: 2.0812275779737606; cnt_loss: 11.48262359964204; 2025-08-06 00:20:22,131 - INFO - Evaluation: Curr mae: 35.2527; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 97.5622; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1127; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:20:22,132 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 2025-08-06 00:25:25,806 - INFO - Training: cls_zice: 50.32053885798528; reg_zipnll: 168.64331657782313; aux_mae_loss_1: 90.09938199844949; aux_mae_loss_2: 13.066079092209627; aux_mae_loss_4: 1.986425703166383; cnt_loss: 9.687054774142169; 2025-08-06 00:25:25,808 - INFO - Evaluation: Curr mae: 39.4167; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 120.3003; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1268; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:25:25,808 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 2025-08-06 00:30:30,162 - INFO - Training: cls_zice: 49.25937386803272; reg_zipnll: 166.1303235669369; aux_mae_loss_1: 89.21450772322235; aux_mae_loss_2: 12.864454359505661; aux_mae_loss_4: 1.9438063431061938; cnt_loss: 10.283072076986873; 2025-08-06 00:30:30,164 - INFO - Evaluation: Curr mae: 40.3943; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 169.9909; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1109; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:30:30,164 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 2025-08-06 00:35:34,719 - INFO - Training: cls_zice: 49.902171616306035; reg_zipnll: 161.08084176070892; aux_mae_loss_1: 90.21298673281633; aux_mae_loss_2: 13.003796870420402; aux_mae_loss_4: 1.9660478716950796; cnt_loss: 9.963539105607795; 2025-08-06 00:35:34,720 - INFO - Evaluation: Curr mae: 43.4988; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 228.0939; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1083; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:35:34,721 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 2025-08-06 00:40:38,858 - INFO - Training: cls_zice: 51.028215431998504; reg_zipnll: 163.66228357623964; aux_mae_loss_1: 91.74473595803072; aux_mae_loss_2: 13.24636570346999; aux_mae_loss_4: 2.009307537026761; cnt_loss: 9.927304436890815; 2025-08-06 00:40:38,860 - INFO - Evaluation: Curr mae: 47.5561; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 302.4518; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1125; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:40:38,860 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 2025-08-06 00:45:43,280 - INFO - Training: cls_zice: 50.83601922746796; reg_zipnll: 155.12317151949767; aux_mae_loss_1: 92.44515276322942; aux_mae_loss_2: 13.41860240651893; aux_mae_loss_4: 2.0471011918124318; cnt_loss: 10.269942011808675; 2025-08-06 00:45:43,282 - INFO - Evaluation: Curr mae: 55.2585; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 467.8449; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1250; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:45:43,282 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 2025-08-06 00:50:48,013 - INFO - Training: cls_zice: 49.74536052687156; reg_zipnll: 160.0470795226894; aux_mae_loss_1: 89.39411486696768; aux_mae_loss_2: 12.929157637691743; aux_mae_loss_4: 1.961500908767656; cnt_loss: 9.96150112856936; 2025-08-06 00:50:48,015 - INFO - Evaluation: Curr mae: 52.6487; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 354.1410; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1272; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:50:48,015 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 2025-08-06 00:55:52,311 - INFO - Training: cls_zice: 48.7078195598484; reg_zipnll: 157.44639731556714; aux_mae_loss_1: 89.4564258237118; aux_mae_loss_2: 12.964200068562073; aux_mae_loss_4: 1.9567005913944049; cnt_loss: 9.743653705310086; 2025-08-06 00:55:52,313 - INFO - Evaluation: Curr mae: 53.3414; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 467.4233; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1108; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 00:55:52,313 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 2025-08-06 01:00:56,644 - INFO - Training: cls_zice: 48.644086534918735; reg_zipnll: 165.53995662973594; aux_mae_loss_1: 88.6423607583524; aux_mae_loss_2: 12.798386596162398; aux_mae_loss_4: 1.925068069239815; cnt_loss: 8.860161916915432; 2025-08-06 01:00:56,645 - INFO - Evaluation: Curr mae: 45.8794; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 344.5365; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1148; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:00:56,645 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 2025-08-06 01:06:00,922 - INFO - Training: cls_zice: 50.25820149661336; reg_zipnll: 156.5540636597072; aux_mae_loss_1: 91.16339154966693; aux_mae_loss_2: 13.330956876431149; aux_mae_loss_4: 2.055660994929336; cnt_loss: 11.253773185005532; 2025-08-06 01:06:00,923 - INFO - Evaluation: Curr mae: 43.9516; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 248.1163; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1077; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:06:00,924 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 2025-08-06 01:11:05,408 - INFO - Training: cls_zice: 50.12055585346637; reg_zipnll: 166.6977012997115; aux_mae_loss_1: 89.64603928122239; aux_mae_loss_2: 12.847506407293992; aux_mae_loss_4: 1.9357548162992326; cnt_loss: 9.48741866567754; 2025-08-06 01:11:05,409 - INFO - Evaluation: Curr mae: 36.4792; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 115.2859; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1104; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:11:05,409 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 2025-08-06 01:16:10,267 - INFO - Training: cls_zice: 47.89825852935449; reg_zipnll: 165.80193992261715; aux_mae_loss_1: 87.08920082886605; aux_mae_loss_2: 12.547732626564398; aux_mae_loss_4: 1.895903498700468; cnt_loss: 9.434940529130111; 2025-08-06 01:16:10,269 - INFO - Evaluation: Curr mae: 45.7106; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 288.4975; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1153; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:16:10,269 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 2025-08-06 01:21:14,186 - INFO - Training: cls_zice: 47.366422460938786; reg_zipnll: 165.8486668456796; aux_mae_loss_1: 87.19652780223934; aux_mae_loss_2: 12.560677888767271; aux_mae_loss_4: 1.8922070739048613; cnt_loss: 9.461752448872613; 2025-08-06 01:21:14,187 - INFO - Evaluation: Curr mae: 53.9231; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 496.7373; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1114; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:21:14,188 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 2025-08-06 01:26:18,725 - INFO - Training: cls_zice: 51.114591838576494; reg_zipnll: 159.7077631864572; aux_mae_loss_1: 91.17960014441326; aux_mae_loss_2: 13.298640780706332; aux_mae_loss_4: 2.0548599189228756; cnt_loss: 12.021827852511468; 2025-08-06 01:26:18,726 - INFO - Evaluation: Curr mae: 48.2145; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 347.9272; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1193; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:26:18,726 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 2025-08-06 01:31:23,786 - INFO - Training: cls_zice: 49.86170987114502; reg_zipnll: 158.2150274830796; aux_mae_loss_1: 88.71824826434217; aux_mae_loss_2: 12.776875171072993; aux_mae_loss_4: 1.9369306454008832; cnt_loss: 10.335799954084626; 2025-08-06 01:31:23,787 - INFO - Evaluation: Curr mae: 41.9165; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 187.4905; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1187; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:31:23,787 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 2025-08-06 01:36:28,897 - INFO - Training: cls_zice: 46.34968800980665; reg_zipnll: 160.55813367691627; aux_mae_loss_1: 86.84649158566042; aux_mae_loss_2: 12.421949126113656; aux_mae_loss_4: 1.8469053509149576; cnt_loss: 8.706599106212508; 2025-08-06 01:36:28,899 - INFO - Evaluation: Curr mae: 43.1162; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 248.1421; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1085; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:36:28,899 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 2025-08-06 01:41:33,983 - INFO - Training: cls_zice: 50.2463808124047; reg_zipnll: 165.0166228179147; aux_mae_loss_1: 88.74255031546468; aux_mae_loss_2: 12.713764325205648; aux_mae_loss_4: 1.9064029925586632; cnt_loss: 9.839685458144062; 2025-08-06 01:41:33,985 - INFO - Evaluation: Curr mae: 48.8969; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 370.2277; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1148; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:41:33,985 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 2025-08-06 01:46:38,920 - INFO - Training: cls_zice: 47.12552494235854; reg_zipnll: 170.80189079245443; aux_mae_loss_1: 86.7315197138063; aux_mae_loss_2: 12.396308818022819; aux_mae_loss_4: 1.8334172431638125; cnt_loss: 9.038365854012628; 2025-08-06 01:46:38,922 - INFO - Evaluation: Curr mae: 50.2179; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 402.7577; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1115; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:46:38,922 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 2025-08-06 01:51:42,852 - INFO - Training: cls_zice: 50.89560514366719; reg_zipnll: 160.58145193085267; aux_mae_loss_1: 90.29130302174232; aux_mae_loss_2: 12.958002683742494; aux_mae_loss_4: 1.958549637912478; cnt_loss: 10.037981748580933; 2025-08-06 01:51:42,854 - INFO - Evaluation: Curr mae: 54.2141; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 517.6099; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1095; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:51:42,854 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 2025-08-06 01:56:47,338 - INFO - Training: cls_zice: 47.08962536091823; reg_zipnll: 156.2413627653931; aux_mae_loss_1: 88.25461784671695; aux_mae_loss_2: 12.775750351136018; aux_mae_loss_4: 1.9480806204531065; cnt_loss: 9.984727032999759; 2025-08-06 01:56:47,340 - INFO - Evaluation: Curr mae: 53.8444; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 365.1732; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1214; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 01:56:47,340 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 2025-08-06 02:01:51,649 - INFO - Training: cls_zice: 47.12971051918357; reg_zipnll: 164.3323408288637; aux_mae_loss_1: 86.27644466066728; aux_mae_loss_2: 12.377471899312075; aux_mae_loss_4: 1.8449865142912976; cnt_loss: 8.612844740210585; 2025-08-06 02:01:51,651 - INFO - Evaluation: Curr mae: 46.7687; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 288.7274; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1210; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:01:51,651 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 2025-08-06 02:06:56,155 - INFO - Training: cls_zice: 49.159876099972; reg_zipnll: 162.7906544447558; aux_mae_loss_1: 88.18723302267512; aux_mae_loss_2: 12.638714954601769; aux_mae_loss_4: 1.9091198363540105; cnt_loss: 9.88541321889294; 2025-08-06 02:06:56,156 - INFO - Evaluation: Curr mae: 44.3582; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 196.4054; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1121; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:06:56,156 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 2025-08-06 02:12:00,911 - INFO - Training: cls_zice: 47.433872997607544; reg_zipnll: 159.61523560080246; aux_mae_loss_1: 87.5848447853618; aux_mae_loss_2: 12.5811116168309; aux_mae_loss_4: 1.8916563518096365; cnt_loss: 9.371872243660581; 2025-08-06 02:12:00,913 - INFO - Evaluation: Curr mae: 48.8976; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 340.4197; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1093; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:12:00,913 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 2025-08-06 02:17:05,855 - INFO - Training: cls_zice: 47.847880051919; reg_zipnll: 164.38133523151623; aux_mae_loss_1: 87.0177976318987; aux_mae_loss_2: 12.419351317888667; aux_mae_loss_4: 1.8493993928162789; cnt_loss: 8.946451027013342; 2025-08-06 02:17:05,857 - INFO - Evaluation: Curr mae: 45.0335; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 299.5263; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1087; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:17:05,857 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 2025-08-06 02:22:10,661 - INFO - Training: cls_zice: 46.19087265657888; reg_zipnll: 154.08315882646025; aux_mae_loss_1: 86.82819528996485; aux_mae_loss_2: 12.563508017204109; aux_mae_loss_4: 1.907416208620856; cnt_loss: 9.120956883638867; 2025-08-06 02:22:10,662 - INFO - Evaluation: Curr mae: 50.6101; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 409.2656; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1099; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:22:10,662 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 2025-08-06 02:27:15,392 - INFO - Training: cls_zice: 49.05055055619818; reg_zipnll: 161.06460971390987; aux_mae_loss_1: 88.47220224218687; aux_mae_loss_2: 12.69245506436169; aux_mae_loss_4: 1.901942775381255; cnt_loss: 8.81774715715325; 2025-08-06 02:27:15,394 - INFO - Evaluation: Curr mae: 49.8843; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 409.8666; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1282; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:27:15,394 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 2025-08-06 02:32:19,642 - INFO - Training: cls_zice: 46.02578810665632; reg_zipnll: 157.02399676011584; aux_mae_loss_1: 84.33150193623834; aux_mae_loss_2: 12.143293346108385; aux_mae_loss_4: 1.8429025929507377; cnt_loss: 8.672170799158533; 2025-08-06 02:32:19,643 - INFO - Evaluation: Curr mae: 53.2972; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 453.0018; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1083; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:32:19,644 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 2025-08-06 02:37:24,320 - INFO - Training: cls_zice: 47.34323099611811; reg_zipnll: 164.3388632992546; aux_mae_loss_1: 84.91709298768816; aux_mae_loss_2: 12.128938956861324; aux_mae_loss_4: 1.808230503052856; cnt_loss: 8.614312964110876; 2025-08-06 02:37:24,322 - INFO - Evaluation: Curr mae: 42.2834; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 230.0339; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1189; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:37:24,322 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 2025-08-06 02:42:28,805 - INFO - Training: cls_zice: 47.238802374213705; reg_zipnll: 162.7912415551036; aux_mae_loss_1: 85.6694764429009; aux_mae_loss_2: 12.215400773945689; aux_mae_loss_4: 1.8147256044924718; cnt_loss: 8.731177669104696; 2025-08-06 02:42:28,807 - INFO - Evaluation: Curr mae: 40.1742; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 227.5298; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1113; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:42:28,807 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 2025-08-06 02:47:33,137 - INFO - Training: cls_zice: 49.50203186882646; reg_zipnll: 159.2811821689949; aux_mae_loss_1: 87.88304354415148; aux_mae_loss_2: 12.665575128900974; aux_mae_loss_4: 1.9211468971633665; cnt_loss: 9.145827808539481; 2025-08-06 02:47:33,138 - INFO - Evaluation: Curr mae: 42.1562; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 160.4932; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1275; Best nae: 0.1040; 0.1063; 0.1063; 0.1063; 0.1075; 2025-08-06 02:47:33,138 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 2025-08-06 02:52:37,371 - INFO - Training: cls_zice: 45.398529771399375; reg_zipnll: 159.49477601725522; aux_mae_loss_1: 85.04972364724755; aux_mae_loss_2: 12.187374755472021; aux_mae_loss_4: 1.8090986299177674; cnt_loss: 8.068615577214787; 2025-08-06 02:52:39,229 - INFO - Evaluation: Curr mae: 42.3427; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 245.8074; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1000; Best nae: 0.1000; 0.1040; 0.1063; 0.1063; 0.1063; 2025-08-06 02:52:39,230 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 2025-08-06 02:57:44,171 - INFO - Training: cls_zice: 46.97269104861662; reg_zipnll: 166.6059200561445; aux_mae_loss_1: 85.93711457338308; aux_mae_loss_2: 12.25870647467194; aux_mae_loss_4: 1.821105206916755; cnt_loss: 8.408778240411017; 2025-08-06 02:57:44,173 - INFO - Evaluation: Curr mae: 48.9573; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 409.6254; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1085; Best nae: 0.1000; 0.1040; 0.1063; 0.1063; 0.1063; 2025-08-06 02:57:44,173 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 2025-08-06 03:02:49,230 - INFO - Training: cls_zice: 46.931387067683865; reg_zipnll: 159.53444479915353; aux_mae_loss_1: 84.68701301810061; aux_mae_loss_2: 12.072033894092687; aux_mae_loss_4: 1.7994582259256613; cnt_loss: 8.718016256097043; 2025-08-06 03:02:51,084 - INFO - Evaluation: Curr mae: 46.6616; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 367.0800; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1059; Best nae: 0.1000; 0.1040; 0.1059; 0.1063; 0.1063; 2025-08-06 03:02:56,941 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 2025-08-06 03:08:00,829 - INFO - Training: cls_zice: 45.210478031390124; reg_zipnll: 162.58807765793983; aux_mae_loss_1: 83.70919654179355; aux_mae_loss_2: 12.01358251400043; aux_mae_loss_4: 1.807688256002637; cnt_loss: 9.298549569051492; 2025-08-06 03:08:00,831 - INFO - Evaluation: Curr mae: 46.4231; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 357.7946; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1076; Best nae: 0.1000; 0.1040; 0.1059; 0.1063; 0.1063; 2025-08-06 03:08:00,831 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 2025-08-06 03:13:05,188 - INFO - Training: cls_zice: 47.11337272359351; reg_zipnll: 158.81099819585413; aux_mae_loss_1: 85.32969776094725; aux_mae_loss_2: 12.178655970678845; aux_mae_loss_4: 1.8088603071044833; cnt_loss: 8.219075741835303; 2025-08-06 03:13:05,190 - INFO - Evaluation: Curr mae: 44.2486; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 277.0741; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1156; Best nae: 0.1000; 0.1040; 0.1059; 0.1063; 0.1063; 2025-08-06 03:13:05,190 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 2025-08-06 03:18:09,180 - INFO - Training: cls_zice: 45.35331555622555; reg_zipnll: 160.8276431321485; aux_mae_loss_1: 83.58607520787453; aux_mae_loss_2: 11.970781484422464; aux_mae_loss_4: 1.786449948091127; cnt_loss: 8.536551312186724; 2025-08-06 03:18:09,182 - INFO - Evaluation: Curr mae: 50.6081; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 396.9015; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1109; Best nae: 0.1000; 0.1040; 0.1059; 0.1063; 0.1063; 2025-08-06 03:18:09,182 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 2025-08-06 03:23:14,038 - INFO - Training: cls_zice: 46.76647519057851; reg_zipnll: 162.6899133893089; aux_mae_loss_1: 84.54318677858093; aux_mae_loss_2: 12.074389830959486; aux_mae_loss_4: 1.794686867522703; cnt_loss: 8.4918006119201; 2025-08-06 03:23:14,039 - INFO - Evaluation: Curr mae: 52.9835; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 439.2695; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1166; Best nae: 0.1000; 0.1040; 0.1059; 0.1063; 0.1063; 2025-08-06 03:23:14,039 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 2025-08-06 03:28:19,017 - INFO - Training: cls_zice: 44.85239333632596; reg_zipnll: 153.11715978705791; aux_mae_loss_1: 84.846361398084; aux_mae_loss_2: 12.21107681796606; aux_mae_loss_4: 1.8349018193838835; cnt_loss: 8.582926191676858; 2025-08-06 03:28:20,859 - INFO - Evaluation: Curr mae: 55.5349; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 520.4134; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1049; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 03:28:20,859 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 2025-08-06 03:33:25,525 - INFO - Training: cls_zice: 50.0293580708896; reg_zipnll: 160.7695513531604; aux_mae_loss_1: 88.08704073202334; aux_mae_loss_2: 12.56435338819548; aux_mae_loss_4: 1.8721130703286217; cnt_loss: 8.523017836873512; 2025-08-06 03:33:25,526 - INFO - Evaluation: Curr mae: 57.0154; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 562.3933; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1179; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 03:33:25,526 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 2025-08-06 03:38:30,474 - INFO - Training: cls_zice: 47.197701803439685; reg_zipnll: 165.67968350633558; aux_mae_loss_1: 84.53027923799726; aux_mae_loss_2: 11.980532405921917; aux_mae_loss_4: 1.765719760736034; cnt_loss: 8.641208480440252; 2025-08-06 03:38:30,475 - INFO - Evaluation: Curr mae: 53.6636; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 498.7825; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1171; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 03:38:30,476 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 2025-08-06 03:43:35,499 - INFO - Training: cls_zice: 48.04619732594888; reg_zipnll: 157.88266901491846; aux_mae_loss_1: 84.93335454445571; aux_mae_loss_2: 12.012603668443342; aux_mae_loss_4: 1.7800175971267769; cnt_loss: 8.273054883535233; 2025-08-06 03:43:35,501 - INFO - Evaluation: Curr mae: 52.5120; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 479.0556; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1103; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 03:43:35,501 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 2025-08-06 03:48:40,604 - INFO - Training: cls_zice: 46.90490045170551; reg_zipnll: 162.04573015933784; aux_mae_loss_1: 85.9691145217817; aux_mae_loss_2: 12.32401742113893; aux_mae_loss_4: 1.8594615271741137; cnt_loss: 9.06824049422551; 2025-08-06 03:48:40,606 - INFO - Evaluation: Curr mae: 53.4617; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 489.2664; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1137; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 03:48:40,606 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 2025-08-06 03:53:44,872 - INFO - Training: cls_zice: 45.89386483226307; reg_zipnll: 162.27399718179188; aux_mae_loss_1: 84.02739164210224; aux_mae_loss_2: 11.947856605819075; aux_mae_loss_4: 1.7768133302580729; cnt_loss: 8.377747717277556; 2025-08-06 03:53:44,873 - INFO - Evaluation: Curr mae: 51.2620; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 443.9464; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 03:53:44,873 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 2025-08-06 03:58:49,828 - INFO - Training: cls_zice: 48.99720556310026; reg_zipnll: 154.60694307655785; aux_mae_loss_1: 86.78251198570035; aux_mae_loss_2: 12.374576781280243; aux_mae_loss_4: 1.8621711847408264; cnt_loss: 8.959169064511983; 2025-08-06 03:58:49,829 - INFO - Evaluation: Curr mae: 56.5200; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 498.9326; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1158; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 03:58:49,829 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 2025-08-06 04:03:53,982 - INFO - Training: cls_zice: 47.42999129223333; reg_zipnll: 148.3464453042626; aux_mae_loss_1: 84.54057890100161; aux_mae_loss_2: 12.084892681141438; aux_mae_loss_4: 1.8211229563831977; cnt_loss: 9.081917211145239; 2025-08-06 04:03:53,984 - INFO - Evaluation: Curr mae: 55.6180; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 509.4783; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1068; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 04:03:53,984 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 2025-08-06 04:08:59,175 - INFO - Training: cls_zice: 49.32858897534925; reg_zipnll: 149.94740989704673; aux_mae_loss_1: 85.93326519571417; aux_mae_loss_2: 12.199355051266197; aux_mae_loss_4: 1.8344756383209424; cnt_loss: 9.536457920288978; 2025-08-06 04:08:59,177 - INFO - Evaluation: Curr mae: 53.4650; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 480.6691; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1117; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 04:08:59,177 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 2025-08-06 04:14:03,943 - INFO - Training: cls_zice: 46.44275177636; reg_zipnll: 156.78173011250237; aux_mae_loss_1: 85.04591368157944; aux_mae_loss_2: 12.187113949756084; aux_mae_loss_4: 1.8292504395035054; cnt_loss: 8.861612534614945; 2025-08-06 04:14:03,945 - INFO - Evaluation: Curr mae: 50.5042; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 403.7213; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1094; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 04:14:03,945 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 2025-08-06 04:19:08,587 - INFO - Training: cls_zice: 48.2386031254245; reg_zipnll: 157.58597975586252; aux_mae_loss_1: 85.40794561332173; aux_mae_loss_2: 12.052320442346803; aux_mae_loss_4: 1.7748987734471005; cnt_loss: 7.4039377121202135; 2025-08-06 04:19:08,589 - INFO - Evaluation: Curr mae: 53.8540; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 416.7239; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1111; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 04:19:08,589 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 2025-08-06 04:24:12,918 - INFO - Training: cls_zice: 46.92785633368786; reg_zipnll: 161.54166908558352; aux_mae_loss_1: 84.75813423882413; aux_mae_loss_2: 12.061214179183645; aux_mae_loss_4: 1.8115813659365196; cnt_loss: 8.806012902897244; 2025-08-06 04:24:12,920 - INFO - Evaluation: Curr mae: 50.9218; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 354.2923; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1116; Best nae: 0.1000; 0.1040; 0.1049; 0.1059; 0.1063; 2025-08-06 04:24:12,920 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 2025-08-06 04:29:17,678 - INFO - Training: cls_zice: 45.72468049376054; reg_zipnll: 161.65730541101766; aux_mae_loss_1: 83.03242385785806; aux_mae_loss_2: 11.767923861358957; aux_mae_loss_4: 1.7256203052470493; cnt_loss: 7.342615023523493; 2025-08-06 04:29:19,534 - INFO - Evaluation: Curr mae: 52.4989; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 463.1858; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1046; Best nae: 0.1000; 0.1040; 0.1046; 0.1049; 0.1059; 2025-08-06 04:29:19,534 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 2025-08-06 04:34:24,894 - INFO - Training: cls_zice: 47.871279569242176; reg_zipnll: 152.47594770122618; aux_mae_loss_1: 85.50952150643944; aux_mae_loss_2: 12.214630159743342; aux_mae_loss_4: 1.839846475801615; cnt_loss: 9.174125638443277; 2025-08-06 04:34:24,896 - INFO - Evaluation: Curr mae: 48.8097; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 385.5817; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1140; Best nae: 0.1000; 0.1040; 0.1046; 0.1049; 0.1059; 2025-08-06 04:34:24,896 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 2025-08-06 04:39:28,986 - INFO - Training: cls_zice: 49.957997435928924; reg_zipnll: 155.0251636456095; aux_mae_loss_1: 85.12268899951926; aux_mae_loss_2: 12.119494042237191; aux_mae_loss_4: 1.7950456715488188; cnt_loss: 8.296603280811507; 2025-08-06 04:39:28,987 - INFO - Evaluation: Curr mae: 52.8402; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 422.7843; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1099; Best nae: 0.1000; 0.1040; 0.1046; 0.1049; 0.1059; 2025-08-06 04:39:28,987 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 2025-08-06 04:44:33,984 - INFO - Training: cls_zice: 46.69433702497832; reg_zipnll: 153.66703007460254; aux_mae_loss_1: 84.4985542150267; aux_mae_loss_2: 11.930989082797328; aux_mae_loss_4: 1.7573883788597922; cnt_loss: 7.652414751083501; 2025-08-06 04:44:33,986 - INFO - Evaluation: Curr mae: 55.0299; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 526.8648; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1065; Best nae: 0.1000; 0.1040; 0.1046; 0.1049; 0.1059; 2025-08-06 04:44:33,986 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 2025-08-06 04:49:38,383 - INFO - Training: cls_zice: 44.02912934097655; reg_zipnll: 155.8565588218081; aux_mae_loss_1: 81.20039980331852; aux_mae_loss_2: 11.533599609274484; aux_mae_loss_4: 1.7151784076712124; cnt_loss: 7.899929928902182; 2025-08-06 04:49:38,384 - INFO - Evaluation: Curr mae: 56.3103; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 440.6361; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1197; Best nae: 0.1000; 0.1040; 0.1046; 0.1049; 0.1059; 2025-08-06 04:49:38,384 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 2025-08-06 04:54:43,241 - INFO - Training: cls_zice: 47.40108610907986; reg_zipnll: 154.2726346582251; aux_mae_loss_1: 83.37910927721039; aux_mae_loss_2: 11.728546855688707; aux_mae_loss_4: 1.7313881427585927; cnt_loss: 7.354136638362488; 2025-08-06 04:54:43,243 - INFO - Evaluation: Curr mae: 55.9788; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 500.2851; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1138; Best nae: 0.1000; 0.1040; 0.1046; 0.1049; 0.1059; 2025-08-06 04:54:43,243 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 2025-08-06 04:59:47,656 - INFO - Training: cls_zice: 46.00852978237184; reg_zipnll: 156.39247300018076; aux_mae_loss_1: 82.40151020187339; aux_mae_loss_2: 11.687378215299473; aux_mae_loss_4: 1.7213178634030653; cnt_loss: 7.880270448472628; 2025-08-06 04:59:47,658 - INFO - Evaluation: Curr mae: 51.4248; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 419.9963; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1081; Best nae: 0.1000; 0.1040; 0.1046; 0.1049; 0.1059; 2025-08-06 04:59:47,658 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 2025-08-06 05:04:51,987 - INFO - Training: cls_zice: 46.58271249845279; reg_zipnll: 158.4957818911437; aux_mae_loss_1: 83.59305157453052; aux_mae_loss_2: 11.82365511683388; aux_mae_loss_4: 1.7525973342991121; cnt_loss: 7.961607684512984; 2025-08-06 05:04:53,860 - INFO - Evaluation: Curr mae: 49.7776; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 423.3800; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1030; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:04:53,861 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 2025-08-06 05:09:58,302 - INFO - Training: cls_zice: 47.62198821338406; reg_zipnll: 153.2294432240464; aux_mae_loss_1: 84.02816229430447; aux_mae_loss_2: 11.990441261649439; aux_mae_loss_4: 1.7892931686728657; cnt_loss: 7.670103013668697; 2025-08-06 05:09:58,303 - INFO - Evaluation: Curr mae: 52.1376; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 450.4968; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1076; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:09:58,303 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 2025-08-06 05:15:02,977 - INFO - Training: cls_zice: 44.81194335505711; reg_zipnll: 150.7187694608399; aux_mae_loss_1: 81.7300070441474; aux_mae_loss_2: 11.611827266859825; aux_mae_loss_4: 1.7270194661341474; cnt_loss: 7.812479893928322; 2025-08-06 05:15:02,978 - INFO - Evaluation: Curr mae: 52.6055; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 439.6235; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1121; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:15:02,978 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 2025-08-06 05:20:07,269 - INFO - Training: cls_zice: 47.28686509555287; reg_zipnll: 159.58096549811276; aux_mae_loss_1: 85.28673980536375; aux_mae_loss_2: 12.069896587062924; aux_mae_loss_4: 1.7886559557179253; cnt_loss: 8.14739428648299; 2025-08-06 05:20:07,270 - INFO - Evaluation: Curr mae: 50.7090; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 416.2727; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1150; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:20:07,270 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 2025-08-06 05:25:12,196 - INFO - Training: cls_zice: 45.98503172669589; reg_zipnll: 153.0658232681549; aux_mae_loss_1: 83.3802870429267; aux_mae_loss_2: 11.754719599966524; aux_mae_loss_4: 1.7319853856661633; cnt_loss: 7.749380299088887; 2025-08-06 05:25:12,198 - INFO - Evaluation: Curr mae: 47.7456; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 371.3142; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1065; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:25:12,198 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 2025-08-06 05:30:16,581 - INFO - Training: cls_zice: 43.8959569626495; reg_zipnll: 154.62605667114258; aux_mae_loss_1: 83.04373301331978; aux_mae_loss_2: 11.763596247891227; aux_mae_loss_4: 1.7399085140320207; cnt_loss: 8.02113121242327; 2025-08-06 05:30:16,583 - INFO - Evaluation: Curr mae: 50.1895; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 409.8339; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1112; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:30:16,583 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 2025-08-06 05:35:21,446 - INFO - Training: cls_zice: 47.317966702894566; reg_zipnll: 156.48610781887808; aux_mae_loss_1: 83.11191282296855; aux_mae_loss_2: 11.720851484178578; aux_mae_loss_4: 1.7182611732679038; cnt_loss: 7.596330397846153; 2025-08-06 05:35:21,448 - INFO - Evaluation: Curr mae: 54.4702; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 428.3871; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1259; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:35:21,448 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 2025-08-06 05:40:26,084 - INFO - Training: cls_zice: 45.00083301735415; reg_zipnll: 158.28420718470085; aux_mae_loss_1: 82.07902760738578; aux_mae_loss_2: 11.560589976972663; aux_mae_loss_4: 1.7031683557903858; cnt_loss: 7.438675900351419; 2025-08-06 05:40:26,085 - INFO - Evaluation: Curr mae: 50.9696; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 445.3584; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1088; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:40:26,086 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 2025-08-06 05:45:30,329 - INFO - Training: cls_zice: 43.798190355990414; reg_zipnll: 150.55749987820425; aux_mae_loss_1: 81.47428756507932; aux_mae_loss_2: 11.610126782199105; aux_mae_loss_4: 1.7185207452902758; cnt_loss: 7.364572799987229; 2025-08-06 05:45:30,330 - INFO - Evaluation: Curr mae: 50.9987; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 445.8451; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1080; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:45:30,330 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 2025-08-06 05:50:35,311 - INFO - Training: cls_zice: 47.835589449019544; reg_zipnll: 162.49084728603805; aux_mae_loss_1: 83.11699302889082; aux_mae_loss_2: 11.693192029060619; aux_mae_loss_4: 1.7261285414885739; cnt_loss: 7.698798923841785; 2025-08-06 05:50:35,313 - INFO - Evaluation: Curr mae: 54.2284; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 491.0975; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1113; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:50:35,313 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 2025-08-06 05:55:39,635 - INFO - Training: cls_zice: 46.550638342424655; reg_zipnll: 156.1136700058964; aux_mae_loss_1: 82.14496801812729; aux_mae_loss_2: 11.504492826510823; aux_mae_loss_4: 1.6739536788132625; cnt_loss: 6.744460913086918; 2025-08-06 05:55:39,636 - INFO - Evaluation: Curr mae: 54.9534; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 499.1207; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1111; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 05:55:39,636 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 2025-08-06 06:00:43,995 - INFO - Training: cls_zice: 46.57216879794407; reg_zipnll: 154.68047139577203; aux_mae_loss_1: 83.02334122302292; aux_mae_loss_2: 11.829596607727993; aux_mae_loss_4: 1.7525851888184683; cnt_loss: 7.597878646804618; 2025-08-06 06:00:43,996 - INFO - Evaluation: Curr mae: 46.3522; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 338.9919; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1118; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:00:43,997 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 2025-08-06 06:05:48,167 - INFO - Training: cls_zice: 45.05339203663841; reg_zipnll: 145.67345615769412; aux_mae_loss_1: 82.33573146712197; aux_mae_loss_2: 11.650664182738964; aux_mae_loss_4: 1.7205104440986958; cnt_loss: 7.784471719614338; 2025-08-06 06:05:48,169 - INFO - Evaluation: Curr mae: 48.7432; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 349.8030; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1118; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:05:48,169 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 2025-08-06 06:10:51,919 - INFO - Training: cls_zice: 46.10554404702315; reg_zipnll: 160.43429793919267; aux_mae_loss_1: 81.81149949022308; aux_mae_loss_2: 11.497381914550663; aux_mae_loss_4: 1.6790527452386743; cnt_loss: 6.957888964975401; 2025-08-06 06:10:51,920 - INFO - Evaluation: Curr mae: 48.6785; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 367.9138; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1100; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:10:51,921 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 2025-08-06 06:15:56,585 - INFO - Training: cls_zice: 46.40479936123201; reg_zipnll: 150.96371636476493; aux_mae_loss_1: 82.14901335748118; aux_mae_loss_2: 11.566235010911996; aux_mae_loss_4: 1.6881537231350925; cnt_loss: 7.314304166097568; 2025-08-06 06:15:56,586 - INFO - Evaluation: Curr mae: 45.5142; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 315.0134; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1122; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:15:56,586 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 2025-08-06 06:21:00,521 - INFO - Training: cls_zice: 44.43597696315507; reg_zipnll: 161.46379272735518; aux_mae_loss_1: 81.09271031357635; aux_mae_loss_2: 11.335377017759113; aux_mae_loss_4: 1.6405092768926548; cnt_loss: 6.791495142068839; 2025-08-06 06:21:00,522 - INFO - Evaluation: Curr mae: 47.2437; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 330.1264; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1132; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:21:00,522 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 2025-08-06 06:26:05,032 - INFO - Training: cls_zice: 44.59148599713045; reg_zipnll: 153.1800023449111; aux_mae_loss_1: 82.68138270145211; aux_mae_loss_2: 11.714872446955017; aux_mae_loss_4: 1.7326734621451263; cnt_loss: 7.876657047584308; 2025-08-06 06:26:05,034 - INFO - Evaluation: Curr mae: 48.8442; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 406.0180; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1057; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:26:05,034 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 2025-08-06 06:31:09,536 - INFO - Training: cls_zice: 47.79254387928159; reg_zipnll: 153.27945563603183; aux_mae_loss_1: 82.55972579818764; aux_mae_loss_2: 11.605691431114177; aux_mae_loss_4: 1.6921770424799931; cnt_loss: 7.0997733463051995; 2025-08-06 06:31:09,537 - INFO - Evaluation: Curr mae: 48.7964; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 416.9212; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1054; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:31:09,538 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 2025-08-06 06:36:14,209 - INFO - Training: cls_zice: 45.99959190277943; reg_zipnll: 155.20736762000234; aux_mae_loss_1: 81.66121478926553; aux_mae_loss_2: 11.422893329880232; aux_mae_loss_4: 1.6609204681183194; cnt_loss: 6.541132894763603; 2025-08-06 06:36:14,211 - INFO - Evaluation: Curr mae: 58.9532; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 436.8484; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1291; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:36:14,211 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 2025-08-06 06:41:18,256 - INFO - Training: cls_zice: 46.14589172379523; reg_zipnll: 155.8978844228318; aux_mae_loss_1: 81.02150451983768; aux_mae_loss_2: 11.42264394343359; aux_mae_loss_4: 1.6652973542483116; cnt_loss: 6.860066515314548; 2025-08-06 06:41:18,257 - INFO - Evaluation: Curr mae: 51.4868; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 451.9581; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1122; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:41:18,257 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 2025-08-06 06:46:23,180 - INFO - Training: cls_zice: 44.63267567481817; reg_zipnll: 156.53949123666953; aux_mae_loss_1: 80.62667840550675; aux_mae_loss_2: 11.252661016729007; aux_mae_loss_4: 1.6308658772691662; cnt_loss: 6.830894596166047; 2025-08-06 06:46:23,181 - INFO - Evaluation: Curr mae: 53.7070; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 488.1175; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1112; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:46:23,181 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 2025-08-06 06:51:27,142 - INFO - Training: cls_zice: 44.96914356862671; reg_zipnll: 146.61471809642174; aux_mae_loss_1: 80.8048044954903; aux_mae_loss_2: 11.359065824425313; aux_mae_loss_4: 1.6503521279075153; cnt_loss: 6.705885323698233; 2025-08-06 06:51:27,144 - INFO - Evaluation: Curr mae: 50.7581; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 410.9566; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1107; Best nae: 0.1000; 0.1030; 0.1040; 0.1046; 0.1049; 2025-08-06 06:51:27,144 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 2025-08-06 06:56:31,680 - INFO - Training: cls_zice: 46.3975369280592; reg_zipnll: 153.2487970612043; aux_mae_loss_1: 81.91388833798602; aux_mae_loss_2: 11.541727414474389; aux_mae_loss_4: 1.693714055043566; cnt_loss: 7.865844052371145; 2025-08-06 06:56:33,534 - INFO - Evaluation: Curr mae: 46.1262; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 340.3169; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1038; Best nae: 0.1000; 0.1030; 0.1038; 0.1040; 0.1046; 2025-08-06 06:56:33,534 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 2025-08-06 07:01:38,178 - INFO - Training: cls_zice: 44.48473057660315; reg_zipnll: 147.4855387278265; aux_mae_loss_1: 80.63864856023714; aux_mae_loss_2: 11.40001908457984; aux_mae_loss_4: 1.6826962628677142; cnt_loss: 7.58046590102056; 2025-08-06 07:01:40,046 - INFO - Evaluation: Curr mae: 51.1257; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 457.1862; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1035; Best nae: 0.1000; 0.1030; 0.1035; 0.1038; 0.1040; 2025-08-06 07:01:40,046 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 2025-08-06 07:06:44,619 - INFO - Training: cls_zice: 43.5694070154643; reg_zipnll: 145.63004412810417; aux_mae_loss_1: 80.94702533339473; aux_mae_loss_2: 11.447886303948254; aux_mae_loss_4: 1.686355987214184; cnt_loss: 7.009130887016846; 2025-08-06 07:06:44,621 - INFO - Evaluation: Curr mae: 51.8542; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 429.7448; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1143; Best nae: 0.1000; 0.1030; 0.1035; 0.1038; 0.1040; 2025-08-06 07:06:44,621 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 2025-08-06 07:11:49,553 - INFO - Training: cls_zice: 47.8215988399437; reg_zipnll: 146.06138063396463; aux_mae_loss_1: 82.99499814982279; aux_mae_loss_2: 11.73259704768811; aux_mae_loss_4: 1.7303371540531707; cnt_loss: 7.114747898590902; 2025-08-06 07:11:49,555 - INFO - Evaluation: Curr mae: 44.7032; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 290.7145; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1140; Best nae: 0.1000; 0.1030; 0.1035; 0.1038; 0.1040; 2025-08-06 07:11:49,555 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 2025-08-06 07:16:53,808 - INFO - Training: cls_zice: 44.44889800867262; reg_zipnll: 162.2889494957225; aux_mae_loss_1: 79.43747105144902; aux_mae_loss_2: 11.105340539642961; aux_mae_loss_4: 1.5988729282792247; cnt_loss: 5.911613827959124; 2025-08-06 07:16:53,809 - INFO - Evaluation: Curr mae: 49.6946; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 422.4726; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1069; Best nae: 0.1000; 0.1030; 0.1035; 0.1038; 0.1040; 2025-08-06 07:17:00,566 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 2025-08-06 07:22:05,516 - INFO - Training: cls_zice: 44.37297709037222; reg_zipnll: 147.39751944259996; aux_mae_loss_1: 81.40596525834582; aux_mae_loss_2: 11.508608887005588; aux_mae_loss_4: 1.6982827152874904; cnt_loss: 6.963829649751168; 2025-08-06 07:22:05,518 - INFO - Evaluation: Curr mae: 48.8725; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 326.1935; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1105; Best nae: 0.1000; 0.1030; 0.1035; 0.1038; 0.1040; 2025-08-06 07:22:05,518 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 2025-08-06 07:27:10,281 - INFO - Training: cls_zice: 47.377778826075534; reg_zipnll: 151.23029569611145; aux_mae_loss_1: 82.92614197179407; aux_mae_loss_2: 11.69579359069275; aux_mae_loss_4: 1.7275307019142994; cnt_loss: 7.103546908704664; 2025-08-06 07:27:12,408 - INFO - Evaluation: Curr mae: 47.6599; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 379.2706; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1028; Best nae: 0.1000; 0.1028; 0.1030; 0.1035; 0.1038; 2025-08-06 07:27:12,409 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 2025-08-06 07:32:16,901 - INFO - Training: cls_zice: 47.6506340221375; reg_zipnll: 145.0490984855397; aux_mae_loss_1: 82.19186950771852; aux_mae_loss_2: 11.62168486320574; aux_mae_loss_4: 1.7053036051574892; cnt_loss: 7.02851390087819; 2025-08-06 07:32:16,902 - INFO - Evaluation: Curr mae: 48.2653; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 314.8765; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1161; Best nae: 0.1000; 0.1028; 0.1030; 0.1035; 0.1038; 2025-08-06 07:32:16,903 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 2025-08-06 07:37:21,722 - INFO - Training: cls_zice: 44.48159084827244; reg_zipnll: 153.57327414662183; aux_mae_loss_1: 81.57888168786056; aux_mae_loss_2: 11.462682992449762; aux_mae_loss_4: 1.6772119387562907; cnt_loss: 6.150856238864075; 2025-08-06 07:37:21,723 - INFO - Evaluation: Curr mae: 49.6935; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 411.7423; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1087; Best nae: 0.1000; 0.1028; 0.1030; 0.1035; 0.1038; 2025-08-06 07:37:21,723 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 2025-08-06 07:42:26,694 - INFO - Training: cls_zice: 47.066440949747985; reg_zipnll: 153.3489120919784; aux_mae_loss_1: 80.23242501550591; aux_mae_loss_2: 11.18384076176082; aux_mae_loss_4: 1.6150017147428886; cnt_loss: 6.446105589443737; 2025-08-06 07:42:26,695 - INFO - Evaluation: Curr mae: 48.3020; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 325.0935; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1088; Best nae: 0.1000; 0.1028; 0.1030; 0.1035; 0.1038; 2025-08-06 07:42:26,695 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 2025-08-06 07:47:31,429 - INFO - Training: cls_zice: 45.90928588746293; reg_zipnll: 150.91739898720866; aux_mae_loss_1: 82.03567159942; aux_mae_loss_2: 11.650536249413282; aux_mae_loss_4: 1.7139279137157228; cnt_loss: 7.245426128793191; 2025-08-06 07:47:31,431 - INFO - Evaluation: Curr mae: 48.9955; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 407.1386; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1085; Best nae: 0.1000; 0.1028; 0.1030; 0.1035; 0.1038; 2025-08-06 07:47:31,431 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 2025-08-06 07:52:35,644 - INFO - Training: cls_zice: 43.919997523598624; reg_zipnll: 154.1738885815775; aux_mae_loss_1: 80.2867218154868; aux_mae_loss_2: 11.214331533118202; aux_mae_loss_4: 1.6255601131977335; cnt_loss: 6.247903728086722; 2025-08-06 07:52:37,494 - INFO - Evaluation: Curr mae: 48.1413; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 404.3884; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1006; Best nae: 0.1000; 0.1006; 0.1028; 0.1030; 0.1035; 2025-08-06 07:52:37,495 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 2025-08-06 07:57:41,682 - INFO - Training: cls_zice: 42.73666626601875; reg_zipnll: 154.75568435492428; aux_mae_loss_1: 78.98916756647105; aux_mae_loss_2: 11.059153025131913; aux_mae_loss_4: 1.6069304159337268; cnt_loss: 5.822719152681625; 2025-08-06 07:57:43,544 - INFO - Evaluation: Curr mae: 49.6874; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 404.4645; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1034; Best nae: 0.1000; 0.1006; 0.1028; 0.1030; 0.1034; 2025-08-06 07:57:43,545 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 2025-08-06 08:02:48,230 - INFO - Training: cls_zice: 44.73618965762593; reg_zipnll: 151.11601338717503; aux_mae_loss_1: 80.98332480477184; aux_mae_loss_2: 11.32898039805552; aux_mae_loss_4: 1.6514008296486038; cnt_loss: 6.447926246874743; 2025-08-06 08:02:50,098 - INFO - Evaluation: Curr mae: 42.8727; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 273.1312; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1030; Best nae: 0.1000; 0.1006; 0.1028; 0.1030; 0.1030; 2025-08-06 08:02:50,098 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 2025-08-06 08:07:54,882 - INFO - Training: cls_zice: 45.215350212581974; reg_zipnll: 142.58166726266816; aux_mae_loss_1: 80.99837738321496; aux_mae_loss_2: 11.43197255361356; aux_mae_loss_4: 1.6878626090701871; cnt_loss: 6.4785791551239384; 2025-08-06 08:07:54,883 - INFO - Evaluation: Curr mae: 50.3463; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 388.5744; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1114; Best nae: 0.1000; 0.1006; 0.1028; 0.1030; 0.1030; 2025-08-06 08:07:54,883 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 2025-08-06 08:12:59,727 - INFO - Training: cls_zice: 44.54109856551441; reg_zipnll: 156.78409213578487; aux_mae_loss_1: 78.71637102141784; aux_mae_loss_2: 11.02310212780087; aux_mae_loss_4: 1.5962102228540995; cnt_loss: 6.124475318699079; 2025-08-06 08:13:01,814 - INFO - Evaluation: Curr mae: 46.2831; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 356.6708; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1023; Best nae: 0.1000; 0.1006; 0.1023; 0.1028; 0.1030; 2025-08-06 08:13:01,814 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 2025-08-06 08:18:07,519 - INFO - Training: cls_zice: 45.16068531507698; reg_zipnll: 152.9059773937902; aux_mae_loss_1: 80.3981266297534; aux_mae_loss_2: 11.294837587290374; aux_mae_loss_4: 1.655769981194891; cnt_loss: 7.031172410534709; 2025-08-06 08:18:07,521 - INFO - Evaluation: Curr mae: 42.8906; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 251.5946; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1076; Best nae: 0.1000; 0.1006; 0.1023; 0.1028; 0.1030; 2025-08-06 08:18:07,521 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 2025-08-06 08:23:11,749 - INFO - Training: cls_zice: 44.680361800336286; reg_zipnll: 149.5410295991481; aux_mae_loss_1: 80.65235253164884; aux_mae_loss_2: 11.316092147005861; aux_mae_loss_4: 1.6542965843698971; cnt_loss: 7.006125887056243; 2025-08-06 08:23:13,614 - INFO - Evaluation: Curr mae: 38.3209; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 193.0978; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1005; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 08:23:13,615 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 2025-08-06 08:28:18,276 - INFO - Training: cls_zice: 44.76181455029314; reg_zipnll: 148.73019407708725; aux_mae_loss_1: 79.13108138498733; aux_mae_loss_2: 11.025884057684852; aux_mae_loss_4: 1.5754237289523711; cnt_loss: 6.126789990151756; 2025-08-06 08:28:18,278 - INFO - Evaluation: Curr mae: 44.4934; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 257.2287; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1181; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 08:28:18,278 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 2025-08-06 08:33:22,561 - INFO - Training: cls_zice: 43.66236981171109; reg_zipnll: 149.20315091346407; aux_mae_loss_1: 78.16978934123767; aux_mae_loss_2: 10.867703049532246; aux_mae_loss_4: 1.5571865263205873; cnt_loss: 5.672938105303095; 2025-08-06 08:33:22,563 - INFO - Evaluation: Curr mae: 42.6505; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 267.5693; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1038; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 08:33:22,563 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 2025-08-06 08:38:26,983 - INFO - Training: cls_zice: 43.54287213876192; reg_zipnll: 151.82354552457755; aux_mae_loss_1: 78.25445348989687; aux_mae_loss_2: 10.97747465393537; aux_mae_loss_4: 1.5913908441759321; cnt_loss: 5.955892174440056; 2025-08-06 08:38:26,985 - INFO - Evaluation: Curr mae: 40.8090; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 239.1190; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1041; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 08:38:26,985 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 2025-08-06 08:43:31,764 - INFO - Training: cls_zice: 44.907705420048806; reg_zipnll: 150.7435651156467; aux_mae_loss_1: 80.48316172033472; aux_mae_loss_2: 11.292536921550191; aux_mae_loss_4: 1.6404867130487315; cnt_loss: 5.947526192373972; 2025-08-06 08:43:31,765 - INFO - Evaluation: Curr mae: 45.1940; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 329.1420; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1063; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 08:43:31,765 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 2025-08-06 08:48:35,360 - INFO - Training: cls_zice: 45.52431014268288; reg_zipnll: 152.85525238605882; aux_mae_loss_1: 79.71044127309844; aux_mae_loss_2: 11.199016312094152; aux_mae_loss_4: 1.6303468521272615; cnt_loss: 6.972901151082203; 2025-08-06 08:48:35,362 - INFO - Evaluation: Curr mae: 43.4241; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 323.8487; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1028; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 08:48:35,362 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 2025-08-06 08:53:39,962 - INFO - Training: cls_zice: 43.15196463898552; reg_zipnll: 144.1689462490131; aux_mae_loss_1: 79.8158131699942; aux_mae_loss_2: 11.155479561393856; aux_mae_loss_4: 1.6183764994297665; cnt_loss: 6.168972633491752; 2025-08-06 08:53:39,963 - INFO - Evaluation: Curr mae: 46.3584; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 351.2302; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1032; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 08:53:39,963 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 2025-08-06 08:58:44,824 - INFO - Training: cls_zice: 42.75432938961719; reg_zipnll: 157.5033567619814; aux_mae_loss_1: 77.58935671906852; aux_mae_loss_2: 10.803423568338232; aux_mae_loss_4: 1.552000636230091; cnt_loss: 5.402719943413085; 2025-08-06 08:58:44,826 - INFO - Evaluation: Curr mae: 44.6913; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 330.4203; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1049; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 08:58:44,826 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 2025-08-06 09:03:49,276 - INFO - Training: cls_zice: 42.07383207425207; reg_zipnll: 147.58428308835067; aux_mae_loss_1: 77.41779336708677; aux_mae_loss_2: 10.877716488274327; aux_mae_loss_4: 1.5776878056765216; cnt_loss: 5.64521308469282; 2025-08-06 09:03:49,277 - INFO - Evaluation: Curr mae: 48.2866; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 392.9936; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1066; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:03:49,277 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 2025-08-06 09:08:53,306 - INFO - Training: cls_zice: 42.874476544080174; reg_zipnll: 144.4431853036954; aux_mae_loss_1: 77.55583757483868; aux_mae_loss_2: 10.847612807254253; aux_mae_loss_4: 1.5684640129458323; cnt_loss: 5.655835836436264; 2025-08-06 09:08:53,307 - INFO - Evaluation: Curr mae: 44.1353; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 295.8610; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:08:53,307 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 2025-08-06 09:13:57,701 - INFO - Training: cls_zice: 48.27056009573311; reg_zipnll: 157.24816146791747; aux_mae_loss_1: 81.48120649430929; aux_mae_loss_2: 11.348476412057265; aux_mae_loss_4: 1.6337642455162302; cnt_loss: 5.895746850875472; 2025-08-06 09:13:57,702 - INFO - Evaluation: Curr mae: 45.0503; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 313.5219; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1091; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:13:57,703 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 2025-08-06 09:19:01,822 - INFO - Training: cls_zice: 45.47994448068363; reg_zipnll: 157.32063513856315; aux_mae_loss_1: 80.3915203481836; aux_mae_loss_2: 11.246881793274671; aux_mae_loss_4: 1.6311165931368854; cnt_loss: 5.789647644773547; 2025-08-06 09:19:01,824 - INFO - Evaluation: Curr mae: 45.2885; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 313.0179; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1099; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:19:01,824 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 2025-08-06 09:24:06,381 - INFO - Training: cls_zice: 46.408566141841035; reg_zipnll: 145.36985844511605; aux_mae_loss_1: 80.94210711236478; aux_mae_loss_2: 11.287948649769271; aux_mae_loss_4: 1.6429909230197917; cnt_loss: 5.922352029762415; 2025-08-06 09:24:06,383 - INFO - Evaluation: Curr mae: 47.1700; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 371.4328; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1097; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:24:06,383 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 2025-08-06 09:29:10,760 - INFO - Training: cls_zice: 42.27600419019519; reg_zipnll: 149.87445580254484; aux_mae_loss_1: 78.44005346665959; aux_mae_loss_2: 11.013096375453134; aux_mae_loss_4: 1.5986682042900884; cnt_loss: 6.394295972769548; 2025-08-06 09:29:10,761 - INFO - Evaluation: Curr mae: 49.5492; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 408.7963; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1166; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:29:10,762 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 2025-08-06 09:34:15,031 - INFO - Training: cls_zice: 45.9404606771653; reg_zipnll: 146.10515328728448; aux_mae_loss_1: 80.70439755211758; aux_mae_loss_2: 11.32751393134306; aux_mae_loss_4: 1.6544894223654485; cnt_loss: 6.253561741128985; 2025-08-06 09:34:15,032 - INFO - Evaluation: Curr mae: 47.7517; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 362.4006; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1161; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:34:15,033 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 2025-08-06 09:39:19,104 - INFO - Training: cls_zice: 44.36188265229252; reg_zipnll: 149.56540510280578; aux_mae_loss_1: 77.36349534130342; aux_mae_loss_2: 10.819162042710959; aux_mae_loss_4: 1.5654774236188755; cnt_loss: 5.605579816130562; 2025-08-06 09:39:19,106 - INFO - Evaluation: Curr mae: 45.1123; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 327.4848; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1101; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:39:19,106 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 2025-08-06 09:44:23,787 - INFO - Training: cls_zice: 45.000226558595514; reg_zipnll: 145.84581437883156; aux_mae_loss_1: 77.88365204720387; aux_mae_loss_2: 10.823787606160867; aux_mae_loss_4: 1.5659819439934581; cnt_loss: 5.829590866069254; 2025-08-06 09:44:23,789 - INFO - Evaluation: Curr mae: 49.1886; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 397.5728; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1121; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:44:23,789 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 2025-08-06 09:49:28,263 - INFO - Training: cls_zice: 45.197519591963996; reg_zipnll: 149.82833219984198; aux_mae_loss_1: 80.70694499028066; aux_mae_loss_2: 11.27883471008438; aux_mae_loss_4: 1.6330906126676918; cnt_loss: 5.758367742241808; 2025-08-06 09:49:28,265 - INFO - Evaluation: Curr mae: 49.1236; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 406.1984; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1080; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:49:28,265 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 2025-08-06 09:54:32,384 - INFO - Training: cls_zice: 44.87411543945267; reg_zipnll: 149.61266176866076; aux_mae_loss_1: 78.33528913875472; aux_mae_loss_2: 10.896215935599221; aux_mae_loss_4: 1.5804756736157792; cnt_loss: 5.9891198467472835; 2025-08-06 09:54:32,386 - INFO - Evaluation: Curr mae: 48.0526; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 379.6086; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1077; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:54:32,386 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 2025-08-06 09:59:36,431 - INFO - Training: cls_zice: 43.021839583057975; reg_zipnll: 150.73432529616173; aux_mae_loss_1: 77.22606832264015; aux_mae_loss_2: 10.787640525320196; aux_mae_loss_4: 1.5550984122759273; cnt_loss: 5.540745225541083; 2025-08-06 09:59:36,432 - INFO - Evaluation: Curr mae: 42.9899; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 265.6665; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1079; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 09:59:36,432 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 2025-08-06 10:04:40,967 - INFO - Training: cls_zice: 44.027380975437346; reg_zipnll: 148.57527581830257; aux_mae_loss_1: 77.43156548576061; aux_mae_loss_2: 10.719195039842306; aux_mae_loss_4: 1.5315981531051253; cnt_loss: 5.010742408412588; 2025-08-06 10:04:40,968 - INFO - Evaluation: Curr mae: 45.4733; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 325.1252; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1101; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:04:40,969 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 2025-08-06 10:09:45,490 - INFO - Training: cls_zice: 43.30953397454363; reg_zipnll: 154.9887980973506; aux_mae_loss_1: 76.7398957286825; aux_mae_loss_2: 10.61074578118508; aux_mae_loss_4: 1.5127897589709274; cnt_loss: 5.147021945690435; 2025-08-06 10:09:45,492 - INFO - Evaluation: Curr mae: 46.8782; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 326.7502; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1138; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:09:45,492 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 2025-08-06 10:14:49,363 - INFO - Training: cls_zice: 43.9711491383593; reg_zipnll: 147.4427293627918; aux_mae_loss_1: 76.7052664818065; aux_mae_loss_2: 10.63115418049241; aux_mae_loss_4: 1.5182935052711737; cnt_loss: 5.257645406269476; 2025-08-06 10:14:49,365 - INFO - Evaluation: Curr mae: 46.4552; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 335.5568; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1095; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:14:49,365 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 2025-08-06 10:19:53,741 - INFO - Training: cls_zice: 46.33438590732056; reg_zipnll: 146.07581698312245; aux_mae_loss_1: 79.54872898699998; aux_mae_loss_2: 11.029200534281204; aux_mae_loss_4: 1.578633812445295; cnt_loss: 5.529243507544608; 2025-08-06 10:19:53,742 - INFO - Evaluation: Curr mae: 47.3190; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 370.9502; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1078; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:19:53,742 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 2025-08-06 10:24:58,456 - INFO - Training: cls_zice: 43.49446357258028; reg_zipnll: 153.06452874597977; aux_mae_loss_1: 75.96256609624946; aux_mae_loss_2: 10.510087926161013; aux_mae_loss_4: 1.492106032402166; cnt_loss: 5.34690532095941; 2025-08-06 10:24:58,457 - INFO - Evaluation: Curr mae: 45.5093; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 329.0191; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1104; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:24:58,457 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 2025-08-06 10:30:03,028 - INFO - Training: cls_zice: 42.177961670954; reg_zipnll: 152.27121294801216; aux_mae_loss_1: 75.84826143603092; aux_mae_loss_2: 10.511696432121003; aux_mae_loss_4: 1.5009410144200974; cnt_loss: 5.267242015480689; 2025-08-06 10:30:03,030 - INFO - Evaluation: Curr mae: 49.0695; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 396.9845; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1081; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:30:03,030 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 2025-08-06 10:35:08,233 - INFO - Training: cls_zice: 43.557292064350186; reg_zipnll: 147.51206591196723; aux_mae_loss_1: 76.1551737576953; aux_mae_loss_2: 10.586671415821751; aux_mae_loss_4: 1.5112972841011527; cnt_loss: 5.0982449860683134; 2025-08-06 10:35:08,235 - INFO - Evaluation: Curr mae: 48.2014; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 389.4974; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1059; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:35:08,236 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 2025-08-06 10:40:12,811 - INFO - Training: cls_zice: 44.4307310337579; reg_zipnll: 150.091303920991; aux_mae_loss_1: 78.56079343781067; aux_mae_loss_2: 10.910639577782247; aux_mae_loss_4: 1.5719746512128638; cnt_loss: 5.062216083770546; 2025-08-06 10:40:12,812 - INFO - Evaluation: Curr mae: 49.5415; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 415.7702; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1098; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:40:12,812 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 2025-08-06 10:45:17,171 - INFO - Training: cls_zice: 43.62634557776708; reg_zipnll: 143.9802540629566; aux_mae_loss_1: 79.1621997485124; aux_mae_loss_2: 11.091536328847733; aux_mae_loss_4: 1.5912966470025804; cnt_loss: 5.421379463608283; 2025-08-06 10:45:17,172 - INFO - Evaluation: Curr mae: 49.9542; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 422.3806; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1062; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:45:17,172 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 2025-08-06 10:50:22,174 - INFO - Training: cls_zice: 44.77213179061529; reg_zipnll: 143.49652696330014; aux_mae_loss_1: 78.69380620206229; aux_mae_loss_2: 11.011644625725047; aux_mae_loss_4: 1.5939394606416206; cnt_loss: 6.156534987580807; 2025-08-06 10:50:22,176 - INFO - Evaluation: Curr mae: 46.4655; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 347.4452; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1065; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:50:22,176 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 2025-08-06 10:55:26,765 - INFO - Training: cls_zice: 43.78832306255105; reg_zipnll: 146.23762189575822; aux_mae_loss_1: 77.10436030096137; aux_mae_loss_2: 10.699678565971649; aux_mae_loss_4: 1.5283923507656108; cnt_loss: 5.319445713626695; 2025-08-06 10:55:26,767 - INFO - Evaluation: Curr mae: 47.0240; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 344.5393; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1085; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 10:55:26,767 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 2025-08-06 11:00:31,851 - INFO - Training: cls_zice: 43.47325583806879; reg_zipnll: 149.86386485945596; aux_mae_loss_1: 76.83491059134123; aux_mae_loss_2: 10.68877125337988; aux_mae_loss_4: 1.5360882374958391; cnt_loss: 5.124950255097338; 2025-08-06 11:00:31,853 - INFO - Evaluation: Curr mae: 49.9145; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 410.9515; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1087; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:00:31,853 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 2025-08-06 11:05:36,821 - INFO - Training: cls_zice: 43.6119772504182; reg_zipnll: 147.4728235450686; aux_mae_loss_1: 76.60711023678816; aux_mae_loss_2: 10.587361294690012; aux_mae_loss_4: 1.5141548129387563; cnt_loss: 5.583839002335899; 2025-08-06 11:05:36,822 - INFO - Evaluation: Curr mae: 49.1928; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 418.4831; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1064; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:05:36,822 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 2025-08-06 11:10:41,719 - INFO - Training: cls_zice: 46.538911391269885; reg_zipnll: 147.05743806343764; aux_mae_loss_1: 79.35276986884581; aux_mae_loss_2: 11.052337730451844; aux_mae_loss_4: 1.6054928606151002; cnt_loss: 5.532625494089102; 2025-08-06 11:10:41,721 - INFO - Evaluation: Curr mae: 49.6771; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 413.5125; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:10:41,721 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 2025-08-06 11:15:46,835 - INFO - Training: cls_zice: 42.74681196018938; reg_zipnll: 148.26071440591298; aux_mae_loss_1: 77.42211927301166; aux_mae_loss_2: 10.739307801030902; aux_mae_loss_4: 1.5231164186656627; cnt_loss: 5.239349328153851; 2025-08-06 11:15:46,836 - INFO - Evaluation: Curr mae: 48.6677; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 403.1911; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1045; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:15:46,837 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 2025-08-06 11:20:51,336 - INFO - Training: cls_zice: 43.92009468866957; reg_zipnll: 147.33673693404407; aux_mae_loss_1: 76.72264466371512; aux_mae_loss_2: 10.508207492779338; aux_mae_loss_4: 1.4811840103340639; cnt_loss: 4.667981095975959; 2025-08-06 11:20:51,338 - INFO - Evaluation: Curr mae: 47.6181; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 388.6920; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1029; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:20:51,338 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 2025-08-06 11:25:55,983 - INFO - Training: cls_zice: 46.94991247371261; reg_zipnll: 146.16735865340442; aux_mae_loss_1: 79.20525899215345; aux_mae_loss_2: 10.967181293700838; aux_mae_loss_4: 1.5598124040429573; cnt_loss: 5.323601959143935; 2025-08-06 11:25:55,985 - INFO - Evaluation: Curr mae: 48.4289; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 403.9846; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1056; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:25:55,985 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 2025-08-06 11:31:00,693 - INFO - Training: cls_zice: 43.36205394068077; reg_zipnll: 150.16732229242595; aux_mae_loss_1: 76.80934884922057; aux_mae_loss_2: 10.614892434951273; aux_mae_loss_4: 1.5056635125667086; cnt_loss: 5.1761439228119155; 2025-08-06 11:31:00,695 - INFO - Evaluation: Curr mae: 48.4204; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 399.7606; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1050; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:31:06,436 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 2025-08-06 11:36:11,161 - INFO - Training: cls_zice: 47.02239584696783; reg_zipnll: 146.82149466389555; aux_mae_loss_1: 78.39037496081355; aux_mae_loss_2: 10.749396021384506; aux_mae_loss_4: 1.5209596712515716; cnt_loss: 5.126797331635934; 2025-08-06 11:36:11,163 - INFO - Evaluation: Curr mae: 47.6130; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 383.4030; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1069; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:36:11,163 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 2025-08-06 11:41:16,166 - INFO - Training: cls_zice: 42.73716685091622; reg_zipnll: 148.53578758730066; aux_mae_loss_1: 75.70109420325272; aux_mae_loss_2: 10.534679790082505; aux_mae_loss_4: 1.5047086239780436; cnt_loss: 4.997848847684639; 2025-08-06 11:41:16,167 - INFO - Evaluation: Curr mae: 48.5708; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 406.0173; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1053; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:41:16,167 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 2025-08-06 11:46:20,759 - INFO - Training: cls_zice: 44.65800612954217; reg_zipnll: 153.54968285254157; aux_mae_loss_1: 77.08648607847317; aux_mae_loss_2: 10.680628246390727; aux_mae_loss_4: 1.5238273008163914; cnt_loss: 4.873940273161719; 2025-08-06 11:46:20,760 - INFO - Evaluation: Curr mae: 47.6753; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 388.7427; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1077; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:46:20,760 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 2025-08-06 11:51:25,465 - INFO - Training: cls_zice: 44.38990483442585; reg_zipnll: 149.82486862143392; aux_mae_loss_1: 79.19451650065444; aux_mae_loss_2: 11.046243401603405; aux_mae_loss_4: 1.58635103871093; cnt_loss: 5.421955161658535; 2025-08-06 11:51:25,466 - INFO - Evaluation: Curr mae: 48.4628; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 388.5531; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1054; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:51:25,466 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 2025-08-06 11:56:29,758 - INFO - Training: cls_zice: 43.266154667635504; reg_zipnll: 145.66009332220474; aux_mae_loss_1: 76.1414914854388; aux_mae_loss_2: 10.62819859546377; aux_mae_loss_4: 1.5379959138009727; cnt_loss: 4.952959176966954; 2025-08-06 11:56:29,760 - INFO - Evaluation: Curr mae: 48.6935; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 406.7698; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 11:56:29,760 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 2025-08-06 12:01:34,734 - INFO - Training: cls_zice: 46.557348884086686; reg_zipnll: 139.63836296297285; aux_mae_loss_1: 79.53194669953962; aux_mae_loss_2: 11.070618629149116; aux_mae_loss_4: 1.6187108201202207; cnt_loss: 4.907756201635596; 2025-08-06 12:01:34,735 - INFO - Evaluation: Curr mae: 49.2051; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 409.3888; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1071; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:01:34,736 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 2025-08-06 12:06:39,050 - INFO - Training: cls_zice: 43.32834163001693; reg_zipnll: 154.71813549541875; aux_mae_loss_1: 76.30822762241706; aux_mae_loss_2: 10.50828047307414; aux_mae_loss_4: 1.486335593622877; cnt_loss: 4.662510054276964; 2025-08-06 12:06:39,051 - INFO - Evaluation: Curr mae: 49.5072; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 423.8538; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1051; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:06:39,052 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 2025-08-06 12:11:43,637 - INFO - Training: cls_zice: 42.68061865391186; reg_zipnll: 145.65766536055617; aux_mae_loss_1: 77.06953881516249; aux_mae_loss_2: 10.70985340336601; aux_mae_loss_4: 1.546380242988812; cnt_loss: 5.49324783996935; 2025-08-06 12:11:43,638 - INFO - Evaluation: Curr mae: 50.5747; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 439.5641; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1065; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:11:43,638 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 2025-08-06 12:16:48,299 - INFO - Training: cls_zice: 44.07196336463668; reg_zipnll: 152.7649836454416; aux_mae_loss_1: 76.82665768748384; aux_mae_loss_2: 10.561381288849603; aux_mae_loss_4: 1.4902864807215939; cnt_loss: 4.9608847034621055; 2025-08-06 12:16:48,301 - INFO - Evaluation: Curr mae: 49.2737; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 416.0856; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1079; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:16:48,301 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 2025-08-06 12:21:52,456 - INFO - Training: cls_zice: 43.80759382359013; reg_zipnll: 151.9634507578872; aux_mae_loss_1: 77.1030897493534; aux_mae_loss_2: 10.64942830448592; aux_mae_loss_4: 1.5090037595796708; cnt_loss: 4.915147637263669; 2025-08-06 12:21:52,458 - INFO - Evaluation: Curr mae: 47.9464; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 387.9127; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1070; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:21:52,458 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 2025-08-06 12:26:56,986 - INFO - Training: cls_zice: 43.91510135628724; reg_zipnll: 153.35206046999267; aux_mae_loss_1: 76.89562810539893; aux_mae_loss_2: 10.606011751531636; aux_mae_loss_4: 1.5038947391785815; cnt_loss: 4.767649431921216; 2025-08-06 12:26:56,987 - INFO - Evaluation: Curr mae: 49.5178; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 426.8527; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1051; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:26:56,987 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 2025-08-06 12:32:01,275 - INFO - Training: cls_zice: 44.253340296389815; reg_zipnll: 143.00596733877777; aux_mae_loss_1: 77.22571185438063; aux_mae_loss_2: 10.699007298155738; aux_mae_loss_4: 1.5242515176841103; cnt_loss: 4.639781275414562; 2025-08-06 12:32:01,277 - INFO - Evaluation: Curr mae: 49.6918; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 430.0937; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1046; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:32:01,277 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 2025-08-06 12:37:06,035 - INFO - Training: cls_zice: 44.093308285606554; reg_zipnll: 143.42866339597725; aux_mae_loss_1: 77.79440331888077; aux_mae_loss_2: 10.742934913745577; aux_mae_loss_4: 1.530331779874689; cnt_loss: 4.662922497120492; 2025-08-06 12:37:06,037 - INFO - Evaluation: Curr mae: 49.7290; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 420.6722; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1095; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:37:06,037 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 2025-08-06 12:42:10,530 - INFO - Training: cls_zice: 43.72751375358638; reg_zipnll: 149.2708887134542; aux_mae_loss_1: 76.61037283752755; aux_mae_loss_2: 10.53065238268639; aux_mae_loss_4: 1.491033105203609; cnt_loss: 4.482314879452968; 2025-08-06 12:42:10,532 - INFO - Evaluation: Curr mae: 51.0489; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 458.8836; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1052; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:42:10,532 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 2025-08-06 12:47:16,337 - INFO - Training: cls_zice: 44.85819361314829; reg_zipnll: 144.65584628931356; aux_mae_loss_1: 78.32572366768413; aux_mae_loss_2: 10.955642114261735; aux_mae_loss_4: 1.585320215528606; cnt_loss: 5.107511023629294; 2025-08-06 12:47:16,339 - INFO - Evaluation: Curr mae: 49.0611; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 413.4792; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1060; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:47:16,339 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 2025-08-06 12:52:20,482 - INFO - Training: cls_zice: 42.39362430775533; reg_zipnll: 152.22771080232832; aux_mae_loss_1: 74.92778526541507; aux_mae_loss_2: 10.287723009261496; aux_mae_loss_4: 1.4407721436881773; cnt_loss: 4.368273774808354; 2025-08-06 12:52:20,485 - INFO - Evaluation: Curr mae: 49.4779; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 415.6919; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1093; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:52:20,485 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 2025-08-06 12:57:25,399 - INFO - Training: cls_zice: 44.43826453314955; reg_zipnll: 147.92564834359374; aux_mae_loss_1: 77.48479436173231; aux_mae_loss_2: 10.64490547737916; aux_mae_loss_4: 1.500378731437085; cnt_loss: 4.676778976439204; 2025-08-06 12:57:25,401 - INFO - Evaluation: Curr mae: 49.1664; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 406.5322; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1062; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 12:57:25,401 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 2025-08-06 13:02:29,224 - INFO - Training: cls_zice: 41.45902082848825; reg_zipnll: 152.27557411291912; aux_mae_loss_1: 74.7145987635713; aux_mae_loss_2: 10.361889077029682; aux_mae_loss_4: 1.4692257418270895; cnt_loss: 4.333897889426558; 2025-08-06 13:02:29,225 - INFO - Evaluation: Curr mae: 47.5587; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 377.0166; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1060; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:02:29,226 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 2025-08-06 13:07:33,563 - INFO - Training: cls_zice: 44.79177114593492; reg_zipnll: 154.00050218184992; aux_mae_loss_1: 76.98341731485793; aux_mae_loss_2: 10.60717363896897; aux_mae_loss_4: 1.501170757803635; cnt_loss: 4.667684097982617; 2025-08-06 13:07:33,564 - INFO - Evaluation: Curr mae: 48.7350; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 400.0127; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1068; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:07:33,565 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 2025-08-06 13:12:37,990 - INFO - Training: cls_zice: 43.63153995519892; reg_zipnll: 149.85844497386472; aux_mae_loss_1: 77.07100618651717; aux_mae_loss_2: 10.64207435236492; aux_mae_loss_4: 1.5134141812900652; cnt_loss: 4.769562379943068; 2025-08-06 13:12:37,991 - INFO - Evaluation: Curr mae: 48.0530; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 394.5711; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1050; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:12:37,991 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 2025-08-06 13:17:42,252 - INFO - Training: cls_zice: 42.48029696972021; reg_zipnll: 151.05617760018396; aux_mae_loss_1: 76.90442571174209; aux_mae_loss_2: 10.6531447953614; aux_mae_loss_4: 1.521358778705021; cnt_loss: 4.516754265922507; 2025-08-06 13:17:42,254 - INFO - Evaluation: Curr mae: 48.0941; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 388.8190; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1067; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:17:42,254 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 2025-08-06 13:22:46,355 - INFO - Training: cls_zice: 42.93097886810879; reg_zipnll: 142.86529989169006; aux_mae_loss_1: 77.2451496344912; aux_mae_loss_2: 10.704625921568098; aux_mae_loss_4: 1.5433477405410805; cnt_loss: 4.938882627340086; 2025-08-06 13:22:46,357 - INFO - Evaluation: Curr mae: 47.5691; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 373.4077; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1055; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:22:46,357 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 2025-08-06 13:27:50,828 - INFO - Training: cls_zice: 42.511104922559696; reg_zipnll: 143.6605886420125; aux_mae_loss_1: 75.85349777425162; aux_mae_loss_2: 10.455165370034681; aux_mae_loss_4: 1.482078808678223; cnt_loss: 4.55337500713938; 2025-08-06 13:27:50,830 - INFO - Evaluation: Curr mae: 49.7770; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 427.8047; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1060; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:27:50,830 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 2025-08-06 13:32:54,892 - INFO - Training: cls_zice: 43.99199295358057; reg_zipnll: 145.965063310834; aux_mae_loss_1: 78.28171924698935; aux_mae_loss_2: 10.859268101444588; aux_mae_loss_4: 1.5583872951394795; cnt_loss: 4.886475993918882; 2025-08-06 13:32:54,894 - INFO - Evaluation: Curr mae: 46.9231; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 373.1103; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1040; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:32:54,894 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 2025-08-06 13:37:59,648 - INFO - Training: cls_zice: 45.85514254638193; reg_zipnll: 146.81266225211724; aux_mae_loss_1: 78.14417490432072; aux_mae_loss_2: 10.813157319103231; aux_mae_loss_4: 1.543786638615064; cnt_loss: 5.058350718266554; 2025-08-06 13:37:59,650 - INFO - Evaluation: Curr mae: 49.0576; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 414.2951; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1078; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:37:59,650 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 2025-08-06 13:43:04,190 - INFO - Training: cls_zice: 42.18527620157423; reg_zipnll: 144.33354723913197; aux_mae_loss_1: 77.33639087775066; aux_mae_loss_2: 10.760896354224197; aux_mae_loss_4: 1.545725979274833; cnt_loss: 5.010700933960838; 2025-08-06 13:43:04,192 - INFO - Evaluation: Curr mae: 47.7152; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 386.8490; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:43:04,192 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 2025-08-06 13:48:08,902 - INFO - Training: cls_zice: 44.1141810899452; reg_zipnll: 151.30532195574213; aux_mae_loss_1: 76.93326768654478; aux_mae_loss_2: 10.603961288009634; aux_mae_loss_4: 1.512225499496362; cnt_loss: 4.248307983335922; 2025-08-06 13:48:08,904 - INFO - Evaluation: Curr mae: 47.5551; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 380.4736; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1051; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:48:08,904 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 2025-08-06 13:53:13,908 - INFO - Training: cls_zice: 43.24811434818571; reg_zipnll: 150.56533716393008; aux_mae_loss_1: 75.49689438533048; aux_mae_loss_2: 10.437632735406831; aux_mae_loss_4: 1.484419969942392; cnt_loss: 4.4169558698076825; 2025-08-06 13:53:13,910 - INFO - Evaluation: Curr mae: 48.9258; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 414.1793; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1055; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:53:13,910 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 2025-08-06 13:58:18,018 - INFO - Training: cls_zice: 45.6805050249731; reg_zipnll: 146.00148252472474; aux_mae_loss_1: 77.07700334171403; aux_mae_loss_2: 10.674089174344179; aux_mae_loss_4: 1.5175362767934186; cnt_loss: 5.1634314404968125; 2025-08-06 13:58:18,020 - INFO - Evaluation: Curr mae: 49.5641; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 417.8081; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1059; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 13:58:18,020 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 2025-08-06 14:03:22,570 - INFO - Training: cls_zice: 41.09936059440623; reg_zipnll: 146.5168466445413; aux_mae_loss_1: 75.04949400541409; aux_mae_loss_2: 10.35734664168027; aux_mae_loss_4: 1.4779353501098016; cnt_loss: 4.558805102937326; 2025-08-06 14:03:22,571 - INFO - Evaluation: Curr mae: 48.6898; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 398.7865; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1063; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:03:22,571 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 2025-08-06 14:08:27,251 - INFO - Training: cls_zice: 41.73658903437286; reg_zipnll: 149.74538917835696; aux_mae_loss_1: 75.6864714328305; aux_mae_loss_2: 10.493918523077486; aux_mae_loss_4: 1.4980498903208344; cnt_loss: 4.420280403527012; 2025-08-06 14:08:27,252 - INFO - Evaluation: Curr mae: 48.6105; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 404.7807; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1047; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:08:27,252 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 2025-08-06 14:13:31,160 - INFO - Training: cls_zice: 43.230808156544875; reg_zipnll: 146.37920933701386; aux_mae_loss_1: 76.99764748404142; aux_mae_loss_2: 10.762117520702528; aux_mae_loss_4: 1.5410460924734493; cnt_loss: 4.7428619596523; 2025-08-06 14:13:31,162 - INFO - Evaluation: Curr mae: 48.9422; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 417.0319; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1055; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:13:31,162 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 2025-08-06 14:18:35,906 - INFO - Training: cls_zice: 42.335252061179794; reg_zipnll: 146.29256564240836; aux_mae_loss_1: 77.78788539131381; aux_mae_loss_2: 10.834556103672037; aux_mae_loss_4: 1.5687579308040345; cnt_loss: 4.709547917456737; 2025-08-06 14:18:35,907 - INFO - Evaluation: Curr mae: 48.0092; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 388.6600; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1058; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:18:35,907 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 2025-08-06 14:23:40,254 - INFO - Training: cls_zice: 44.53465343341423; reg_zipnll: 142.12496046541895; aux_mae_loss_1: 76.48048727923003; aux_mae_loss_2: 10.642804795181844; aux_mae_loss_4: 1.5230051265277715; cnt_loss: 4.6923700721987105; 2025-08-06 14:23:40,255 - INFO - Evaluation: Curr mae: 47.4420; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 387.2902; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1036; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:23:40,256 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 2025-08-06 14:28:45,409 - INFO - Training: cls_zice: 42.85386030004386; reg_zipnll: 143.06224530276418; aux_mae_loss_1: 76.11910656117534; aux_mae_loss_2: 10.619967981904821; aux_mae_loss_4: 1.5272741135027843; cnt_loss: 4.427602544082161; 2025-08-06 14:28:45,410 - INFO - Evaluation: Curr mae: 49.5508; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 427.3990; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1065; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:28:45,411 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 2025-08-06 14:33:50,022 - INFO - Training: cls_zice: 44.14947560877757; reg_zipnll: 145.9458552166858; aux_mae_loss_1: 77.41748954459143; aux_mae_loss_2: 10.725873259774824; aux_mae_loss_4: 1.5312534915450913; cnt_loss: 4.701782812802528; 2025-08-06 14:33:50,024 - INFO - Evaluation: Curr mae: 47.9549; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 382.3501; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1073; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:33:50,024 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 2025-08-06 14:38:54,505 - INFO - Training: cls_zice: 43.30883101260907; reg_zipnll: 140.40727843355702; aux_mae_loss_1: 77.55195876810421; aux_mae_loss_2: 10.821374043707369; aux_mae_loss_4: 1.554709005708253; cnt_loss: 4.765485334212492; 2025-08-06 14:38:54,507 - INFO - Evaluation: Curr mae: 48.6158; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 403.0709; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1062; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:38:54,507 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 2025-08-06 14:43:59,875 - INFO - Training: cls_zice: 43.79881025310654; reg_zipnll: 151.93887737538944; aux_mae_loss_1: 76.85374440141693; aux_mae_loss_2: 10.509600422376225; aux_mae_loss_4: 1.4768238715386943; cnt_loss: 4.359999479165727; 2025-08-06 14:43:59,876 - INFO - Evaluation: Curr mae: 46.8663; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 369.6969; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1044; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:43:59,877 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 2025-08-06 14:49:03,768 - INFO - Training: cls_zice: 47.262055344362494; reg_zipnll: 144.80308135554844; aux_mae_loss_1: 78.85824695528319; aux_mae_loss_2: 10.884631660419748; aux_mae_loss_4: 1.5424006408927986; cnt_loss: 4.75412389904184; 2025-08-06 14:49:03,770 - INFO - Evaluation: Curr mae: 49.5612; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 416.0947; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1047; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:49:03,770 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 2025-08-06 14:54:08,081 - INFO - Training: cls_zice: 44.7309102782247; reg_zipnll: 139.95435706386223; aux_mae_loss_1: 77.68955607524568; aux_mae_loss_2: 10.760441099769965; aux_mae_loss_4: 1.5439934215309687; cnt_loss: 5.064084523900922; 2025-08-06 14:54:08,083 - INFO - Evaluation: Curr mae: 48.1992; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 392.9421; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1051; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:54:08,083 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 2025-08-06 14:59:12,545 - INFO - Training: cls_zice: 45.0877676877004; reg_zipnll: 147.53416278613562; aux_mae_loss_1: 76.71422044906028; aux_mae_loss_2: 10.624935300613737; aux_mae_loss_4: 1.5103901321293456; cnt_loss: 4.684738039051046; 2025-08-06 14:59:12,547 - INFO - Evaluation: Curr mae: 47.2073; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 373.1658; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1051; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 14:59:12,547 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 2025-08-06 15:04:19,493 - INFO - Training: cls_zice: 41.69433129561591; reg_zipnll: 149.78221310318895; aux_mae_loss_1: 76.23428799008956; aux_mae_loss_2: 10.59914400001418; aux_mae_loss_4: 1.528168107596032; cnt_loss: 4.179996849408799; 2025-08-06 15:04:19,494 - INFO - Evaluation: Curr mae: 48.2226; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 400.5428; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1033; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:04:19,495 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 2025-08-06 15:09:23,784 - INFO - Training: cls_zice: 45.07059883964092; reg_zipnll: 143.56284935370203; aux_mae_loss_1: 77.04855801942722; aux_mae_loss_2: 10.631927248751289; aux_mae_loss_4: 1.5214507767504468; cnt_loss: 4.797903617733855; 2025-08-06 15:09:23,785 - INFO - Evaluation: Curr mae: 49.0057; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 411.0513; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1064; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:09:23,785 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 2025-08-06 15:14:29,087 - INFO - Training: cls_zice: 43.19621681638426; reg_zipnll: 147.6623786004466; aux_mae_loss_1: 75.91371225391379; aux_mae_loss_2: 10.417510388749424; aux_mae_loss_4: 1.4713178965763445; cnt_loss: 4.311900787381096; 2025-08-06 15:14:29,089 - INFO - Evaluation: Curr mae: 49.0142; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 411.6338; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1068; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:14:29,089 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 2025-08-06 15:19:32,954 - INFO - Training: cls_zice: 41.80779939031846; reg_zipnll: 145.57716609395868; aux_mae_loss_1: 75.57121016740186; aux_mae_loss_2: 10.45700314418822; aux_mae_loss_4: 1.477839645888934; cnt_loss: 4.556607652445992; 2025-08-06 15:19:32,955 - INFO - Evaluation: Curr mae: 48.1934; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 394.7090; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1059; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:19:32,956 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 2025-08-06 15:24:37,261 - INFO - Training: cls_zice: 46.45447533135243; reg_zipnll: 149.78956936441534; aux_mae_loss_1: 77.87955730555909; aux_mae_loss_2: 10.647909825136239; aux_mae_loss_4: 1.5050983374177032; cnt_loss: 4.569342862134728; 2025-08-06 15:24:37,262 - INFO - Evaluation: Curr mae: 47.8028; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 385.0147; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1060; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:24:37,262 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 2025-08-06 15:29:41,553 - INFO - Training: cls_zice: 42.13978657892553; reg_zipnll: 144.4805794252528; aux_mae_loss_1: 76.181942594082; aux_mae_loss_2: 10.51741830364904; aux_mae_loss_4: 1.5013956884185575; cnt_loss: 4.293268596605041; 2025-08-06 15:29:41,554 - INFO - Evaluation: Curr mae: 48.7641; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 409.4074; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1044; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:29:41,554 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 2025-08-06 15:34:45,830 - INFO - Training: cls_zice: 43.34469241225627; reg_zipnll: 146.4446916506652; aux_mae_loss_1: 76.73264428705053; aux_mae_loss_2: 10.60178884565064; aux_mae_loss_4: 1.5121610451939786; cnt_loss: 4.3471887742952084; 2025-08-06 15:34:45,831 - INFO - Evaluation: Curr mae: 47.7325; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 384.1016; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1038; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:34:45,832 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 2025-08-06 15:39:50,052 - INFO - Training: cls_zice: 42.43362737414463; reg_zipnll: 146.96801479310182; aux_mae_loss_1: 76.77222873006198; aux_mae_loss_2: 10.739100641946866; aux_mae_loss_4: 1.5455492510433981; cnt_loss: 4.61035572287356; 2025-08-06 15:39:50,053 - INFO - Evaluation: Curr mae: 49.6260; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 412.8957; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1076; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:39:50,054 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 2025-08-06 15:44:54,666 - INFO - Training: cls_zice: 44.00091363593055; reg_zipnll: 140.93053959942108; aux_mae_loss_1: 76.23483920894122; aux_mae_loss_2: 10.557490422976967; aux_mae_loss_4: 1.5094050019596414; cnt_loss: 4.261211389594336; 2025-08-06 15:44:54,667 - INFO - Evaluation: Curr mae: 47.0853; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 365.3245; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1059; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:45:00,325 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 2025-08-06 15:50:05,143 - INFO - Training: cls_zice: 43.03482835381687; reg_zipnll: 149.58217167793018; aux_mae_loss_1: 76.01636192302165; aux_mae_loss_2: 10.557645964745078; aux_mae_loss_4: 1.5062113648668354; cnt_loss: 4.263960941361891; 2025-08-06 15:50:05,144 - INFO - Evaluation: Curr mae: 47.5370; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 376.6973; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1063; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:50:05,144 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 2025-08-06 15:55:09,863 - INFO - Training: cls_zice: 43.163063606864995; reg_zipnll: 142.7982526058403; aux_mae_loss_1: 76.83023999711848; aux_mae_loss_2: 10.644084517937394; aux_mae_loss_4: 1.5117873491235747; cnt_loss: 4.507968882975051; 2025-08-06 15:55:09,864 - INFO - Evaluation: Curr mae: 48.8567; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 404.4387; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1056; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 15:55:09,864 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 2025-08-06 16:00:14,386 - INFO - Training: cls_zice: 45.58204036039375; reg_zipnll: 141.45064882018573; aux_mae_loss_1: 78.25031467575035; aux_mae_loss_2: 10.763552871338812; aux_mae_loss_4: 1.5217544230749798; cnt_loss: 4.412490722146316; 2025-08-06 16:00:14,387 - INFO - Evaluation: Curr mae: 47.1766; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 363.7550; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1050; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:00:14,387 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 2025-08-06 16:05:18,758 - INFO - Training: cls_zice: 42.85293023625346; reg_zipnll: 152.20918548015212; aux_mae_loss_1: 75.50670432308952; aux_mae_loss_2: 10.364117056974102; aux_mae_loss_4: 1.4576534686327594; cnt_loss: 3.9767650732037954; 2025-08-06 16:05:18,760 - INFO - Evaluation: Curr mae: 47.9498; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 387.5504; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1046; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:05:18,760 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 2025-08-06 16:10:23,411 - INFO - Training: cls_zice: 45.10011812688299; reg_zipnll: 149.8434067385362; aux_mae_loss_1: 76.61062577941424; aux_mae_loss_2: 10.55126881967167; aux_mae_loss_4: 1.4951751969160947; cnt_loss: 4.18196179359615; 2025-08-06 16:10:23,413 - INFO - Evaluation: Curr mae: 47.3616; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 380.3024; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1052; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:10:23,413 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 2025-08-06 16:15:27,537 - INFO - Training: cls_zice: 42.92138970170199; reg_zipnll: 144.76631498459372; aux_mae_loss_1: 77.04470514576968; aux_mae_loss_2: 10.76231839233928; aux_mae_loss_4: 1.5473646989671614; cnt_loss: 3.9430075125400084; 2025-08-06 16:15:27,539 - INFO - Evaluation: Curr mae: 46.9814; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 371.0277; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1039; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:15:27,539 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 2025-08-06 16:20:32,185 - INFO - Training: cls_zice: 43.72233167754194; reg_zipnll: 146.67863317014013; aux_mae_loss_1: 76.16274234752116; aux_mae_loss_2: 10.45087878164718; aux_mae_loss_4: 1.4771122303444193; cnt_loss: 3.9879137784778917; 2025-08-06 16:20:32,187 - INFO - Evaluation: Curr mae: 48.5557; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 398.9269; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1045; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:20:32,187 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 2025-08-06 16:25:37,293 - INFO - Training: cls_zice: 42.95704688185438; reg_zipnll: 145.12425318230086; aux_mae_loss_1: 75.69332957574211; aux_mae_loss_2: 10.467666237703632; aux_mae_loss_4: 1.4965559493913136; cnt_loss: 4.5259684209345545; 2025-08-06 16:25:37,295 - INFO - Evaluation: Curr mae: 47.3599; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 372.3073; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1065; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:25:37,296 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 2025-08-06 16:30:41,632 - INFO - Training: cls_zice: 42.04446611589822; reg_zipnll: 143.5019079909533; aux_mae_loss_1: 76.1842650141385; aux_mae_loss_2: 10.611284198368729; aux_mae_loss_4: 1.525501371042894; cnt_loss: 4.483945683755728; 2025-08-06 16:30:41,634 - INFO - Evaluation: Curr mae: 48.2883; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 394.0070; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1057; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:30:41,634 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 2025-08-06 16:35:46,729 - INFO - Training: cls_zice: 45.11198482748629; reg_zipnll: 146.7928961873974; aux_mae_loss_1: 78.48633729032501; aux_mae_loss_2: 10.899687346272113; aux_mae_loss_4: 1.5652851475771412; cnt_loss: 5.072388952985827; 2025-08-06 16:35:46,731 - INFO - Evaluation: Curr mae: 47.6010; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 376.9588; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1055; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:35:46,731 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 2025-08-06 16:40:51,279 - INFO - Training: cls_zice: 44.03106798744906; reg_zipnll: 160.83855255833015; aux_mae_loss_1: 81.52357540522873; aux_mae_loss_2: 11.716414762646496; aux_mae_loss_4: 1.7886602449156632; cnt_loss: 9.462529044914367; 2025-08-06 16:40:51,280 - INFO - Evaluation: Curr mae: 42.3874; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 239.6219; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1121; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:40:51,280 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 2025-08-06 16:45:55,947 - INFO - Training: cls_zice: 46.598279851184714; reg_zipnll: 161.98837385692448; aux_mae_loss_1: 83.42387263143584; aux_mae_loss_2: 12.134373423066421; aux_mae_loss_4: 1.8934345460642885; cnt_loss: 11.641078353234612; 2025-08-06 16:45:55,948 - INFO - Evaluation: Curr mae: 44.7654; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 188.5188; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1205; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:45:55,948 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 2025-08-06 16:51:01,256 - INFO - Training: cls_zice: 47.70345898045366; reg_zipnll: 151.35232449313364; aux_mae_loss_1: 86.1358353460356; aux_mae_loss_2: 12.710512308351179; aux_mae_loss_4: 2.014888076059003; cnt_loss: 13.018834934902682; 2025-08-06 16:51:01,258 - INFO - Evaluation: Curr mae: 50.0593; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 347.5052; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1129; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:51:01,258 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 2025-08-06 16:56:05,851 - INFO - Training: cls_zice: 49.906553538568836; reg_zipnll: 157.42198992143253; aux_mae_loss_1: 87.62653194172523; aux_mae_loss_2: 12.78516334617046; aux_mae_loss_4: 1.9933711622858414; cnt_loss: 11.793553385452624; 2025-08-06 16:56:05,853 - INFO - Evaluation: Curr mae: 52.4625; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 269.6541; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1663; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 16:56:05,853 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 2025-08-06 17:01:10,468 - INFO - Training: cls_zice: 46.67328389617195; reg_zipnll: 162.67985203210984; aux_mae_loss_1: 85.36772286677422; aux_mae_loss_2: 12.49671554258979; aux_mae_loss_4: 1.9632579047989416; cnt_loss: 12.008894163875777; 2025-08-06 17:01:10,469 - INFO - Evaluation: Curr mae: 56.4924; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 457.3466; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1172; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:01:10,470 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 2025-08-06 17:06:15,171 - INFO - Training: cls_zice: 49.7244452353768; reg_zipnll: 156.39920000797065; aux_mae_loss_1: 88.31110758156274; aux_mae_loss_2: 13.11842776509361; aux_mae_loss_4: 2.0851124344264327; cnt_loss: 13.670523607562318; 2025-08-06 17:06:15,172 - INFO - Evaluation: Curr mae: 49.3365; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 247.4475; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1287; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:06:15,172 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 2025-08-06 17:11:19,790 - INFO - Training: cls_zice: 46.685319104047544; reg_zipnll: 148.58253252475612; aux_mae_loss_1: 86.00129275334218; aux_mae_loss_2: 12.550468591920515; aux_mae_loss_4: 1.9502954871458382; cnt_loss: 11.063583384442758; 2025-08-06 17:11:19,792 - INFO - Evaluation: Curr mae: 50.8400; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 256.7710; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1173; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:11:19,792 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 2025-08-06 17:16:24,007 - INFO - Training: cls_zice: 48.21489630130079; reg_zipnll: 157.87760864002846; aux_mae_loss_1: 87.57716586595943; aux_mae_loss_2: 12.889583805226422; aux_mae_loss_4: 2.040476220432468; cnt_loss: 12.914699016316078; 2025-08-06 17:16:24,009 - INFO - Evaluation: Curr mae: 38.7648; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 171.2323; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1115; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:16:24,009 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 2025-08-06 17:21:28,364 - INFO - Training: cls_zice: 48.927967957596856; reg_zipnll: 158.2226422170134; aux_mae_loss_1: 87.02424821142672; aux_mae_loss_2: 12.743594817453301; aux_mae_loss_4: 2.0094945068377763; cnt_loss: 12.461132243390562; 2025-08-06 17:21:28,365 - INFO - Evaluation: Curr mae: 39.0800; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 142.5025; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1153; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:21:28,366 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 2025-08-06 17:26:33,057 - INFO - Training: cls_zice: 49.17429943076289; reg_zipnll: 163.12835222160908; aux_mae_loss_1: 85.17828973216079; aux_mae_loss_2: 12.25123798081072; aux_mae_loss_4: 1.8804191755451702; cnt_loss: 10.419796186271855; 2025-08-06 17:26:33,058 - INFO - Evaluation: Curr mae: 47.3932; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 142.2432; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1401; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:26:33,058 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 2025-08-06 17:31:37,043 - INFO - Training: cls_zice: 45.39753428553554; reg_zipnll: 157.51026104532355; aux_mae_loss_1: 84.64446052119787; aux_mae_loss_2: 12.42280914360576; aux_mae_loss_4: 1.9398160239724695; cnt_loss: 11.056210100037886; 2025-08-06 17:31:37,045 - INFO - Evaluation: Curr mae: 47.2078; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 189.4796; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1318; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:31:37,045 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 2025-08-06 17:36:41,610 - INFO - Training: cls_zice: 49.21542203326764; reg_zipnll: 150.98686158197398; aux_mae_loss_1: 88.57497984094302; aux_mae_loss_2: 12.960634930274788; aux_mae_loss_4: 2.0155570773661595; cnt_loss: 11.726036452695459; 2025-08-06 17:36:41,612 - INFO - Evaluation: Curr mae: 37.3681; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 129.3977; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1161; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:36:41,612 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 2025-08-06 17:41:46,413 - INFO - Training: cls_zice: 46.46748222188502; reg_zipnll: 159.7934907212049; aux_mae_loss_1: 83.79115792595636; aux_mae_loss_2: 12.222496372262126; aux_mae_loss_4: 1.9082570460584292; cnt_loss: 11.823628546799362; 2025-08-06 17:41:46,415 - INFO - Evaluation: Curr mae: 42.3376; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 248.4944; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1043; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:41:46,415 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 2025-08-06 17:46:51,282 - INFO - Training: cls_zice: 48.887521850878905; reg_zipnll: 156.70389338201605; aux_mae_loss_1: 87.68046801991206; aux_mae_loss_2: 12.933044945366278; aux_mae_loss_4: 2.055015465364358; cnt_loss: 13.085631545527736; 2025-08-06 17:46:51,283 - INFO - Evaluation: Curr mae: 38.9996; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 129.5338; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1112; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:46:51,283 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 2025-08-06 17:51:55,829 - INFO - Training: cls_zice: 45.95567410230483; reg_zipnll: 149.32337405932898; aux_mae_loss_1: 87.26023531082663; aux_mae_loss_2: 12.862744459762672; aux_mae_loss_4: 2.031291006846416; cnt_loss: 12.146807447497213; 2025-08-06 17:51:55,830 - INFO - Evaluation: Curr mae: 59.9302; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 367.1166; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1535; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:51:55,830 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 2025-08-06 17:56:59,821 - INFO - Training: cls_zice: 48.73160611828526; reg_zipnll: 157.76707763720907; aux_mae_loss_1: 85.52193019200107; aux_mae_loss_2: 12.506101319906337; aux_mae_loss_4: 1.9542488107184823; cnt_loss: 11.894915969022442; 2025-08-06 17:56:59,823 - INFO - Evaluation: Curr mae: 45.0139; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 167.1261; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1096; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 17:56:59,823 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 2025-08-06 18:02:04,342 - INFO - Training: cls_zice: 52.53842943676946; reg_zipnll: 155.18845968074848; aux_mae_loss_1: 90.15219723473477; aux_mae_loss_2: 13.260523495147039; aux_mae_loss_4: 2.1143641533152917; cnt_loss: 14.099254003527232; 2025-08-06 18:02:04,343 - INFO - Evaluation: Curr mae: 50.5189; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 349.1159; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1184; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:02:04,344 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 2025-08-06 18:07:09,533 - INFO - Training: cls_zice: 47.595833364558096; reg_zipnll: 162.25116648588204; aux_mae_loss_1: 85.32931024311134; aux_mae_loss_2: 12.338990805388109; aux_mae_loss_4: 1.891908112712262; cnt_loss: 10.765131782596706; 2025-08-06 18:07:09,535 - INFO - Evaluation: Curr mae: 53.2839; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 262.2377; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1552; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:07:09,535 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 2025-08-06 18:12:13,981 - INFO - Training: cls_zice: 46.84133485047707; reg_zipnll: 164.94596514174748; aux_mae_loss_1: 86.02532349760551; aux_mae_loss_2: 12.670142752958753; aux_mae_loss_4: 1.9877754816052846; cnt_loss: 11.734866164337394; 2025-08-06 18:12:13,982 - INFO - Evaluation: Curr mae: 46.8737; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 275.6689; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1191; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:12:13,982 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 2025-08-06 18:17:18,909 - INFO - Training: cls_zice: 46.63804322818251; reg_zipnll: 156.71331083989082; aux_mae_loss_1: 85.17075245178144; aux_mae_loss_2: 12.46696469287333; aux_mae_loss_4: 1.9478129091789913; cnt_loss: 11.819836270073692; 2025-08-06 18:17:18,910 - INFO - Evaluation: Curr mae: 48.4298; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 352.4459; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1221; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:17:18,911 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 2025-08-06 18:22:23,784 - INFO - Training: cls_zice: 46.136804281592674; reg_zipnll: 160.9656464397754; aux_mae_loss_1: 84.73077088579115; aux_mae_loss_2: 12.315929062262292; aux_mae_loss_4: 1.8929826513813823; cnt_loss: 10.401219013724045; 2025-08-06 18:22:23,786 - INFO - Evaluation: Curr mae: 44.6224; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 291.4561; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1123; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:22:23,786 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 2025-08-06 18:27:29,147 - INFO - Training: cls_zice: 49.232040774469816; reg_zipnll: 162.33433571940523; aux_mae_loss_1: 88.54729349386416; aux_mae_loss_2: 13.059379078735116; aux_mae_loss_4: 2.0650933730418393; cnt_loss: 12.821435764087196; 2025-08-06 18:27:29,149 - INFO - Evaluation: Curr mae: 45.8303; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 247.0159; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1143; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:27:29,149 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 2025-08-06 18:32:34,741 - INFO - Training: cls_zice: 48.23901939480194; reg_zipnll: 165.01658886808968; aux_mae_loss_1: 86.57840792011173; aux_mae_loss_2: 12.582018229526236; aux_mae_loss_4: 1.9399531061514483; cnt_loss: 11.010925090711343; 2025-08-06 18:32:34,743 - INFO - Evaluation: Curr mae: 41.2231; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 160.1286; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1098; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:32:34,743 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 2025-08-06 18:37:39,147 - INFO - Training: cls_zice: 49.032145855742435; reg_zipnll: 156.37889603171067; aux_mae_loss_1: 87.802544674714; aux_mae_loss_2: 12.782430442868897; aux_mae_loss_4: 1.984239499489262; cnt_loss: 11.41134375333786; 2025-08-06 18:37:39,149 - INFO - Evaluation: Curr mae: 42.5758; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 142.4336; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1118; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:37:39,149 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 2025-08-06 18:42:43,740 - INFO - Training: cls_zice: 49.923806818599566; reg_zipnll: 157.69077521669834; aux_mae_loss_1: 87.62381416360026; aux_mae_loss_2: 12.862478091355154; aux_mae_loss_4: 2.018228296678906; cnt_loss: 12.092276526140983; 2025-08-06 18:42:43,743 - INFO - Evaluation: Curr mae: 41.6297; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 123.0931; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1626; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:42:43,743 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 2025-08-06 18:47:47,503 - INFO - Training: cls_zice: 46.97981808213924; reg_zipnll: 163.49511398570397; aux_mae_loss_1: 87.73731006632121; aux_mae_loss_2: 12.96386423147736; aux_mae_loss_4: 2.031761437616189; cnt_loss: 11.942979350341316; 2025-08-06 18:47:47,504 - INFO - Evaluation: Curr mae: 53.4244; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 410.4080; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1257; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:47:47,504 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 2025-08-06 18:52:52,154 - INFO - Training: cls_zice: 45.820676717169796; reg_zipnll: 163.26904970576032; aux_mae_loss_1: 85.12138706491662; aux_mae_loss_2: 12.417736317627227; aux_mae_loss_4: 1.9211875486802932; cnt_loss: 10.968582384384076; 2025-08-06 18:52:52,155 - INFO - Evaluation: Curr mae: 42.9064; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 128.0362; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1312; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:52:52,156 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 2025-08-06 18:57:55,649 - INFO - Training: cls_zice: 44.32310671066257; reg_zipnll: 160.13085731565187; aux_mae_loss_1: 84.09439561054455; aux_mae_loss_2: 12.293391318431551; aux_mae_loss_4: 1.901629499880391; cnt_loss: 10.772482299406303; 2025-08-06 18:57:55,651 - INFO - Evaluation: Curr mae: 44.6360; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 104.4987; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1327; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 18:57:55,651 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 2025-08-06 19:03:00,224 - INFO - Training: cls_zice: 48.60489937712877; reg_zipnll: 159.70360549740437; aux_mae_loss_1: 87.30294555624837; aux_mae_loss_2: 12.736679628146645; aux_mae_loss_4: 1.9745458867065704; cnt_loss: 12.16718744588082; 2025-08-06 19:03:00,226 - INFO - Evaluation: Curr mae: 44.6015; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 245.6771; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1159; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:03:00,226 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 2025-08-06 19:08:05,560 - INFO - Training: cls_zice: 47.35360023436785; reg_zipnll: 162.3007840840553; aux_mae_loss_1: 84.72148943805449; aux_mae_loss_2: 12.28358005558004; aux_mae_loss_4: 1.8861747705844496; cnt_loss: 11.014139523696164; 2025-08-06 19:08:05,562 - INFO - Evaluation: Curr mae: 42.8801; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 186.9115; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1205; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:08:05,562 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 2025-08-06 19:13:09,875 - INFO - Training: cls_zice: 48.314187435074146; reg_zipnll: 159.45431090994788; aux_mae_loss_1: 87.87449642318687; aux_mae_loss_2: 12.88804378730166; aux_mae_loss_4: 2.0214929669559156; cnt_loss: 11.907353153878436; 2025-08-06 19:13:09,876 - INFO - Evaluation: Curr mae: 67.7910; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 582.0627; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1325; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:13:09,877 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 2025-08-06 19:18:14,930 - INFO - Training: cls_zice: 46.566533105998545; reg_zipnll: 162.27447952035155; aux_mae_loss_1: 85.881731133841; aux_mae_loss_2: 12.492959979873696; aux_mae_loss_4: 1.935925318833182; cnt_loss: 11.491504818737354; 2025-08-06 19:18:14,931 - INFO - Evaluation: Curr mae: 56.5034; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 528.6609; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1084; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:18:14,932 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 2025-08-06 19:23:19,038 - INFO - Training: cls_zice: 48.792997634770934; reg_zipnll: 177.97647683111745; aux_mae_loss_1: 93.04709273929154; aux_mae_loss_2: 14.130112180979516; aux_mae_loss_4: 2.296361471816016; cnt_loss: 15.758564749229842; 2025-08-06 19:23:19,040 - INFO - Evaluation: Curr mae: 59.3578; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 505.6624; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1589; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:23:19,040 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 2025-08-06 19:28:23,112 - INFO - Training: cls_zice: 50.84489791160377; reg_zipnll: 163.7591994758743; aux_mae_loss_1: 90.82427693639133; aux_mae_loss_2: 13.352943646570711; aux_mae_loss_4: 2.097766992901775; cnt_loss: 12.02444040805944; 2025-08-06 19:28:23,113 - INFO - Evaluation: Curr mae: 45.3700; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 296.2525; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1291; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:28:23,113 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 2025-08-06 19:33:26,718 - INFO - Training: cls_zice: 46.66834733912908; reg_zipnll: 154.18190141692565; aux_mae_loss_1: 86.93655241056702; aux_mae_loss_2: 12.664199762908229; aux_mae_loss_4: 1.9352096734439193; cnt_loss: 10.413553259366582; 2025-08-06 19:33:26,719 - INFO - Evaluation: Curr mae: 57.9669; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 482.7194; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1239; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:33:26,719 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 2025-08-06 19:38:31,024 - INFO - Training: cls_zice: 48.45583763695621; reg_zipnll: 160.7465468997514; aux_mae_loss_1: 85.48197230949499; aux_mae_loss_2: 12.342142376617785; aux_mae_loss_4: 1.8814134708866668; cnt_loss: 10.502177819188272; 2025-08-06 19:38:31,025 - INFO - Evaluation: Curr mae: 49.3271; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 370.0232; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1138; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:38:31,025 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 2025-08-06 19:43:35,235 - INFO - Training: cls_zice: 49.64864296690204; reg_zipnll: 162.7525350575582; aux_mae_loss_1: 86.37613627965776; aux_mae_loss_2: 12.449536120677056; aux_mae_loss_4: 1.9106011178468985; cnt_loss: 10.782389263414172; 2025-08-06 19:43:35,237 - INFO - Evaluation: Curr mae: 46.6849; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 298.7499; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1181; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:43:35,237 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 2025-08-06 19:48:40,091 - INFO - Training: cls_zice: 48.33526919521679; reg_zipnll: 154.08634763389136; aux_mae_loss_1: 84.32779988041267; aux_mae_loss_2: 12.210513873088022; aux_mae_loss_4: 1.8818472158020136; cnt_loss: 10.188116066866485; 2025-08-06 19:48:40,092 - INFO - Evaluation: Curr mae: 39.9524; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 164.3797; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1091; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:48:40,092 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 2025-08-06 19:53:44,426 - INFO - Training: cls_zice: 46.091161504081406; reg_zipnll: 151.7818203413701; aux_mae_loss_1: 85.31462920662064; aux_mae_loss_2: 12.446051960432744; aux_mae_loss_4: 1.9282915471911737; cnt_loss: 10.921455704001351; 2025-08-06 19:53:44,428 - INFO - Evaluation: Curr mae: 49.1835; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 334.9256; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1076; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:53:44,428 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 2025-08-06 19:58:48,418 - INFO - Training: cls_zice: 46.14856477235001; reg_zipnll: 153.78787367754546; aux_mae_loss_1: 84.46602725247185; aux_mae_loss_2: 12.331617013960694; aux_mae_loss_4: 1.9236310836894959; cnt_loss: 11.873989217691985; 2025-08-06 19:58:48,420 - INFO - Evaluation: Curr mae: 45.9808; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 278.3146; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1091; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 19:58:53,964 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 2025-08-06 20:03:59,455 - INFO - Training: cls_zice: 46.98806116555681; reg_zipnll: 157.26388205599355; aux_mae_loss_1: 84.83683841577839; aux_mae_loss_2: 12.346810491042149; aux_mae_loss_4: 1.9176705668089016; cnt_loss: 11.260761596549752; 2025-08-06 20:03:59,457 - INFO - Evaluation: Curr mae: 58.4673; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 328.5857; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1242; Best nae: 0.1000; 0.1005; 0.1006; 0.1023; 0.1028; 2025-08-06 20:03:59,457 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 2025-08-06 20:09:04,205 - INFO - Training: cls_zice: 47.73749475154288; reg_zipnll: 154.9379345861989; aux_mae_loss_1: 85.69661075719524; aux_mae_loss_2: 12.614597836006576; aux_mae_loss_4: 1.9857795339623576; cnt_loss: 12.567422263573253; 2025-08-06 20:09:06,088 - INFO - Evaluation: Curr mae: 39.1299; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 202.0689; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0991; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:09:06,089 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 2025-08-06 20:14:10,754 - INFO - Training: cls_zice: 47.82488574700521; reg_zipnll: 159.5105396555138; aux_mae_loss_1: 84.21137839908158; aux_mae_loss_2: 12.24910979804159; aux_mae_loss_4: 1.9092715595559167; cnt_loss: 11.641849899046832; 2025-08-06 20:14:10,755 - INFO - Evaluation: Curr mae: 48.0811; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 366.8683; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1230; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:14:10,756 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 2025-08-06 20:19:14,475 - INFO - Training: cls_zice: 46.99331675699713; reg_zipnll: 149.494458014677; aux_mae_loss_1: 86.09616183499138; aux_mae_loss_2: 12.707837809327328; aux_mae_loss_4: 2.0147178373790338; cnt_loss: 12.249566438571959; 2025-08-06 20:19:14,477 - INFO - Evaluation: Curr mae: 50.3040; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 290.7832; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1148; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:19:14,477 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 2025-08-06 20:24:19,247 - INFO - Training: cls_zice: 45.86470749334535; reg_zipnll: 161.84562223184383; aux_mae_loss_1: 83.46190309401956; aux_mae_loss_2: 12.063829833866698; aux_mae_loss_4: 1.835808964958534; cnt_loss: 10.092936271950029; 2025-08-06 20:24:19,248 - INFO - Evaluation: Curr mae: 47.3248; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 183.0972; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1250; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:24:19,249 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 2025-08-06 20:29:23,538 - INFO - Training: cls_zice: 45.40301175760273; reg_zipnll: 162.55395670599066; aux_mae_loss_1: 83.67506519013628; aux_mae_loss_2: 12.076303956134767; aux_mae_loss_4: 1.8427194853751396; cnt_loss: 9.706744749625727; 2025-08-06 20:29:23,540 - INFO - Evaluation: Curr mae: 52.5696; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 320.7317; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1343; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:29:23,540 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 2025-08-06 20:34:28,416 - INFO - Training: cls_zice: 47.4295042912957; reg_zipnll: 152.18607880462412; aux_mae_loss_1: 86.0634251596995; aux_mae_loss_2: 12.591835267439599; aux_mae_loss_4: 1.9785894153970067; cnt_loss: 12.521647031478834; 2025-08-06 20:34:28,418 - INFO - Evaluation: Curr mae: 48.9618; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 317.9768; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1182; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:34:28,418 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 2025-08-06 20:39:32,653 - INFO - Training: cls_zice: 48.67886253444425; reg_zipnll: 149.17094487580053; aux_mae_loss_1: 88.19938527281303; aux_mae_loss_2: 12.997430094716481; aux_mae_loss_4: 2.03959386927916; cnt_loss: 11.424050645380829; 2025-08-06 20:39:32,654 - INFO - Evaluation: Curr mae: 48.2273; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 314.9734; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1244; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:39:32,655 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 2025-08-06 20:44:37,051 - INFO - Training: cls_zice: 46.731582615093586; reg_zipnll: 153.96517518247; aux_mae_loss_1: 84.74370367055074; aux_mae_loss_2: 12.224242742386453; aux_mae_loss_4: 1.8636464607593026; cnt_loss: 10.093145975110463; 2025-08-06 20:44:37,053 - INFO - Evaluation: Curr mae: 42.3668; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 205.0632; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1323; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:44:37,053 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 2025-08-06 20:49:41,482 - INFO - Training: cls_zice: 47.52283595215079; reg_zipnll: 162.76824200245287; aux_mae_loss_1: 84.83123276717865; aux_mae_loss_2: 12.294546060513103; aux_mae_loss_4: 1.883300662806837; cnt_loss: 11.165586801758156; 2025-08-06 20:49:41,484 - INFO - Evaluation: Curr mae: 53.5859; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 241.3389; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1346; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:49:41,484 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 2025-08-06 20:54:46,560 - INFO - Training: cls_zice: 49.311824682400896; reg_zipnll: 159.51118510915566; aux_mae_loss_1: 87.28712337611573; aux_mae_loss_2: 12.716398655295679; aux_mae_loss_4: 1.9724638982266571; cnt_loss: 11.215102097982; 2025-08-06 20:54:46,562 - INFO - Evaluation: Curr mae: 39.8757; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 182.1512; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1086; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:54:46,562 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 2025-08-06 20:59:51,931 - INFO - Training: cls_zice: 47.471115015772746; reg_zipnll: 156.74005330436333; aux_mae_loss_1: 84.52390875975699; aux_mae_loss_2: 12.20416728022166; aux_mae_loss_4: 1.8797489793870628; cnt_loss: 10.360772438864474; 2025-08-06 20:59:51,932 - INFO - Evaluation: Curr mae: 47.6817; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 242.5909; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1410; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 20:59:51,932 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 2025-08-06 21:04:56,143 - INFO - Training: cls_zice: 48.96341086924076; reg_zipnll: 155.31792883885245; aux_mae_loss_1: 86.16411196358099; aux_mae_loss_2: 12.60082824616322; aux_mae_loss_4: 1.9781140449880634; cnt_loss: 12.391021001614764; 2025-08-06 21:04:56,144 - INFO - Evaluation: Curr mae: 42.7573; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 237.6658; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1136; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:04:56,145 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 2025-08-06 21:10:00,867 - INFO - Training: cls_zice: 48.13644461842268; reg_zipnll: 159.06706375573165; aux_mae_loss_1: 84.71316922538385; aux_mae_loss_2: 12.26941638556728; aux_mae_loss_4: 1.8903795466171744; cnt_loss: 11.260745426683009; 2025-08-06 21:10:00,868 - INFO - Evaluation: Curr mae: 39.0799; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 107.8722; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1119; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:10:00,868 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 2025-08-06 21:15:05,579 - INFO - Training: cls_zice: 47.95074590312791; reg_zipnll: 153.28678912184844; aux_mae_loss_1: 84.24812867034677; aux_mae_loss_2: 12.253607189134337; aux_mae_loss_4: 1.889632526200964; cnt_loss: 10.910969944876692; 2025-08-06 21:15:05,580 - INFO - Evaluation: Curr mae: 49.2970; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 133.0360; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1518; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:15:05,580 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 2025-08-06 21:20:10,373 - INFO - Training: cls_zice: 44.02111447554628; reg_zipnll: 161.3617017495908; aux_mae_loss_1: 82.45210416886984; aux_mae_loss_2: 12.054739177380245; aux_mae_loss_4: 1.8689823464746647; cnt_loss: 10.756826243394444; 2025-08-06 21:20:10,374 - INFO - Evaluation: Curr mae: 43.7367; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 158.1743; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1071; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:20:10,374 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 2025-08-06 21:25:15,705 - INFO - Training: cls_zice: 47.630055109608755; reg_zipnll: 158.9597092802543; aux_mae_loss_1: 85.62124637711631; aux_mae_loss_2: 12.539371609994255; aux_mae_loss_4: 1.9520242588838759; cnt_loss: 11.114374938385039; 2025-08-06 21:25:15,706 - INFO - Evaluation: Curr mae: 41.7124; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 170.6397; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1167; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:25:15,706 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 2025-08-06 21:30:20,484 - INFO - Training: cls_zice: 47.62038406699053; reg_zipnll: 162.42448801124004; aux_mae_loss_1: 82.36572954035664; aux_mae_loss_2: 11.931228610727658; aux_mae_loss_4: 1.8444273861024558; cnt_loss: 10.655793374485713; 2025-08-06 21:30:20,486 - INFO - Evaluation: Curr mae: 41.4694; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 198.0609; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1035; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:30:20,486 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 2025-08-06 21:35:24,883 - INFO - Training: cls_zice: 48.8288242568317; reg_zipnll: 157.52320548010977; aux_mae_loss_1: 85.73161932741769; aux_mae_loss_2: 12.44223191866838; aux_mae_loss_4: 1.920331623223263; cnt_loss: 10.673900643473726; 2025-08-06 21:35:24,884 - INFO - Evaluation: Curr mae: 44.9622; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 221.7325; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1213; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:35:24,884 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 2025-08-06 21:40:29,770 - INFO - Training: cls_zice: 46.62135690508128; reg_zipnll: 160.68185042354318; aux_mae_loss_1: 83.23756984818564; aux_mae_loss_2: 11.997136191414684; aux_mae_loss_4: 1.8401035713199478; cnt_loss: 10.458695092667037; 2025-08-06 21:40:29,772 - INFO - Evaluation: Curr mae: 59.4611; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 352.7000; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1489; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:40:29,772 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 2025-08-06 21:45:34,809 - INFO - Training: cls_zice: 49.26707213963825; reg_zipnll: 152.10851838962586; aux_mae_loss_1: 86.45427243200857; aux_mae_loss_2: 12.625033076440767; aux_mae_loss_4: 1.9773594179312797; cnt_loss: 11.37736812900455; 2025-08-06 21:45:34,810 - INFO - Evaluation: Curr mae: 40.0355; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 188.4101; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1038; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:45:34,810 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 2025-08-06 21:50:40,024 - INFO - Training: cls_zice: 47.76418108353272; reg_zipnll: 153.12341095794443; aux_mae_loss_1: 84.95066043588986; aux_mae_loss_2: 12.259492179421962; aux_mae_loss_4: 1.902912174674723; cnt_loss: 11.431965345588626; 2025-08-06 21:50:40,026 - INFO - Evaluation: Curr mae: 45.9125; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 247.4623; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1115; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:50:40,026 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 2025-08-06 21:55:44,687 - INFO - Training: cls_zice: 47.58048832768953; reg_zipnll: 159.8244706965351; aux_mae_loss_1: 82.82844271941785; aux_mae_loss_2: 11.872089560663179; aux_mae_loss_4: 1.8059997855850847; cnt_loss: 9.715418053776562; 2025-08-06 21:55:44,689 - INFO - Evaluation: Curr mae: 44.1338; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 218.3400; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1220; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 21:55:44,689 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 2025-08-06 22:00:49,620 - INFO - Training: cls_zice: 48.2789336034985; reg_zipnll: 156.76316854579895; aux_mae_loss_1: 84.19813366720793; aux_mae_loss_2: 12.182778545700799; aux_mae_loss_4: 1.880783567774878; cnt_loss: 10.279308717630823; 2025-08-06 22:00:49,622 - INFO - Evaluation: Curr mae: 52.4372; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 263.0344; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1228; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:00:49,622 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 2025-08-06 22:05:53,908 - INFO - Training: cls_zice: 45.94062635291052; reg_zipnll: 154.23532910089565; aux_mae_loss_1: 83.30100255882832; aux_mae_loss_2: 12.06123460411719; aux_mae_loss_4: 1.8575235364676135; cnt_loss: 10.39833544489657; 2025-08-06 22:05:53,909 - INFO - Evaluation: Curr mae: 50.4339; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 257.7848; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1316; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:05:53,909 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 2025-08-06 22:10:58,577 - INFO - Training: cls_zice: 46.512124955960594; reg_zipnll: 160.4767170197553; aux_mae_loss_1: 86.37061643477884; aux_mae_loss_2: 12.714624522277813; aux_mae_loss_4: 1.990357622925604; cnt_loss: 11.361806549419168; 2025-08-06 22:10:58,578 - INFO - Evaluation: Curr mae: 39.2705; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 155.9929; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1183; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:10:58,578 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 2025-08-06 22:16:02,943 - INFO - Training: cls_zice: 50.02502235394824; reg_zipnll: 162.16355005082863; aux_mae_loss_1: 86.02825428342452; aux_mae_loss_2: 12.452766197506138; aux_mae_loss_4: 1.9272799060553083; cnt_loss: 11.316235748998304; 2025-08-06 22:16:02,944 - INFO - Evaluation: Curr mae: 39.2539; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 94.6359; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1417; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:16:02,944 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 2025-08-06 22:21:07,366 - INFO - Training: cls_zice: 49.52483217494807; reg_zipnll: 146.87176851012714; aux_mae_loss_1: 86.50158866941163; aux_mae_loss_2: 12.635797085676218; aux_mae_loss_4: 1.9857444767014227; cnt_loss: 12.212231082904001; 2025-08-06 22:21:07,367 - INFO - Evaluation: Curr mae: 52.7646; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 476.1105; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1119; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:21:07,367 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 2025-08-06 22:26:11,770 - INFO - Training: cls_zice: 49.56878818931647; reg_zipnll: 155.18119266529624; aux_mae_loss_1: 85.69999565256899; aux_mae_loss_2: 12.509164579576575; aux_mae_loss_4: 1.9706586966324589; cnt_loss: 12.657452858505641; 2025-08-06 22:26:11,771 - INFO - Evaluation: Curr mae: 37.8122; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 115.7210; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1192; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:26:11,771 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 2025-08-06 22:31:15,735 - INFO - Training: cls_zice: 47.075678413470484; reg_zipnll: 149.06918255038616; aux_mae_loss_1: 84.56027029964183; aux_mae_loss_2: 12.265066419591633; aux_mae_loss_4: 1.9014464203833308; cnt_loss: 10.671218262386812; 2025-08-06 22:31:15,737 - INFO - Evaluation: Curr mae: 39.3345; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 202.3229; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1024; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:31:15,737 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 2025-08-06 22:36:20,078 - INFO - Training: cls_zice: 46.13363561991861; reg_zipnll: 151.25216764533428; aux_mae_loss_1: 83.28194973952972; aux_mae_loss_2: 12.070528270959242; aux_mae_loss_4: 1.8634867918675233; cnt_loss: 10.45329720685905; 2025-08-06 22:36:20,080 - INFO - Evaluation: Curr mae: 63.3188; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 566.9120; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1233; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:36:20,080 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 2025-08-06 22:41:24,675 - INFO - Training: cls_zice: 46.09324117560313; reg_zipnll: 151.58639344948423; aux_mae_loss_1: 83.67534060343372; aux_mae_loss_2: 12.199112223475636; aux_mae_loss_4: 1.890116819915551; cnt_loss: 11.012684931332164; 2025-08-06 22:41:24,676 - INFO - Evaluation: Curr mae: 55.3042; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 514.6452; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1101; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:41:24,676 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 2025-08-06 22:46:29,459 - INFO - Training: cls_zice: 47.85415835352973; reg_zipnll: 154.39470422053398; aux_mae_loss_1: 84.11427996520212; aux_mae_loss_2: 12.208044695057415; aux_mae_loss_4: 1.8892404722064198; cnt_loss: 10.312024139040233; 2025-08-06 22:46:29,460 - INFO - Evaluation: Curr mae: 51.8326; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 359.5202; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1208; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:46:29,460 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 2025-08-06 22:51:33,419 - INFO - Training: cls_zice: 47.78378346642829; reg_zipnll: 161.0252948309891; aux_mae_loss_1: 84.44040972898429; aux_mae_loss_2: 12.30225348901626; aux_mae_loss_4: 1.9086302607715282; cnt_loss: 11.138532593808014; 2025-08-06 22:51:33,421 - INFO - Evaluation: Curr mae: 51.9451; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 398.7500; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1222; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:51:33,421 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 2025-08-06 22:56:37,784 - INFO - Training: cls_zice: 47.38525285749938; reg_zipnll: 150.88294733827095; aux_mae_loss_1: 85.34076571525829; aux_mae_loss_2: 12.435108856554203; aux_mae_loss_4: 1.944821998591901; cnt_loss: 11.479606320741551; 2025-08-06 22:56:37,786 - INFO - Evaluation: Curr mae: 51.7893; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 293.1910; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1324; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 22:56:37,786 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 2025-08-06 23:01:42,946 - INFO - Training: cls_zice: 44.85988711169262; reg_zipnll: 159.69133530055342; aux_mae_loss_1: 82.94140304942977; aux_mae_loss_2: 12.03804425470014; aux_mae_loss_4: 1.854326094637187; cnt_loss: 10.051930933348011; 2025-08-06 23:01:42,947 - INFO - Evaluation: Curr mae: 46.9098; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 239.7003; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1339; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 23:01:42,947 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 2025-08-06 23:06:47,283 - INFO - Training: cls_zice: 47.43462595167381; reg_zipnll: 147.60538328460066; aux_mae_loss_1: 83.30755251416204; aux_mae_loss_2: 12.079000464441844; aux_mae_loss_4: 1.875375499532278; cnt_loss: 11.277609516538508; 2025-08-06 23:06:47,285 - INFO - Evaluation: Curr mae: 49.8075; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 279.0980; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1250; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 23:06:47,285 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 2025-08-06 23:11:52,508 - INFO - Training: cls_zice: 44.884332368988304; reg_zipnll: 154.02702570329288; aux_mae_loss_1: 83.15081960192683; aux_mae_loss_2: 12.08874776430792; aux_mae_loss_4: 1.8710735009691095; cnt_loss: 10.977351405320253; 2025-08-06 23:11:52,509 - INFO - Evaluation: Curr mae: 43.5981; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 268.7147; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1077; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 23:11:52,509 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 2025-08-06 23:16:57,156 - INFO - Training: cls_zice: 46.45683970832886; reg_zipnll: 155.82173402634254; aux_mae_loss_1: 83.56975089124664; aux_mae_loss_2: 12.181636117724343; aux_mae_loss_4: 1.8971087068778996; cnt_loss: 11.242852954600954; 2025-08-06 23:16:57,157 - INFO - Evaluation: Curr mae: 47.0509; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 381.2126; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1099; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 23:16:57,158 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 2025-08-06 23:22:01,957 - INFO - Training: cls_zice: 45.20571428510554; reg_zipnll: 148.38868910487943; aux_mae_loss_1: 83.22610046808394; aux_mae_loss_2: 12.126530524697586; aux_mae_loss_4: 1.8814542104315328; cnt_loss: 10.933969561882067; 2025-08-06 23:22:01,958 - INFO - Evaluation: Curr mae: 46.3733; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 315.4376; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1156; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 23:22:01,958 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 2025-08-06 23:27:06,906 - INFO - Training: cls_zice: 44.506952551382675; reg_zipnll: 153.25633255926687; aux_mae_loss_1: 82.72645231751979; aux_mae_loss_2: 12.110598486003042; aux_mae_loss_4: 1.8988497993480271; cnt_loss: 12.304716920638146; 2025-08-06 23:27:06,908 - INFO - Evaluation: Curr mae: 81.4894; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 369.5066; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1760; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 23:27:06,908 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 2025-08-06 23:32:11,859 - INFO - Training: cls_zice: 47.813013631228; reg_zipnll: 155.23515236959972; aux_mae_loss_1: 83.20919585044096; aux_mae_loss_2: 12.050056189068792; aux_mae_loss_4: 1.8776698480994658; cnt_loss: 11.171598318150233; 2025-08-06 23:32:11,861 - INFO - Evaluation: Curr mae: 55.6663; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 424.9978; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1614; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 23:32:11,861 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 2025-08-06 23:37:16,104 - INFO - Training: cls_zice: 46.29380911849152; reg_zipnll: 157.54154776055893; aux_mae_loss_1: 82.48825438776483; aux_mae_loss_2: 11.920070009550276; aux_mae_loss_4: 1.8242565125303587; cnt_loss: 9.929231634176789; 2025-08-06 23:37:16,105 - INFO - Evaluation: Curr mae: 54.1175; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 503.7338; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1033; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1023; 2025-08-06 23:37:16,105 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 2025-08-06 23:42:20,549 - INFO - Training: cls_zice: 48.00962300150437; reg_zipnll: 156.2817144418437; aux_mae_loss_1: 82.18625990713164; aux_mae_loss_2: 11.847503801237954; aux_mae_loss_4: 1.8182910742827123; cnt_loss: 10.167289807434866; 2025-08-06 23:42:22,390 - INFO - Evaluation: Curr mae: 43.5784; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 246.8201; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1015; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-06 23:42:22,390 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 2025-08-06 23:47:26,414 - INFO - Training: cls_zice: 48.075158711838846; reg_zipnll: 146.61883867553084; aux_mae_loss_1: 85.18510803281495; aux_mae_loss_2: 12.378293357348994; aux_mae_loss_4: 1.9178644319886107; cnt_loss: 11.35969326137577; 2025-08-06 23:47:26,416 - INFO - Evaluation: Curr mae: 46.2218; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 324.8872; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1091; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-06 23:47:26,416 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 2025-08-06 23:52:31,562 - INFO - Training: cls_zice: 46.65420718655795; reg_zipnll: 148.80219223198978; aux_mae_loss_1: 82.59303826967059; aux_mae_loss_2: 12.037810850572464; aux_mae_loss_4: 1.8913246590098256; cnt_loss: 11.339450849512243; 2025-08-06 23:52:31,564 - INFO - Evaluation: Curr mae: 51.3766; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 380.7034; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1077; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-06 23:52:31,564 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 2025-08-06 23:57:36,182 - INFO - Training: cls_zice: 46.818409968234576; reg_zipnll: 155.03394717728878; aux_mae_loss_1: 81.35163731440174; aux_mae_loss_2: 11.794221269134384; aux_mae_loss_4: 1.8171308633600838; cnt_loss: 10.604280568640153; 2025-08-06 23:57:36,184 - INFO - Evaluation: Curr mae: 55.4513; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 446.4328; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1628; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-06 23:57:36,184 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 2025-08-07 00:02:40,925 - INFO - Training: cls_zice: 47.3969746748019; reg_zipnll: 156.19838273801042; aux_mae_loss_1: 81.51948673866096; aux_mae_loss_2: 11.65641005425343; aux_mae_loss_4: 1.770533754540593; cnt_loss: 9.939201804237072; 2025-08-07 00:02:40,926 - INFO - Evaluation: Curr mae: 49.8246; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 341.7453; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1203; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:02:40,926 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 2025-08-07 00:07:45,053 - INFO - Training: cls_zice: 45.25990492331491; reg_zipnll: 157.56046777151545; aux_mae_loss_1: 80.43848278957651; aux_mae_loss_2: 11.562191034037534; aux_mae_loss_4: 1.7668510358636973; cnt_loss: 10.217188048868376; 2025-08-07 00:07:45,055 - INFO - Evaluation: Curr mae: 53.6406; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 372.2887; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1299; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:07:45,055 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 2025-08-07 00:12:49,988 - INFO - Training: cls_zice: 47.898548649523434; reg_zipnll: 151.69957504174397; aux_mae_loss_1: 84.34271808516397; aux_mae_loss_2: 12.292302248104066; aux_mae_loss_4: 1.9162578325345154; cnt_loss: 12.173408177027666; 2025-08-07 00:12:49,989 - INFO - Evaluation: Curr mae: 50.4301; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 382.0077; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1120; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:12:55,490 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 2025-08-07 00:18:00,602 - INFO - Training: cls_zice: 47.12586922031902; reg_zipnll: 158.35244994175773; aux_mae_loss_1: 82.71647590597982; aux_mae_loss_2: 11.880689978599548; aux_mae_loss_4: 1.8220164183632575; cnt_loss: 10.495976977299296; 2025-08-07 00:18:00,603 - INFO - Evaluation: Curr mae: 44.8538; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 235.1471; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1442; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:18:00,603 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 2025-08-07 00:23:05,053 - INFO - Training: cls_zice: 44.58006565108091; reg_zipnll: 154.8974198878271; aux_mae_loss_1: 81.41481124956381; aux_mae_loss_2: 11.775699823252033; aux_mae_loss_4: 1.8069684654091196; cnt_loss: 10.48573476505157; 2025-08-07 00:23:05,054 - INFO - Evaluation: Curr mae: 46.3124; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 324.9780; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1149; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:23:05,054 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 2025-08-07 00:28:09,298 - INFO - Training: cls_zice: 47.4417030624375; reg_zipnll: 145.96487412048182; aux_mae_loss_1: 83.74888201421821; aux_mae_loss_2: 12.135939120020536; aux_mae_loss_4: 1.8763392973681647; cnt_loss: 11.015528768990524; 2025-08-07 00:28:09,299 - INFO - Evaluation: Curr mae: 47.3790; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 401.5118; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1119; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:28:09,300 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 2025-08-07 00:33:13,757 - INFO - Training: cls_zice: 44.96667151631917; reg_zipnll: 156.28746451448964; aux_mae_loss_1: 81.17518718444903; aux_mae_loss_2: 11.690573187904064; aux_mae_loss_4: 1.789732898070757; cnt_loss: 9.467017864200328; 2025-08-07 00:33:13,759 - INFO - Evaluation: Curr mae: 47.6879; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 309.4868; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1214; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:33:13,759 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 2025-08-07 00:38:18,433 - INFO - Training: cls_zice: 45.94903991461413; reg_zipnll: 152.21762943022662; aux_mae_loss_1: 82.5094667890691; aux_mae_loss_2: 11.965087092627597; aux_mae_loss_4: 1.8527419849808848; cnt_loss: 10.60906154851987; 2025-08-07 00:38:18,434 - INFO - Evaluation: Curr mae: 50.1439; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 317.1757; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1125; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:38:18,434 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 2025-08-07 00:43:22,804 - INFO - Training: cls_zice: 44.98121795494943; reg_zipnll: 161.23981648423066; aux_mae_loss_1: 82.90240278709824; aux_mae_loss_2: 12.219322887361816; aux_mae_loss_4: 1.9054514025661204; cnt_loss: 11.199606311351904; 2025-08-07 00:43:22,805 - INFO - Evaluation: Curr mae: 40.5839; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 146.7062; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1181; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:43:22,805 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 2025-08-07 00:48:26,760 - INFO - Training: cls_zice: 49.2909930437267; reg_zipnll: 163.94390849527787; aux_mae_loss_1: 86.74284121555044; aux_mae_loss_2: 12.80464482307434; aux_mae_loss_4: 2.019468186600349; cnt_loss: 12.358048751299057; 2025-08-07 00:48:26,762 - INFO - Evaluation: Curr mae: 46.8597; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 338.8781; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1094; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:48:26,762 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 2025-08-07 00:53:31,439 - INFO - Training: cls_zice: 45.37087221891837; reg_zipnll: 153.42927379166866; aux_mae_loss_1: 83.40535033576593; aux_mae_loss_2: 12.153811366515171; aux_mae_loss_4: 1.8911747610660936; cnt_loss: 11.211772649637531; 2025-08-07 00:53:31,441 - INFO - Evaluation: Curr mae: 56.8713; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 546.2220; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1045; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:53:31,441 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 2025-08-07 00:58:35,408 - INFO - Training: cls_zice: 45.37723138602809; reg_zipnll: 147.52137574928892; aux_mae_loss_1: 83.88776565394855; aux_mae_loss_2: 12.228404294862232; aux_mae_loss_4: 1.8970737250421226; cnt_loss: 10.423946201188398; 2025-08-07 00:58:35,409 - INFO - Evaluation: Curr mae: 45.8823; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 191.1454; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1166; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 00:58:35,409 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 2025-08-07 01:03:39,709 - INFO - Training: cls_zice: 46.765030920352295; reg_zipnll: 148.17379077234733; aux_mae_loss_1: 81.78222678314444; aux_mae_loss_2: 11.830976646786178; aux_mae_loss_4: 1.8109396037988001; cnt_loss: 10.150032510181319; 2025-08-07 01:03:39,710 - INFO - Evaluation: Curr mae: 44.9435; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 223.1305; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1065; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:03:39,710 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 2025-08-07 01:08:44,575 - INFO - Training: cls_zice: 47.06391674464037; reg_zipnll: 155.97926289624604; aux_mae_loss_1: 82.05243983918413; aux_mae_loss_2: 11.78853280562668; aux_mae_loss_4: 1.8048247213075583; cnt_loss: 9.948344236474417; 2025-08-07 01:08:44,577 - INFO - Evaluation: Curr mae: 44.1318; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 280.0312; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1205; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:08:44,577 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 2025-08-07 01:13:49,205 - INFO - Training: cls_zice: 45.483589040359675; reg_zipnll: 155.48848275721534; aux_mae_loss_1: 82.23002776020903; aux_mae_loss_2: 11.852840299165035; aux_mae_loss_4: 1.817060669314279; cnt_loss: 10.239160207212738; 2025-08-07 01:13:49,206 - INFO - Evaluation: Curr mae: 52.4047; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 405.8427; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1172; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:13:49,206 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 2025-08-07 01:18:54,831 - INFO - Training: cls_zice: 45.97113792655707; reg_zipnll: 147.70102750488908; aux_mae_loss_1: 82.83229911235426; aux_mae_loss_2: 12.065855963984001; aux_mae_loss_4: 1.8681427961296777; cnt_loss: 10.981826581194959; 2025-08-07 01:18:54,832 - INFO - Evaluation: Curr mae: 48.9464; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 245.0452; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1224; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:18:54,832 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 2025-08-07 01:23:59,358 - INFO - Training: cls_zice: 44.12578913217032; reg_zipnll: 152.82088031131383; aux_mae_loss_1: 81.0993166631782; aux_mae_loss_2: 11.774620661085859; aux_mae_loss_4: 1.8286888747258174; cnt_loss: 10.427392836095128; 2025-08-07 01:23:59,359 - INFO - Evaluation: Curr mae: 49.8686; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 294.1726; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1076; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:23:59,360 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 2025-08-07 01:29:03,530 - INFO - Training: cls_zice: 46.82282534548127; reg_zipnll: 159.5546150844937; aux_mae_loss_1: 81.93981740652443; aux_mae_loss_2: 11.735759633059367; aux_mae_loss_4: 1.7789634796371803; cnt_loss: 9.88487828023023; 2025-08-07 01:29:03,531 - INFO - Evaluation: Curr mae: 43.5964; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 305.6704; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1039; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:29:03,531 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 2025-08-07 01:34:07,754 - INFO - Training: cls_zice: 44.88840995518285; reg_zipnll: 157.5168183824397; aux_mae_loss_1: 80.33802914312996; aux_mae_loss_2: 11.512563405735634; aux_mae_loss_4: 1.757701127533741; cnt_loss: 9.845197913732504; 2025-08-07 01:34:07,755 - INFO - Evaluation: Curr mae: 41.8723; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 170.4416; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1145; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:34:07,755 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 2025-08-07 01:39:12,250 - INFO - Training: cls_zice: 46.44231289686458; reg_zipnll: 149.06698822668707; aux_mae_loss_1: 81.77511279687171; aux_mae_loss_2: 11.937452076639799; aux_mae_loss_4: 1.8647630085215776; cnt_loss: 10.854282823044107; 2025-08-07 01:39:12,251 - INFO - Evaluation: Curr mae: 42.9524; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 191.2811; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1237; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:39:12,251 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 2025-08-07 01:44:17,131 - INFO - Training: cls_zice: 46.1070595249955; reg_zipnll: 150.56899901833816; aux_mae_loss_1: 80.93581932921029; aux_mae_loss_2: 11.686041030295405; aux_mae_loss_4: 1.7998264363002041; cnt_loss: 9.89681793868082; 2025-08-07 01:44:17,133 - INFO - Evaluation: Curr mae: 39.4646; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 171.1923; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1127; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:44:17,133 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 2025-08-07 01:49:21,692 - INFO - Training: cls_zice: 47.776488660463635; reg_zipnll: 157.77134392745697; aux_mae_loss_1: 83.26677148568906; aux_mae_loss_2: 11.938820845670136; aux_mae_loss_4: 1.8429610802765677; cnt_loss: 10.602081210417122; 2025-08-07 01:49:21,694 - INFO - Evaluation: Curr mae: 40.7314; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 168.6066; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1229; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:49:21,694 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 2025-08-07 01:54:26,736 - INFO - Training: cls_zice: 46.07915841426059; reg_zipnll: 158.85068281021705; aux_mae_loss_1: 80.60832879721046; aux_mae_loss_2: 11.584118644192163; aux_mae_loss_4: 1.7833049093543105; cnt_loss: 10.207992415195259; 2025-08-07 01:54:26,738 - INFO - Evaluation: Curr mae: 40.1244; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 123.0842; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1269; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:54:26,738 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 2025-08-07 01:59:31,036 - INFO - Training: cls_zice: 48.271232560200374; reg_zipnll: 157.18485304628976; aux_mae_loss_1: 83.28107286909245; aux_mae_loss_2: 11.995361857365214; aux_mae_loss_4: 1.8463714393981012; cnt_loss: 10.767484847714785; 2025-08-07 01:59:31,038 - INFO - Evaluation: Curr mae: 47.1733; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 297.3424; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1146; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 01:59:31,038 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 2025-08-07 02:04:35,285 - INFO - Training: cls_zice: 46.459436606740276; reg_zipnll: 151.66074925400605; aux_mae_loss_1: 80.64982500051778; aux_mae_loss_2: 11.596646372027752; aux_mae_loss_4: 1.7672199256775618; cnt_loss: 9.569766484833009; 2025-08-07 02:04:35,287 - INFO - Evaluation: Curr mae: 47.3496; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 284.5003; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1159; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:04:35,287 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 2025-08-07 02:09:40,090 - INFO - Training: cls_zice: 44.95876357277285; reg_zipnll: 142.54114231168458; aux_mae_loss_1: 80.62542715783597; aux_mae_loss_2: 11.624682148808379; aux_mae_loss_4: 1.7834872173619454; cnt_loss: 10.006145940954704; 2025-08-07 02:09:40,091 - INFO - Evaluation: Curr mae: 46.9765; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 266.5560; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1238; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:09:40,091 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 2025-08-07 02:14:44,853 - INFO - Training: cls_zice: 46.042250785239254; reg_zipnll: 145.47651715021206; aux_mae_loss_1: 83.11667778436812; aux_mae_loss_2: 12.117154019963772; aux_mae_loss_4: 1.8832145475789637; cnt_loss: 11.374086874769402; 2025-08-07 02:14:44,855 - INFO - Evaluation: Curr mae: 40.3932; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 213.1400; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1177; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:14:44,855 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 2025-08-07 02:19:49,083 - INFO - Training: cls_zice: 46.24658434621626; reg_zipnll: 152.21462350761982; aux_mae_loss_1: 80.81883454261525; aux_mae_loss_2: 11.644320898619899; aux_mae_loss_4: 1.7962162963528867; cnt_loss: 9.900114621631896; 2025-08-07 02:19:49,085 - INFO - Evaluation: Curr mae: 39.1564; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 179.7606; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1134; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:19:49,085 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 2025-08-07 02:24:53,861 - INFO - Training: cls_zice: 47.68245277900469; reg_zipnll: 146.53071440277492; aux_mae_loss_1: 81.7884383581598; aux_mae_loss_2: 11.777500816359925; aux_mae_loss_4: 1.800818465592622; cnt_loss: 9.877442101586448; 2025-08-07 02:24:53,863 - INFO - Evaluation: Curr mae: 51.0571; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 289.9487; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1323; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:24:53,863 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 2025-08-07 02:29:57,697 - INFO - Training: cls_zice: 44.767116545136915; reg_zipnll: 152.03862481497248; aux_mae_loss_1: 78.03621942770205; aux_mae_loss_2: 11.253883496961128; aux_mae_loss_4: 1.7138994280967124; cnt_loss: 9.766046089960554; 2025-08-07 02:29:57,699 - INFO - Evaluation: Curr mae: 43.4904; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 276.4845; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1026; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:29:57,699 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 2025-08-07 02:35:02,496 - INFO - Training: cls_zice: 47.229217889644495; reg_zipnll: 152.43002252652283; aux_mae_loss_1: 83.46296902487394; aux_mae_loss_2: 12.053618609445566; aux_mae_loss_4: 1.8606904833972606; cnt_loss: 10.686210305801088; 2025-08-07 02:35:02,497 - INFO - Evaluation: Curr mae: 47.7676; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 324.5399; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1177; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:35:02,497 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 2025-08-07 02:40:06,778 - INFO - Training: cls_zice: 43.52527481819333; reg_zipnll: 143.77843772966634; aux_mae_loss_1: 79.17180288113788; aux_mae_loss_2: 11.435774729000572; aux_mae_loss_4: 1.7484383477343386; cnt_loss: 9.742463017490651; 2025-08-07 02:40:06,779 - INFO - Evaluation: Curr mae: 46.8699; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 272.8173; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1341; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:40:06,779 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 2025-08-07 02:45:11,770 - INFO - Training: cls_zice: 42.8318056002604; reg_zipnll: 151.47395849350485; aux_mae_loss_1: 80.02138451377652; aux_mae_loss_2: 11.670021964222729; aux_mae_loss_4: 1.8257086626744823; cnt_loss: 11.259436414143726; 2025-08-07 02:45:11,772 - INFO - Evaluation: Curr mae: 46.7815; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 321.4140; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:45:11,772 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 2025-08-07 02:50:16,349 - INFO - Training: cls_zice: 44.384360846869434; reg_zipnll: 157.22286651925134; aux_mae_loss_1: 79.60632689017564; aux_mae_loss_2: 11.389692695097935; aux_mae_loss_4: 1.7319450157773526; cnt_loss: 8.785224671228992; 2025-08-07 02:50:16,350 - INFO - Evaluation: Curr mae: 51.6410; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 414.8414; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1161; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:50:16,350 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 2025-08-07 02:55:21,741 - INFO - Training: cls_zice: 47.168493355531005; reg_zipnll: 149.54395384408514; aux_mae_loss_1: 82.19567683545974; aux_mae_loss_2: 11.727317392366404; aux_mae_loss_4: 1.7806250668276857; cnt_loss: 9.618604252914537; 2025-08-07 02:55:21,743 - INFO - Evaluation: Curr mae: 48.3582; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 330.6573; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1262; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 02:55:21,743 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 2025-08-07 03:00:26,674 - INFO - Training: cls_zice: 44.31310006317259; reg_zipnll: 144.44701389910935; aux_mae_loss_1: 79.95097790646982; aux_mae_loss_2: 11.516474139721044; aux_mae_loss_4: 1.754240787887328; cnt_loss: 9.693935996462569; 2025-08-07 03:00:26,676 - INFO - Evaluation: Curr mae: 50.9799; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 258.3573; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1290; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:00:26,676 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 2025-08-07 03:05:31,741 - INFO - Training: cls_zice: 46.29637343882748; reg_zipnll: 156.6871026880024; aux_mae_loss_1: 80.76262823658921; aux_mae_loss_2: 11.670250993154962; aux_mae_loss_4: 1.7994595538527922; cnt_loss: 10.074015172787375; 2025-08-07 03:05:31,743 - INFO - Evaluation: Curr mae: 57.0390; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 320.5168; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1445; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:05:31,743 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 2025-08-07 03:10:36,535 - INFO - Training: cls_zice: 46.41748591491373; reg_zipnll: 152.34099250342362; aux_mae_loss_1: 82.67412077798329; aux_mae_loss_2: 11.961673482218254; aux_mae_loss_4: 1.8476776918899125; cnt_loss: 10.376104890840525; 2025-08-07 03:10:36,537 - INFO - Evaluation: Curr mae: 47.2057; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 171.9424; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1677; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:10:36,537 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 2025-08-07 03:15:41,335 - INFO - Training: cls_zice: 45.274795023748375; reg_zipnll: 151.77435783248941; aux_mae_loss_1: 80.19117790751714; aux_mae_loss_2: 11.535534451124294; aux_mae_loss_4: 1.7751804213290963; cnt_loss: 9.673740394394319; 2025-08-07 03:15:41,336 - INFO - Evaluation: Curr mae: 43.3147; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 243.1653; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1316; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:15:41,336 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 2025-08-07 03:20:45,560 - INFO - Training: cls_zice: 46.93121195612308; reg_zipnll: 149.1923049348179; aux_mae_loss_1: 81.80436140957713; aux_mae_loss_2: 11.79389336452386; aux_mae_loss_4: 1.8012276396806566; cnt_loss: 10.388881471745458; 2025-08-07 03:20:45,562 - INFO - Evaluation: Curr mae: 47.8168; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 270.0798; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1197; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:20:45,562 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 2025-08-07 03:25:49,215 - INFO - Training: cls_zice: 45.287374201608976; reg_zipnll: 154.40318790254372; aux_mae_loss_1: 80.32279977210077; aux_mae_loss_2: 11.558039538045163; aux_mae_loss_4: 1.7806270821427013; cnt_loss: 10.272124831658097; 2025-08-07 03:25:49,217 - INFO - Evaluation: Curr mae: 52.9013; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 419.5356; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1540; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:25:49,217 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 2025-08-07 03:30:54,247 - INFO - Training: cls_zice: 46.0487732717188; reg_zipnll: 153.47622745386434; aux_mae_loss_1: 80.20148848506663; aux_mae_loss_2: 11.557430277140405; aux_mae_loss_4: 1.777846400795988; cnt_loss: 10.092141737821477; 2025-08-07 03:30:54,249 - INFO - Evaluation: Curr mae: 37.9394; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 166.4679; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1026; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:30:54,249 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 2025-08-07 03:35:58,194 - INFO - Training: cls_zice: 45.91508382455395; reg_zipnll: 151.63285573160127; aux_mae_loss_1: 79.7561855242614; aux_mae_loss_2: 11.469639011704217; aux_mae_loss_4: 1.7612470072002215; cnt_loss: 9.731715111468935; 2025-08-07 03:35:58,195 - INFO - Evaluation: Curr mae: 52.2115; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 373.7080; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:35:58,195 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 2025-08-07 03:41:03,388 - INFO - Training: cls_zice: 47.872766290961316; reg_zipnll: 157.40582547518773; aux_mae_loss_1: 81.85546329763065; aux_mae_loss_2: 11.679827462125253; aux_mae_loss_4: 1.7809054428630133; cnt_loss: 9.71574034467148; 2025-08-07 03:41:03,390 - INFO - Evaluation: Curr mae: 45.4195; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 290.6744; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1069; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:41:03,390 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 2025-08-07 03:46:08,472 - INFO - Training: cls_zice: 45.49376822054233; reg_zipnll: 145.32358462767613; aux_mae_loss_1: 81.05099426259724; aux_mae_loss_2: 11.664578391224682; aux_mae_loss_4: 1.797714010991903; cnt_loss: 10.104336572030515; 2025-08-07 03:46:08,474 - INFO - Evaluation: Curr mae: 44.6920; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 316.4810; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1064; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:46:08,474 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 2025-08-07 03:51:12,475 - INFO - Training: cls_zice: 44.030855517460935; reg_zipnll: 149.18949873956126; aux_mae_loss_1: 80.12984775209794; aux_mae_loss_2: 11.521121762405631; aux_mae_loss_4: 1.7595951287099818; cnt_loss: 9.211947208964732; 2025-08-07 03:51:12,476 - INFO - Evaluation: Curr mae: 40.9219; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 220.8345; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1059; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:51:12,476 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 2025-08-07 03:56:17,397 - INFO - Training: cls_zice: 46.39283634749047; reg_zipnll: 151.84422895044165; aux_mae_loss_1: 80.11174509886911; aux_mae_loss_2: 11.47049766641043; aux_mae_loss_4: 1.7634051195453555; cnt_loss: 9.93614066735025; 2025-08-07 03:56:17,399 - INFO - Evaluation: Curr mae: 38.3414; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 176.5232; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1039; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 03:56:17,399 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 2025-08-07 04:01:22,148 - INFO - Training: cls_zice: 47.64500376528517; reg_zipnll: 151.70560538676833; aux_mae_loss_1: 82.84985872038226; aux_mae_loss_2: 11.979061678320093; aux_mae_loss_4: 1.8428596201470089; cnt_loss: 9.669652621666387; 2025-08-07 04:01:22,150 - INFO - Evaluation: Curr mae: 49.3701; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 303.7650; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1172; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 04:01:22,150 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 2025-08-07 04:06:26,755 - INFO - Training: cls_zice: 43.984063070200406; reg_zipnll: 152.18865158747892; aux_mae_loss_1: 78.78060258507422; aux_mae_loss_2: 11.36131848590233; aux_mae_loss_4: 1.7361527203287748; cnt_loss: 9.365043238992863; 2025-08-07 04:06:26,756 - INFO - Evaluation: Curr mae: 47.7416; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 307.1060; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1197; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 04:06:26,756 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 2025-08-07 04:11:31,387 - INFO - Training: cls_zice: 44.812199345322995; reg_zipnll: 156.88412191935248; aux_mae_loss_1: 80.75755997978936; aux_mae_loss_2: 11.5335598056298; aux_mae_loss_4: 1.7550076725090684; cnt_loss: 9.319266462540565; 2025-08-07 04:11:31,389 - INFO - Evaluation: Curr mae: 48.7339; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 237.2551; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1305; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 04:11:31,389 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 2025-08-07 04:16:35,189 - INFO - Training: cls_zice: 46.86302219641546; reg_zipnll: 152.96211638855138; aux_mae_loss_1: 80.35646584223966; aux_mae_loss_2: 11.492020864413146; aux_mae_loss_4: 1.7518710985128554; cnt_loss: 9.61501714686808; 2025-08-07 04:16:35,190 - INFO - Evaluation: Curr mae: 45.5754; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 322.3827; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1110; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 04:16:35,190 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 2025-08-07 04:21:39,083 - INFO - Training: cls_zice: 42.744078094824424; reg_zipnll: 151.50924354102128; aux_mae_loss_1: 78.7309435989066; aux_mae_loss_2: 11.313637912426632; aux_mae_loss_4: 1.7384258744649226; cnt_loss: 9.392853139758417; 2025-08-07 04:21:39,085 - INFO - Evaluation: Curr mae: 45.1169; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 287.5263; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1137; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1015; 2025-08-07 04:21:39,085 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 2025-08-07 04:26:43,395 - INFO - Training: cls_zice: 44.705691759453025; reg_zipnll: 153.72726674803118; aux_mae_loss_1: 79.12372000235825; aux_mae_loss_2: 11.384538721609237; aux_mae_loss_4: 1.734734984856951; cnt_loss: 9.32150988116056; 2025-08-07 04:26:45,273 - INFO - Evaluation: Curr mae: 55.5632; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 482.6290; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1008; Best nae: 0.0991; 0.1000; 0.1005; 0.1006; 0.1008; 2025-08-07 04:26:50,822 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 2025-08-07 04:31:54,449 - INFO - Training: cls_zice: 45.84855562793258; reg_zipnll: 151.79955932107254; aux_mae_loss_1: 79.32120509257966; aux_mae_loss_2: 11.414640012314509; aux_mae_loss_4: 1.7491646171535502; cnt_loss: 9.65440477174168; 2025-08-07 04:31:56,326 - INFO - Evaluation: Curr mae: 37.8328; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 169.8356; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1001; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 04:31:56,326 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 2025-08-07 04:37:01,278 - INFO - Training: cls_zice: 47.12491514156441; reg_zipnll: 149.5109145108103; aux_mae_loss_1: 81.39569230557714; aux_mae_loss_2: 11.729214646515931; aux_mae_loss_4: 1.8013984963949052; cnt_loss: 9.555271576027025; 2025-08-07 04:37:01,280 - INFO - Evaluation: Curr mae: 39.8612; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 211.9886; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1010; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 04:37:01,280 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 2025-08-07 04:42:05,785 - INFO - Training: cls_zice: 46.11755797079259; reg_zipnll: 152.1777595088537; aux_mae_loss_1: 81.13498669111944; aux_mae_loss_2: 11.693916077172542; aux_mae_loss_4: 1.81156539825057; cnt_loss: 10.18341076864375; 2025-08-07 04:42:05,786 - INFO - Evaluation: Curr mae: 48.5767; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 327.5276; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1090; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 04:42:05,786 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 2025-08-07 04:47:10,237 - INFO - Training: cls_zice: 44.911112506469294; reg_zipnll: 145.84283302130612; aux_mae_loss_1: 79.25174598399656; aux_mae_loss_2: 11.35695831573408; aux_mae_loss_4: 1.7301917167279899; cnt_loss: 8.882761031772299; 2025-08-07 04:47:10,238 - INFO - Evaluation: Curr mae: 42.4271; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 228.6887; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1115; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 04:47:10,239 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 2025-08-07 04:52:14,544 - INFO - Training: cls_zice: 47.28510035674033; reg_zipnll: 145.38907329098424; aux_mae_loss_1: 81.16554358318103; aux_mae_loss_2: 11.66101539993041; aux_mae_loss_4: 1.8084938529984198; cnt_loss: 10.604090775499614; 2025-08-07 04:52:14,546 - INFO - Evaluation: Curr mae: 52.0181; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 243.4186; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1453; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 04:52:14,546 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 2025-08-07 04:57:19,150 - INFO - Training: cls_zice: 46.052386090465866; reg_zipnll: 157.81440602476616; aux_mae_loss_1: 79.04761846145199; aux_mae_loss_2: 11.236811575975393; aux_mae_loss_4: 1.6965669021968057; cnt_loss: 8.858437866049131; 2025-08-07 04:57:19,151 - INFO - Evaluation: Curr mae: 42.2801; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 251.1814; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1178; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 04:57:19,151 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 2025-08-07 05:02:23,634 - INFO - Training: cls_zice: 45.11129486920901; reg_zipnll: 144.83475869480318; aux_mae_loss_1: 80.54698289268121; aux_mae_loss_2: 11.572576367763137; aux_mae_loss_4: 1.7764870029488689; cnt_loss: 9.817352031527571; 2025-08-07 05:02:23,636 - INFO - Evaluation: Curr mae: 64.8645; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 546.6907; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1188; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:02:23,636 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 2025-08-07 05:07:27,521 - INFO - Training: cls_zice: 43.5556629908805; reg_zipnll: 152.9631658078466; aux_mae_loss_1: 77.70884716847868; aux_mae_loss_2: 11.164665607682844; aux_mae_loss_4: 1.7035205495234933; cnt_loss: 9.300744945561672; 2025-08-07 05:07:27,523 - INFO - Evaluation: Curr mae: 46.7326; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 269.8013; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1209; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:07:27,523 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 2025-08-07 05:12:32,273 - INFO - Training: cls_zice: 47.70796059497218; reg_zipnll: 147.3084190241169; aux_mae_loss_1: 81.85257948701363; aux_mae_loss_2: 11.70829531220973; aux_mae_loss_4: 1.7938651965026071; cnt_loss: 10.188286157377581; 2025-08-07 05:12:32,275 - INFO - Evaluation: Curr mae: 42.3675; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 185.0035; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1129; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:12:32,275 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 2025-08-07 05:17:36,880 - INFO - Training: cls_zice: 43.340833627242965; reg_zipnll: 142.128517690232; aux_mae_loss_1: 77.58451001870908; aux_mae_loss_2: 11.134797778411512; aux_mae_loss_4: 1.6868954428057437; cnt_loss: 8.751800437512925; 2025-08-07 05:17:36,882 - INFO - Evaluation: Curr mae: 39.7758; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 159.1102; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1205; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:17:36,882 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 2025-08-07 05:22:40,569 - INFO - Training: cls_zice: 44.92894581825997; reg_zipnll: 144.3779595946285; aux_mae_loss_1: 81.99810904770094; aux_mae_loss_2: 11.861687207589725; aux_mae_loss_4: 1.8442739255937022; cnt_loss: 10.533009858088505; 2025-08-07 05:22:40,571 - INFO - Evaluation: Curr mae: 45.9792; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 220.0759; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1158; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:22:40,571 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 2025-08-07 05:27:45,278 - INFO - Training: cls_zice: 42.913968828925746; reg_zipnll: 151.18752686959; aux_mae_loss_1: 79.17259003509287; aux_mae_loss_2: 11.352302696833574; aux_mae_loss_4: 1.7267637684902986; cnt_loss: 8.763886181738199; 2025-08-07 05:27:45,279 - INFO - Evaluation: Curr mae: 53.4211; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 387.4710; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1231; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:27:45,279 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 2025-08-07 05:32:49,592 - INFO - Training: cls_zice: 44.89607464144806; reg_zipnll: 152.04838779714237; aux_mae_loss_1: 78.8017245246083; aux_mae_loss_2: 11.273307723067413; aux_mae_loss_4: 1.7272990959622254; cnt_loss: 9.484730927374185; 2025-08-07 05:32:49,594 - INFO - Evaluation: Curr mae: 43.8520; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 215.8252; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1345; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:32:49,594 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 2025-08-07 05:37:53,837 - INFO - Training: cls_zice: 44.69106861048768; reg_zipnll: 155.5096933271707; aux_mae_loss_1: 79.16687343911218; aux_mae_loss_2: 11.316659572804802; aux_mae_loss_4: 1.722170279234418; cnt_loss: 9.723330406419416; 2025-08-07 05:37:53,839 - INFO - Evaluation: Curr mae: 50.9309; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 397.3561; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1162; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:37:53,839 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 2025-08-07 05:42:57,806 - INFO - Training: cls_zice: 45.08420445863876; reg_zipnll: 146.04119018417398; aux_mae_loss_1: 78.07381575518218; aux_mae_loss_2: 11.195686234913019; aux_mae_loss_4: 1.7281194319302136; cnt_loss: 9.835563109895563; 2025-08-07 05:42:57,808 - INFO - Evaluation: Curr mae: 48.1238; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 277.7051; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1273; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:42:57,808 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 2025-08-07 05:48:02,253 - INFO - Training: cls_zice: 47.722359757650175; reg_zipnll: 146.10959288883944; aux_mae_loss_1: 79.33704672129417; aux_mae_loss_2: 11.228643925913195; aux_mae_loss_4: 1.695723797331126; cnt_loss: 8.896559299570736; 2025-08-07 05:48:02,255 - INFO - Evaluation: Curr mae: 41.9562; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 186.8615; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1079; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:48:02,255 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 2025-08-07 05:53:06,787 - INFO - Training: cls_zice: 44.611082472539195; reg_zipnll: 142.51900488551908; aux_mae_loss_1: 79.27801102415148; aux_mae_loss_2: 11.50454804707309; aux_mae_loss_4: 1.7938328423659415; cnt_loss: 10.794193516047265; 2025-08-07 05:53:06,789 - INFO - Evaluation: Curr mae: 50.6239; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 245.9513; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1369; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:53:06,789 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 2025-08-07 05:58:11,017 - INFO - Training: cls_zice: 45.413549070071745; reg_zipnll: 155.4063745660463; aux_mae_loss_1: 79.024112093418; aux_mae_loss_2: 11.24084521443188; aux_mae_loss_4: 1.6920371447859817; cnt_loss: 8.532614742269246; 2025-08-07 05:58:11,019 - INFO - Evaluation: Curr mae: 46.1651; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 285.2578; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1466; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 05:58:11,019 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 2025-08-07 06:03:15,026 - INFO - Training: cls_zice: 42.9862996406451; reg_zipnll: 148.5073378938023; aux_mae_loss_1: 77.35415701388087; aux_mae_loss_2: 11.136381181162855; aux_mae_loss_4: 1.6977887448584206; cnt_loss: 8.930388656174308; 2025-08-07 06:03:15,027 - INFO - Evaluation: Curr mae: 40.5573; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 237.3171; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1081; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:03:15,028 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 2025-08-07 06:08:19,273 - INFO - Training: cls_zice: 45.10321642006424; reg_zipnll: 153.01638740500326; aux_mae_loss_1: 78.35166219451433; aux_mae_loss_2: 11.208273651667303; aux_mae_loss_4: 1.7112614926151875; cnt_loss: 9.233195600135774; 2025-08-07 06:08:19,275 - INFO - Evaluation: Curr mae: 40.5687; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 210.5558; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1055; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:08:19,275 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 2025-08-07 06:13:23,979 - INFO - Training: cls_zice: 45.62625575866215; reg_zipnll: 151.42632594267937; aux_mae_loss_1: 77.87641943757515; aux_mae_loss_2: 11.104281089299748; aux_mae_loss_4: 1.6843274371712864; cnt_loss: 9.1522380769406; 2025-08-07 06:13:23,980 - INFO - Evaluation: Curr mae: 41.3697; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 245.9944; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1040; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:13:23,980 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 2025-08-07 06:18:27,830 - INFO - Training: cls_zice: 46.63375940524367; reg_zipnll: 143.95066056827653; aux_mae_loss_1: 79.75691518072604; aux_mae_loss_2: 11.51699306787133; aux_mae_loss_4: 1.7818920105925562; cnt_loss: 10.811245963322166; 2025-08-07 06:18:27,832 - INFO - Evaluation: Curr mae: 52.5585; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 307.4778; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1208; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:18:27,832 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 2025-08-07 06:23:31,354 - INFO - Training: cls_zice: 46.85600149562549; reg_zipnll: 148.56508161843897; aux_mae_loss_1: 79.29976105873872; aux_mae_loss_2: 11.255642304996599; aux_mae_loss_4: 1.7087231468418878; cnt_loss: 9.206868928318466; 2025-08-07 06:23:31,356 - INFO - Evaluation: Curr mae: 39.2539; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 147.3565; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1057; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:23:31,356 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 2025-08-07 06:28:36,108 - INFO - Training: cls_zice: 44.708659881146524; reg_zipnll: 143.87795658160604; aux_mae_loss_1: 78.75656407412649; aux_mae_loss_2: 11.391887133716004; aux_mae_loss_4: 1.7660906794445068; cnt_loss: 10.438694108421208; 2025-08-07 06:28:36,110 - INFO - Evaluation: Curr mae: 37.4900; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 116.5164; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1067; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:28:36,110 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 2025-08-07 06:33:40,950 - INFO - Training: cls_zice: 46.62424811720848; reg_zipnll: 143.31919817691596; aux_mae_loss_1: 79.1832654090038; aux_mae_loss_2: 11.35788420417315; aux_mae_loss_4: 1.7380615283560323; cnt_loss: 9.342005191088335; 2025-08-07 06:33:40,951 - INFO - Evaluation: Curr mae: 40.7803; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 229.1248; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1097; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:33:40,951 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 2025-08-07 06:38:46,094 - INFO - Training: cls_zice: 43.58878110613492; reg_zipnll: 147.00464421250214; aux_mae_loss_1: 78.91869514583009; aux_mae_loss_2: 11.295915071026524; aux_mae_loss_4: 1.7196666933117306; cnt_loss: 8.945506674771444; 2025-08-07 06:38:46,095 - INFO - Evaluation: Curr mae: 37.8963; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 168.5979; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1014; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:38:46,095 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 2025-08-07 06:43:50,553 - INFO - Training: cls_zice: 47.217280143943725; reg_zipnll: 145.58952462458672; aux_mae_loss_1: 80.6230675788036; aux_mae_loss_2: 11.566123959337837; aux_mae_loss_4: 1.791644961714438; cnt_loss: 10.257122357507598; 2025-08-07 06:43:50,555 - INFO - Evaluation: Curr mae: 39.7378; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 209.0088; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1059; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:43:50,555 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 2025-08-07 06:48:55,000 - INFO - Training: cls_zice: 46.22513983504018; reg_zipnll: 144.55990381902777; aux_mae_loss_1: 78.78061540451638; aux_mae_loss_2: 11.234308164652944; aux_mae_loss_4: 1.7085128591269025; cnt_loss: 9.061001958148339; 2025-08-07 06:48:55,001 - INFO - Evaluation: Curr mae: 51.1956; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 299.4845; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1198; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:48:55,001 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 2025-08-07 06:53:58,641 - INFO - Training: cls_zice: 43.10857702163467; reg_zipnll: 145.53359615159218; aux_mae_loss_1: 77.5940522681778; aux_mae_loss_2: 11.192749216501388; aux_mae_loss_4: 1.7283446709110681; cnt_loss: 9.846556703198539; 2025-08-07 06:53:58,642 - INFO - Evaluation: Curr mae: 39.9774; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 225.4662; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1089; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:53:58,643 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 2025-08-07 06:59:02,832 - INFO - Training: cls_zice: 43.178718676948606; reg_zipnll: 147.13969956326915; aux_mae_loss_1: 78.29657228563009; aux_mae_loss_2: 11.269627768153702; aux_mae_loss_4: 1.7231819994728486; cnt_loss: 9.480140237697904; 2025-08-07 06:59:02,834 - INFO - Evaluation: Curr mae: 39.1064; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 198.6753; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1059; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 06:59:02,834 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 2025-08-07 07:04:07,251 - INFO - Training: cls_zice: 45.601826952516575; reg_zipnll: 151.41617089004322; aux_mae_loss_1: 77.64507731557812; aux_mae_loss_2: 10.9405690505143; aux_mae_loss_4: 1.6416371444043893; cnt_loss: 7.924993712828521; 2025-08-07 07:04:07,253 - INFO - Evaluation: Curr mae: 37.9128; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 100.9254; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1139; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:04:07,253 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 2025-08-07 07:09:11,596 - INFO - Training: cls_zice: 43.16354402164261; reg_zipnll: 153.8092857694258; aux_mae_loss_1: 76.64119626807677; aux_mae_loss_2: 10.901454097507546; aux_mae_loss_4: 1.6504419503451007; cnt_loss: 8.76919938489833; 2025-08-07 07:09:11,597 - INFO - Evaluation: Curr mae: 42.3551; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 279.0637; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1069; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:09:11,597 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 2025-08-07 07:14:15,982 - INFO - Training: cls_zice: 43.53924090191148; reg_zipnll: 140.073501258399; aux_mae_loss_1: 77.58853223452532; aux_mae_loss_2: 11.172449635662579; aux_mae_loss_4: 1.7150522390030956; cnt_loss: 9.674292698004558; 2025-08-07 07:14:15,984 - INFO - Evaluation: Curr mae: 41.7710; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 271.5329; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1068; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:14:15,984 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 2025-08-07 07:19:20,082 - INFO - Training: cls_zice: 44.84187109622827; reg_zipnll: 151.11566893177965; aux_mae_loss_1: 78.43169207192938; aux_mae_loss_2: 11.196071498498206; aux_mae_loss_4: 1.701203065390452; cnt_loss: 8.99283589556775; 2025-08-07 07:19:20,084 - INFO - Evaluation: Curr mae: 41.5820; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 205.1960; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1272; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:19:20,084 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 2025-08-07 07:24:23,825 - INFO - Training: cls_zice: 45.93170943411886; reg_zipnll: 148.61390738989823; aux_mae_loss_1: 79.27409108806698; aux_mae_loss_2: 11.34482792655729; aux_mae_loss_4: 1.737141680824726; cnt_loss: 9.505679929164504; 2025-08-07 07:24:23,827 - INFO - Evaluation: Curr mae: 38.0241; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 166.9174; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1097; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:24:23,827 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 2025-08-07 07:29:28,288 - INFO - Training: cls_zice: 42.44173406524186; reg_zipnll: 146.19501016317724; aux_mae_loss_1: 75.47688424863055; aux_mae_loss_2: 10.708979022533544; aux_mae_loss_4: 1.6075078607524882; cnt_loss: 8.086910311314625; 2025-08-07 07:29:28,290 - INFO - Evaluation: Curr mae: 50.3642; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 425.7394; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1179; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:29:28,290 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 2025-08-07 07:34:32,782 - INFO - Training: cls_zice: 45.244589241006075; reg_zipnll: 149.2060139197617; aux_mae_loss_1: 78.61145783941666; aux_mae_loss_2: 11.328550674614991; aux_mae_loss_4: 1.7360196351085653; cnt_loss: 9.722494301805153; 2025-08-07 07:34:32,783 - INFO - Evaluation: Curr mae: 45.2967; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 263.3666; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1250; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:34:32,783 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 2025-08-07 07:39:37,697 - INFO - Training: cls_zice: 43.65805536860979; reg_zipnll: 148.34913494531784; aux_mae_loss_1: 76.65097561716114; aux_mae_loss_2: 10.959640365639812; aux_mae_loss_4: 1.6654890371931856; cnt_loss: 8.69244221779865; 2025-08-07 07:39:37,699 - INFO - Evaluation: Curr mae: 42.1816; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 249.2572; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1054; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:39:37,699 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 2025-08-07 07:44:42,720 - INFO - Training: cls_zice: 44.36985558934108; reg_zipnll: 152.81108141313175; aux_mae_loss_1: 77.47602832715738; aux_mae_loss_2: 11.026572161284694; aux_mae_loss_4: 1.664817071206159; cnt_loss: 8.386312962650946; 2025-08-07 07:44:42,722 - INFO - Evaluation: Curr mae: 45.8062; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 306.8453; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1045; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:44:42,722 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 2025-08-07 07:49:46,463 - INFO - Training: cls_zice: 44.319884477437; reg_zipnll: 150.5263298152345; aux_mae_loss_1: 77.6751423862722; aux_mae_loss_2: 11.106093201661784; aux_mae_loss_4: 1.6954724740016736; cnt_loss: 8.432246319738942; 2025-08-07 07:49:46,464 - INFO - Evaluation: Curr mae: 46.1352; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 135.0518; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1223; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:49:46,465 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 2025-08-07 07:54:50,974 - INFO - Training: cls_zice: 44.86700736189256; reg_zipnll: 147.89716966231867; aux_mae_loss_1: 78.2698358030736; aux_mae_loss_2: 11.195142867939024; aux_mae_loss_4: 1.727138144114943; cnt_loss: 9.831588703439904; 2025-08-07 07:54:50,976 - INFO - Evaluation: Curr mae: 48.4076; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 337.4625; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1156; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:54:50,976 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 2025-08-07 07:59:55,844 - INFO - Training: cls_zice: 44.90769009912688; reg_zipnll: 145.376943171484; aux_mae_loss_1: 78.48437640476962; aux_mae_loss_2: 11.2178299938805; aux_mae_loss_4: 1.7046719659263494; cnt_loss: 9.235915918736348; 2025-08-07 07:59:55,846 - INFO - Evaluation: Curr mae: 48.1406; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 345.9070; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1173; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 07:59:55,846 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 2025-08-07 08:04:59,934 - INFO - Training: cls_zice: 44.497978365053555; reg_zipnll: 144.71392550137477; aux_mae_loss_1: 78.03746797370421; aux_mae_loss_2: 11.191582266040204; aux_mae_loss_4: 1.720968621134145; cnt_loss: 9.604621985271228; 2025-08-07 08:04:59,935 - INFO - Evaluation: Curr mae: 43.9954; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 283.4080; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1118; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:04:59,936 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 2025-08-07 08:10:04,162 - INFO - Training: cls_zice: 43.46762322621051; reg_zipnll: 146.2529511880752; aux_mae_loss_1: 74.80977534757481; aux_mae_loss_2: 10.685882423714684; aux_mae_loss_4: 1.6385048525192438; cnt_loss: 9.094878704504978; 2025-08-07 08:10:04,164 - INFO - Evaluation: Curr mae: 41.3313; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 227.3175; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1066; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:10:04,164 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 2025-08-07 08:15:08,784 - INFO - Training: cls_zice: 43.2750325911992; reg_zipnll: 143.95913750224372; aux_mae_loss_1: 75.92911315025584; aux_mae_loss_2: 10.78781174387601; aux_mae_loss_4: 1.6173373092262788; cnt_loss: 7.859732859238867; 2025-08-07 08:15:08,786 - INFO - Evaluation: Curr mae: 37.9397; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 149.4269; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1140; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:15:08,786 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 2025-08-07 08:20:12,649 - INFO - Training: cls_zice: 44.51808129101609; reg_zipnll: 143.45959195134571; aux_mae_loss_1: 78.7764245182812; aux_mae_loss_2: 11.285584360284487; aux_mae_loss_4: 1.720472568871123; cnt_loss: 8.665507583048166; 2025-08-07 08:20:12,651 - INFO - Evaluation: Curr mae: 44.8233; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 254.2923; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1099; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:20:12,651 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 2025-08-07 08:25:16,980 - INFO - Training: cls_zice: 43.50735826250214; reg_zipnll: 140.37667784899244; aux_mae_loss_1: 76.84945872632888; aux_mae_loss_2: 10.95737568884705; aux_mae_loss_4: 1.6627328725660981; cnt_loss: 8.446129733615178; 2025-08-07 08:25:16,981 - INFO - Evaluation: Curr mae: 41.0133; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 200.1298; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1159; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:25:16,981 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 2025-08-07 08:30:20,749 - INFO - Training: cls_zice: 43.373667007202044; reg_zipnll: 147.66634368896484; aux_mae_loss_1: 77.47032546139009; aux_mae_loss_2: 11.045345342251206; aux_mae_loss_4: 1.6796140039105036; cnt_loss: 9.04640043134248; 2025-08-07 08:30:20,750 - INFO - Evaluation: Curr mae: 55.7675; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 249.2902; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1558; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:30:20,750 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 2025-08-07 08:35:25,909 - INFO - Training: cls_zice: 42.800583813023444; reg_zipnll: 151.67945250386137; aux_mae_loss_1: 74.3619127003883; aux_mae_loss_2: 10.608626082807703; aux_mae_loss_4: 1.605684292959983; cnt_loss: 8.668791638395167; 2025-08-07 08:35:25,911 - INFO - Evaluation: Curr mae: 46.3150; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 246.8248; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1444; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:35:25,911 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 2025-08-07 08:40:31,143 - INFO - Training: cls_zice: 42.552465286000526; reg_zipnll: 141.7189507962499; aux_mae_loss_1: 75.22512887253554; aux_mae_loss_2: 10.657066414472682; aux_mae_loss_4: 1.5969026829558963; cnt_loss: 8.029582070814; 2025-08-07 08:40:31,145 - INFO - Evaluation: Curr mae: 45.3749; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 349.1272; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1043; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:40:36,692 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 2025-08-07 08:45:41,950 - INFO - Training: cls_zice: 44.96398421547407; reg_zipnll: 145.40773795748126; aux_mae_loss_1: 77.7806033205557; aux_mae_loss_2: 11.123129660182256; aux_mae_loss_4: 1.7115621943706718; cnt_loss: 9.357040995344098; 2025-08-07 08:45:41,951 - INFO - Evaluation: Curr mae: 40.3008; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 189.8240; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1056; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:45:41,951 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 2025-08-07 08:50:46,398 - INFO - Training: cls_zice: 43.67647819719002; reg_zipnll: 145.45517597345582; aux_mae_loss_1: 76.79270427821534; aux_mae_loss_2: 10.975567487334224; aux_mae_loss_4: 1.6651353227755097; cnt_loss: 8.61228035486143; 2025-08-07 08:50:46,399 - INFO - Evaluation: Curr mae: 41.4897; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 252.1571; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1031; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:50:46,400 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 2025-08-07 08:55:51,280 - INFO - Training: cls_zice: 45.133317625921; reg_zipnll: 142.00362783593812; aux_mae_loss_1: 77.30483503758448; aux_mae_loss_2: 11.053228595262935; aux_mae_loss_4: 1.6955751071092708; cnt_loss: 8.799478246497618; 2025-08-07 08:55:51,282 - INFO - Evaluation: Curr mae: 41.8115; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 252.5818; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1026; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 08:55:51,282 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 2025-08-07 09:00:56,185 - INFO - Training: cls_zice: 45.602773920544315; reg_zipnll: 138.36418131261988; aux_mae_loss_1: 77.65727923523184; aux_mae_loss_2: 11.090165563598084; aux_mae_loss_4: 1.693374597168214; cnt_loss: 9.070384472915016; 2025-08-07 09:00:56,187 - INFO - Evaluation: Curr mae: 44.3448; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 244.3617; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1053; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 09:00:56,187 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 2025-08-07 09:06:01,547 - INFO - Training: cls_zice: 41.81211122755526; reg_zipnll: 153.76436270294582; aux_mae_loss_1: 72.84661915982596; aux_mae_loss_2: 10.260845663614935; aux_mae_loss_4: 1.5277725112622071; cnt_loss: 7.676367146803358; 2025-08-07 09:06:01,548 - INFO - Evaluation: Curr mae: 46.3751; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 245.5858; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1254; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 09:06:01,549 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 2025-08-07 09:11:05,967 - INFO - Training: cls_zice: 45.168695619449515; reg_zipnll: 145.26860898564593; aux_mae_loss_1: 75.79838949365298; aux_mae_loss_2: 10.758845387203834; aux_mae_loss_4: 1.6123601346441896; cnt_loss: 8.300234931600125; 2025-08-07 09:11:05,969 - INFO - Evaluation: Curr mae: 47.1911; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 302.1816; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1143; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 09:11:05,969 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 2025-08-07 09:16:10,657 - INFO - Training: cls_zice: 42.2086384379542; reg_zipnll: 145.27420106951558; aux_mae_loss_1: 74.43670522890851; aux_mae_loss_2: 10.573371278596108; aux_mae_loss_4: 1.5947324162430505; cnt_loss: 8.288950589444767; 2025-08-07 09:16:10,658 - INFO - Evaluation: Curr mae: 39.3755; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 193.3450; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1035; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 09:16:10,659 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 2025-08-07 09:21:15,476 - INFO - Training: cls_zice: 43.407374142527885; reg_zipnll: 139.6804577354294; aux_mae_loss_1: 75.02653622811128; aux_mae_loss_2: 10.695512453817157; aux_mae_loss_4: 1.6249023746785285; cnt_loss: 8.993904642396844; 2025-08-07 09:21:15,477 - INFO - Evaluation: Curr mae: 50.8541; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 271.4630; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1335; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 09:21:15,477 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 2025-08-07 09:26:19,961 - INFO - Training: cls_zice: 43.56753600241286; reg_zipnll: 146.2611853298001; aux_mae_loss_1: 75.92313947407936; aux_mae_loss_2: 10.68844411244429; aux_mae_loss_4: 1.5989907420692837; cnt_loss: 7.877549476825792; 2025-08-07 09:26:19,963 - INFO - Evaluation: Curr mae: 50.0864; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 338.9957; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1116; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 09:26:19,963 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 2025-08-07 09:31:24,251 - INFO - Training: cls_zice: 43.41677074092213; reg_zipnll: 145.75936880332338; aux_mae_loss_1: 75.33539987039444; aux_mae_loss_2: 10.7547008516243; aux_mae_loss_4: 1.6312719976534267; cnt_loss: 8.323022030925996; 2025-08-07 09:31:24,253 - INFO - Evaluation: Curr mae: 43.4077; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 260.4659; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1050; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 09:31:24,253 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 2025-08-07 09:36:28,963 - INFO - Training: cls_zice: 43.37469011472399; reg_zipnll: 144.6066550178822; aux_mae_loss_1: 75.80827100111463; aux_mae_loss_2: 10.790332776721767; aux_mae_loss_4: 1.6387462350887014; cnt_loss: 8.668259804919936; 2025-08-07 09:36:28,964 - INFO - Evaluation: Curr mae: 40.1524; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 211.7690; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1092; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 09:36:28,964 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 2025-08-07 09:41:33,451 - INFO - Training: cls_zice: 44.07429334938833; reg_zipnll: 148.48408262649968; aux_mae_loss_1: 74.51553156443305; aux_mae_loss_2: 10.48266390571251; aux_mae_loss_4: 1.5693667480449136; cnt_loss: 8.23198289169444; 2025-08-07 09:41:33,453 - INFO - Evaluation: Curr mae: 44.7284; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 176.6676; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1411; Best nae: 0.0991; 0.1000; 0.1001; 0.1005; 0.1006; 2025-08-07 09:41:33,454 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 2025-08-07 09:46:37,869 - INFO - Training: cls_zice: 42.109267521065426; reg_zipnll: 145.8812692294084; aux_mae_loss_1: 75.28800180087053; aux_mae_loss_2: 10.730378109262658; aux_mae_loss_4: 1.6387660871894316; cnt_loss: 9.119016470670088; 2025-08-07 09:46:39,726 - INFO - Evaluation: Curr mae: 49.6467; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 446.7270; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0985; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 09:46:39,726 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 2025-08-07 09:51:43,825 - INFO - Training: cls_zice: 46.21395934892191; reg_zipnll: 144.6469910825126; aux_mae_loss_1: 77.27424626730402; aux_mae_loss_2: 10.899162296464327; aux_mae_loss_4: 1.64469605239927; cnt_loss: 8.111884085562052; 2025-08-07 09:51:43,826 - INFO - Evaluation: Curr mae: 50.9834; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 299.1138; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1272; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 09:51:43,826 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 2025-08-07 09:56:47,696 - INFO - Training: cls_zice: 42.77354117117075; reg_zipnll: 140.0766057698463; aux_mae_loss_1: 74.79290919070992; aux_mae_loss_2: 10.596115102498267; aux_mae_loss_4: 1.6022443724628586; cnt_loss: 8.005972016286728; 2025-08-07 09:56:47,698 - INFO - Evaluation: Curr mae: 48.4721; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 301.1350; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1292; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 09:56:47,698 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 2025-08-07 10:01:52,566 - INFO - Training: cls_zice: 40.93304192588681; reg_zipnll: 156.52584739822348; aux_mae_loss_1: 73.37021805142989; aux_mae_loss_2: 10.3771425503998; aux_mae_loss_4: 1.555415473820924; cnt_loss: 8.509901806290781; 2025-08-07 10:01:52,567 - INFO - Evaluation: Curr mae: 36.4016; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 138.3882; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1058; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:01:52,567 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 2025-08-07 10:06:57,298 - INFO - Training: cls_zice: 41.984225284087934; reg_zipnll: 148.80302637095318; aux_mae_loss_1: 73.37478114767981; aux_mae_loss_2: 10.366062254709572; aux_mae_loss_4: 1.5560285211145726; cnt_loss: 8.350309086795944; 2025-08-07 10:06:57,299 - INFO - Evaluation: Curr mae: 40.7797; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 174.3467; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1355; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:06:57,299 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 2025-08-07 10:12:01,652 - INFO - Training: cls_zice: 43.961598102683276; reg_zipnll: 139.69059726940637; aux_mae_loss_1: 75.00153474881287; aux_mae_loss_2: 10.66816605363223; aux_mae_loss_4: 1.6210771560056043; cnt_loss: 8.767047404323568; 2025-08-07 10:12:01,653 - INFO - Evaluation: Curr mae: 40.3618; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 227.8717; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1116; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:12:01,653 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 2025-08-07 10:17:05,744 - INFO - Training: cls_zice: 41.76638283712698; reg_zipnll: 137.22621226126859; aux_mae_loss_1: 74.9312045457737; aux_mae_loss_2: 10.736356762197147; aux_mae_loss_4: 1.6382076469056097; cnt_loss: 8.792078084075358; 2025-08-07 10:17:05,746 - INFO - Evaluation: Curr mae: 41.1198; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 230.7862; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1094; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:17:05,746 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 2025-08-07 10:22:10,473 - INFO - Training: cls_zice: 42.886965404094646; reg_zipnll: 148.08409198574665; aux_mae_loss_1: 75.73135299241328; aux_mae_loss_2: 10.74658694273402; aux_mae_loss_4: 1.621882876003003; cnt_loss: 8.023418892471833; 2025-08-07 10:22:10,475 - INFO - Evaluation: Curr mae: 39.1271; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 153.7024; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1143; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:22:10,475 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 2025-08-07 10:27:14,838 - INFO - Training: cls_zice: 45.03653241333894; reg_zipnll: 142.28871966266388; aux_mae_loss_1: 75.8902465469733; aux_mae_loss_2: 10.730965334222985; aux_mae_loss_4: 1.6140260959192536; cnt_loss: 8.117882887011628; 2025-08-07 10:27:14,839 - INFO - Evaluation: Curr mae: 36.8061; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 154.5168; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1036; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:27:14,839 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 2025-08-07 10:32:19,512 - INFO - Training: cls_zice: 42.66197950379554; reg_zipnll: 146.12926159542445; aux_mae_loss_1: 75.25249457420604; aux_mae_loss_2: 10.612336877379136; aux_mae_loss_4: 1.586686008885158; cnt_loss: 8.2638859214084; 2025-08-07 10:32:19,514 - INFO - Evaluation: Curr mae: 43.9321; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 244.9669; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1233; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:32:19,514 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 2025-08-07 10:37:23,583 - INFO - Training: cls_zice: 44.763240186291675; reg_zipnll: 143.22193690988888; aux_mae_loss_1: 74.99345636490378; aux_mae_loss_2: 10.60186986996766; aux_mae_loss_4: 1.6054960853949305; cnt_loss: 8.768067762983488; 2025-08-07 10:37:23,585 - INFO - Evaluation: Curr mae: 41.0966; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 255.1104; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1042; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:37:23,585 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 2025-08-07 10:42:28,063 - INFO - Training: cls_zice: 45.249470796790405; reg_zipnll: 145.03526517480688; aux_mae_loss_1: 74.43317153214795; aux_mae_loss_2: 10.500081396348065; aux_mae_loss_4: 1.5741997812048636; cnt_loss: 8.242102901855901; 2025-08-07 10:42:28,065 - INFO - Evaluation: Curr mae: 39.6220; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 160.5271; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1087; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:42:28,065 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 2025-08-07 10:47:32,379 - INFO - Training: cls_zice: 41.696137060734486; reg_zipnll: 139.25297522851312; aux_mae_loss_1: 73.90894481639323; aux_mae_loss_2: 10.466593940031252; aux_mae_loss_4: 1.5860435248647067; cnt_loss: 8.137488790220344; 2025-08-07 10:47:32,380 - INFO - Evaluation: Curr mae: 37.0863; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 153.7114; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1055; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:47:32,380 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 2025-08-07 10:52:36,678 - INFO - Training: cls_zice: 44.275266189846405; reg_zipnll: 146.0398373248338; aux_mae_loss_1: 75.24389820785326; aux_mae_loss_2: 10.630047165029765; aux_mae_loss_4: 1.5992359786382984; cnt_loss: 8.366507120641154; 2025-08-07 10:52:36,680 - INFO - Evaluation: Curr mae: 45.6021; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 282.2998; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1222; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:52:36,680 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 2025-08-07 10:57:40,778 - INFO - Training: cls_zice: 44.01182390998446; reg_zipnll: 136.75346238692805; aux_mae_loss_1: 76.11468496175536; aux_mae_loss_2: 10.856803369399515; aux_mae_loss_4: 1.672070651633574; cnt_loss: 9.130007612061684; 2025-08-07 10:57:40,779 - INFO - Evaluation: Curr mae: 39.9961; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 198.5162; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1101; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 10:57:40,779 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 2025-08-07 11:02:45,448 - INFO - Training: cls_zice: 44.9465958829634; reg_zipnll: 144.4207007253691; aux_mae_loss_1: 75.19569477140138; aux_mae_loss_2: 10.668522014715984; aux_mae_loss_4: 1.6156973107921433; cnt_loss: 8.734437505046628; 2025-08-07 11:02:45,450 - INFO - Evaluation: Curr mae: 48.8952; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 395.3836; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1097; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:02:45,450 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 2025-08-07 11:07:50,210 - INFO - Training: cls_zice: 44.13303201352569; reg_zipnll: 145.2981510407514; aux_mae_loss_1: 73.5679802269433; aux_mae_loss_2: 10.360475309710269; aux_mae_loss_4: 1.5516229213663115; cnt_loss: 7.792371381754127; 2025-08-07 11:07:50,211 - INFO - Evaluation: Curr mae: 54.2721; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 523.9461; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1102; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:07:50,211 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 2025-08-07 11:12:55,746 - INFO - Training: cls_zice: 45.6740881131057; reg_zipnll: 144.4994684822455; aux_mae_loss_1: 75.81949178847678; aux_mae_loss_2: 10.666929466865364; aux_mae_loss_4: 1.6095824157364265; cnt_loss: 8.557637895593913; 2025-08-07 11:12:55,747 - INFO - Evaluation: Curr mae: 60.9660; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 513.3458; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1277; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:12:55,747 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 2025-08-07 11:18:01,197 - INFO - Training: cls_zice: 42.32918220038279; reg_zipnll: 146.2777474802993; aux_mae_loss_1: 74.14202021326687; aux_mae_loss_2: 10.485272998981428; aux_mae_loss_4: 1.5687981208829462; cnt_loss: 7.487857068718859; 2025-08-07 11:18:01,199 - INFO - Evaluation: Curr mae: 58.2682; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 336.5276; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1436; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:18:01,199 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 2025-08-07 11:23:05,532 - INFO - Training: cls_zice: 42.95491675281739; reg_zipnll: 142.42053861605783; aux_mae_loss_1: 73.1797668253548; aux_mae_loss_2: 10.36287891068005; aux_mae_loss_4: 1.566130159255165; cnt_loss: 8.57680160634622; 2025-08-07 11:23:05,533 - INFO - Evaluation: Curr mae: 46.6925; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 294.8458; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1433; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:23:05,533 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 2025-08-07 11:28:09,411 - INFO - Training: cls_zice: 44.321823298509756; reg_zipnll: 147.94571597778398; aux_mae_loss_1: 75.09679443732018; aux_mae_loss_2: 10.673563662102412; aux_mae_loss_4: 1.6335574146408043; cnt_loss: 9.021801774253575; 2025-08-07 11:28:09,413 - INFO - Evaluation: Curr mae: 42.3125; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 253.6959; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1174; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:28:09,413 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 2025-08-07 11:33:13,784 - INFO - Training: cls_zice: 41.31421589472147; reg_zipnll: 150.85145422732003; aux_mae_loss_1: 72.27690147189064; aux_mae_loss_2: 10.167486222053862; aux_mae_loss_4: 1.5140676717142214; cnt_loss: 7.428885197654788; 2025-08-07 11:33:13,785 - INFO - Evaluation: Curr mae: 54.8648; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 464.6241; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1173; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:33:13,785 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 2025-08-07 11:38:18,470 - INFO - Training: cls_zice: 43.55901406322316; reg_zipnll: 142.48053754203423; aux_mae_loss_1: 73.83737591054569; aux_mae_loss_2: 10.405453254753642; aux_mae_loss_4: 1.562196592630335; cnt_loss: 7.944318996143831; 2025-08-07 11:38:18,472 - INFO - Evaluation: Curr mae: 39.6178; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 167.6597; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1237; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:38:18,472 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 2025-08-07 11:43:23,095 - INFO - Training: cls_zice: 43.23833719673531; reg_zipnll: 144.34015952652095; aux_mae_loss_1: 74.30997784769013; aux_mae_loss_2: 10.512696958752707; aux_mae_loss_4: 1.5826170047634978; cnt_loss: 7.84841186390438; 2025-08-07 11:43:23,097 - INFO - Evaluation: Curr mae: 48.4819; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 373.9607; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1095; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:43:23,097 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 2025-08-07 11:48:27,859 - INFO - Training: cls_zice: 42.72287613065353; reg_zipnll: 132.24563005344422; aux_mae_loss_1: 75.50146443923519; aux_mae_loss_2: 10.789547606728071; aux_mae_loss_4: 1.6579124543691355; cnt_loss: 8.563217403496445; 2025-08-07 11:48:27,861 - INFO - Evaluation: Curr mae: 42.1674; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 275.0072; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1092; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:48:27,861 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 2025-08-07 11:53:33,039 - INFO - Training: cls_zice: 42.92642984437759; reg_zipnll: 149.25405841131138; aux_mae_loss_1: 73.70111129339067; aux_mae_loss_2: 10.383445956406678; aux_mae_loss_4: 1.545544174076046; cnt_loss: 7.487219252898944; 2025-08-07 11:53:33,041 - INFO - Evaluation: Curr mae: 38.9055; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 201.9733; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1040; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:53:33,041 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 2025-08-07 11:58:37,760 - INFO - Training: cls_zice: 42.834175484958834; reg_zipnll: 141.20687337154595; aux_mae_loss_1: 74.27970146581262; aux_mae_loss_2: 10.491713980476163; aux_mae_loss_4: 1.582030973045256; cnt_loss: 7.866965218344201; 2025-08-07 11:58:37,762 - INFO - Evaluation: Curr mae: 44.0781; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 282.2029; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1103; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 11:58:37,762 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 2025-08-07 12:03:42,058 - INFO - Training: cls_zice: 41.9341631154015; reg_zipnll: 145.8902459916848; aux_mae_loss_1: 74.31518802789918; aux_mae_loss_2: 10.533297884127169; aux_mae_loss_4: 1.5894799357361535; cnt_loss: 7.852263750331261; 2025-08-07 12:03:42,060 - INFO - Evaluation: Curr mae: 50.4540; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 376.9373; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1196; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:03:42,060 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 2025-08-07 12:08:46,585 - INFO - Training: cls_zice: 43.347455852940335; reg_zipnll: 139.1758264772077; aux_mae_loss_1: 74.78536964259601; aux_mae_loss_2: 10.629938335222572; aux_mae_loss_4: 1.6054059661599236; cnt_loss: 8.295546605072168; 2025-08-07 12:08:46,586 - INFO - Evaluation: Curr mae: 56.3178; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 383.7297; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1327; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:08:46,586 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 2025-08-07 12:13:50,979 - INFO - Training: cls_zice: 40.7381559768955; reg_zipnll: 148.48201698754318; aux_mae_loss_1: 72.62815201129276; aux_mae_loss_2: 10.183860254778041; aux_mae_loss_4: 1.515505140728693; cnt_loss: 7.3788206342866305; 2025-08-07 12:13:50,981 - INFO - Evaluation: Curr mae: 51.0536; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 434.2010; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1121; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:13:50,981 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 2025-08-07 12:18:54,858 - INFO - Training: cls_zice: 47.66334407958549; reg_zipnll: 142.22567664688228; aux_mae_loss_1: 75.32379258996723; aux_mae_loss_2: 10.616656688614185; aux_mae_loss_4: 1.6075817813143938; cnt_loss: 8.578525914018135; 2025-08-07 12:18:54,859 - INFO - Evaluation: Curr mae: 46.6087; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 331.3309; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1071; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:18:54,859 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 2025-08-07 12:23:59,756 - INFO - Training: cls_zice: 43.958726683971506; reg_zipnll: 140.52931252604586; aux_mae_loss_1: 74.12926038923484; aux_mae_loss_2: 10.457831638331278; aux_mae_loss_4: 1.5666864053142715; cnt_loss: 7.721712981827155; 2025-08-07 12:23:59,758 - INFO - Evaluation: Curr mae: 54.3635; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 402.9605; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1209; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:23:59,758 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 2025-08-07 12:29:04,436 - INFO - Training: cls_zice: 43.77983529413727; reg_zipnll: 144.39969766415788; aux_mae_loss_1: 73.8071098916022; aux_mae_loss_2: 10.420234134080784; aux_mae_loss_4: 1.562423946388583; cnt_loss: 7.941798042745394; 2025-08-07 12:29:04,438 - INFO - Evaluation: Curr mae: 40.7328; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 175.6411; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1122; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:29:04,438 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 2025-08-07 12:34:08,778 - INFO - Training: cls_zice: 41.06151829177279; reg_zipnll: 136.95817966019894; aux_mae_loss_1: 73.13754986613452; aux_mae_loss_2: 10.410495705653585; aux_mae_loss_4: 1.5899911665747894; cnt_loss: 8.074491680894228; 2025-08-07 12:34:08,780 - INFO - Evaluation: Curr mae: 39.8578; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 182.0753; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1077; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:34:08,780 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 2025-08-07 12:39:13,000 - INFO - Training: cls_zice: 43.20939492819242; reg_zipnll: 142.6037924626799; aux_mae_loss_1: 74.85939033478881; aux_mae_loss_2: 10.61416532110739; aux_mae_loss_4: 1.6031847053750927; cnt_loss: 8.577543588024792; 2025-08-07 12:39:13,001 - INFO - Evaluation: Curr mae: 43.2610; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 253.3218; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1132; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:39:13,001 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 2025-08-07 12:44:17,132 - INFO - Training: cls_zice: 45.33855496542313; reg_zipnll: 138.28606033080035; aux_mae_loss_1: 73.7475521754483; aux_mae_loss_2: 10.35905606489255; aux_mae_loss_4: 1.551896416512737; cnt_loss: 8.042160891475286; 2025-08-07 12:44:17,134 - INFO - Evaluation: Curr mae: 48.6991; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 327.7127; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1151; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:44:17,134 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 2025-08-07 12:49:21,483 - INFO - Training: cls_zice: 41.910901737780065; reg_zipnll: 141.04499533489002; aux_mae_loss_1: 73.68235439996793; aux_mae_loss_2: 10.453958395514206; aux_mae_loss_4: 1.5752449183506954; cnt_loss: 7.780290413485088; 2025-08-07 12:49:21,484 - INFO - Evaluation: Curr mae: 45.4641; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 288.7647; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1097; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:49:21,485 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 2025-08-07 12:54:25,942 - INFO - Training: cls_zice: 44.30853014069688; reg_zipnll: 138.97222639539862; aux_mae_loss_1: 74.55050503257614; aux_mae_loss_2: 10.566592338765496; aux_mae_loss_4: 1.5995118048779455; cnt_loss: 8.886269673283731; 2025-08-07 12:54:25,944 - INFO - Evaluation: Curr mae: 57.6548; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 468.1259; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1208; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:54:31,598 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 2025-08-07 12:59:35,833 - INFO - Training: cls_zice: 42.850887349033414; reg_zipnll: 140.38655316860326; aux_mae_loss_1: 74.3993240922766; aux_mae_loss_2: 10.507035018545803; aux_mae_loss_4: 1.5841163970281043; cnt_loss: 7.531538426109941; 2025-08-07 12:59:35,835 - INFO - Evaluation: Curr mae: 47.9137; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 376.2706; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1068; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 12:59:35,835 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 2025-08-07 13:04:40,065 - INFO - Training: cls_zice: 43.48063586257724; reg_zipnll: 139.934084718209; aux_mae_loss_1: 73.39210424692894; aux_mae_loss_2: 10.375580621562458; aux_mae_loss_4: 1.576663029071298; cnt_loss: 8.110917109909892; 2025-08-07 13:04:40,067 - INFO - Evaluation: Curr mae: 47.8292; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 386.1857; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1016; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 13:04:40,067 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 2025-08-07 13:09:43,813 - INFO - Training: cls_zice: 44.390426205255686; reg_zipnll: 137.93507975110052; aux_mae_loss_1: 74.43007263977914; aux_mae_loss_2: 10.44816368067479; aux_mae_loss_4: 1.5716712495508414; cnt_loss: 8.01196079427295; 2025-08-07 13:09:43,815 - INFO - Evaluation: Curr mae: 53.5118; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 322.8314; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1133; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 13:09:43,815 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 2025-08-07 13:14:48,697 - INFO - Training: cls_zice: 44.54448908552106; reg_zipnll: 141.87983049770247; aux_mae_loss_1: 75.51761199147046; aux_mae_loss_2: 10.685358936192138; aux_mae_loss_4: 1.61102647998952; cnt_loss: 8.717463531347045; 2025-08-07 13:14:48,698 - INFO - Evaluation: Curr mae: 48.5779; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 337.1354; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1109; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 13:14:48,699 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 2025-08-07 13:19:53,271 - INFO - Training: cls_zice: 42.12652525489619; reg_zipnll: 139.60390238528998; aux_mae_loss_1: 72.88755995939201; aux_mae_loss_2: 10.26937856986774; aux_mae_loss_4: 1.539307793415604; cnt_loss: 7.997178505502814; 2025-08-07 13:19:53,273 - INFO - Evaluation: Curr mae: 45.0879; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 328.9757; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1035; Best nae: 0.0985; 0.0991; 0.1000; 0.1001; 0.1005; 2025-08-07 13:19:53,273 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 2025-08-07 13:24:57,214 - INFO - Training: cls_zice: 44.43702478660869; reg_zipnll: 135.36761773214855; aux_mae_loss_1: 75.9811030831619; aux_mae_loss_2: 10.825266743074039; aux_mae_loss_4: 1.6480989676055076; cnt_loss: 8.840602465184611; 2025-08-07 13:24:59,075 - INFO - Evaluation: Curr mae: 44.8207; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 312.6464; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0995; Best nae: 0.0985; 0.0991; 0.0995; 0.1000; 0.1001; 2025-08-07 13:24:59,075 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 2025-08-07 13:30:03,008 - INFO - Training: cls_zice: 41.60350746475639; reg_zipnll: 139.0533864283623; aux_mae_loss_1: 71.89329981252283; aux_mae_loss_2: 10.06466669104706; aux_mae_loss_4: 1.4960323940282616; cnt_loss: 7.344306664325891; 2025-08-07 13:30:03,009 - INFO - Evaluation: Curr mae: 45.1066; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 302.5256; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1115; Best nae: 0.0985; 0.0991; 0.0995; 0.1000; 0.1001; 2025-08-07 13:30:03,009 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 2025-08-07 13:35:07,264 - INFO - Training: cls_zice: 43.93075020657254; reg_zipnll: 137.20079823815118; aux_mae_loss_1: 75.30878293790057; aux_mae_loss_2: 10.661820214634384; aux_mae_loss_4: 1.6300092093589067; cnt_loss: 8.672272271392892; 2025-08-07 13:35:07,265 - INFO - Evaluation: Curr mae: 47.1809; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 280.4784; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1205; Best nae: 0.0985; 0.0991; 0.0995; 0.1000; 0.1001; 2025-08-07 13:35:07,266 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 2025-08-07 13:40:11,817 - INFO - Training: cls_zice: 42.23977187969231; reg_zipnll: 137.15158081054688; aux_mae_loss_1: 73.14398701086755; aux_mae_loss_2: 10.33557361257107; aux_mae_loss_4: 1.5544417436141282; cnt_loss: 7.465897584482453; 2025-08-07 13:40:11,819 - INFO - Evaluation: Curr mae: 51.2392; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 416.7508; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1052; Best nae: 0.0985; 0.0991; 0.0995; 0.1000; 0.1001; 2025-08-07 13:40:11,819 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 2025-08-07 13:45:16,125 - INFO - Training: cls_zice: 39.37886347504845; reg_zipnll: 139.03162918483076; aux_mae_loss_1: 72.54506363905487; aux_mae_loss_2: 10.379725849413934; aux_mae_loss_4: 1.580000749437239; cnt_loss: 7.272652216619575; 2025-08-07 13:45:16,126 - INFO - Evaluation: Curr mae: 47.9797; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 358.9515; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1031; Best nae: 0.0985; 0.0991; 0.0995; 0.1000; 0.1001; 2025-08-07 13:45:16,127 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 2025-08-07 13:50:20,282 - INFO - Training: cls_zice: 44.335817956257905; reg_zipnll: 146.15757128757193; aux_mae_loss_1: 72.75341814771716; aux_mae_loss_2: 10.22004372172613; aux_mae_loss_4: 1.5378002064699992; cnt_loss: 8.309238035605315; 2025-08-07 13:50:20,283 - INFO - Evaluation: Curr mae: 44.6442; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 303.3986; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1042; Best nae: 0.0985; 0.0991; 0.0995; 0.1000; 0.1001; 2025-08-07 13:50:20,284 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 2025-08-07 13:55:24,727 - INFO - Training: cls_zice: 43.6942079489749; reg_zipnll: 136.846698099053; aux_mae_loss_1: 72.20744823857873; aux_mae_loss_2: 10.18257723216226; aux_mae_loss_4: 1.5244915931267726; cnt_loss: 7.6698802465185105; 2025-08-07 13:55:24,729 - INFO - Evaluation: Curr mae: 41.4988; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 241.8034; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1095; Best nae: 0.0985; 0.0991; 0.0995; 0.1000; 0.1001; 2025-08-07 13:55:24,729 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 2025-08-07 14:00:28,888 - INFO - Training: cls_zice: 41.86062933454783; reg_zipnll: 139.7820867303098; aux_mae_loss_1: 71.3718808132456; aux_mae_loss_2: 10.057308957631912; aux_mae_loss_4: 1.5167003143722417; cnt_loss: 7.614369152137737; 2025-08-07 14:00:30,865 - INFO - Evaluation: Curr mae: 46.8535; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 368.5805; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0980; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:00:30,865 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 2025-08-07 14:05:35,823 - INFO - Training: cls_zice: 41.112858650463714; reg_zipnll: 140.10957869282112; aux_mae_loss_1: 71.03152574916732; aux_mae_loss_2: 10.014972701170757; aux_mae_loss_4: 1.49682369548588; cnt_loss: 7.698156507048938; 2025-08-07 14:05:35,825 - INFO - Evaluation: Curr mae: 39.9100; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 209.3627; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1210; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:05:35,825 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 2025-08-07 14:10:40,437 - INFO - Training: cls_zice: 43.010833244244054; reg_zipnll: 132.45452262074292; aux_mae_loss_1: 74.37733762491025; aux_mae_loss_2: 10.550776357515918; aux_mae_loss_4: 1.6164635309140296; cnt_loss: 9.27684026343657; 2025-08-07 14:10:40,438 - INFO - Evaluation: Curr mae: 49.3637; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 361.3526; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1126; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:10:40,438 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 2025-08-07 14:15:44,886 - INFO - Training: cls_zice: 43.93409967116035; reg_zipnll: 136.4120121884775; aux_mae_loss_1: 73.71249815247053; aux_mae_loss_2: 10.366033190320268; aux_mae_loss_4: 1.5608857720707254; cnt_loss: 8.317951185844246; 2025-08-07 14:15:44,887 - INFO - Evaluation: Curr mae: 42.3582; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 262.7108; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1003; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:15:44,887 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 2025-08-07 14:20:48,686 - INFO - Training: cls_zice: 44.54303910696262; reg_zipnll: 139.2275651941569; aux_mae_loss_1: 75.02913682932719; aux_mae_loss_2: 10.655581632432717; aux_mae_loss_4: 1.6107997675941046; cnt_loss: 7.988285091052019; 2025-08-07 14:20:48,687 - INFO - Evaluation: Curr mae: 48.7066; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 366.5899; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1120; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:20:48,687 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 2025-08-07 14:25:52,758 - INFO - Training: cls_zice: 44.18714749135058; reg_zipnll: 147.0880135876967; aux_mae_loss_1: 73.1322062769402; aux_mae_loss_2: 10.210029404083684; aux_mae_loss_4: 1.5078108017272998; cnt_loss: 7.3462893645683724; 2025-08-07 14:25:52,760 - INFO - Evaluation: Curr mae: 43.6726; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 275.3072; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1061; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:25:52,760 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 2025-08-07 14:30:57,779 - INFO - Training: cls_zice: 40.3522973042604; reg_zipnll: 143.7646894871729; aux_mae_loss_1: 70.79194043412001; aux_mae_loss_2: 9.945297244888344; aux_mae_loss_4: 1.4856300560858071; cnt_loss: 6.9409462038839385; 2025-08-07 14:30:57,781 - INFO - Evaluation: Curr mae: 45.0666; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 310.2025; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1017; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:30:57,781 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 2025-08-07 14:36:02,447 - INFO - Training: cls_zice: 43.2765429461983; reg_zipnll: 144.47726967524747; aux_mae_loss_1: 72.32276555627661; aux_mae_loss_2: 10.056098118232883; aux_mae_loss_4: 1.4698786631341458; cnt_loss: 6.925807297995894; 2025-08-07 14:36:02,448 - INFO - Evaluation: Curr mae: 44.2808; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 278.3521; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1051; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:36:02,448 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 2025-08-07 14:41:06,075 - INFO - Training: cls_zice: 42.765561934033826; reg_zipnll: 142.44039551457894; aux_mae_loss_1: 74.190000029027; aux_mae_loss_2: 10.476621423864731; aux_mae_loss_4: 1.5886602429313954; cnt_loss: 7.544449331214924; 2025-08-07 14:41:06,077 - INFO - Evaluation: Curr mae: 52.2838; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 281.9828; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1100; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:41:06,077 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 2025-08-07 14:46:10,305 - INFO - Training: cls_zice: 42.893727455929806; reg_zipnll: 139.21142317519397; aux_mae_loss_1: 71.72053265019983; aux_mae_loss_2: 10.070081095769044; aux_mae_loss_4: 1.5131393471842867; cnt_loss: 7.6098342937798; 2025-08-07 14:46:10,306 - INFO - Evaluation: Curr mae: 43.0105; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 264.0070; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1060; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:46:10,306 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 2025-08-07 14:51:14,702 - INFO - Training: cls_zice: 43.54943316964227; reg_zipnll: 142.4889899403393; aux_mae_loss_1: 73.83427529715021; aux_mae_loss_2: 10.395005459344173; aux_mae_loss_4: 1.5609901654306597; cnt_loss: 7.4855787380189085; 2025-08-07 14:51:14,703 - INFO - Evaluation: Curr mae: 40.6290; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 196.9557; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1156; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:51:14,703 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 2025-08-07 14:56:19,090 - INFO - Training: cls_zice: 40.89856290801938; reg_zipnll: 145.58266552677497; aux_mae_loss_1: 72.09420571290435; aux_mae_loss_2: 10.233904406466644; aux_mae_loss_4: 1.5486806556007855; cnt_loss: 7.628098773006302; 2025-08-07 14:56:19,099 - INFO - Evaluation: Curr mae: 40.6982; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 189.5658; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1027; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 14:56:19,099 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 2025-08-07 15:01:23,767 - INFO - Training: cls_zice: 41.84000480741952; reg_zipnll: 137.28564779678777; aux_mae_loss_1: 72.60713262974757; aux_mae_loss_2: 10.322736551032275; aux_mae_loss_4: 1.5599072300146661; cnt_loss: 7.736891661327725; 2025-08-07 15:01:23,769 - INFO - Evaluation: Curr mae: 40.7047; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 196.6033; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1099; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:01:23,769 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 2025-08-07 15:06:28,795 - INFO - Training: cls_zice: 42.83503209609912; reg_zipnll: 143.80615260362012; aux_mae_loss_1: 72.81417868866713; aux_mae_loss_2: 10.212316363513622; aux_mae_loss_4: 1.5014858680817953; cnt_loss: 7.561113528236938; 2025-08-07 15:06:28,796 - INFO - Evaluation: Curr mae: 49.3544; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 334.5387; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1179; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:06:28,796 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 2025-08-07 15:11:33,258 - INFO - Training: cls_zice: 41.011127121114484; reg_zipnll: 143.94671882884361; aux_mae_loss_1: 70.52349670380737; aux_mae_loss_2: 9.938086830251933; aux_mae_loss_4: 1.4880162648339506; cnt_loss: 7.705079291197818; 2025-08-07 15:11:33,260 - INFO - Evaluation: Curr mae: 42.5356; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 198.7962; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1155; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:11:33,260 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 2025-08-07 15:16:37,794 - INFO - Training: cls_zice: 42.342826086290394; reg_zipnll: 149.27567756574382; aux_mae_loss_1: 71.65934729882561; aux_mae_loss_2: 9.994428295709174; aux_mae_loss_4: 1.460846346877228; cnt_loss: 6.615842451626354; 2025-08-07 15:16:37,796 - INFO - Evaluation: Curr mae: 42.6575; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 260.3573; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1030; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:16:37,796 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 2025-08-07 15:21:42,263 - INFO - Training: cls_zice: 42.001761040106835; reg_zipnll: 139.92723975880287; aux_mae_loss_1: 72.94869479544671; aux_mae_loss_2: 10.241383421390406; aux_mae_loss_4: 1.5263571614318152; cnt_loss: 7.308895057991415; 2025-08-07 15:21:42,264 - INFO - Evaluation: Curr mae: 48.0886; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 359.4282; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1085; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:21:42,265 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 2025-08-07 15:26:46,682 - INFO - Training: cls_zice: 41.26989896576325; reg_zipnll: 135.986129476356; aux_mae_loss_1: 72.88270851027383; aux_mae_loss_2: 10.361343096644836; aux_mae_loss_4: 1.5641150066202893; cnt_loss: 7.243483123865103; 2025-08-07 15:26:46,683 - INFO - Evaluation: Curr mae: 39.7185; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 202.9479; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1066; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:26:46,683 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 2025-08-07 15:31:50,989 - INFO - Training: cls_zice: 42.47837286264394; reg_zipnll: 136.67651721689572; aux_mae_loss_1: 71.78979724722227; aux_mae_loss_2: 10.149587196985063; aux_mae_loss_4: 1.5432433203667173; cnt_loss: 7.9259352863294605; 2025-08-07 15:31:50,990 - INFO - Evaluation: Curr mae: 48.1443; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 288.9046; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1187; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:31:50,990 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 2025-08-07 15:36:55,592 - INFO - Training: cls_zice: 41.53553905837946; reg_zipnll: 144.78497836154654; aux_mae_loss_1: 70.67107914529913; aux_mae_loss_2: 9.877758414702427; aux_mae_loss_4: 1.459323427977476; cnt_loss: 7.2729625383195655; 2025-08-07 15:36:55,593 - INFO - Evaluation: Curr mae: 44.7063; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 285.6633; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1088; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:36:55,594 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 2025-08-07 15:41:59,576 - INFO - Training: cls_zice: 43.127942207884665; reg_zipnll: 147.8399834865776; aux_mae_loss_1: 72.28815339831276; aux_mae_loss_2: 10.045721101883444; aux_mae_loss_4: 1.4904927658467795; cnt_loss: 7.553848664680912; 2025-08-07 15:41:59,578 - INFO - Evaluation: Curr mae: 45.6916; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 312.2656; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1155; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:41:59,578 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 2025-08-07 15:47:04,367 - INFO - Training: cls_zice: 43.41659690887885; reg_zipnll: 140.63084149299365; aux_mae_loss_1: 73.32904705106446; aux_mae_loss_2: 10.322485852670548; aux_mae_loss_4: 1.5551958294791244; cnt_loss: 8.514543891565966; 2025-08-07 15:47:04,369 - INFO - Evaluation: Curr mae: 42.0637; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 235.0650; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1145; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:47:04,369 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 2025-08-07 15:52:08,878 - INFO - Training: cls_zice: 44.93779376616515; reg_zipnll: 142.84185553209946; aux_mae_loss_1: 74.10700666628644; aux_mae_loss_2: 10.41957467350065; aux_mae_loss_4: 1.5478645372743165; cnt_loss: 7.595424970348574; 2025-08-07 15:52:08,879 - INFO - Evaluation: Curr mae: 46.0271; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 266.0822; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1239; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:52:08,879 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 2025-08-07 15:57:13,614 - INFO - Training: cls_zice: 43.1117363554404; reg_zipnll: 136.73458935852835; aux_mae_loss_1: 73.4225003333202; aux_mae_loss_2: 10.33356401178708; aux_mae_loss_4: 1.561811349232583; cnt_loss: 8.549474498376748; 2025-08-07 15:57:13,616 - INFO - Evaluation: Curr mae: 41.0514; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 227.7779; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1067; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 15:57:13,616 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 2025-08-07 16:02:18,189 - INFO - Training: cls_zice: 42.35642664958088; reg_zipnll: 138.77348777015902; aux_mae_loss_1: 71.23891679057732; aux_mae_loss_2: 9.934208952216073; aux_mae_loss_4: 1.4728006833929637; cnt_loss: 7.516590566898679; 2025-08-07 16:02:18,191 - INFO - Evaluation: Curr mae: 39.2331; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 195.6141; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1096; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:02:18,191 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 2025-08-07 16:07:22,484 - INFO - Training: cls_zice: 43.72289319393874; reg_zipnll: 142.11038168291813; aux_mae_loss_1: 72.07748662168999; aux_mae_loss_2: 10.106853455688162; aux_mae_loss_4: 1.5019703326617537; cnt_loss: 7.742063484185765; 2025-08-07 16:07:22,486 - INFO - Evaluation: Curr mae: 43.7584; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 174.5634; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1279; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:07:22,486 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 2025-08-07 16:12:27,388 - INFO - Training: cls_zice: 42.14690573088308; reg_zipnll: 134.7800206378064; aux_mae_loss_1: 71.50326014423125; aux_mae_loss_2: 10.110139741382746; aux_mae_loss_4: 1.5184494582577046; cnt_loss: 8.383863448177328; 2025-08-07 16:12:27,389 - INFO - Evaluation: Curr mae: 40.5597; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 178.9712; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1088; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:12:27,389 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 2025-08-07 16:17:31,887 - INFO - Training: cls_zice: 43.098936378304636; reg_zipnll: 143.71928508238804; aux_mae_loss_1: 71.8813827926518; aux_mae_loss_2: 10.008323481579366; aux_mae_loss_4: 1.4943766251474542; cnt_loss: 7.830804088811335; 2025-08-07 16:17:31,889 - INFO - Evaluation: Curr mae: 47.6316; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 298.1698; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1171; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:17:31,889 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 2025-08-07 16:22:36,765 - INFO - Training: cls_zice: 43.08534982095647; reg_zipnll: 140.17283634293662; aux_mae_loss_1: 71.6440688969237; aux_mae_loss_2: 10.025730136734047; aux_mae_loss_4: 1.5019893485736724; cnt_loss: 7.833397287559387; 2025-08-07 16:22:36,767 - INFO - Evaluation: Curr mae: 41.5776; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 208.3177; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1080; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:22:36,767 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 2025-08-07 16:27:41,077 - INFO - Training: cls_zice: 39.86796733319453; reg_zipnll: 140.1403853409088; aux_mae_loss_1: 69.21396424163584; aux_mae_loss_2: 9.693019992894563; aux_mae_loss_4: 1.4350592130100819; cnt_loss: 6.428664543328371; 2025-08-07 16:27:41,078 - INFO - Evaluation: Curr mae: 44.6173; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 260.8447; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1051; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:27:41,078 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 2025-08-07 16:32:45,394 - INFO - Training: cls_zice: 41.90860287301185; reg_zipnll: 133.6852908391879; aux_mae_loss_1: 70.73170531746048; aux_mae_loss_2: 9.961385367155687; aux_mae_loss_4: 1.5009065508689243; cnt_loss: 7.5879981586743135; 2025-08-07 16:32:45,395 - INFO - Evaluation: Curr mae: 40.3813; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 174.4868; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1134; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:32:45,395 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 2025-08-07 16:37:49,929 - INFO - Training: cls_zice: 39.33613585705622; reg_zipnll: 138.47980372274444; aux_mae_loss_1: 69.24947403758227; aux_mae_loss_2: 9.70412531518078; aux_mae_loss_4: 1.4327567819611273; cnt_loss: 6.204780354597881; 2025-08-07 16:37:49,931 - INFO - Evaluation: Curr mae: 40.2762; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 221.9812; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1041; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:37:49,931 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 2025-08-07 16:42:54,521 - INFO - Training: cls_zice: 43.76708180700599; reg_zipnll: 139.51496212525356; aux_mae_loss_1: 71.47646176600517; aux_mae_loss_2: 9.981843400124106; aux_mae_loss_4: 1.4863652313046714; cnt_loss: 7.488459765911102; 2025-08-07 16:42:54,523 - INFO - Evaluation: Curr mae: 38.0213; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 168.3091; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1032; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:42:54,523 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 2025-08-07 16:47:58,943 - INFO - Training: cls_zice: 41.30818789182255; reg_zipnll: 134.83362814209454; aux_mae_loss_1: 71.63847205448886; aux_mae_loss_2: 10.130568918348278; aux_mae_loss_4: 1.5192330163977752; cnt_loss: 7.09721032757992; 2025-08-07 16:47:58,945 - INFO - Evaluation: Curr mae: 40.8416; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 180.8230; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1111; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:47:58,945 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 2025-08-07 16:53:03,413 - INFO - Training: cls_zice: 42.71070822989113; reg_zipnll: 135.8049689197295; aux_mae_loss_1: 71.23852360585661; aux_mae_loss_2: 9.9743931023811; aux_mae_loss_4: 1.4843430531745092; cnt_loss: 6.812495339345809; 2025-08-07 16:53:03,414 - INFO - Evaluation: Curr mae: 40.8330; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 235.1299; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1058; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:53:03,415 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 2025-08-07 16:58:07,479 - INFO - Training: cls_zice: 41.231277679109944; reg_zipnll: 137.32417925954783; aux_mae_loss_1: 70.93162503524427; aux_mae_loss_2: 9.903943350198643; aux_mae_loss_4: 1.4683151618220813; cnt_loss: 6.972547466313625; 2025-08-07 16:58:07,480 - INFO - Evaluation: Curr mae: 39.7302; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 161.6687; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1095; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 16:58:07,480 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 2025-08-07 17:03:12,292 - INFO - Training: cls_zice: 40.44818585620748; reg_zipnll: 143.61107480556615; aux_mae_loss_1: 68.74951677886257; aux_mae_loss_2: 9.631760966195545; aux_mae_loss_4: 1.4324166400880005; cnt_loss: 7.089675025492523; 2025-08-07 17:03:12,293 - INFO - Evaluation: Curr mae: 38.8337; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 179.0407; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1165; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:03:12,293 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 2025-08-07 17:08:16,811 - INFO - Training: cls_zice: 43.90668955092871; reg_zipnll: 141.743327991515; aux_mae_loss_1: 73.04620868074863; aux_mae_loss_2: 10.177761659524128; aux_mae_loss_4: 1.5049509789153053; cnt_loss: 7.799216951686496; 2025-08-07 17:08:16,812 - INFO - Evaluation: Curr mae: 41.3002; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 181.1852; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1236; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:08:22,472 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 2025-08-07 17:13:26,823 - INFO - Training: cls_zice: 43.66802631249618; reg_zipnll: 139.93489463531571; aux_mae_loss_1: 71.20272358524156; aux_mae_loss_2: 9.970690184509847; aux_mae_loss_4: 1.4965568620778602; cnt_loss: 7.013485889968038; 2025-08-07 17:13:26,825 - INFO - Evaluation: Curr mae: 37.8726; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 171.3994; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1003; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:13:26,825 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 2025-08-07 17:18:31,618 - INFO - Training: cls_zice: 40.865631589239854; reg_zipnll: 138.58704900373837; aux_mae_loss_1: 71.07684246372135; aux_mae_loss_2: 10.058417932539795; aux_mae_loss_4: 1.5094800336731737; cnt_loss: 7.12024828492829; 2025-08-07 17:18:31,619 - INFO - Evaluation: Curr mae: 45.5564; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 300.1902; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1064; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:18:31,620 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 2025-08-07 17:23:36,083 - INFO - Training: cls_zice: 41.55896170376046; reg_zipnll: 137.8725136582833; aux_mae_loss_1: 70.52852373196717; aux_mae_loss_2: 9.79368000226646; aux_mae_loss_4: 1.440237999153934; cnt_loss: 6.668325276944815; 2025-08-07 17:23:36,085 - INFO - Evaluation: Curr mae: 43.0596; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 283.0901; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1067; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:23:36,085 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 2025-08-07 17:28:41,319 - INFO - Training: cls_zice: 41.49968385229074; reg_zipnll: 141.24015702196135; aux_mae_loss_1: 69.50473743968267; aux_mae_loss_2: 9.702247150453013; aux_mae_loss_4: 1.426915144629221; cnt_loss: 6.804931920797475; 2025-08-07 17:28:41,320 - INFO - Evaluation: Curr mae: 38.4952; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 183.7754; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1013; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:28:41,321 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 2025-08-07 17:33:45,066 - INFO - Training: cls_zice: 41.84056203446535; reg_zipnll: 136.50619429365221; aux_mae_loss_1: 70.55747295713057; aux_mae_loss_2: 9.885373430264334; aux_mae_loss_4: 1.4927821920126447; cnt_loss: 7.112939156438667; 2025-08-07 17:33:45,068 - INFO - Evaluation: Curr mae: 43.7411; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 282.5290; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1039; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:33:45,068 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 2025-08-07 17:38:49,507 - INFO - Training: cls_zice: 42.86313898394071; reg_zipnll: 134.39355492285407; aux_mae_loss_1: 72.6052631780237; aux_mae_loss_2: 10.255765836159185; aux_mae_loss_4: 1.552943278400941; cnt_loss: 8.426034072217721; 2025-08-07 17:38:49,509 - INFO - Evaluation: Curr mae: 49.4544; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 401.1954; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1010; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:38:49,509 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 2025-08-07 17:43:55,034 - INFO - Training: cls_zice: 42.70112235009057; reg_zipnll: 140.11910806278337; aux_mae_loss_1: 70.1625526202675; aux_mae_loss_2: 9.722488468900744; aux_mae_loss_4: 1.4213640250859347; cnt_loss: 6.248385998307892; 2025-08-07 17:43:55,036 - INFO - Evaluation: Curr mae: 50.1696; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 364.5237; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1112; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:43:55,036 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 2025-08-07 17:48:59,456 - INFO - Training: cls_zice: 39.18363141251254; reg_zipnll: 138.97601921699348; aux_mae_loss_1: 68.92685817875409; aux_mae_loss_2: 9.698899722650916; aux_mae_loss_4: 1.4435590248947585; cnt_loss: 7.2185988636127165; 2025-08-07 17:48:59,457 - INFO - Evaluation: Curr mae: 48.8619; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 375.6574; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1011; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:48:59,457 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 2025-08-07 17:54:03,557 - INFO - Training: cls_zice: 42.265246955318744; reg_zipnll: 138.3941602633361; aux_mae_loss_1: 70.33027057843833; aux_mae_loss_2: 9.797577226989374; aux_mae_loss_4: 1.4482628762109113; cnt_loss: 6.868152207687765; 2025-08-07 17:54:03,559 - INFO - Evaluation: Curr mae: 42.8476; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 282.3796; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1015; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:54:03,561 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 2025-08-07 17:59:08,134 - INFO - Training: cls_zice: 42.666913273248696; reg_zipnll: 145.3560386942101; aux_mae_loss_1: 71.38294224628753; aux_mae_loss_2: 9.915926427645058; aux_mae_loss_4: 1.4688133106669914; cnt_loss: 7.282621235038444; 2025-08-07 17:59:08,135 - INFO - Evaluation: Curr mae: 45.1965; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 313.3541; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1053; Best nae: 0.0980; 0.0985; 0.0991; 0.0995; 0.1000; 2025-08-07 17:59:08,135 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 2025-08-07 18:04:12,945 - INFO - Training: cls_zice: 40.980740942999454; reg_zipnll: 138.9637340616751; aux_mae_loss_1: 69.27533741536668; aux_mae_loss_2: 9.709621824151753; aux_mae_loss_4: 1.4626551109215287; cnt_loss: 7.19490727713298; 2025-08-07 18:04:15,003 - INFO - Evaluation: Curr mae: 45.4463; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 322.9152; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0992; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:04:15,003 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 2025-08-07 18:09:18,877 - INFO - Training: cls_zice: 40.7640182655161; reg_zipnll: 137.30572592629872; aux_mae_loss_1: 69.47403105120426; aux_mae_loss_2: 9.721390672391975; aux_mae_loss_4: 1.4516144244713771; cnt_loss: 6.799396705045186; 2025-08-07 18:09:18,878 - INFO - Evaluation: Curr mae: 43.4613; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 280.7867; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1126; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:09:18,878 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 2025-08-07 18:14:23,592 - INFO - Training: cls_zice: 42.44304698226844; reg_zipnll: 137.02136780118573; aux_mae_loss_1: 70.3942335148397; aux_mae_loss_2: 9.82604404157722; aux_mae_loss_4: 1.465674162523912; cnt_loss: 7.439221567773574; 2025-08-07 18:14:23,593 - INFO - Evaluation: Curr mae: 45.3978; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 241.3987; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1239; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:14:23,593 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 2025-08-07 18:19:28,640 - INFO - Training: cls_zice: 40.57104919705262; reg_zipnll: 141.481870087376; aux_mae_loss_1: 68.78252371417832; aux_mae_loss_2: 9.52587560930105; aux_mae_loss_4: 1.39587329006287; cnt_loss: 6.263255078412573; 2025-08-07 18:19:28,642 - INFO - Evaluation: Curr mae: 50.6669; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 235.2283; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1255; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:19:28,642 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 2025-08-07 18:24:32,846 - INFO - Training: cls_zice: 40.226247129985786; reg_zipnll: 136.58946702167736; aux_mae_loss_1: 68.65848066383892; aux_mae_loss_2: 9.604091678609578; aux_mae_loss_4: 1.4317791206824442; cnt_loss: 6.596928077522464; 2025-08-07 18:24:32,848 - INFO - Evaluation: Curr mae: 45.7721; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 336.3699; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1092; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:24:32,848 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 2025-08-07 18:29:37,538 - INFO - Training: cls_zice: 43.17047168896713; reg_zipnll: 142.22283127252732; aux_mae_loss_1: 70.94650316360983; aux_mae_loss_2: 9.871370584155722; aux_mae_loss_4: 1.4547597955155802; cnt_loss: 7.3838960669341; 2025-08-07 18:29:37,540 - INFO - Evaluation: Curr mae: 43.1101; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 275.1937; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1082; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:29:37,540 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 2025-08-07 18:34:42,680 - INFO - Training: cls_zice: 41.06576323853973; reg_zipnll: 140.8617038873903; aux_mae_loss_1: 68.91007034944079; aux_mae_loss_2: 9.593149870710691; aux_mae_loss_4: 1.4145803529682992; cnt_loss: 6.552209071757554; 2025-08-07 18:34:42,681 - INFO - Evaluation: Curr mae: 45.4689; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 231.5700; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1068; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:34:42,681 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 2025-08-07 18:39:47,467 - INFO - Training: cls_zice: 39.74461616736605; reg_zipnll: 141.29053748358797; aux_mae_loss_1: 69.02104156489237; aux_mae_loss_2: 9.617876138049716; aux_mae_loss_4: 1.4207875526541303; cnt_loss: 6.0060331274427305; 2025-08-07 18:39:47,469 - INFO - Evaluation: Curr mae: 40.7964; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 225.5144; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1023; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:39:47,469 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 2025-08-07 18:44:51,965 - INFO - Training: cls_zice: 42.169534319853724; reg_zipnll: 137.26259730223825; aux_mae_loss_1: 69.08367975818467; aux_mae_loss_2: 9.574623836956171; aux_mae_loss_4: 1.4095296393553212; cnt_loss: 6.614021750066458; 2025-08-07 18:44:51,967 - INFO - Evaluation: Curr mae: 40.9631; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 182.7074; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:44:51,967 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 2025-08-07 18:49:56,202 - INFO - Training: cls_zice: 41.87258559940407; reg_zipnll: 140.06113887875122; aux_mae_loss_1: 69.6986599532375; aux_mae_loss_2: 9.674335425494569; aux_mae_loss_4: 1.424096674608081; cnt_loss: 6.808383644852969; 2025-08-07 18:49:56,204 - INFO - Evaluation: Curr mae: 47.1875; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 184.8474; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1099; Best nae: 0.0980; 0.0985; 0.0991; 0.0992; 0.0995; 2025-08-07 18:49:56,204 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 2025-08-07 18:54:59,800 - INFO - Training: cls_zice: 42.396321098609874; reg_zipnll: 132.49622130700433; aux_mae_loss_1: 70.46958104503798; aux_mae_loss_2: 9.863772908335786; aux_mae_loss_4: 1.4787205567243473; cnt_loss: 6.708069696218005; 2025-08-07 18:55:01,673 - INFO - Evaluation: Curr mae: 40.0908; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 208.5926; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0989; Best nae: 0.0980; 0.0985; 0.0989; 0.0991; 0.0992; 2025-08-07 18:55:01,673 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 2025-08-07 19:00:06,652 - INFO - Training: cls_zice: 41.011236609752196; reg_zipnll: 132.7565085403717; aux_mae_loss_1: 69.49519095384063; aux_mae_loss_2: 9.748303085795404; aux_mae_loss_4: 1.4523691303625819; cnt_loss: 6.323757480992756; 2025-08-07 19:00:06,654 - INFO - Evaluation: Curr mae: 40.2945; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 225.5034; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1014; Best nae: 0.0980; 0.0985; 0.0989; 0.0991; 0.0992; 2025-08-07 19:00:06,654 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 2025-08-07 19:05:10,958 - INFO - Training: cls_zice: 40.4203236182735; reg_zipnll: 146.22005533252707; aux_mae_loss_1: 68.7338974224571; aux_mae_loss_2: 9.60001212772183; aux_mae_loss_4: 1.421771717178791; cnt_loss: 6.694374074666237; 2025-08-07 19:05:10,960 - INFO - Evaluation: Curr mae: 45.9871; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 189.0828; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1209; Best nae: 0.0980; 0.0985; 0.0989; 0.0991; 0.0992; 2025-08-07 19:05:10,960 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 2025-08-07 19:10:15,301 - INFO - Training: cls_zice: 41.72097727832573; reg_zipnll: 131.75411793137576; aux_mae_loss_1: 69.64293829518296; aux_mae_loss_2: 9.723920621724853; aux_mae_loss_4: 1.4489704138745378; cnt_loss: 6.834264029344127; 2025-08-07 19:10:17,624 - INFO - Evaluation: Curr mae: 40.1300; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 209.1189; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0984; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:10:17,624 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 2025-08-07 19:15:21,343 - INFO - Training: cls_zice: 41.5991112322841; reg_zipnll: 140.90131939101036; aux_mae_loss_1: 68.54349245203798; aux_mae_loss_2: 9.504997784803336; aux_mae_loss_4: 1.3934787959626525; cnt_loss: 5.980333492811051; 2025-08-07 19:15:21,344 - INFO - Evaluation: Curr mae: 43.9168; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 203.0034; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1144; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:15:21,344 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 2025-08-07 19:20:25,988 - INFO - Training: cls_zice: 41.32403378721068; reg_zipnll: 140.1838389791376; aux_mae_loss_1: 68.38822786973498; aux_mae_loss_2: 9.495559956543243; aux_mae_loss_4: 1.4018712207330224; cnt_loss: 6.926077464322504; 2025-08-07 19:20:25,990 - INFO - Evaluation: Curr mae: 45.6118; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 262.6818; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1121; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:20:25,990 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 2025-08-07 19:25:30,266 - INFO - Training: cls_zice: 40.20504967883651; reg_zipnll: 139.55490051014564; aux_mae_loss_1: 69.55682707568367; aux_mae_loss_2: 9.656666506685145; aux_mae_loss_4: 1.4280558602745552; cnt_loss: 6.3231582486844005; 2025-08-07 19:25:32,109 - INFO - Evaluation: Curr mae: 43.1454; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 258.6312; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0991; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:25:32,109 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 2025-08-07 19:30:37,069 - INFO - Training: cls_zice: 39.75791422114887; reg_zipnll: 137.94452462282158; aux_mae_loss_1: 68.81791496276855; aux_mae_loss_2: 9.655825877097701; aux_mae_loss_4: 1.4276289720385118; cnt_loss: 6.3680869845774; 2025-08-07 19:30:37,070 - INFO - Evaluation: Curr mae: 38.0646; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 162.9675; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1109; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:30:37,070 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 2025-08-07 19:35:41,480 - INFO - Training: cls_zice: 40.478897519582034; reg_zipnll: 134.08010032673423; aux_mae_loss_1: 68.79226601706065; aux_mae_loss_2: 9.595965387582167; aux_mae_loss_4: 1.4296281430056286; cnt_loss: 6.340873364617708; 2025-08-07 19:35:41,482 - INFO - Evaluation: Curr mae: 39.9124; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 189.4202; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1010; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:35:41,482 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 2025-08-07 19:40:46,025 - INFO - Training: cls_zice: 40.278267721743696; reg_zipnll: 142.15638385272578; aux_mae_loss_1: 68.69217662762247; aux_mae_loss_2: 9.499020577089953; aux_mae_loss_4: 1.3970591869099893; cnt_loss: 6.5989839696639; 2025-08-07 19:40:46,027 - INFO - Evaluation: Curr mae: 41.6770; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 212.7200; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1129; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:40:46,027 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 2025-08-07 19:45:50,263 - INFO - Training: cls_zice: 37.9426633845488; reg_zipnll: 136.7339874355836; aux_mae_loss_1: 66.51775203204707; aux_mae_loss_2: 9.245339085019953; aux_mae_loss_4: 1.3619804990628692; cnt_loss: 5.7779942251416285; 2025-08-07 19:45:50,264 - INFO - Evaluation: Curr mae: 40.0469; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 208.7916; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1033; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:45:50,264 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 2025-08-07 19:50:54,679 - INFO - Training: cls_zice: 42.50861621975592; reg_zipnll: 136.76200326365492; aux_mae_loss_1: 70.25919446479385; aux_mae_loss_2: 9.811150716019167; aux_mae_loss_4: 1.4703353367611804; cnt_loss: 7.154916279573367; 2025-08-07 19:50:54,680 - INFO - Evaluation: Curr mae: 39.6152; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 163.5547; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1125; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:50:54,680 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 2025-08-07 19:56:00,144 - INFO - Training: cls_zice: 38.98495906472666; reg_zipnll: 138.7171230365194; aux_mae_loss_1: 67.85565210308084; aux_mae_loss_2: 9.44136022816587; aux_mae_loss_4: 1.3861513380679495; cnt_loss: 5.9188746917217125; 2025-08-07 19:56:00,146 - INFO - Evaluation: Curr mae: 44.3386; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 294.1299; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1008; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 19:56:00,146 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 2025-08-07 20:01:04,593 - INFO - Training: cls_zice: 42.86991996040381; reg_zipnll: 137.68356406596754; aux_mae_loss_1: 71.16852095684845; aux_mae_loss_2: 9.868717118216663; aux_mae_loss_4: 1.4493437216337053; cnt_loss: 6.482392732925464; 2025-08-07 20:01:04,594 - INFO - Evaluation: Curr mae: 41.5628; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 263.0285; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1064; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:01:04,594 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 2025-08-07 20:06:09,440 - INFO - Training: cls_zice: 41.22376189405783; reg_zipnll: 137.3123975376237; aux_mae_loss_1: 69.81515141563122; aux_mae_loss_2: 9.726266368802225; aux_mae_loss_4: 1.4491371002555813; cnt_loss: 7.068064260911819; 2025-08-07 20:06:09,442 - INFO - Evaluation: Curr mae: 48.2149; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 395.6307; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1066; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:06:09,442 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 2025-08-07 20:11:13,712 - INFO - Training: cls_zice: 41.04862597427668; reg_zipnll: 135.28316543157425; aux_mae_loss_1: 69.54683284220168; aux_mae_loss_2: 9.714968672448382; aux_mae_loss_4: 1.447600125730191; cnt_loss: 6.958253920921017; 2025-08-07 20:11:13,713 - INFO - Evaluation: Curr mae: 45.1528; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 332.0992; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1014; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:11:13,713 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 2025-08-07 20:16:17,883 - INFO - Training: cls_zice: 41.17100385306427; reg_zipnll: 139.06338224435527; aux_mae_loss_1: 67.4660087649191; aux_mae_loss_2: 9.28764589218983; aux_mae_loss_4: 1.3620865986249133; cnt_loss: 6.126797225680633; 2025-08-07 20:16:17,884 - INFO - Evaluation: Curr mae: 45.0110; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 316.0263; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1022; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:16:17,884 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 2025-08-07 20:21:22,536 - INFO - Training: cls_zice: 38.33597352974366; reg_zipnll: 137.5118686460284; aux_mae_loss_1: 67.01466465241498; aux_mae_loss_2: 9.333058352948461; aux_mae_loss_4: 1.3793012129770146; cnt_loss: 6.136122923737013; 2025-08-07 20:21:22,537 - INFO - Evaluation: Curr mae: 42.7166; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 268.8976; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1026; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:21:22,538 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 2025-08-07 20:26:26,784 - INFO - Training: cls_zice: 40.059095177713274; reg_zipnll: 137.6581351027697; aux_mae_loss_1: 69.33940371878656; aux_mae_loss_2: 9.6592317405887; aux_mae_loss_4: 1.434431411728148; cnt_loss: 7.142014226754098; 2025-08-07 20:26:26,786 - INFO - Evaluation: Curr mae: 41.5892; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 199.9941; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1144; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:26:26,786 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 2025-08-07 20:31:31,105 - INFO - Training: cls_zice: 43.52155834444078; reg_zipnll: 129.10851057881254; aux_mae_loss_1: 69.81461245112676; aux_mae_loss_2: 9.732096191237089; aux_mae_loss_4: 1.4668502842859008; cnt_loss: 7.693304067635597; 2025-08-07 20:31:31,106 - INFO - Evaluation: Curr mae: 38.6729; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 188.9399; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1021; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:31:31,107 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 2025-08-07 20:36:35,500 - INFO - Training: cls_zice: 41.12917218075773; reg_zipnll: 139.50512015727614; aux_mae_loss_1: 68.18428696826062; aux_mae_loss_2: 9.493795272317215; aux_mae_loss_4: 1.3986277486793792; cnt_loss: 5.98461288566148; 2025-08-07 20:36:35,501 - INFO - Evaluation: Curr mae: 37.7415; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 182.1210; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1008; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:36:35,501 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 2025-08-07 20:41:39,942 - INFO - Training: cls_zice: 40.94328208420914; reg_zipnll: 134.47397967291982; aux_mae_loss_1: 69.3936819331505; aux_mae_loss_2: 9.658985614470161; aux_mae_loss_4: 1.4267078221303944; cnt_loss: 6.531951892498526; 2025-08-07 20:41:39,944 - INFO - Evaluation: Curr mae: 41.2311; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 230.5292; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1070; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:41:39,944 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 2025-08-07 20:46:44,498 - INFO - Training: cls_zice: 40.474317624628696; reg_zipnll: 135.4809103036601; aux_mae_loss_1: 69.02259533080466; aux_mae_loss_2: 9.646016071572095; aux_mae_loss_4: 1.440858114386279; cnt_loss: 6.596432361703912; 2025-08-07 20:46:44,500 - INFO - Evaluation: Curr mae: 44.4276; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 269.3716; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1085; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:46:44,500 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 2025-08-07 20:51:49,764 - INFO - Training: cls_zice: 42.31497515504342; reg_zipnll: 141.96835748579323; aux_mae_loss_1: 69.41685690548856; aux_mae_loss_2: 9.573927690866368; aux_mae_loss_4: 1.394129412339708; cnt_loss: 6.347851745113922; 2025-08-07 20:51:49,765 - INFO - Evaluation: Curr mae: 43.8740; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 236.1742; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1107; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:51:49,765 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 2025-08-07 20:56:54,683 - INFO - Training: cls_zice: 40.445965013880965; reg_zipnll: 138.84847847416347; aux_mae_loss_1: 67.80749809466168; aux_mae_loss_2: 9.380483297272022; aux_mae_loss_4: 1.3764933832277062; cnt_loss: 6.087615539681329; 2025-08-07 20:56:54,685 - INFO - Evaluation: Curr mae: 38.6545; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 182.7521; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1085; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 20:56:54,685 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 2025-08-07 21:01:58,949 - INFO - Training: cls_zice: 41.28676381994489; reg_zipnll: 140.21051267854352; aux_mae_loss_1: 68.0262325796799; aux_mae_loss_2: 9.421575907876376; aux_mae_loss_4: 1.3773081184659335; cnt_loss: 6.333501051584675; 2025-08-07 21:01:58,951 - INFO - Evaluation: Curr mae: 41.5110; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 180.4847; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1153; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:01:58,951 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 2025-08-07 21:07:04,214 - INFO - Training: cls_zice: 39.876455713858334; reg_zipnll: 127.26512161196044; aux_mae_loss_1: 69.06906240703515; aux_mae_loss_2: 9.680921736290644; aux_mae_loss_4: 1.439114354953055; cnt_loss: 7.109352054663367; 2025-08-07 21:07:04,216 - INFO - Evaluation: Curr mae: 39.7060; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 178.0013; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1110; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:07:04,216 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 2025-08-07 21:12:09,222 - INFO - Training: cls_zice: 40.80768040565721; reg_zipnll: 142.60480075385087; aux_mae_loss_1: 67.93458878043991; aux_mae_loss_2: 9.414636357278015; aux_mae_loss_4: 1.3823522372616595; cnt_loss: 6.3309061591606826; 2025-08-07 21:12:09,224 - INFO - Evaluation: Curr mae: 36.9478; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 122.2212; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1035; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:12:09,224 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 2025-08-07 21:17:13,500 - INFO - Training: cls_zice: 39.43254105359852; reg_zipnll: 134.6479752057622; aux_mae_loss_1: 66.57783126831055; aux_mae_loss_2: 9.237405734074454; aux_mae_loss_4: 1.3519536668966239; cnt_loss: 6.168599629003775; 2025-08-07 21:17:13,501 - INFO - Evaluation: Curr mae: 38.5042; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 184.1520; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1020; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:17:13,501 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 2025-08-07 21:22:17,391 - INFO - Training: cls_zice: 40.923527115845815; reg_zipnll: 135.75977409284343; aux_mae_loss_1: 69.34187756467294; aux_mae_loss_2: 9.725590796887415; aux_mae_loss_4: 1.4610521082783112; cnt_loss: 6.9616965151997645; 2025-08-07 21:22:17,392 - INFO - Evaluation: Curr mae: 40.6860; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 150.7236; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1162; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:22:22,997 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 2025-08-07 21:27:28,030 - INFO - Training: cls_zice: 40.3181673498264; reg_zipnll: 131.48731888229253; aux_mae_loss_1: 68.00222965622929; aux_mae_loss_2: 9.465038549317798; aux_mae_loss_4: 1.4124436825896902; cnt_loss: 6.6197826590743345; 2025-08-07 21:27:28,032 - INFO - Evaluation: Curr mae: 37.4331; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 162.7630; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0998; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:27:28,032 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 2025-08-07 21:32:32,714 - INFO - Training: cls_zice: 39.47688893341773; reg_zipnll: 137.83111123131602; aux_mae_loss_1: 66.75347015361247; aux_mae_loss_2: 9.22318768562572; aux_mae_loss_4: 1.3509811803430396; cnt_loss: 5.804452748408967; 2025-08-07 21:32:32,715 - INFO - Evaluation: Curr mae: 39.5102; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 203.2774; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1025; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:32:32,715 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 2025-08-07 21:37:36,908 - INFO - Training: cls_zice: 41.54754064184228; reg_zipnll: 128.01191733980548; aux_mae_loss_1: 68.10100157769602; aux_mae_loss_2: 9.411592582197606; aux_mae_loss_4: 1.3930140102430604; cnt_loss: 6.487530735740318; 2025-08-07 21:37:36,910 - INFO - Evaluation: Curr mae: 44.0149; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 285.6672; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1044; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:37:36,910 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 2025-08-07 21:42:41,143 - INFO - Training: cls_zice: 38.8104425163839; reg_zipnll: 137.4018229702751; aux_mae_loss_1: 65.89073922027353; aux_mae_loss_2: 9.097648967507565; aux_mae_loss_4: 1.3291078172719877; cnt_loss: 5.993711156449772; 2025-08-07 21:42:41,144 - INFO - Evaluation: Curr mae: 40.3241; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 219.8226; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1055; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:42:41,144 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 2025-08-07 21:47:45,021 - INFO - Training: cls_zice: 38.95459669502811; reg_zipnll: 141.60216007870082; aux_mae_loss_1: 67.15401931532244; aux_mae_loss_2: 9.325528235545809; aux_mae_loss_4: 1.372335075949029; cnt_loss: 5.560905340704636; 2025-08-07 21:47:45,022 - INFO - Evaluation: Curr mae: 40.7179; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 216.0672; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1098; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:47:45,022 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 2025-08-07 21:52:49,668 - INFO - Training: cls_zice: 39.99100892617341; reg_zipnll: 131.56188737334813; aux_mae_loss_1: 67.1750102594763; aux_mae_loss_2: 9.343087919880002; aux_mae_loss_4: 1.380805353923751; cnt_loss: 5.744663276678493; 2025-08-07 21:52:49,669 - INFO - Evaluation: Curr mae: 41.8291; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 213.4041; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1082; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:52:49,669 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 2025-08-07 21:57:54,009 - INFO - Training: cls_zice: 38.14596625538136; reg_zipnll: 133.1253289367362; aux_mae_loss_1: 65.00377702467853; aux_mae_loss_2: 8.96123977951648; aux_mae_loss_4: 1.304759230895643; cnt_loss: 5.731943233307345; 2025-08-07 21:57:54,011 - INFO - Evaluation: Curr mae: 40.5992; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 207.3388; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1040; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 21:57:54,011 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 2025-08-07 22:02:58,360 - INFO - Training: cls_zice: 40.1916001139539; reg_zipnll: 135.30967667292813; aux_mae_loss_1: 67.1307994577756; aux_mae_loss_2: 9.272624577225633; aux_mae_loss_4: 1.3571566676189477; cnt_loss: 5.940545218845872; 2025-08-07 22:02:58,362 - INFO - Evaluation: Curr mae: 47.5133; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 352.0257; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1090; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:02:58,362 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 2025-08-07 22:08:02,693 - INFO - Training: cls_zice: 39.90860603956606; reg_zipnll: 131.59857794313015; aux_mae_loss_1: 67.74319759187478; aux_mae_loss_2: 9.491823159330607; aux_mae_loss_4: 1.417316346900935; cnt_loss: 6.339171501925182; 2025-08-07 22:08:02,695 - INFO - Evaluation: Curr mae: 41.3460; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 246.5489; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1027; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:08:02,695 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 2025-08-07 22:13:07,634 - INFO - Training: cls_zice: 41.250334869964874; reg_zipnll: 139.342208612241; aux_mae_loss_1: 68.82313016141288; aux_mae_loss_2: 9.549279449837986; aux_mae_loss_4: 1.4033436820408984; cnt_loss: 6.294479379923607; 2025-08-07 22:13:07,636 - INFO - Evaluation: Curr mae: 41.7193; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 158.8676; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1109; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:13:07,636 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 2025-08-07 22:18:11,606 - INFO - Training: cls_zice: 42.33149487756978; reg_zipnll: 139.8564192862621; aux_mae_loss_1: 69.2684301778406; aux_mae_loss_2: 9.598918387393413; aux_mae_loss_4: 1.4001921437929712; cnt_loss: 5.943759168711297; 2025-08-07 22:18:11,607 - INFO - Evaluation: Curr mae: 42.7954; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 246.7928; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1039; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:18:11,607 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 2025-08-07 22:23:15,516 - INFO - Training: cls_zice: 40.14508344030013; reg_zipnll: 141.49560551287888; aux_mae_loss_1: 67.36886460370454; aux_mae_loss_2: 9.302152528860882; aux_mae_loss_4: 1.3613831448754186; cnt_loss: 5.970991662887804; 2025-08-07 22:23:15,517 - INFO - Evaluation: Curr mae: 42.5439; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 210.7632; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1167; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:23:15,517 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 2025-08-07 22:28:19,988 - INFO - Training: cls_zice: 40.44053690135479; reg_zipnll: 135.11118795693994; aux_mae_loss_1: 67.73772951631129; aux_mae_loss_2: 9.362312404845857; aux_mae_loss_4: 1.3693415275882632; cnt_loss: 5.8646174940474545; 2025-08-07 22:28:19,989 - INFO - Evaluation: Curr mae: 43.1919; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 253.9616; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1061; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:28:19,989 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 2025-08-07 22:33:24,589 - INFO - Training: cls_zice: 39.24872078495651; reg_zipnll: 139.62284166340962; aux_mae_loss_1: 66.24941057778875; aux_mae_loss_2: 9.172792364821643; aux_mae_loss_4: 1.3353938771397411; cnt_loss: 5.993628710584959; 2025-08-07 22:33:24,591 - INFO - Evaluation: Curr mae: 41.6489; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 249.2580; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1020; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:33:24,591 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 2025-08-07 22:38:28,995 - INFO - Training: cls_zice: 40.47370937562387; reg_zipnll: 129.26734322202236; aux_mae_loss_1: 67.58841181782033; aux_mae_loss_2: 9.390626075028761; aux_mae_loss_4: 1.3793811028138532; cnt_loss: 6.239198976126919; 2025-08-07 22:38:28,996 - INFO - Evaluation: Curr mae: 42.9531; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 279.3364; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1021; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:38:28,996 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 2025-08-07 22:43:32,852 - INFO - Training: cls_zice: 40.42573489505405; reg_zipnll: 137.31777307368182; aux_mae_loss_1: 68.09889989156649; aux_mae_loss_2: 9.426667166246547; aux_mae_loss_4: 1.3862874203368754; cnt_loss: 5.820894359776171; 2025-08-07 22:43:32,853 - INFO - Evaluation: Curr mae: 52.5034; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 469.7207; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1037; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:43:32,853 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 2025-08-07 22:48:37,464 - INFO - Training: cls_zice: 41.328000098543484; reg_zipnll: 130.35353739525175; aux_mae_loss_1: 68.50920464876071; aux_mae_loss_2: 9.615762259782434; aux_mae_loss_4: 1.452318528662304; cnt_loss: 6.624132912538965; 2025-08-07 22:48:37,466 - INFO - Evaluation: Curr mae: 48.1610; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 416.9580; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:48:37,466 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 2025-08-07 22:53:41,892 - INFO - Training: cls_zice: 40.296156971650746; reg_zipnll: 135.7389661989972; aux_mae_loss_1: 66.4333165176117; aux_mae_loss_2: 9.18665698377516; aux_mae_loss_4: 1.3539983531350035; cnt_loss: 5.6356002607198485; 2025-08-07 22:53:41,894 - INFO - Evaluation: Curr mae: 45.7038; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 324.7776; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1017; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:53:41,894 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 2025-08-07 22:58:46,180 - INFO - Training: cls_zice: 40.69103407679763; reg_zipnll: 139.3120327682299; aux_mae_loss_1: 66.2991224769455; aux_mae_loss_2: 9.081405794099547; aux_mae_loss_4: 1.3185635908557087; cnt_loss: 5.744944424279858; 2025-08-07 22:58:46,182 - INFO - Evaluation: Curr mae: 44.1746; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 317.3197; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1008; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 22:58:46,182 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 2025-08-07 23:03:50,353 - INFO - Training: cls_zice: 40.41188527950131; reg_zipnll: 135.77241879931452; aux_mae_loss_1: 67.30337595142865; aux_mae_loss_2: 9.268764976057724; aux_mae_loss_4: 1.346015968443802; cnt_loss: 5.93412178364082; 2025-08-07 23:03:50,354 - INFO - Evaluation: Curr mae: 45.5212; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 322.4976; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1031; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 23:03:50,354 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 2025-08-07 23:08:54,838 - INFO - Training: cls_zice: 42.751138249752145; reg_zipnll: 128.82978793833126; aux_mae_loss_1: 70.22772497628219; aux_mae_loss_2: 9.683161740437878; aux_mae_loss_4: 1.4261662383159206; cnt_loss: 5.788009803368683; 2025-08-07 23:08:54,840 - INFO - Evaluation: Curr mae: 50.3392; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 402.6434; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1060; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 23:08:54,840 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 2025-08-07 23:13:58,999 - INFO - Training: cls_zice: 39.29677049015053; reg_zipnll: 129.86214430840892; aux_mae_loss_1: 67.31427012985347; aux_mae_loss_2: 9.452264157236389; aux_mae_loss_4: 1.4078967814120658; cnt_loss: 6.332701659371123; 2025-08-07 23:13:59,001 - INFO - Evaluation: Curr mae: 55.5424; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 506.9722; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1031; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 23:13:59,001 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 2025-08-07 23:19:03,818 - INFO - Training: cls_zice: 39.839046500029475; reg_zipnll: 134.43401398940688; aux_mae_loss_1: 68.06217508144428; aux_mae_loss_2: 9.451613304241151; aux_mae_loss_4: 1.3954759926216769; cnt_loss: 5.917140522928655; 2025-08-07 23:19:03,820 - INFO - Evaluation: Curr mae: 47.8538; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 405.1553; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1007; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 23:19:03,820 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 2025-08-07 23:24:07,890 - INFO - Training: cls_zice: 39.64033781386586; reg_zipnll: 140.32075522062405; aux_mae_loss_1: 66.52597075808018; aux_mae_loss_2: 9.09025124964187; aux_mae_loss_4: 1.3029451138102917; cnt_loss: 5.244275388803458; 2025-08-07 23:24:07,892 - INFO - Evaluation: Curr mae: 46.2684; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 324.0354; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1062; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 23:24:07,892 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 2025-08-07 23:29:11,791 - INFO - Training: cls_zice: 41.28485293414415; reg_zipnll: 132.21668427768893; aux_mae_loss_1: 67.75863585925654; aux_mae_loss_2: 9.421103481768336; aux_mae_loss_4: 1.3943432332004557; cnt_loss: 6.556637048108413; 2025-08-07 23:29:11,792 - INFO - Evaluation: Curr mae: 48.7617; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 397.5771; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1032; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0991; 2025-08-07 23:29:11,792 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 2025-08-07 23:34:16,045 - INFO - Training: cls_zice: 42.37263885358765; reg_zipnll: 133.88795458443062; aux_mae_loss_1: 69.30213374895425; aux_mae_loss_2: 9.623339066468658; aux_mae_loss_4: 1.4270487177954234; cnt_loss: 6.10619357917793; 2025-08-07 23:34:17,894 - INFO - Evaluation: Curr mae: 45.4100; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 351.7278; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-07 23:34:17,894 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 2025-08-07 23:39:22,220 - INFO - Training: cls_zice: 41.24195288305571; reg_zipnll: 139.31864281975518; aux_mae_loss_1: 69.31578703343409; aux_mae_loss_2: 9.658686222331383; aux_mae_loss_4: 1.4203223131003293; cnt_loss: 5.916093543669865; 2025-08-07 23:39:22,221 - INFO - Evaluation: Curr mae: 45.1989; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 308.0253; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1061; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-07 23:39:22,221 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 2025-08-07 23:44:25,996 - INFO - Training: cls_zice: 40.279046391153706; reg_zipnll: 137.8681664993953; aux_mae_loss_1: 65.88237140233842; aux_mae_loss_2: 9.068577591741606; aux_mae_loss_4: 1.3238217813420112; cnt_loss: 5.607214602759075; 2025-08-07 23:44:25,998 - INFO - Evaluation: Curr mae: 49.0638; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 378.5822; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1064; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-07 23:44:25,998 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 2025-08-07 23:49:30,183 - INFO - Training: cls_zice: 39.42673584474083; reg_zipnll: 134.86734640812813; aux_mae_loss_1: 65.93219381984524; aux_mae_loss_2: 9.044370568733289; aux_mae_loss_4: 1.3127473189967152; cnt_loss: 5.343221306494391; 2025-08-07 23:49:30,185 - INFO - Evaluation: Curr mae: 48.8410; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 314.1939; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1059; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-07 23:49:30,185 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 2025-08-07 23:54:34,333 - INFO - Training: cls_zice: 39.39762597333802; reg_zipnll: 134.49547167486273; aux_mae_loss_1: 65.53833368198424; aux_mae_loss_2: 9.030045128726714; aux_mae_loss_4: 1.3212209730037994; cnt_loss: 5.727984948146006; 2025-08-07 23:54:34,335 - INFO - Evaluation: Curr mae: 48.8689; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 418.2281; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1039; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-07 23:54:34,335 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 2025-08-07 23:59:38,709 - INFO - Training: cls_zice: 41.513290637026714; reg_zipnll: 136.697603120289; aux_mae_loss_1: 66.83695928480448; aux_mae_loss_2: 9.107622938168387; aux_mae_loss_4: 1.325616922468943; cnt_loss: 5.847520172289527; 2025-08-07 23:59:38,711 - INFO - Evaluation: Curr mae: 53.5923; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 375.9347; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1187; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-07 23:59:38,711 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 2025-08-08 00:04:42,850 - INFO - Training: cls_zice: 38.726936466589684; reg_zipnll: 132.26234943027055; aux_mae_loss_1: 67.26995937867153; aux_mae_loss_2: 9.489465463437273; aux_mae_loss_4: 1.426015510503921; cnt_loss: 6.487564133494556; 2025-08-08 00:04:42,852 - INFO - Evaluation: Curr mae: 43.9935; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 312.2318; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1001; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:04:42,852 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 2025-08-08 00:09:46,241 - INFO - Training: cls_zice: 41.16685262808916; reg_zipnll: 139.2575090427938; aux_mae_loss_1: 66.44597504377978; aux_mae_loss_2: 9.108453639062327; aux_mae_loss_4: 1.3246399570629959; cnt_loss: 5.506940936904334; 2025-08-08 00:09:46,242 - INFO - Evaluation: Curr mae: 42.9520; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 285.0627; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1002; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:09:46,242 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 2025-08-08 00:14:50,752 - INFO - Training: cls_zice: 42.339187349482486; reg_zipnll: 137.40687334997182; aux_mae_loss_1: 67.2399140973324; aux_mae_loss_2: 9.180060380528703; aux_mae_loss_4: 1.328058850527729; cnt_loss: 5.512508042367381; 2025-08-08 00:14:50,753 - INFO - Evaluation: Curr mae: 51.1256; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 362.0020; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1136; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:14:50,753 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 2025-08-08 00:19:55,301 - INFO - Training: cls_zice: 40.47697557863279; reg_zipnll: 134.5547911440499; aux_mae_loss_1: 66.42780657721669; aux_mae_loss_2: 9.174866705749826; aux_mae_loss_4: 1.3495821950521445; cnt_loss: 6.047605596386988; 2025-08-08 00:19:55,303 - INFO - Evaluation: Curr mae: 45.8691; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 343.4730; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1037; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:19:55,303 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 2025-08-08 00:25:00,269 - INFO - Training: cls_zice: 37.48340687731276; reg_zipnll: 134.09167096547418; aux_mae_loss_1: 64.9287433820396; aux_mae_loss_2: 8.904847104935536; aux_mae_loss_4: 1.292643299560927; cnt_loss: 5.416910091755017; 2025-08-08 00:25:00,270 - INFO - Evaluation: Curr mae: 45.6617; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 286.9808; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1029; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:25:00,271 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 2025-08-08 00:30:05,459 - INFO - Training: cls_zice: 39.260748536352324; reg_zipnll: 139.34745757683996; aux_mae_loss_1: 65.07208143592187; aux_mae_loss_2: 8.931433164062108; aux_mae_loss_4: 1.290609160012022; cnt_loss: 5.24892217855527; 2025-08-08 00:30:05,460 - INFO - Evaluation: Curr mae: 44.3886; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 326.1841; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1005; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:30:05,460 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 2025-08-08 00:35:09,822 - INFO - Training: cls_zice: 38.55349890669391; reg_zipnll: 130.0806592093029; aux_mae_loss_1: 65.62688086639639; aux_mae_loss_2: 9.100256958473617; aux_mae_loss_4: 1.3382858905203852; cnt_loss: 5.82140497943736; 2025-08-08 00:35:09,823 - INFO - Evaluation: Curr mae: 50.8062; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 389.0732; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1103; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:35:09,824 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 2025-08-08 00:40:14,218 - INFO - Training: cls_zice: 42.12219607102227; reg_zipnll: 134.8910584388478; aux_mae_loss_1: 68.00236435475877; aux_mae_loss_2: 9.435454916218559; aux_mae_loss_4: 1.3904932142070143; cnt_loss: 6.042805221209489; 2025-08-08 00:40:14,219 - INFO - Evaluation: Curr mae: 42.1127; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 241.4483; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1077; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:40:14,219 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 2025-08-08 00:45:20,615 - INFO - Training: cls_zice: 38.97749498911719; reg_zipnll: 137.75846851270427; aux_mae_loss_1: 63.455629281335746; aux_mae_loss_2: 8.681224015194223; aux_mae_loss_4: 1.247144818382582; cnt_loss: 5.258449825805379; 2025-08-08 00:45:20,617 - INFO - Evaluation: Curr mae: 42.8534; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 236.1753; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1073; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:45:20,617 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 2025-08-08 00:50:25,029 - INFO - Training: cls_zice: 39.548383841324586; reg_zipnll: 133.19177030107355; aux_mae_loss_1: 65.77850961194859; aux_mae_loss_2: 9.043262389447818; aux_mae_loss_4: 1.3213321426189037; cnt_loss: 4.996596769073015; 2025-08-08 00:50:25,031 - INFO - Evaluation: Curr mae: 47.0344; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 375.9874; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1016; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:50:25,031 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 2025-08-08 00:55:30,006 - INFO - Training: cls_zice: 40.20271914270359; reg_zipnll: 131.837438862857; aux_mae_loss_1: 68.3703819289612; aux_mae_loss_2: 9.582260663834207; aux_mae_loss_4: 1.4367624952584734; cnt_loss: 5.825624569522691; 2025-08-08 00:55:30,007 - INFO - Evaluation: Curr mae: 43.9466; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 281.3125; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1042; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 00:55:30,008 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 2025-08-08 01:00:34,228 - INFO - Training: cls_zice: 39.75758595209195; reg_zipnll: 134.09505492065745; aux_mae_loss_1: 67.60319448681908; aux_mae_loss_2: 9.402260751528114; aux_mae_loss_4: 1.4086810558421445; cnt_loss: 5.971352065207106; 2025-08-08 01:00:34,230 - INFO - Evaluation: Curr mae: 44.8540; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 301.2151; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1014; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:00:34,230 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 2025-08-08 01:05:39,221 - INFO - Training: cls_zice: 40.25551503912036; reg_zipnll: 130.5656926809669; aux_mae_loss_1: 67.17094966868815; aux_mae_loss_2: 9.389166104150002; aux_mae_loss_4: 1.3908618158423809; cnt_loss: 5.473310933321485; 2025-08-08 01:05:39,222 - INFO - Evaluation: Curr mae: 46.6837; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 290.2497; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1051; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:05:39,222 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 2025-08-08 01:10:43,625 - INFO - Training: cls_zice: 42.06401076338285; reg_zipnll: 129.38626782140267; aux_mae_loss_1: 67.37955736807503; aux_mae_loss_2: 9.2816698932709; aux_mae_loss_4: 1.368814056935531; cnt_loss: 5.617254692055572; 2025-08-08 01:10:43,626 - INFO - Evaluation: Curr mae: 45.9050; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 311.6679; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1038; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:10:43,627 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 2025-08-08 01:15:48,094 - INFO - Training: cls_zice: 38.457614267086925; reg_zipnll: 132.07680560016388; aux_mae_loss_1: 65.8460846131136; aux_mae_loss_2: 9.051026317944563; aux_mae_loss_4: 1.303868958491899; cnt_loss: 4.939083435694785; 2025-08-08 01:15:48,095 - INFO - Evaluation: Curr mae: 41.0623; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 218.1303; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1002; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:15:48,095 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 2025-08-08 01:20:52,612 - INFO - Training: cls_zice: 40.61851283620593; reg_zipnll: 132.72809837164792; aux_mae_loss_1: 67.43362190177938; aux_mae_loss_2: 9.400132642000683; aux_mae_loss_4: 1.3716696596927078; cnt_loss: 5.708051233028079; 2025-08-08 01:20:52,613 - INFO - Evaluation: Curr mae: 41.4630; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 257.9659; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1007; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:20:52,613 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 2025-08-08 01:25:57,227 - INFO - Training: cls_zice: 40.806394062649005; reg_zipnll: 130.16010884576716; aux_mae_loss_1: 67.67692204796563; aux_mae_loss_2: 9.464747952005244; aux_mae_loss_4: 1.4065899482729503; cnt_loss: 5.581550905284661; 2025-08-08 01:25:57,229 - INFO - Evaluation: Curr mae: 44.0033; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 305.9650; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1029; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:25:57,229 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 2025-08-08 01:31:01,476 - INFO - Training: cls_zice: 40.296966875197036; reg_zipnll: 127.51994825819158; aux_mae_loss_1: 68.49105643000271; aux_mae_loss_2: 9.53906477447647; aux_mae_loss_4: 1.4194896098580643; cnt_loss: 5.814721998947752; 2025-08-08 01:31:01,477 - INFO - Evaluation: Curr mae: 45.3284; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 330.9334; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0992; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:31:01,477 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 2025-08-08 01:36:06,073 - INFO - Training: cls_zice: 37.42806399910493; reg_zipnll: 134.3913301992539; aux_mae_loss_1: 65.03520149559472; aux_mae_loss_2: 9.038652740591289; aux_mae_loss_4: 1.3393491663249415; cnt_loss: 5.543452969476926; 2025-08-08 01:36:06,074 - INFO - Evaluation: Curr mae: 43.0042; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 289.1476; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1031; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:36:11,560 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 2025-08-08 01:41:15,978 - INFO - Training: cls_zice: 39.36613422275968; reg_zipnll: 130.6124672681323; aux_mae_loss_1: 66.09503805974455; aux_mae_loss_2: 9.08289508019744; aux_mae_loss_4: 1.3191019303158193; cnt_loss: 5.469344640912005; 2025-08-08 01:41:15,979 - INFO - Evaluation: Curr mae: 49.8157; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 398.3094; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1100; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:41:15,979 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 2025-08-08 01:46:20,497 - INFO - Training: cls_zice: 39.08538472767354; reg_zipnll: 128.84651721964153; aux_mae_loss_1: 64.81845011993055; aux_mae_loss_2: 8.948593057213222; aux_mae_loss_4: 1.3190785429241725; cnt_loss: 5.903310519564121; 2025-08-08 01:46:20,498 - INFO - Evaluation: Curr mae: 46.1454; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 298.9301; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1083; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:46:20,498 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 2025-08-08 01:51:25,131 - INFO - Training: cls_zice: 38.33463653577324; reg_zipnll: 139.1027484246575; aux_mae_loss_1: 64.2716586473362; aux_mae_loss_2: 8.812233198884213; aux_mae_loss_4: 1.2641831763222775; cnt_loss: 5.1472376287749615; 2025-08-08 01:51:25,133 - INFO - Evaluation: Curr mae: 48.5543; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 363.0364; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1026; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:51:25,133 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 2025-08-08 01:56:30,091 - INFO - Training: cls_zice: 39.327775015239546; reg_zipnll: 129.1303130642614; aux_mae_loss_1: 65.11142300456225; aux_mae_loss_2: 8.938144009340085; aux_mae_loss_4: 1.290538632739479; cnt_loss: 5.309035934488693; 2025-08-08 01:56:30,093 - INFO - Evaluation: Curr mae: 46.4673; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 366.0070; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1021; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 01:56:30,093 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 2025-08-08 02:01:34,620 - INFO - Training: cls_zice: 42.40926485989425; reg_zipnll: 132.76742912625897; aux_mae_loss_1: 67.62131876320336; aux_mae_loss_2: 9.39483396222475; aux_mae_loss_4: 1.3828263108099028; cnt_loss: 5.939143238919559; 2025-08-08 02:01:34,622 - INFO - Evaluation: Curr mae: 42.2943; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 258.9973; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1027; Best nae: 0.0980; 0.0984; 0.0985; 0.0989; 0.0990; 2025-08-08 02:01:34,622 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 2025-08-08 02:06:39,122 - INFO - Training: cls_zice: 39.961386501329415; reg_zipnll: 133.2744870614883; aux_mae_loss_1: 67.20210716718266; aux_mae_loss_2: 9.29913438561643; aux_mae_loss_4: 1.360826295108599; cnt_loss: 5.558972473852432; 2025-08-08 02:06:41,363 - INFO - Evaluation: Curr mae: 44.3431; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 329.4848; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0983; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:06:41,364 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 2025-08-08 02:11:46,367 - INFO - Training: cls_zice: 36.49140425375004; reg_zipnll: 136.81213469615633; aux_mae_loss_1: 64.98872419126849; aux_mae_loss_2: 9.087315573177484; aux_mae_loss_4: 1.3422731125109606; cnt_loss: 5.426388089715055; 2025-08-08 02:11:46,369 - INFO - Evaluation: Curr mae: 44.7204; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 282.2642; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1095; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:11:46,369 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 2025-08-08 02:16:51,005 - INFO - Training: cls_zice: 39.299783339498894; reg_zipnll: 128.9485813229127; aux_mae_loss_1: 65.69330696704148; aux_mae_loss_2: 9.061092749046482; aux_mae_loss_4: 1.3211820302555064; cnt_loss: 5.221660798496942; 2025-08-08 02:16:51,007 - INFO - Evaluation: Curr mae: 44.0712; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 317.3833; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1019; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:16:51,007 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 2025-08-08 02:21:55,403 - INFO - Training: cls_zice: 40.62588270387796; reg_zipnll: 133.942389377898; aux_mae_loss_1: 66.09429027488729; aux_mae_loss_2: 9.070686444372015; aux_mae_loss_4: 1.3229295164346695; cnt_loss: 5.847317188595132; 2025-08-08 02:21:55,405 - INFO - Evaluation: Curr mae: 44.6098; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 323.9758; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1045; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:21:55,405 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 2025-08-08 02:26:59,737 - INFO - Training: cls_zice: 40.59284011341612; reg_zipnll: 138.92731749429188; aux_mae_loss_1: 66.00127098921945; aux_mae_loss_2: 9.035073702470196; aux_mae_loss_4: 1.2995400302361093; cnt_loss: 5.289722281127479; 2025-08-08 02:26:59,738 - INFO - Evaluation: Curr mae: 45.1691; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 301.4118; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:26:59,738 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 2025-08-08 02:32:04,884 - INFO - Training: cls_zice: 39.90365669939543; reg_zipnll: 123.87858752174671; aux_mae_loss_1: 65.5524871453528; aux_mae_loss_2: 9.050258236863007; aux_mae_loss_4: 1.3311689070840116; cnt_loss: 5.5956154549949275; 2025-08-08 02:32:04,886 - INFO - Evaluation: Curr mae: 46.4200; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 343.1548; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1022; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:32:04,887 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 2025-08-08 02:37:09,284 - INFO - Training: cls_zice: 40.57468950943806; reg_zipnll: 129.16481351484677; aux_mae_loss_1: 66.79920288468388; aux_mae_loss_2: 9.194819444862308; aux_mae_loss_4: 1.3411826510892122; cnt_loss: 5.499292173851425; 2025-08-08 02:37:09,285 - INFO - Evaluation: Curr mae: 42.9029; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 291.5186; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1005; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:37:09,285 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 2025-08-08 02:42:14,244 - INFO - Training: cls_zice: 41.06699188296853; reg_zipnll: 138.00346671646236; aux_mae_loss_1: 66.86993159610385; aux_mae_loss_2: 9.24357953016433; aux_mae_loss_4: 1.3666720926225338; cnt_loss: 5.3633643191087526; 2025-08-08 02:42:14,246 - INFO - Evaluation: Curr mae: 46.4577; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 336.7849; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1037; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:42:14,246 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 2025-08-08 02:47:18,214 - INFO - Training: cls_zice: 38.94798994049008; reg_zipnll: 128.1875839527591; aux_mae_loss_1: 66.6174323908161; aux_mae_loss_2: 9.26499794289508; aux_mae_loss_4: 1.370318039447299; cnt_loss: 5.717424012854657; 2025-08-08 02:47:18,216 - INFO - Evaluation: Curr mae: 48.0828; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 387.0231; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0995; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:47:18,216 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 2025-08-08 02:52:21,673 - INFO - Training: cls_zice: 38.65208095361917; reg_zipnll: 131.2218916336491; aux_mae_loss_1: 64.89295093810956; aux_mae_loss_2: 8.90744033693348; aux_mae_loss_4: 1.286334550472642; cnt_loss: 5.137406974494611; 2025-08-08 02:52:21,674 - INFO - Evaluation: Curr mae: 48.8890; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 417.4587; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1050; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:52:21,675 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 2025-08-08 02:57:25,679 - INFO - Training: cls_zice: 40.02026054902831; reg_zipnll: 126.54171947587119; aux_mae_loss_1: 66.39134706016678; aux_mae_loss_2: 9.11836393265614; aux_mae_loss_4: 1.32798375943939; cnt_loss: 5.346568028234271; 2025-08-08 02:57:25,681 - INFO - Evaluation: Curr mae: 47.1933; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 350.9123; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1048; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 02:57:25,681 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 2025-08-08 03:02:30,339 - INFO - Training: cls_zice: 39.13128273863259; reg_zipnll: 141.1481302550642; aux_mae_loss_1: 64.96237224049311; aux_mae_loss_2: 8.920765251610764; aux_mae_loss_4: 1.3001609306715447; cnt_loss: 5.3317109272841625; 2025-08-08 03:02:30,340 - INFO - Evaluation: Curr mae: 48.5072; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 396.9500; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1033; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:02:30,340 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 2025-08-08 03:07:34,458 - INFO - Training: cls_zice: 38.684569591383394; reg_zipnll: 132.10727718618045; aux_mae_loss_1: 64.12571263742325; aux_mae_loss_2: 8.783033986630967; aux_mae_loss_4: 1.2718568364574854; cnt_loss: 4.89464840246963; 2025-08-08 03:07:34,460 - INFO - Evaluation: Curr mae: 45.2949; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 321.8495; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1013; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:07:34,460 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 2025-08-08 03:12:38,446 - INFO - Training: cls_zice: 39.16262139736227; reg_zipnll: 132.41479411774858; aux_mae_loss_1: 63.72984220558696; aux_mae_loss_2: 8.643184448882057; aux_mae_loss_4: 1.2405984133558592; cnt_loss: 4.900963623373551; 2025-08-08 03:12:38,447 - INFO - Evaluation: Curr mae: 46.7211; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 336.0414; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1052; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:12:38,448 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 2025-08-08 03:17:42,887 - INFO - Training: cls_zice: 38.43724827782507; reg_zipnll: 134.78874583477227; aux_mae_loss_1: 65.25743001040578; aux_mae_loss_2: 9.036738349723326; aux_mae_loss_4: 1.3174823334866748; cnt_loss: 5.569276344117284; 2025-08-08 03:17:42,889 - INFO - Evaluation: Curr mae: 45.8196; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 350.6095; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1002; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:17:42,889 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 2025-08-08 03:22:47,333 - INFO - Training: cls_zice: 40.9466577206372; reg_zipnll: 128.32219642599935; aux_mae_loss_1: 65.35874029051675; aux_mae_loss_2: 8.880035991840314; aux_mae_loss_4: 1.2763173174697207; cnt_loss: 4.752734976708123; 2025-08-08 03:22:47,335 - INFO - Evaluation: Curr mae: 46.2237; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 324.8490; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1054; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:22:47,335 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 2025-08-08 03:27:51,634 - INFO - Training: cls_zice: 37.5830112974564; reg_zipnll: 131.48380695823533; aux_mae_loss_1: 65.24559318866092; aux_mae_loss_2: 9.059538115266049; aux_mae_loss_4: 1.3214005709537198; cnt_loss: 5.361844100958278; 2025-08-08 03:27:51,635 - INFO - Evaluation: Curr mae: 45.7750; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 339.1189; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1007; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:27:51,635 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 2025-08-08 03:32:55,862 - INFO - Training: cls_zice: 38.57432244832994; reg_zipnll: 133.7066509472374; aux_mae_loss_1: 65.73206483061333; aux_mae_loss_2: 9.148801078833161; aux_mae_loss_4: 1.3309347622651981; cnt_loss: 4.840501190764126; 2025-08-08 03:32:55,864 - INFO - Evaluation: Curr mae: 42.1962; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 263.0701; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:32:55,864 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 2025-08-08 03:38:00,237 - INFO - Training: cls_zice: 38.939837729065154; reg_zipnll: 129.6904824950701; aux_mae_loss_1: 65.92595263189399; aux_mae_loss_2: 9.143690636347989; aux_mae_loss_4: 1.3560323160151284; cnt_loss: 5.052784787735167; 2025-08-08 03:38:00,239 - INFO - Evaluation: Curr mae: 46.0968; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 356.8614; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1013; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:38:00,239 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 2025-08-08 03:43:04,743 - INFO - Training: cls_zice: 39.69314937243731; reg_zipnll: 132.36194824865973; aux_mae_loss_1: 64.63217316924147; aux_mae_loss_2: 8.846995114973701; aux_mae_loss_4: 1.282122704815742; cnt_loss: 4.940158288169336; 2025-08-08 03:43:04,745 - INFO - Evaluation: Curr mae: 46.8270; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 369.6740; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1006; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:43:04,745 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 2025-08-08 03:48:09,175 - INFO - Training: cls_zice: 41.37845441683705; reg_zipnll: 131.01422807060968; aux_mae_loss_1: 65.71010671238054; aux_mae_loss_2: 9.046914669419316; aux_mae_loss_4: 1.3139112194889921; cnt_loss: 5.324196547039983; 2025-08-08 03:48:09,177 - INFO - Evaluation: Curr mae: 41.7015; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 252.1452; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1018; Best nae: 0.0980; 0.0983; 0.0984; 0.0985; 0.0989; 2025-08-08 03:48:09,177 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 2025-08-08 03:53:13,473 - INFO - Training: cls_zice: 37.84662327336526; reg_zipnll: 129.81898905256415; aux_mae_loss_1: 64.85836547076855; aux_mae_loss_2: 9.026117982165673; aux_mae_loss_4: 1.3133856600155254; cnt_loss: 5.111180114332385; 2025-08-08 03:53:15,323 - INFO - Evaluation: Curr mae: 40.9514; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 240.4139; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0982; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 03:53:15,324 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 2025-08-08 03:58:18,365 - INFO - Training: cls_zice: 41.10728277618444; reg_zipnll: 134.09537744889835; aux_mae_loss_1: 65.72958864712163; aux_mae_loss_2: 8.993813595612435; aux_mae_loss_4: 1.303165395416147; cnt_loss: 5.599642413823954; 2025-08-08 03:58:18,366 - INFO - Evaluation: Curr mae: 44.9543; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 321.0270; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0999; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 03:58:18,367 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 2025-08-08 04:03:22,856 - INFO - Training: cls_zice: 39.51028260852959; reg_zipnll: 128.12661097901645; aux_mae_loss_1: 65.0156229112326; aux_mae_loss_2: 9.008911169586574; aux_mae_loss_4: 1.31375131033993; cnt_loss: 5.068069820155828; 2025-08-08 04:03:22,857 - INFO - Evaluation: Curr mae: 43.5776; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 283.8680; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0999; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:03:22,858 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 2025-08-08 04:08:27,801 - INFO - Training: cls_zice: 39.42506939942702; reg_zipnll: 129.95869070214906; aux_mae_loss_1: 63.66577220024364; aux_mae_loss_2: 8.69050904993533; aux_mae_loss_4: 1.2506952666531492; cnt_loss: 4.844727549730659; 2025-08-08 04:08:27,802 - INFO - Evaluation: Curr mae: 39.1524; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 193.5183; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1020; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:08:27,803 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 2025-08-08 04:13:32,135 - INFO - Training: cls_zice: 39.700962833274914; reg_zipnll: 131.05848877227706; aux_mae_loss_1: 65.43407303876313; aux_mae_loss_2: 9.01098960714659; aux_mae_loss_4: 1.3108361741877461; cnt_loss: 5.138507252793692; 2025-08-08 04:13:32,136 - INFO - Evaluation: Curr mae: 44.0305; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 260.9997; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1015; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:13:32,136 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 2025-08-08 04:18:37,046 - INFO - Training: cls_zice: 40.979207925785786; reg_zipnll: 129.57020975814075; aux_mae_loss_1: 66.03634417761874; aux_mae_loss_2: 9.012952845170137; aux_mae_loss_4: 1.3126577543798632; cnt_loss: 5.2317972166372755; 2025-08-08 04:18:37,048 - INFO - Evaluation: Curr mae: 42.1138; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 248.2165; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1013; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:18:37,048 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 2025-08-08 04:23:41,281 - INFO - Training: cls_zice: 38.08977591589208; reg_zipnll: 135.9623693010188; aux_mae_loss_1: 63.68228504896777; aux_mae_loss_2: 8.761244307446908; aux_mae_loss_4: 1.2679395276890315; cnt_loss: 4.679685869146435; 2025-08-08 04:23:41,283 - INFO - Evaluation: Curr mae: 46.1583; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 341.0844; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1057; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:23:41,283 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 2025-08-08 04:28:46,230 - INFO - Training: cls_zice: 41.265091107981064; reg_zipnll: 134.82401283970222; aux_mae_loss_1: 64.95984714380573; aux_mae_loss_2: 8.850277429374753; aux_mae_loss_4: 1.2826394240316819; cnt_loss: 5.318521768390979; 2025-08-08 04:28:46,232 - INFO - Evaluation: Curr mae: 42.2990; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 257.7977; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0999; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:28:46,232 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 2025-08-08 04:33:50,781 - INFO - Training: cls_zice: 40.35858730454678; reg_zipnll: 130.9646876857336; aux_mae_loss_1: 65.39366437230441; aux_mae_loss_2: 8.952604670144598; aux_mae_loss_4: 1.3048137273534097; cnt_loss: 5.214096597197123; 2025-08-08 04:33:50,782 - INFO - Evaluation: Curr mae: 41.7283; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 247.2244; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1040; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:33:50,782 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 2025-08-08 04:38:54,966 - INFO - Training: cls_zice: 39.37180292453129; reg_zipnll: 133.8179144871572; aux_mae_loss_1: 64.03079981669056; aux_mae_loss_2: 8.718540989647794; aux_mae_loss_4: 1.2650591110125913; cnt_loss: 4.911508680041162; 2025-08-08 04:38:54,968 - INFO - Evaluation: Curr mae: 38.7676; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 161.6679; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1075; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:38:54,968 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 2025-08-08 04:43:59,070 - INFO - Training: cls_zice: 39.783959283428814; reg_zipnll: 123.90034034748616; aux_mae_loss_1: 66.17998228342796; aux_mae_loss_2: 9.118745459076065; aux_mae_loss_4: 1.326139115352557; cnt_loss: 5.061530896661214; 2025-08-08 04:43:59,071 - INFO - Evaluation: Curr mae: 38.8656; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 188.7414; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1011; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:43:59,071 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 2025-08-08 04:49:03,411 - INFO - Training: cls_zice: 38.281718874230485; reg_zipnll: 129.4198811146165; aux_mae_loss_1: 65.70573832014226; aux_mae_loss_2: 9.175156528048772; aux_mae_loss_4: 1.3526075928254115; cnt_loss: 4.693280307140326; 2025-08-08 04:49:03,413 - INFO - Evaluation: Curr mae: 40.9018; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 236.7552; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1010; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:49:03,413 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 2025-08-08 04:54:07,790 - INFO - Training: cls_zice: 37.59825840500449; reg_zipnll: 124.96675111334244; aux_mae_loss_1: 63.447599903783335; aux_mae_loss_2: 8.853314567041275; aux_mae_loss_4: 1.3240158620714222; cnt_loss: 5.055897965682503; 2025-08-08 04:54:07,791 - INFO - Evaluation: Curr mae: 42.9629; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 273.7502; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1025; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:54:07,792 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 2025-08-08 04:59:11,985 - INFO - Training: cls_zice: 39.21791035074808; reg_zipnll: 129.32786276898224; aux_mae_loss_1: 64.43403184199394; aux_mae_loss_2: 8.79397662409167; aux_mae_loss_4: 1.2707315506389638; cnt_loss: 4.925202266339471; 2025-08-08 04:59:11,987 - INFO - Evaluation: Curr mae: 39.7073; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 203.8452; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1040; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 04:59:11,987 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 2025-08-08 05:04:16,348 - INFO - Training: cls_zice: 36.657219718653316; reg_zipnll: 134.37569320109938; aux_mae_loss_1: 62.381710709520355; aux_mae_loss_2: 8.514701670270346; aux_mae_loss_4: 1.2230356197737176; cnt_loss: 4.500122075828611; 2025-08-08 05:04:16,349 - INFO - Evaluation: Curr mae: 41.1972; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 237.9583; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1012; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:04:16,349 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 2025-08-08 05:09:20,496 - INFO - Training: cls_zice: 39.158687639857014; reg_zipnll: 130.87401569778325; aux_mae_loss_1: 64.97038485029363; aux_mae_loss_2: 8.94477787361047; aux_mae_loss_4: 1.3083981756685938; cnt_loss: 4.678397557959152; 2025-08-08 05:09:20,498 - INFO - Evaluation: Curr mae: 43.1548; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 281.3798; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1004; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:09:20,498 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 2025-08-08 05:14:24,585 - INFO - Training: cls_zice: 40.91282029227763; reg_zipnll: 128.72009956438313; aux_mae_loss_1: 65.79181111196013; aux_mae_loss_2: 9.041810358398065; aux_mae_loss_4: 1.3278567068910845; cnt_loss: 5.498481032704326; 2025-08-08 05:14:24,586 - INFO - Evaluation: Curr mae: 42.3259; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 217.0238; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1057; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:14:24,586 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 2025-08-08 05:19:28,806 - INFO - Training: cls_zice: 40.29298664246396; reg_zipnll: 129.35856648030807; aux_mae_loss_1: 66.37202425910145; aux_mae_loss_2: 9.194098560240091; aux_mae_loss_4: 1.3487298416984113; cnt_loss: 5.464373996447781; 2025-08-08 05:19:28,807 - INFO - Evaluation: Curr mae: 43.0990; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 274.5638; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1048; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:19:28,807 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 2025-08-08 05:24:33,176 - INFO - Training: cls_zice: 40.012941728712356; reg_zipnll: 138.3500382881851; aux_mae_loss_1: 64.47894173109746; aux_mae_loss_2: 8.744466594068435; aux_mae_loss_4: 1.2478677776371605; cnt_loss: 4.91257943316413; 2025-08-08 05:24:33,177 - INFO - Evaluation: Curr mae: 46.9669; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 367.3528; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:24:33,177 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 2025-08-08 05:29:37,338 - INFO - Training: cls_zice: 38.673653713305384; reg_zipnll: 129.7641872317748; aux_mae_loss_1: 65.6980061592357; aux_mae_loss_2: 9.127204263424812; aux_mae_loss_4: 1.3475189159569214; cnt_loss: 5.247907734162397; 2025-08-08 05:29:37,340 - INFO - Evaluation: Curr mae: 44.7936; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 332.8404; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0995; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:29:37,340 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 2025-08-08 05:34:41,961 - INFO - Training: cls_zice: 38.66206826807831; reg_zipnll: 130.06530213049567; aux_mae_loss_1: 64.58854737073413; aux_mae_loss_2: 8.917806737220685; aux_mae_loss_4: 1.300218276813588; cnt_loss: 4.344111688186087; 2025-08-08 05:34:41,962 - INFO - Evaluation: Curr mae: 47.1501; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 361.0952; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1018; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:34:41,962 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 2025-08-08 05:39:46,122 - INFO - Training: cls_zice: 42.01356942763978; reg_zipnll: 128.56625706738862; aux_mae_loss_1: 67.00295022214286; aux_mae_loss_2: 9.202704751093162; aux_mae_loss_4: 1.3297565715784891; cnt_loss: 4.955403190958469; 2025-08-08 05:39:46,124 - INFO - Evaluation: Curr mae: 46.6538; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 365.1360; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1062; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:39:46,124 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 2025-08-08 05:44:50,475 - INFO - Training: cls_zice: 38.91950092897547; reg_zipnll: 134.59007471079693; aux_mae_loss_1: 63.23248343725131; aux_mae_loss_2: 8.553393577548716; aux_mae_loss_4: 1.2054152007964092; cnt_loss: 4.618923957059806; 2025-08-08 05:44:50,476 - INFO - Evaluation: Curr mae: 43.0755; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 309.5177; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:44:50,477 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 2025-08-08 05:49:54,513 - INFO - Training: cls_zice: 39.58593767444701; reg_zipnll: 130.00730490010318; aux_mae_loss_1: 64.06682659482588; aux_mae_loss_2: 8.804101708922104; aux_mae_loss_4: 1.2726684440607277; cnt_loss: 4.905396061568763; 2025-08-08 05:49:54,514 - INFO - Evaluation: Curr mae: 45.9483; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 335.1204; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1016; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:50:00,052 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 2025-08-08 05:55:03,135 - INFO - Training: cls_zice: 35.64657521803306; reg_zipnll: 130.21793935721823; aux_mae_loss_1: 60.787076676719295; aux_mae_loss_2: 8.299849980288116; aux_mae_loss_4: 1.180972564036558; cnt_loss: 4.641929286764336; 2025-08-08 05:55:03,137 - INFO - Evaluation: Curr mae: 43.2656; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 285.5336; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 05:55:03,137 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 2025-08-08 06:00:07,521 - INFO - Training: cls_zice: 38.79804942816266; reg_zipnll: 129.05753952065592; aux_mae_loss_1: 65.78003544917756; aux_mae_loss_2: 9.149525897668383; aux_mae_loss_4: 1.3451711551542453; cnt_loss: 4.775308365763613; 2025-08-08 06:00:07,523 - INFO - Evaluation: Curr mae: 44.1444; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 300.2961; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1014; Best nae: 0.0980; 0.0982; 0.0983; 0.0984; 0.0985; 2025-08-08 06:00:07,523 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 2025-08-08 06:05:11,751 - INFO - Training: cls_zice: 38.2281793653965; reg_zipnll: 132.2037130076352; aux_mae_loss_1: 64.55857814553464; aux_mae_loss_2: 8.981198015740107; aux_mae_loss_4: 1.3222512702785605; cnt_loss: 4.914557599929427; 2025-08-08 06:05:13,936 - INFO - Evaluation: Curr mae: 45.1681; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 342.6184; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0980; Best nae: 0.0980; 0.0980; 0.0982; 0.0983; 0.0984; 2025-08-08 06:05:13,936 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 2025-08-08 06:10:17,837 - INFO - Training: cls_zice: 39.475043363850034; reg_zipnll: 134.91830732644678; aux_mae_loss_1: 65.08913781036142; aux_mae_loss_2: 8.954995177705367; aux_mae_loss_4: 1.3098175264416134; cnt_loss: 4.730785115825486; 2025-08-08 06:10:17,838 - INFO - Evaluation: Curr mae: 38.5139; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 179.2131; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1045; Best nae: 0.0980; 0.0980; 0.0982; 0.0983; 0.0984; 2025-08-08 06:10:17,838 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 2025-08-08 06:15:22,378 - INFO - Training: cls_zice: 38.55857122105314; reg_zipnll: 135.34995674780524; aux_mae_loss_1: 62.66320077802957; aux_mae_loss_2: 8.489685701527142; aux_mae_loss_4: 1.2025169869621493; cnt_loss: 4.233296467206778; 2025-08-08 06:15:22,380 - INFO - Evaluation: Curr mae: 37.9491; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 170.7445; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1039; Best nae: 0.0980; 0.0980; 0.0982; 0.0983; 0.0984; 2025-08-08 06:15:22,380 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 2025-08-08 06:20:26,656 - INFO - Training: cls_zice: 41.41634711661498; reg_zipnll: 127.68360855524215; aux_mae_loss_1: 68.02092360224393; aux_mae_loss_2: 9.426817232661504; aux_mae_loss_4: 1.3958518253040804; cnt_loss: 4.86884207514074; 2025-08-08 06:20:26,658 - INFO - Evaluation: Curr mae: 41.0175; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 216.0398; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1028; Best nae: 0.0980; 0.0980; 0.0982; 0.0983; 0.0984; 2025-08-08 06:20:26,658 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 2025-08-08 06:25:30,914 - INFO - Training: cls_zice: 39.55605999424402; reg_zipnll: 131.73620019044853; aux_mae_loss_1: 65.59829422134361; aux_mae_loss_2: 9.012667677702819; aux_mae_loss_4: 1.3217402212034461; cnt_loss: 5.1164918110579025; 2025-08-08 06:25:30,916 - INFO - Evaluation: Curr mae: 39.3985; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 200.3679; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1019; Best nae: 0.0980; 0.0980; 0.0982; 0.0983; 0.0984; 2025-08-08 06:25:30,916 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 2025-08-08 06:30:34,809 - INFO - Training: cls_zice: 38.05438126719396; reg_zipnll: 128.0189308029214; aux_mae_loss_1: 63.59483027519481; aux_mae_loss_2: 8.692636717101296; aux_mae_loss_4: 1.2489402291477492; cnt_loss: 4.624786026756683; 2025-08-08 06:30:34,811 - INFO - Evaluation: Curr mae: 41.8364; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 223.7081; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1007; Best nae: 0.0980; 0.0980; 0.0982; 0.0983; 0.0984; 2025-08-08 06:30:34,811 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 2025-08-08 06:35:39,223 - INFO - Training: cls_zice: 38.969889226525176; reg_zipnll: 128.55222323498566; aux_mae_loss_1: 63.806109574276256; aux_mae_loss_2: 8.699559353617593; aux_mae_loss_4: 1.2508969540231332; cnt_loss: 4.821150565821592; 2025-08-08 06:35:41,077 - INFO - Evaluation: Curr mae: 38.8913; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 194.0701; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0980; Best nae: 0.0980; 0.0980; 0.0980; 0.0982; 0.0983; 2025-08-08 06:35:41,077 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 2025-08-08 06:40:44,881 - INFO - Training: cls_zice: 39.201229959496494; reg_zipnll: 131.8617294135008; aux_mae_loss_1: 63.26553624945006; aux_mae_loss_2: 8.587403674971474; aux_mae_loss_4: 1.2258581053321955; cnt_loss: 4.507459309153202; 2025-08-08 06:40:44,882 - INFO - Evaluation: Curr mae: 38.3399; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 183.6942; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1003; Best nae: 0.0980; 0.0980; 0.0980; 0.0982; 0.0983; 2025-08-08 06:40:44,883 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 2025-08-08 06:45:49,268 - INFO - Training: cls_zice: 39.91189599450879; reg_zipnll: 137.1527299562273; aux_mae_loss_1: 64.19156942882391; aux_mae_loss_2: 8.723322706847693; aux_mae_loss_4: 1.2436914965318837; cnt_loss: 4.581532543912951; 2025-08-08 06:45:49,269 - INFO - Evaluation: Curr mae: 42.4755; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 267.5250; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1010; Best nae: 0.0980; 0.0980; 0.0980; 0.0982; 0.0983; 2025-08-08 06:45:49,270 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 2025-08-08 06:50:53,692 - INFO - Training: cls_zice: 40.763914964422774; reg_zipnll: 127.6440513238196; aux_mae_loss_1: 66.77174036545742; aux_mae_loss_2: 9.276272050672448; aux_mae_loss_4: 1.3662145437342341; cnt_loss: 4.7455958714828395; 2025-08-08 06:50:53,693 - INFO - Evaluation: Curr mae: 39.2749; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 225.1799; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0987; Best nae: 0.0980; 0.0980; 0.0980; 0.0982; 0.0983; 2025-08-08 06:50:53,693 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 2025-08-08 06:55:58,049 - INFO - Training: cls_zice: 39.17751318507452; reg_zipnll: 128.65642006783375; aux_mae_loss_1: 63.5777573450672; aux_mae_loss_2: 8.701549651996642; aux_mae_loss_4: 1.2485581621872428; cnt_loss: 4.587059232600244; 2025-08-08 06:55:58,050 - INFO - Evaluation: Curr mae: 44.0649; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 293.2277; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0980; 0.0980; 0.0980; 0.0982; 0.0983; 2025-08-08 06:55:58,050 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 2025-08-08 07:01:02,620 - INFO - Training: cls_zice: 38.62346787934592; reg_zipnll: 135.17765899550332; aux_mae_loss_1: 64.0134848567698; aux_mae_loss_2: 8.812273149931645; aux_mae_loss_4: 1.2689044063379342; cnt_loss: 4.468348172759029; 2025-08-08 07:01:02,621 - INFO - Evaluation: Curr mae: 43.1291; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 285.3953; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1017; Best nae: 0.0980; 0.0980; 0.0980; 0.0982; 0.0983; 2025-08-08 07:01:02,621 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 2025-08-08 07:06:07,092 - INFO - Training: cls_zice: 40.016608961673505; reg_zipnll: 138.1826335151888; aux_mae_loss_1: 64.47337174599458; aux_mae_loss_2: 8.789158687799938; aux_mae_loss_4: 1.2633120037979209; cnt_loss: 4.144185558306221; 2025-08-08 07:06:08,965 - INFO - Evaluation: Curr mae: 40.4557; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 238.8143; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0966; Best nae: 0.0966; 0.0980; 0.0980; 0.0980; 0.0982; 2025-08-08 07:06:08,965 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 2025-08-08 07:11:13,547 - INFO - Training: cls_zice: 39.78406434695794; reg_zipnll: 133.34480824016973; aux_mae_loss_1: 65.34996007953634; aux_mae_loss_2: 8.968683820763713; aux_mae_loss_4: 1.291077404907859; cnt_loss: 4.445300892799863; 2025-08-08 07:11:15,891 - INFO - Evaluation: Curr mae: 42.3757; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 277.4313; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0974; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:11:15,891 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 2025-08-08 07:16:19,416 - INFO - Training: cls_zice: 38.44773838299405; reg_zipnll: 138.16003634690625; aux_mae_loss_1: 62.824149411257864; aux_mae_loss_2: 8.543571367668308; aux_mae_loss_4: 1.2135504716312977; cnt_loss: 4.293509888541729; 2025-08-08 07:16:19,417 - INFO - Evaluation: Curr mae: 45.0337; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 317.2155; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0987; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:16:19,417 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 2025-08-08 07:21:23,819 - INFO - Training: cls_zice: 40.83038742376784; reg_zipnll: 131.47839869079982; aux_mae_loss_1: 63.767808606508154; aux_mae_loss_2: 8.645196814923176; aux_mae_loss_4: 1.233719756640015; cnt_loss: 4.765418559389433; 2025-08-08 07:21:23,820 - INFO - Evaluation: Curr mae: 43.2483; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 295.5290; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1026; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:21:23,820 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 2025-08-08 07:26:27,735 - INFO - Training: cls_zice: 38.94577181710835; reg_zipnll: 120.28793085387557; aux_mae_loss_1: 65.2600954577978; aux_mae_loss_2: 9.104682676896338; aux_mae_loss_4: 1.342656036805371; cnt_loss: 5.297209453843247; 2025-08-08 07:26:27,736 - INFO - Evaluation: Curr mae: 43.3237; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 295.4812; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1011; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:26:27,736 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 2025-08-08 07:31:31,769 - INFO - Training: cls_zice: 40.274528314031485; reg_zipnll: 136.06695893981464; aux_mae_loss_1: 64.45242750491458; aux_mae_loss_2: 8.708592568387715; aux_mae_loss_4: 1.2304064651381388; cnt_loss: 4.052767392755474; 2025-08-08 07:31:31,770 - INFO - Evaluation: Curr mae: 45.0783; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 311.3564; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1038; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:31:31,770 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 2025-08-08 07:36:35,928 - INFO - Training: cls_zice: 39.300495687546565; reg_zipnll: 125.53294433358396; aux_mae_loss_1: 63.69590645522875; aux_mae_loss_2: 8.683494742854396; aux_mae_loss_4: 1.2548457200239127; cnt_loss: 4.477636579606098; 2025-08-08 07:36:35,930 - INFO - Evaluation: Curr mae: 43.9969; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 297.6552; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1029; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:36:35,930 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 2025-08-08 07:41:40,151 - INFO - Training: cls_zice: 37.95667440886669; reg_zipnll: 131.75956272527307; aux_mae_loss_1: 64.22554198267527; aux_mae_loss_2: 8.771441385801163; aux_mae_loss_4: 1.263934274757123; cnt_loss: 4.363641133191959; 2025-08-08 07:41:40,152 - INFO - Evaluation: Curr mae: 42.4008; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 270.6162; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1009; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:41:40,152 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 2025-08-08 07:46:44,576 - INFO - Training: cls_zice: 39.74163858236261; reg_zipnll: 125.70237397534682; aux_mae_loss_1: 63.509482611727286; aux_mae_loss_2: 8.687436492400181; aux_mae_loss_4: 1.2519615921539022; cnt_loss: 4.397719597218889; 2025-08-08 07:46:44,578 - INFO - Evaluation: Curr mae: 43.1773; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 249.3958; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1053; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:46:44,578 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 2025-08-08 07:51:48,892 - INFO - Training: cls_zice: 37.63907003716822; reg_zipnll: 120.6356369351973; aux_mae_loss_1: 62.25980691002696; aux_mae_loss_2: 8.57527245332159; aux_mae_loss_4: 1.2555209290437344; cnt_loss: 4.433651357276275; 2025-08-08 07:51:48,894 - INFO - Evaluation: Curr mae: 44.4110; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 304.6251; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1017; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:51:48,894 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 2025-08-08 07:56:53,394 - INFO - Training: cls_zice: 38.16554158811091; reg_zipnll: 131.8047253772961; aux_mae_loss_1: 62.43479094713697; aux_mae_loss_2: 8.478775677766775; aux_mae_loss_4: 1.2104270447495664; cnt_loss: 4.378047461374866; 2025-08-08 07:56:53,395 - INFO - Evaluation: Curr mae: 46.2534; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 346.6225; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0998; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 07:56:53,395 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 2025-08-08 08:01:57,423 - INFO - Training: cls_zice: 38.022987005528265; reg_zipnll: 124.16498270010274; aux_mae_loss_1: 63.51203209698047; aux_mae_loss_2: 8.761645307884118; aux_mae_loss_4: 1.278184329214623; cnt_loss: 4.428068041341777; 2025-08-08 08:01:57,424 - INFO - Evaluation: Curr mae: 44.9624; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 321.2490; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1009; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 08:01:57,425 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 2025-08-08 08:07:01,764 - INFO - Training: cls_zice: 39.18290252064218; reg_zipnll: 126.95286539465113; aux_mae_loss_1: 64.60613718498642; aux_mae_loss_2: 8.803781371190187; aux_mae_loss_4: 1.2722789355599176; cnt_loss: 4.780591845818841; 2025-08-08 08:07:01,766 - INFO - Evaluation: Curr mae: 46.3390; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 357.3104; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0991; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 08:07:01,766 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 2025-08-08 08:12:06,268 - INFO - Training: cls_zice: 39.003222952618394; reg_zipnll: 132.43549408949434; aux_mae_loss_1: 65.19186990487852; aux_mae_loss_2: 8.921242336381065; aux_mae_loss_4: 1.298398622529519; cnt_loss: 4.083381427131153; 2025-08-08 08:12:06,270 - INFO - Evaluation: Curr mae: 45.0505; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 317.0752; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1034; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 08:12:06,270 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 2025-08-08 08:17:10,579 - INFO - Training: cls_zice: 39.72156162379947; reg_zipnll: 126.50292698828298; aux_mae_loss_1: 63.13456676306639; aux_mae_loss_2: 8.603296512503244; aux_mae_loss_4: 1.22729347316802; cnt_loss: 4.303748554389704; 2025-08-08 08:17:10,580 - INFO - Evaluation: Curr mae: 43.8868; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 286.9300; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1009; Best nae: 0.0966; 0.0974; 0.0980; 0.0980; 0.0980; 2025-08-08 08:17:10,581 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 2025-08-08 08:22:15,389 - INFO - Training: cls_zice: 37.21974927910956; reg_zipnll: 132.7493537275221; aux_mae_loss_1: 61.737983766129204; aux_mae_loss_2: 8.393553760180437; aux_mae_loss_4: 1.1983268120754653; cnt_loss: 4.450384928052407; 2025-08-08 08:22:17,247 - INFO - Evaluation: Curr mae: 41.6823; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 257.1391; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0978; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 08:22:17,247 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 2025-08-08 08:27:21,944 - INFO - Training: cls_zice: 38.09216121524802; reg_zipnll: 131.16936642958143; aux_mae_loss_1: 64.6645547111727; aux_mae_loss_2: 8.829950283915954; aux_mae_loss_4: 1.275986804332402; cnt_loss: 4.4348108225279415; 2025-08-08 08:27:21,945 - INFO - Evaluation: Curr mae: 41.6515; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 249.6341; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1002; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 08:27:21,946 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 2025-08-08 08:32:26,333 - INFO - Training: cls_zice: 38.60891709298585; reg_zipnll: 132.6294078189487; aux_mae_loss_1: 62.682126138388035; aux_mae_loss_2: 8.498872574313442; aux_mae_loss_4: 1.2036791688219135; cnt_loss: 4.100995742569852; 2025-08-08 08:32:26,334 - INFO - Evaluation: Curr mae: 42.9581; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 276.2314; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1020; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 08:32:26,335 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 2025-08-08 08:37:30,741 - INFO - Training: cls_zice: 37.733652088551715; reg_zipnll: 128.7305791310602; aux_mae_loss_1: 62.18927342235889; aux_mae_loss_2: 8.538537390127892; aux_mae_loss_4: 1.2269261570929868; cnt_loss: 4.154468810343803; 2025-08-08 08:37:30,742 - INFO - Evaluation: Curr mae: 43.8409; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 296.4075; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0998; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 08:37:30,742 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 2025-08-08 08:42:35,410 - INFO - Training: cls_zice: 38.89476386986309; reg_zipnll: 128.16022943040704; aux_mae_loss_1: 63.99828601557675; aux_mae_loss_2: 8.660412688181761; aux_mae_loss_4: 1.2460037750266204; cnt_loss: 4.542303776603125; 2025-08-08 08:42:35,411 - INFO - Evaluation: Curr mae: 45.4520; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 339.0477; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1009; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 08:42:35,412 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 2025-08-08 08:47:39,931 - INFO - Training: cls_zice: 37.444593190878706; reg_zipnll: 129.09536630880558; aux_mae_loss_1: 63.660076826581; aux_mae_loss_2: 8.818385340254228; aux_mae_loss_4: 1.292577255545974; cnt_loss: 4.390463204800623; 2025-08-08 08:47:39,933 - INFO - Evaluation: Curr mae: 43.2766; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 256.0330; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1053; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 08:47:39,933 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 2025-08-08 08:52:44,183 - INFO - Training: cls_zice: 37.86303906950975; reg_zipnll: 125.11159094195133; aux_mae_loss_1: 62.286623819934675; aux_mae_loss_2: 8.580362710670824; aux_mae_loss_4: 1.2531259546396358; cnt_loss: 3.983929377135397; 2025-08-08 08:52:44,185 - INFO - Evaluation: Curr mae: 42.4945; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 272.7326; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1010; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 08:52:44,185 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 2025-08-08 08:57:48,338 - INFO - Training: cls_zice: 39.749993214264016; reg_zipnll: 121.65471482705948; aux_mae_loss_1: 64.38185408918288; aux_mae_loss_2: 8.90093894084499; aux_mae_loss_4: 1.3126473887643961; cnt_loss: 4.587416560913419; 2025-08-08 08:57:48,339 - INFO - Evaluation: Curr mae: 41.5440; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 248.5485; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1013; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 08:57:48,339 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 2025-08-08 09:02:52,281 - INFO - Training: cls_zice: 39.34351888823785; reg_zipnll: 134.7967696055042; aux_mae_loss_1: 64.08350887151488; aux_mae_loss_2: 8.725904807027018; aux_mae_loss_4: 1.2542942447113807; cnt_loss: 4.119981045588123; 2025-08-08 09:02:52,283 - INFO - Evaluation: Curr mae: 43.0829; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 284.2487; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1012; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 09:02:52,283 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 2025-08-08 09:07:56,807 - INFO - Training: cls_zice: 37.95041254158958; reg_zipnll: 130.1384057876077; aux_mae_loss_1: 62.76442596048193; aux_mae_loss_2: 8.529495419450775; aux_mae_loss_4: 1.209408173045493; cnt_loss: 4.119979676366771; 2025-08-08 09:07:56,808 - INFO - Evaluation: Curr mae: 41.7765; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 267.1646; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0982; Best nae: 0.0966; 0.0974; 0.0978; 0.0980; 0.0980; 2025-08-08 09:07:56,808 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 2025-08-08 09:13:01,146 - INFO - Training: cls_zice: 40.74036972197898; reg_zipnll: 124.42076623715595; aux_mae_loss_1: 64.67666976556067; aux_mae_loss_2: 8.849711565554601; aux_mae_loss_4: 1.2787143459356842; cnt_loss: 4.540817215617334; 2025-08-08 09:13:02,827 - INFO - Evaluation: Curr mae: 41.8029; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 264.0732; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0979; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:13:02,827 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 2025-08-08 09:18:07,346 - INFO - Training: cls_zice: 38.43008351961874; reg_zipnll: 127.13287026471528; aux_mae_loss_1: 63.24005857653973; aux_mae_loss_2: 8.604347259648968; aux_mae_loss_4: 1.2338846066540494; cnt_loss: 4.09579101748822; 2025-08-08 09:18:07,347 - INFO - Evaluation: Curr mae: 45.7812; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 329.4511; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1008; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:18:07,347 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 2025-08-08 09:23:11,477 - INFO - Training: cls_zice: 38.06377590591313; reg_zipnll: 130.80117744406576; aux_mae_loss_1: 63.279802330968316; aux_mae_loss_2: 8.702295231022381; aux_mae_loss_4: 1.2722751367214713; cnt_loss: 4.211699926761245; 2025-08-08 09:23:11,479 - INFO - Evaluation: Curr mae: 42.4558; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 262.0610; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0999; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:23:11,479 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 2025-08-08 09:28:15,844 - INFO - Training: cls_zice: 38.10659876511765; reg_zipnll: 124.05421855210645; aux_mae_loss_1: 64.36621499980936; aux_mae_loss_2: 8.88055537123913; aux_mae_loss_4: 1.300772768711063; cnt_loss: 4.201528200836599; 2025-08-08 09:28:15,846 - INFO - Evaluation: Curr mae: 42.4531; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 259.4830; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1025; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:28:15,846 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 2025-08-08 09:33:19,770 - INFO - Training: cls_zice: 39.21393581324647; reg_zipnll: 131.36714349369157; aux_mae_loss_1: 63.23709534740693; aux_mae_loss_2: 8.738537524230683; aux_mae_loss_4: 1.275282509146129; cnt_loss: 4.506278583353773; 2025-08-08 09:33:19,771 - INFO - Evaluation: Curr mae: 45.5438; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 332.3173; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1016; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:33:19,772 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 2025-08-08 09:38:24,466 - INFO - Training: cls_zice: 39.10288029300063; reg_zipnll: 134.1102367097124; aux_mae_loss_1: 63.45420728060764; aux_mae_loss_2: 8.601357891197988; aux_mae_loss_4: 1.2266032985749158; cnt_loss: 4.0697110605576965; 2025-08-08 09:38:24,467 - INFO - Evaluation: Curr mae: 41.9995; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 256.1259; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1007; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:38:24,467 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 2025-08-08 09:43:28,266 - INFO - Training: cls_zice: 37.61819103375499; reg_zipnll: 137.65369759978856; aux_mae_loss_1: 60.9371902188789; aux_mae_loss_2: 8.276320129249887; aux_mae_loss_4: 1.1731372217056377; cnt_loss: 4.079989387704045; 2025-08-08 09:43:28,268 - INFO - Evaluation: Curr mae: 43.0207; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 286.1120; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1019; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:43:28,268 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 2025-08-08 09:48:32,981 - INFO - Training: cls_zice: 39.47799869310733; reg_zipnll: 138.50863630299702; aux_mae_loss_1: 64.44985749114755; aux_mae_loss_2: 8.866939937853875; aux_mae_loss_4: 1.2778955601864426; cnt_loss: 3.9748088285365264; 2025-08-08 09:48:32,983 - INFO - Evaluation: Curr mae: 44.8669; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 320.5485; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1016; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:48:32,983 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 2025-08-08 09:53:37,550 - INFO - Training: cls_zice: 37.012848286288566; reg_zipnll: 131.50280994130898; aux_mae_loss_1: 61.766683097976646; aux_mae_loss_2: 8.417576952887684; aux_mae_loss_4: 1.2016640081044028; cnt_loss: 4.1172534700837415; 2025-08-08 09:53:37,551 - INFO - Evaluation: Curr mae: 43.2741; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 265.4462; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1031; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:53:37,552 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 2025-08-08 09:58:41,852 - INFO - Training: cls_zice: 37.7919919005473; reg_zipnll: 127.77543654846349; aux_mae_loss_1: 64.11792118812895; aux_mae_loss_2: 8.9521219511265; aux_mae_loss_4: 1.318373078284043; cnt_loss: 4.632334928279671; 2025-08-08 09:58:41,853 - INFO - Evaluation: Curr mae: 39.3031; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 207.8028; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0989; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 09:58:41,853 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 2025-08-08 10:03:47,225 - INFO - Training: cls_zice: 36.62797544314346; reg_zipnll: 130.01180558094327; aux_mae_loss_1: 61.9812613367115; aux_mae_loss_2: 8.467642152217483; aux_mae_loss_4: 1.2120585447718368; cnt_loss: 3.6575613886041323; 2025-08-08 10:03:47,226 - INFO - Evaluation: Curr mae: 42.2098; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 256.1632; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1003; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:03:52,762 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 2025-08-08 10:08:57,309 - INFO - Training: cls_zice: 38.188421894583115; reg_zipnll: 126.77606118062468; aux_mae_loss_1: 62.98373701884998; aux_mae_loss_2: 8.607360469651406; aux_mae_loss_4: 1.2384142476136397; cnt_loss: 4.153341307048626; 2025-08-08 10:08:57,310 - INFO - Evaluation: Curr mae: 46.3021; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 315.7237; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1067; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:08:57,310 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 2025-08-08 10:14:01,881 - INFO - Training: cls_zice: 38.524433819294586; reg_zipnll: 126.39472266150624; aux_mae_loss_1: 61.98342969301121; aux_mae_loss_2: 8.355659098122604; aux_mae_loss_4: 1.18996768956166; cnt_loss: 3.923809454802682; 2025-08-08 10:14:01,882 - INFO - Evaluation: Curr mae: 42.4552; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 271.7269; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1007; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:14:01,882 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 2025-08-08 10:19:06,797 - INFO - Training: cls_zice: 37.64145932042047; reg_zipnll: 136.353864159866; aux_mae_loss_1: 62.86603977134724; aux_mae_loss_2: 8.633188563937699; aux_mae_loss_4: 1.244676248426609; cnt_loss: 4.084730124795345; 2025-08-08 10:19:06,798 - INFO - Evaluation: Curr mae: 44.2646; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 305.9314; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0984; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:19:06,799 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 2025-08-08 10:24:11,475 - INFO - Training: cls_zice: 40.60489266088046; reg_zipnll: 128.94421229816035; aux_mae_loss_1: 62.85361493216076; aux_mae_loss_2: 8.56007683185195; aux_mae_loss_4: 1.2194489216513376; cnt_loss: 4.1106051854731795; 2025-08-08 10:24:11,477 - INFO - Evaluation: Curr mae: 45.0733; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 338.6260; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0984; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:24:11,477 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 2025-08-08 10:29:15,969 - INFO - Training: cls_zice: 37.877401050860136; reg_zipnll: 131.54711361470748; aux_mae_loss_1: 62.984829430714974; aux_mae_loss_2: 8.633376673132105; aux_mae_loss_4: 1.2428108393226613; cnt_loss: 3.8764242577368924; 2025-08-08 10:29:15,971 - INFO - Evaluation: Curr mae: 42.0414; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 280.6028; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0981; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:29:15,971 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 2025-08-08 10:34:20,808 - INFO - Training: cls_zice: 37.90550194137698; reg_zipnll: 129.66951063788642; aux_mae_loss_1: 61.25447875123404; aux_mae_loss_2: 8.328694229260815; aux_mae_loss_4: 1.1898063902185325; cnt_loss: 4.356747759032066; 2025-08-08 10:34:20,809 - INFO - Evaluation: Curr mae: 43.3305; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 263.9060; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1021; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:34:20,810 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 2025-08-08 10:39:25,301 - INFO - Training: cls_zice: 38.98767753136955; reg_zipnll: 133.0436738904154; aux_mae_loss_1: 62.26150380063486; aux_mae_loss_2: 8.356674730011614; aux_mae_loss_4: 1.1715139155216265; cnt_loss: 4.025221908307015; 2025-08-08 10:39:25,303 - INFO - Evaluation: Curr mae: 43.6397; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 314.0990; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0986; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:39:25,303 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 2025-08-08 10:44:30,259 - INFO - Training: cls_zice: 36.28542030577795; reg_zipnll: 130.14450724143296; aux_mae_loss_1: 60.566118220743604; aux_mae_loss_2: 8.276528235572776; aux_mae_loss_4: 1.1817410346551542; cnt_loss: 3.452749782249063; 2025-08-08 10:44:30,261 - INFO - Evaluation: Curr mae: 43.1674; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 290.2597; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0997; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:44:30,261 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 2025-08-08 10:49:34,957 - INFO - Training: cls_zice: 36.63624406439327; reg_zipnll: 124.58485414068619; aux_mae_loss_1: 61.921201384772374; aux_mae_loss_2: 8.568225414097157; aux_mae_loss_4: 1.2500294253498239; cnt_loss: 4.024635243998088; 2025-08-08 10:49:34,959 - INFO - Evaluation: Curr mae: 42.4379; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 290.5950; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0986; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:49:34,959 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 2025-08-08 10:54:39,300 - INFO - Training: cls_zice: 37.311710927089564; reg_zipnll: 132.78517865766904; aux_mae_loss_1: 60.97506656254472; aux_mae_loss_2: 8.3201323808925; aux_mae_loss_4: 1.1948159757647232; cnt_loss: 3.775296091726936; 2025-08-08 10:54:39,302 - INFO - Evaluation: Curr mae: 44.8735; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 324.1528; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1027; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:54:39,302 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 2025-08-08 10:59:44,226 - INFO - Training: cls_zice: 37.59747819257733; reg_zipnll: 132.64747727009203; aux_mae_loss_1: 60.73983579429685; aux_mae_loss_2: 8.19574386111262; aux_mae_loss_4: 1.1560075296840815; cnt_loss: 3.882904674905738; 2025-08-08 10:59:44,227 - INFO - Evaluation: Curr mae: 46.3442; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 342.4869; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1040; Best nae: 0.0966; 0.0974; 0.0978; 0.0979; 0.0980; 2025-08-08 10:59:44,227 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 2025-08-08 11:04:48,674 - INFO - Training: cls_zice: 38.13576286433595; reg_zipnll: 134.06082984904702; aux_mae_loss_1: 61.66147487022577; aux_mae_loss_2: 8.384838378214898; aux_mae_loss_4: 1.195705373596716; cnt_loss: 3.789169735804315; 2025-08-08 11:04:50,551 - INFO - Evaluation: Curr mae: 44.2358; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 317.3540; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0973; Best nae: 0.0966; 0.0973; 0.0974; 0.0978; 0.0979; 2025-08-08 11:04:50,552 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 2025-08-08 11:09:55,365 - INFO - Training: cls_zice: 39.1292402095001; reg_zipnll: 128.02913831009656; aux_mae_loss_1: 61.778532670518736; aux_mae_loss_2: 8.341413976294216; aux_mae_loss_4: 1.1808283140925944; cnt_loss: 3.904015099174872; 2025-08-08 11:09:55,366 - INFO - Evaluation: Curr mae: 43.5081; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 308.1678; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0986; Best nae: 0.0966; 0.0973; 0.0974; 0.0978; 0.0979; 2025-08-08 11:09:55,366 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 2025-08-08 11:14:59,586 - INFO - Training: cls_zice: 39.07745884960292; reg_zipnll: 130.14446080068083; aux_mae_loss_1: 61.52856156023119; aux_mae_loss_2: 8.255658572621089; aux_mae_loss_4: 1.1684796632791852; cnt_loss: 3.917103647496216; 2025-08-08 11:14:59,588 - INFO - Evaluation: Curr mae: 44.7268; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 330.2077; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0986; Best nae: 0.0966; 0.0973; 0.0974; 0.0978; 0.0979; 2025-08-08 11:14:59,588 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 2025-08-08 11:20:03,921 - INFO - Training: cls_zice: 38.18905095395974; reg_zipnll: 124.00498444133062; aux_mae_loss_1: 63.67588324044235; aux_mae_loss_2: 8.846112678167446; aux_mae_loss_4: 1.298702984933375; cnt_loss: 4.222821919731126; 2025-08-08 11:20:03,923 - INFO - Evaluation: Curr mae: 45.5290; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 337.6886; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0966; 0.0973; 0.0974; 0.0978; 0.0979; 2025-08-08 11:20:03,923 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 2025-08-08 11:25:07,959 - INFO - Training: cls_zice: 38.81512379784204; reg_zipnll: 128.20084828276254; aux_mae_loss_1: 63.30263211855851; aux_mae_loss_2: 8.639885129842783; aux_mae_loss_4: 1.2400425143520752; cnt_loss: 4.098039086726147; 2025-08-08 11:25:09,818 - INFO - Evaluation: Curr mae: 43.7695; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 294.0724; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0976; Best nae: 0.0966; 0.0973; 0.0974; 0.0976; 0.0978; 2025-08-08 11:25:09,818 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 2025-08-08 11:30:14,614 - INFO - Training: cls_zice: 36.40986967048486; reg_zipnll: 134.77926705858087; aux_mae_loss_1: 61.00904601276074; aux_mae_loss_2: 8.289575738281702; aux_mae_loss_4: 1.180813355931586; cnt_loss: 3.420398797045024; 2025-08-08 11:30:14,615 - INFO - Evaluation: Curr mae: 42.7009; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 275.3314; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0966; 0.0973; 0.0974; 0.0976; 0.0978; 2025-08-08 11:30:14,616 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 2025-08-08 11:35:19,215 - INFO - Training: cls_zice: 39.29282311543554; reg_zipnll: 122.15067461891468; aux_mae_loss_1: 63.96950667437674; aux_mae_loss_2: 8.839010946548383; aux_mae_loss_4: 1.2864449637867799; cnt_loss: 4.528605671805404; 2025-08-08 11:35:21,649 - INFO - Evaluation: Curr mae: 42.9014; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 277.7884; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0973; Best nae: 0.0966; 0.0973; 0.0973; 0.0974; 0.0976; 2025-08-08 11:35:21,650 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 2025-08-08 11:40:25,529 - INFO - Training: cls_zice: 37.1836098820584; reg_zipnll: 129.1772188220968; aux_mae_loss_1: 61.98220459048117; aux_mae_loss_2: 8.475565133793495; aux_mae_loss_4: 1.218133200908075; cnt_loss: 4.143234975310402; 2025-08-08 11:40:25,530 - INFO - Evaluation: Curr mae: 42.7333; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 281.7981; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0992; Best nae: 0.0966; 0.0973; 0.0973; 0.0974; 0.0976; 2025-08-08 11:40:25,531 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 2025-08-08 11:45:29,835 - INFO - Training: cls_zice: 36.63165340972897; reg_zipnll: 122.99796195630856; aux_mae_loss_1: 61.91329765564985; aux_mae_loss_2: 8.552438183278229; aux_mae_loss_4: 1.2492808190516764; cnt_loss: 3.7044920011167353; 2025-08-08 11:45:29,837 - INFO - Evaluation: Curr mae: 42.7528; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 269.7968; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1002; Best nae: 0.0966; 0.0973; 0.0973; 0.0974; 0.0976; 2025-08-08 11:45:29,837 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 2025-08-08 11:50:33,477 - INFO - Training: cls_zice: 40.54318138102793; reg_zipnll: 124.53242577501312; aux_mae_loss_1: 63.76405537710705; aux_mae_loss_2: 8.641097343366372; aux_mae_loss_4: 1.2427179193971702; cnt_loss: 4.177682084258847; 2025-08-08 11:50:33,478 - INFO - Evaluation: Curr mae: 41.4495; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 251.6320; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0976; Best nae: 0.0966; 0.0973; 0.0973; 0.0974; 0.0976; 2025-08-08 11:50:33,478 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 2025-08-08 11:55:38,235 - INFO - Training: cls_zice: 38.1123057452143; reg_zipnll: 125.96738928081444; aux_mae_loss_1: 62.972232759765; aux_mae_loss_2: 8.59502465712687; aux_mae_loss_4: 1.2368912447847253; cnt_loss: 4.195205405775869; 2025-08-08 11:55:38,236 - INFO - Evaluation: Curr mae: 44.2686; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 309.5337; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1011; Best nae: 0.0966; 0.0973; 0.0973; 0.0974; 0.0976; 2025-08-08 11:55:38,236 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 2025-08-08 12:00:42,637 - INFO - Training: cls_zice: 37.74137326910287; reg_zipnll: 129.27046567186292; aux_mae_loss_1: 62.10091465114015; aux_mae_loss_2: 8.510587610438428; aux_mae_loss_4: 1.2241221077950877; cnt_loss: 3.751324084087019; 2025-08-08 12:00:44,507 - INFO - Evaluation: Curr mae: 40.7938; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 253.8690; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0961; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0974; 2025-08-08 12:00:44,507 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 2025-08-08 12:05:48,676 - INFO - Training: cls_zice: 38.29061026847502; reg_zipnll: 130.8454052353886; aux_mae_loss_1: 62.842562353090024; aux_mae_loss_2: 8.579942283409727; aux_mae_loss_4: 1.2250166661979913; cnt_loss: 3.9527597077248338; 2025-08-08 12:05:50,918 - INFO - Evaluation: Curr mae: 42.7189; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 280.7366; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0973; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:05:50,918 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 2025-08-08 12:10:54,940 - INFO - Training: cls_zice: 38.57005118603571; reg_zipnll: 129.58829862109187; aux_mae_loss_1: 62.77841406187239; aux_mae_loss_2: 8.482339852266875; aux_mae_loss_4: 1.2108393865026974; cnt_loss: 3.9413637192512847; 2025-08-08 12:10:54,942 - INFO - Evaluation: Curr mae: 42.4919; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 263.3038; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:10:54,942 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 2025-08-08 12:15:59,904 - INFO - Training: cls_zice: 37.33196368016743; reg_zipnll: 126.97966764886459; aux_mae_loss_1: 61.810538611865596; aux_mae_loss_2: 8.460438176108509; aux_mae_loss_4: 1.2300373436476086; cnt_loss: 3.988351650401988; 2025-08-08 12:15:59,906 - INFO - Evaluation: Curr mae: 41.2509; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 233.0544; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1003; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:15:59,906 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 2025-08-08 12:21:04,591 - INFO - Training: cls_zice: 38.62503094090135; reg_zipnll: 130.68104769454212; aux_mae_loss_1: 61.77788743261813; aux_mae_loss_2: 8.326412163540759; aux_mae_loss_4: 1.1678059970275296; cnt_loss: 3.459708596869422; 2025-08-08 12:21:04,593 - INFO - Evaluation: Curr mae: 41.7796; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 237.8151; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1016; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:21:04,593 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 2025-08-08 12:26:09,299 - INFO - Training: cls_zice: 38.71569499928878; reg_zipnll: 126.07080318872603; aux_mae_loss_1: 62.54588677031215; aux_mae_loss_2: 8.460420663375167; aux_mae_loss_4: 1.205457298109035; cnt_loss: 3.6876628208129754; 2025-08-08 12:26:09,301 - INFO - Evaluation: Curr mae: 42.8235; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 288.1048; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0998; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:26:09,301 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 2025-08-08 12:31:13,931 - INFO - Training: cls_zice: 37.417953866038346; reg_zipnll: 129.70369495646813; aux_mae_loss_1: 61.51943696862934; aux_mae_loss_2: 8.430972310448674; aux_mae_loss_4: 1.2008763306934607; cnt_loss: 3.5187981308732366; 2025-08-08 12:31:13,933 - INFO - Evaluation: Curr mae: 42.3043; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 263.0326; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0998; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:31:13,933 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 2025-08-08 12:36:18,412 - INFO - Training: cls_zice: 36.97367133947142; reg_zipnll: 128.73531018431206; aux_mae_loss_1: 62.01715822881782; aux_mae_loss_2: 8.44451990869174; aux_mae_loss_4: 1.205715610389538; cnt_loss: 3.644852190367054; 2025-08-08 12:36:18,413 - INFO - Evaluation: Curr mae: 40.6197; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 231.0167; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1007; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:36:18,413 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 2025-08-08 12:41:22,798 - INFO - Training: cls_zice: 36.50096485938082; reg_zipnll: 129.58291069952566; aux_mae_loss_1: 61.57591682228147; aux_mae_loss_2: 8.458070491150902; aux_mae_loss_4: 1.2188921900403837; cnt_loss: 3.722075413194291; 2025-08-08 12:41:22,800 - INFO - Evaluation: Curr mae: 42.9667; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 290.0066; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1013; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:41:22,800 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 2025-08-08 12:46:27,681 - INFO - Training: cls_zice: 39.44121683689653; reg_zipnll: 131.2163564637878; aux_mae_loss_1: 61.92535174720391; aux_mae_loss_2: 8.38172996825608; aux_mae_loss_4: 1.1966687613250664; cnt_loss: 3.572986765278642; 2025-08-08 12:46:27,682 - INFO - Evaluation: Curr mae: 43.0636; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 267.3242; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1015; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:46:27,682 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 2025-08-08 12:51:32,451 - INFO - Training: cls_zice: 37.09321254376887; reg_zipnll: 118.51347204468244; aux_mae_loss_1: 62.26223805140714; aux_mae_loss_2: 8.601261304092898; aux_mae_loss_4: 1.2563743403607592; cnt_loss: 4.144621597923779; 2025-08-08 12:51:32,453 - INFO - Evaluation: Curr mae: 41.0730; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 235.6897; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1001; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:51:32,453 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 2025-08-08 12:56:36,642 - INFO - Training: cls_zice: 38.3927990389667; reg_zipnll: 128.5192406857841; aux_mae_loss_1: 63.71143112452294; aux_mae_loss_2: 8.691228249079158; aux_mae_loss_4: 1.2495592028898568; cnt_loss: 3.934639718737884; 2025-08-08 12:56:36,644 - INFO - Evaluation: Curr mae: 43.6415; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 282.0841; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1015; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 12:56:36,644 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 2025-08-08 13:01:41,620 - INFO - Training: cls_zice: 36.8466981802241; reg_zipnll: 124.10225719657839; aux_mae_loss_1: 61.083851430593846; aux_mae_loss_2: 8.338130606783693; aux_mae_loss_4: 1.1953472959734788; cnt_loss: 3.6564660826195174; 2025-08-08 13:01:41,621 - INFO - Evaluation: Curr mae: 45.5196; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 322.8047; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1021; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 13:01:41,621 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 2025-08-08 13:06:47,049 - INFO - Training: cls_zice: 37.570062400596; reg_zipnll: 125.30922670168252; aux_mae_loss_1: 61.96567333510725; aux_mae_loss_2: 8.467639113759628; aux_mae_loss_4: 1.2130635702135018; cnt_loss: 3.9149651227849307; 2025-08-08 13:06:47,050 - INFO - Evaluation: Curr mae: 45.2111; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 326.7787; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0985; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 13:06:47,050 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 2025-08-08 13:11:51,756 - INFO - Training: cls_zice: 38.89279405385792; reg_zipnll: 122.4707611986175; aux_mae_loss_1: 62.852570271430714; aux_mae_loss_2: 8.64458178033559; aux_mae_loss_4: 1.2612200770862305; cnt_loss: 4.029839731733719; 2025-08-08 13:11:51,757 - INFO - Evaluation: Curr mae: 41.3277; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 247.9506; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 13:11:51,758 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 2025-08-08 13:16:56,152 - INFO - Training: cls_zice: 37.34820230883621; reg_zipnll: 120.57424443791642; aux_mae_loss_1: 61.229513940590515; aux_mae_loss_2: 8.354731827284805; aux_mae_loss_4: 1.1956544155709847; cnt_loss: 4.121244193195991; 2025-08-08 13:16:56,154 - INFO - Evaluation: Curr mae: 43.4067; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 295.0903; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0991; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 13:16:56,154 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 2025-08-08 13:22:01,261 - INFO - Training: cls_zice: 39.37035632673603; reg_zipnll: 129.45981135527703; aux_mae_loss_1: 65.07769671932897; aux_mae_loss_2: 8.941419226957777; aux_mae_loss_4: 1.3074782958450537; cnt_loss: 4.149532075942635; 2025-08-08 13:22:02,918 - INFO - Evaluation: Curr mae: 41.5447; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 256.4914; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0973; Best nae: 0.0961; 0.0966; 0.0973; 0.0973; 0.0973; 2025-08-08 13:22:02,918 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 2025-08-08 13:27:08,234 - INFO - Training: cls_zice: 39.536778866976576; reg_zipnll: 130.45078278568533; aux_mae_loss_1: 61.44363843138236; aux_mae_loss_2: 8.237381359298922; aux_mae_loss_4: 1.151079509014642; cnt_loss: 3.4886987875084032; 2025-08-08 13:27:10,270 - INFO - Evaluation: Curr mae: 41.7810; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 260.0461; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0971; Best nae: 0.0961; 0.0966; 0.0971; 0.0973; 0.0973; 2025-08-08 13:27:10,270 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 2025-08-08 13:32:15,109 - INFO - Training: cls_zice: 37.40352391825084; reg_zipnll: 127.9169898511205; aux_mae_loss_1: 61.529038535905066; aux_mae_loss_2: 8.318942970052783; aux_mae_loss_4: 1.1780081646071607; cnt_loss: 3.547744499610445; 2025-08-08 13:32:15,111 - INFO - Evaluation: Curr mae: 41.2537; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 247.7538; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0981; Best nae: 0.0961; 0.0966; 0.0971; 0.0973; 0.0973; 2025-08-08 13:32:15,111 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 2025-08-08 13:37:19,604 - INFO - Training: cls_zice: 35.54066445542485; reg_zipnll: 131.0232653630117; aux_mae_loss_1: 59.500576446479265; aux_mae_loss_2: 8.056017918268022; aux_mae_loss_4: 1.1391003876541452; cnt_loss: 3.5420002694837844; 2025-08-08 13:37:19,605 - INFO - Evaluation: Curr mae: 43.9505; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 307.3008; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0988; Best nae: 0.0961; 0.0966; 0.0971; 0.0973; 0.0973; 2025-08-08 13:37:19,605 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 2025-08-08 13:42:24,426 - INFO - Training: cls_zice: 36.86008862507527; reg_zipnll: 126.89977527216345; aux_mae_loss_1: 62.342691286670515; aux_mae_loss_2: 8.580459201550422; aux_mae_loss_4: 1.2434986476573355; cnt_loss: 3.7012781804202457; 2025-08-08 13:42:24,427 - INFO - Evaluation: Curr mae: 44.5651; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 315.8313; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1009; Best nae: 0.0961; 0.0966; 0.0971; 0.0973; 0.0973; 2025-08-08 13:42:24,428 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 2025-08-08 13:47:28,721 - INFO - Training: cls_zice: 38.06834590415875; reg_zipnll: 124.66683776580889; aux_mae_loss_1: 62.31429072456066; aux_mae_loss_2: 8.499678656803612; aux_mae_loss_4: 1.2136122186723282; cnt_loss: 3.467757089278998; 2025-08-08 13:47:28,723 - INFO - Evaluation: Curr mae: 42.2045; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 258.8957; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1004; Best nae: 0.0961; 0.0966; 0.0971; 0.0973; 0.0973; 2025-08-08 13:47:28,723 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 2025-08-08 13:52:33,246 - INFO - Training: cls_zice: 39.523157121513066; reg_zipnll: 130.14215003555415; aux_mae_loss_1: 65.02868803117453; aux_mae_loss_2: 8.882764530365755; aux_mae_loss_4: 1.2717932126745772; cnt_loss: 3.5478708184010572; 2025-08-08 13:52:33,247 - INFO - Evaluation: Curr mae: 41.4311; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 248.3380; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0984; Best nae: 0.0961; 0.0966; 0.0971; 0.0973; 0.0973; 2025-08-08 13:52:33,248 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 2025-08-08 13:57:37,603 - INFO - Training: cls_zice: 38.96870728940308; reg_zipnll: 129.2048853896271; aux_mae_loss_1: 63.957710253855254; aux_mae_loss_2: 8.811021669205173; aux_mae_loss_4: 1.2823845559688032; cnt_loss: 3.8086957665672645; 2025-08-08 13:57:37,604 - INFO - Evaluation: Curr mae: 40.7423; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 237.2481; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0981; Best nae: 0.0961; 0.0966; 0.0971; 0.0973; 0.0973; 2025-08-08 13:57:37,604 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 2025-08-08 14:02:42,831 - INFO - Training: cls_zice: 38.252783617201075; reg_zipnll: 121.4406383435953; aux_mae_loss_1: 60.75826969489953; aux_mae_loss_2: 8.270767887944121; aux_mae_loss_4: 1.1864155752531667; cnt_loss: 3.894816404443167; 2025-08-08 14:02:42,832 - INFO - Evaluation: Curr mae: 43.4945; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 296.7917; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0961; 0.0966; 0.0971; 0.0973; 0.0973; 2025-08-08 14:02:42,832 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 2025-08-08 14:07:46,960 - INFO - Training: cls_zice: 36.66435858607292; reg_zipnll: 131.1529431477917; aux_mae_loss_1: 60.26039453276019; aux_mae_loss_2: 8.201855847951991; aux_mae_loss_4: 1.1773948372176497; cnt_loss: 3.590590027579918; 2025-08-08 14:07:46,961 - INFO - Evaluation: Curr mae: 45.4364; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 336.8849; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0995; Best nae: 0.0961; 0.0966; 0.0971; 0.0973; 0.0973; 2025-08-08 14:07:46,962 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 2025-08-08 14:12:51,852 - INFO - Training: cls_zice: 37.98993094468484; reg_zipnll: 122.2982239416755; aux_mae_loss_1: 61.57941657044281; aux_mae_loss_2: 8.398354938833144; aux_mae_loss_4: 1.2035753545770302; cnt_loss: 3.8622389846411953; 2025-08-08 14:12:53,715 - INFO - Evaluation: Curr mae: 44.5444; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 325.6423; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0971; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:12:53,715 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 2025-08-08 14:17:58,619 - INFO - Training: cls_zice: 38.59731560838253; reg_zipnll: 125.18178824593905; aux_mae_loss_1: 62.626123313119294; aux_mae_loss_2: 8.562296040107167; aux_mae_loss_4: 1.236870079160043; cnt_loss: 3.8545060806301996; 2025-08-08 14:17:58,620 - INFO - Evaluation: Curr mae: 41.5202; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 266.6959; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0976; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:18:04,180 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 2025-08-08 14:23:10,058 - INFO - Training: cls_zice: 37.47700144768068; reg_zipnll: 129.79101461493877; aux_mae_loss_1: 63.8764764900992; aux_mae_loss_2: 8.774203897441874; aux_mae_loss_4: 1.2779042779020295; cnt_loss: 3.762433399999356; 2025-08-08 14:23:11,920 - INFO - Evaluation: Curr mae: 44.3001; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 322.8393; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0973; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:23:11,920 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 2025-08-08 14:28:48,273 - INFO - Training: cls_zice: 35.95469559660148; reg_zipnll: 126.27946829121646; aux_mae_loss_1: 62.389381852431896; aux_mae_loss_2: 8.647816293956687; aux_mae_loss_4: 1.266724947868705; cnt_loss: 3.9435880583325513; 2025-08-08 14:28:48,275 - INFO - Evaluation: Curr mae: 42.3728; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 275.3749; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0985; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:28:48,275 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 2025-08-08 14:33:53,425 - INFO - Training: cls_zice: 39.01736651579335; reg_zipnll: 139.1239943810784; aux_mae_loss_1: 61.84154694123256; aux_mae_loss_2: 8.298253283402607; aux_mae_loss_4: 1.1576501781882234; cnt_loss: 3.5830697530645943; 2025-08-08 14:33:53,426 - INFO - Evaluation: Curr mae: 43.7201; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 289.5806; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:33:53,426 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 2025-08-08 14:38:59,230 - INFO - Training: cls_zice: 37.46689369619506; reg_zipnll: 131.81342696162912; aux_mae_loss_1: 61.26419609555242; aux_mae_loss_2: 8.341161345148453; aux_mae_loss_4: 1.186519445635972; cnt_loss: 3.5369954380400688; 2025-08-08 14:38:59,231 - INFO - Evaluation: Curr mae: 42.2435; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 266.0398; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0979; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:38:59,231 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 2025-08-08 14:44:03,472 - INFO - Training: cls_zice: 39.24985300965971; reg_zipnll: 129.38597446235715; aux_mae_loss_1: 63.15755334182386; aux_mae_loss_2: 8.584235750924039; aux_mae_loss_4: 1.236551324628619; cnt_loss: 3.4817589416448746; 2025-08-08 14:44:03,473 - INFO - Evaluation: Curr mae: 43.4800; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 290.8521; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1016; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:44:03,474 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 2025-08-08 14:49:08,776 - INFO - Training: cls_zice: 39.6613674179524; reg_zipnll: 124.07500658304954; aux_mae_loss_1: 64.44814242679233; aux_mae_loss_2: 8.844258140782157; aux_mae_loss_4: 1.2886700310713222; cnt_loss: 3.5586947014215364; 2025-08-08 14:49:08,778 - INFO - Evaluation: Curr mae: 41.7287; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 266.8037; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0975; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:49:08,778 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 2025-08-08 14:54:13,331 - INFO - Training: cls_zice: 38.90337015826322; reg_zipnll: 128.68143031652298; aux_mae_loss_1: 62.13788198750552; aux_mae_loss_2: 8.423255506088923; aux_mae_loss_4: 1.206025750440926; cnt_loss: 3.6797673710667382; 2025-08-08 14:54:13,333 - INFO - Evaluation: Curr mae: 41.6399; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 269.2390; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:54:13,333 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 2025-08-08 14:59:18,223 - INFO - Training: cls_zice: 37.48817375873079; reg_zipnll: 126.89296096272211; aux_mae_loss_1: 61.868158811162246; aux_mae_loss_2: 8.448550571819197; aux_mae_loss_4: 1.217854228780478; cnt_loss: 3.38830651059402; 2025-08-08 14:59:18,225 - INFO - Evaluation: Curr mae: 43.2183; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 291.2297; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0999; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 14:59:18,225 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 2025-08-08 15:04:22,497 - INFO - Training: cls_zice: 37.926527790706075; reg_zipnll: 131.54145525660184; aux_mae_loss_1: 61.439277058089; aux_mae_loss_2: 8.36009299969612; aux_mae_loss_4: 1.1975318040593423; cnt_loss: 3.370779003153117; 2025-08-08 15:04:22,499 - INFO - Evaluation: Curr mae: 42.5810; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 281.5029; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0997; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:04:22,499 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 2025-08-08 15:09:26,490 - INFO - Training: cls_zice: 39.07239358973687; reg_zipnll: 119.92543359771179; aux_mae_loss_1: 63.72231455266016; aux_mae_loss_2: 8.73861641549819; aux_mae_loss_4: 1.2650217433821573; cnt_loss: 3.570275670458541; 2025-08-08 15:09:26,492 - INFO - Evaluation: Curr mae: 42.6837; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 287.1435; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0977; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:09:26,492 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 2025-08-08 15:14:30,740 - INFO - Training: cls_zice: 39.14419993735218; reg_zipnll: 125.77848315790564; aux_mae_loss_1: 62.14412074591629; aux_mae_loss_2: 8.416541366466825; aux_mae_loss_4: 1.1954184890865973; cnt_loss: 3.5807515607241798; 2025-08-08 15:14:30,742 - INFO - Evaluation: Curr mae: 42.1811; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 268.1837; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0974; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:14:30,742 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 2025-08-08 15:19:34,779 - INFO - Training: cls_zice: 36.89763291287392; reg_zipnll: 121.39095049713448; aux_mae_loss_1: 62.609041799922835; aux_mae_loss_2: 8.770469299318858; aux_mae_loss_4: 1.2957589543953654; cnt_loss: 3.4429040998603506; 2025-08-08 15:19:34,781 - INFO - Evaluation: Curr mae: 41.1417; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 247.9165; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0985; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:19:34,781 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 2025-08-08 15:24:39,338 - INFO - Training: cls_zice: 38.21191314211388; reg_zipnll: 133.45304723509173; aux_mae_loss_1: 61.24851969152613; aux_mae_loss_2: 8.260260668542514; aux_mae_loss_4: 1.163171370032514; cnt_loss: 3.7682942296055106; 2025-08-08 15:24:39,340 - INFO - Evaluation: Curr mae: 43.8956; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 299.2683; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1009; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:24:39,340 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 2025-08-08 15:29:44,102 - INFO - Training: cls_zice: 39.42729917210754; reg_zipnll: 126.97941871290035; aux_mae_loss_1: 62.14229681559271; aux_mae_loss_2: 8.413049446892922; aux_mae_loss_4: 1.195297924978874; cnt_loss: 3.723164725502843; 2025-08-08 15:29:44,104 - INFO - Evaluation: Curr mae: 46.5048; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 362.4162; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1001; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:29:44,104 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 2025-08-08 15:34:48,221 - INFO - Training: cls_zice: 36.83223808501251; reg_zipnll: 133.99501483789754; aux_mae_loss_1: 61.238688374546314; aux_mae_loss_2: 8.287825580274538; aux_mae_loss_4: 1.1713346697792295; cnt_loss: 3.412771289560053; 2025-08-08 15:34:48,222 - INFO - Evaluation: Curr mae: 41.6337; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 264.7093; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:34:48,222 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 2025-08-08 15:39:52,415 - INFO - Training: cls_zice: 35.85871332259442; reg_zipnll: 127.74748565360022; aux_mae_loss_1: 59.82956762240295; aux_mae_loss_2: 8.085017477638617; aux_mae_loss_4: 1.1440687002207135; cnt_loss: 3.2764075733242426; 2025-08-08 15:39:52,417 - INFO - Evaluation: Curr mae: 42.9369; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 289.5613; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0993; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:39:52,417 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 2025-08-08 15:44:56,131 - INFO - Training: cls_zice: 39.64034750617102; reg_zipnll: 128.3539849945696; aux_mae_loss_1: 62.34711776233271; aux_mae_loss_2: 8.375766406482168; aux_mae_loss_4: 1.172226157930026; cnt_loss: 3.3357217684962754; 2025-08-08 15:44:56,133 - INFO - Evaluation: Curr mae: 41.1585; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 255.2977; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0984; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:44:56,133 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 2025-08-08 15:50:01,246 - INFO - Training: cls_zice: 38.45494506682406; reg_zipnll: 123.35031913423906; aux_mae_loss_1: 64.6343920469897; aux_mae_loss_2: 8.945153795355083; aux_mae_loss_4: 1.3089435855956189; cnt_loss: 3.6357117130547993; 2025-08-08 15:50:01,247 - INFO - Evaluation: Curr mae: 42.8928; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 285.2493; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1002; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:50:01,247 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 2025-08-08 15:55:05,020 - INFO - Training: cls_zice: 38.57739760889492; reg_zipnll: 119.18275879710376; aux_mae_loss_1: 61.8310640918565; aux_mae_loss_2: 8.44245491542669; aux_mae_loss_4: 1.2152262245398253; cnt_loss: 3.8976380291818655; 2025-08-08 15:55:05,021 - INFO - Evaluation: Curr mae: 42.1358; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 280.0125; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1001; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 15:55:05,021 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 2025-08-08 16:00:09,695 - INFO - Training: cls_zice: 38.23566821926204; reg_zipnll: 123.089032798316; aux_mae_loss_1: 60.61837050234444; aux_mae_loss_2: 8.186880209452083; aux_mae_loss_4: 1.1684628615495785; cnt_loss: 3.4677532901532544; 2025-08-08 16:00:09,696 - INFO - Evaluation: Curr mae: 42.6720; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 282.7626; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1001; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:00:09,696 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 2025-08-08 16:05:15,496 - INFO - Training: cls_zice: 38.06892960826964; reg_zipnll: 126.60923214988415; aux_mae_loss_1: 63.43782205937148; aux_mae_loss_2: 8.740659678962972; aux_mae_loss_4: 1.289139547660602; cnt_loss: 3.6506353868003982; 2025-08-08 16:05:15,498 - INFO - Evaluation: Curr mae: 44.3320; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 324.4461; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0988; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:05:15,498 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 2025-08-08 16:10:20,342 - INFO - Training: cls_zice: 38.47415697260504; reg_zipnll: 124.12055134711964; aux_mae_loss_1: 61.82840773624136; aux_mae_loss_2: 8.365044703520356; aux_mae_loss_4: 1.1877018825024137; cnt_loss: 3.3475488254221055; 2025-08-08 16:10:20,344 - INFO - Evaluation: Curr mae: 42.6415; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 284.9499; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0985; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:10:20,344 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 2025-08-08 16:15:24,965 - INFO - Training: cls_zice: 37.989709814287394; reg_zipnll: 126.9217294433123; aux_mae_loss_1: 62.56981533535955; aux_mae_loss_2: 8.538288329131806; aux_mae_loss_4: 1.2262261742797793; cnt_loss: 3.542092697019749; 2025-08-08 16:15:24,967 - INFO - Evaluation: Curr mae: 43.8856; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 306.8185; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0984; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:15:24,967 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 2025-08-08 16:20:29,827 - INFO - Training: cls_zice: 39.31303078380526; reg_zipnll: 127.04358110697532; aux_mae_loss_1: 63.9820404861764; aux_mae_loss_2: 8.757734971671606; aux_mae_loss_4: 1.2617486819893045; cnt_loss: 3.4784506553242935; 2025-08-08 16:20:29,829 - INFO - Evaluation: Curr mae: 43.2290; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 299.7554; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0976; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:20:29,829 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 2025-08-08 16:25:34,043 - INFO - Training: cls_zice: 40.18188949580517; reg_zipnll: 125.29518552059379; aux_mae_loss_1: 63.22638344213098; aux_mae_loss_2: 8.610994210892901; aux_mae_loss_4: 1.230180861327826; cnt_loss: 3.607585429379137; 2025-08-08 16:25:34,045 - INFO - Evaluation: Curr mae: 43.8978; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 309.5277; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0973; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:25:34,045 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 2025-08-08 16:30:38,379 - INFO - Training: cls_zice: 39.17446092173342; reg_zipnll: 128.38533525540467; aux_mae_loss_1: 61.7506863378314; aux_mae_loss_2: 8.339841908231799; aux_mae_loss_4: 1.1728565050121444; cnt_loss: 3.195473809475151; 2025-08-08 16:30:38,380 - INFO - Evaluation: Curr mae: 45.3120; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 346.2392; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0995; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:30:38,380 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 2025-08-08 16:35:42,412 - INFO - Training: cls_zice: 38.39560728495256; reg_zipnll: 128.71340451571507; aux_mae_loss_1: 61.962701243422636; aux_mae_loss_2: 8.392405740399594; aux_mae_loss_4: 1.1948557512542581; cnt_loss: 3.428531374830207; 2025-08-08 16:35:42,414 - INFO - Evaluation: Curr mae: 42.6114; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 281.2465; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0985; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:35:42,414 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 2025-08-08 16:40:46,780 - INFO - Training: cls_zice: 38.61184251476989; reg_zipnll: 121.52990860926768; aux_mae_loss_1: 62.373631254259905; aux_mae_loss_2: 8.527352301504434; aux_mae_loss_4: 1.2303414051361132; cnt_loss: 3.7996498395360834; 2025-08-08 16:40:46,781 - INFO - Evaluation: Curr mae: 44.4482; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 311.9586; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1011; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:40:46,781 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 2025-08-08 16:45:51,281 - INFO - Training: cls_zice: 37.305517614653915; reg_zipnll: 132.09890260671895; aux_mae_loss_1: 60.27699265075527; aux_mae_loss_2: 8.075229438840577; aux_mae_loss_4: 1.135842340579376; cnt_loss: 3.345563329047593; 2025-08-08 16:45:51,283 - INFO - Evaluation: Curr mae: 44.4910; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 306.9486; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1007; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:45:51,283 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 2025-08-08 16:50:55,302 - INFO - Training: cls_zice: 40.639369888944614; reg_zipnll: 123.24296390366739; aux_mae_loss_1: 62.94303369031774; aux_mae_loss_2: 8.539895510918683; aux_mae_loss_4: 1.2340819901549724; cnt_loss: 3.5943676700628817; 2025-08-08 16:50:55,303 - INFO - Evaluation: Curr mae: 43.3936; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 281.8442; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1018; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:50:55,304 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 2025-08-08 16:56:00,071 - INFO - Training: cls_zice: 38.14178942186054; reg_zipnll: 131.45120269167393; aux_mae_loss_1: 61.731631725183796; aux_mae_loss_2: 8.380185874691353; aux_mae_loss_4: 1.1956042622462644; cnt_loss: 3.539822108181706; 2025-08-08 16:56:00,073 - INFO - Evaluation: Curr mae: 43.4839; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 294.5048; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0988; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 16:56:00,073 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 2025-08-08 17:01:04,373 - INFO - Training: cls_zice: 39.53568802670525; reg_zipnll: 124.34722760649144; aux_mae_loss_1: 62.64159255040029; aux_mae_loss_2: 8.470221583518393; aux_mae_loss_4: 1.205969886868656; cnt_loss: 3.477529770610878; 2025-08-08 17:01:04,374 - INFO - Evaluation: Curr mae: 44.8871; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 323.0912; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:01:04,374 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 2025-08-08 17:06:09,299 - INFO - Training: cls_zice: 38.53715036445534; reg_zipnll: 124.55147412993914; aux_mae_loss_1: 60.2046662798884; aux_mae_loss_2: 8.063229332546342; aux_mae_loss_4: 1.1194115497535788; cnt_loss: 3.2337349667034294; 2025-08-08 17:06:09,300 - INFO - Evaluation: Curr mae: 42.2540; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 267.6422; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0986; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:06:09,300 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 2025-08-08 17:11:13,603 - INFO - Training: cls_zice: 38.769459500257646; reg_zipnll: 133.03563535244115; aux_mae_loss_1: 62.31791042484784; aux_mae_loss_2: 8.516863310858033; aux_mae_loss_4: 1.2231542649642975; cnt_loss: 3.671598646741906; 2025-08-08 17:11:13,605 - INFO - Evaluation: Curr mae: 43.7825; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 307.3894; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0987; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:11:13,605 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 2025-08-08 17:16:18,489 - INFO - Training: cls_zice: 36.395451278222254; reg_zipnll: 126.15894491445742; aux_mae_loss_1: 60.28858408155662; aux_mae_loss_2: 8.159844370611529; aux_mae_loss_4: 1.1677860988059816; cnt_loss: 3.3508728426955354; 2025-08-08 17:16:18,491 - INFO - Evaluation: Curr mae: 42.2540; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 271.8943; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0982; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:16:18,491 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 2025-08-08 17:21:23,151 - INFO - Training: cls_zice: 35.06310592281481; reg_zipnll: 132.25164751283307; aux_mae_loss_1: 59.01649071440905; aux_mae_loss_2: 7.971190701107133; aux_mae_loss_4: 1.1229000878747755; cnt_loss: 3.0013405368842934; 2025-08-08 17:21:23,152 - INFO - Evaluation: Curr mae: 42.5054; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 273.4680; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0997; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:21:23,152 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 2025-08-08 17:26:27,839 - INFO - Training: cls_zice: 37.92859230717227; reg_zipnll: 127.96135592031601; aux_mae_loss_1: 60.46778530817105; aux_mae_loss_2: 8.107105297110687; aux_mae_loss_4: 1.1468639779826362; cnt_loss: 3.3924397482970075; 2025-08-08 17:26:27,841 - INFO - Evaluation: Curr mae: 41.8821; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 262.2814; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0988; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:26:27,841 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 2025-08-08 17:31:32,769 - INFO - Training: cls_zice: 38.06486024812898; reg_zipnll: 132.7764919374167; aux_mae_loss_1: 60.125716346701495; aux_mae_loss_2: 8.029848906252255; aux_mae_loss_4: 1.1148568858370989; cnt_loss: 3.2034499133460628; 2025-08-08 17:31:32,770 - INFO - Evaluation: Curr mae: 43.3684; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 299.9519; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:31:32,770 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 2025-08-08 17:36:37,146 - INFO - Training: cls_zice: 37.61327841433584; reg_zipnll: 128.85577644603111; aux_mae_loss_1: 60.95959381946868; aux_mae_loss_2: 8.22270222157623; aux_mae_loss_4: 1.1750222947113311; cnt_loss: 3.1729467202428068; 2025-08-08 17:36:37,147 - INFO - Evaluation: Curr mae: 41.4694; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 255.6509; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0989; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:36:37,148 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 2025-08-08 17:41:41,819 - INFO - Training: cls_zice: 38.96140320871054; reg_zipnll: 129.4774564973493; aux_mae_loss_1: 61.44610879598976; aux_mae_loss_2: 8.231040010721948; aux_mae_loss_4: 1.15100729461654; cnt_loss: 3.233741211477466; 2025-08-08 17:41:41,820 - INFO - Evaluation: Curr mae: 44.1628; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 307.8736; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0997; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:41:41,821 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 2025-08-08 17:46:45,883 - INFO - Training: cls_zice: 38.10080488550939; reg_zipnll: 118.66394527896205; aux_mae_loss_1: 65.0740569158814; aux_mae_loss_2: 9.149464915221639; aux_mae_loss_4: 1.3705581192951888; cnt_loss: 3.7454929184791057; 2025-08-08 17:46:45,885 - INFO - Evaluation: Curr mae: 41.6620; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 261.7522; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0987; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:46:45,885 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 2025-08-08 17:51:50,342 - INFO - Training: cls_zice: 39.51286855834156; reg_zipnll: 128.50500122501796; aux_mae_loss_1: 62.114153459936304; aux_mae_loss_2: 8.367584610659543; aux_mae_loss_4: 1.189816444346102; cnt_loss: 3.3408711893546243; 2025-08-08 17:51:50,344 - INFO - Evaluation: Curr mae: 41.9080; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 265.3530; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:51:50,344 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 2025-08-08 17:56:54,835 - INFO - Training: cls_zice: 35.823238910010666; reg_zipnll: 135.12990360210978; aux_mae_loss_1: 59.69319727243065; aux_mae_loss_2: 8.065400972770847; aux_mae_loss_4: 1.1300917097910816; cnt_loss: 3.4241661135978747; 2025-08-08 17:56:54,836 - INFO - Evaluation: Curr mae: 43.0283; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 288.6290; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0985; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 17:56:54,837 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 2025-08-08 18:01:59,461 - INFO - Training: cls_zice: 36.925869878199535; reg_zipnll: 124.45506645290895; aux_mae_loss_1: 62.47849474835825; aux_mae_loss_2: 8.5976929139049; aux_mae_loss_4: 1.2317427425312506; cnt_loss: 3.283645855660304; 2025-08-08 18:01:59,463 - INFO - Evaluation: Curr mae: 42.2101; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 276.2617; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:01:59,463 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 2025-08-08 18:07:03,876 - INFO - Training: cls_zice: 38.754645068801764; reg_zipnll: 133.63930733590016; aux_mae_loss_1: 60.34525434646018; aux_mae_loss_2: 8.053095528276536; aux_mae_loss_4: 1.1149897660801527; cnt_loss: 3.1620886898898832; 2025-08-08 18:07:03,878 - INFO - Evaluation: Curr mae: 41.6090; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 260.2746; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1003; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:07:03,878 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 2025-08-08 18:12:08,774 - INFO - Training: cls_zice: 38.60306257036321; reg_zipnll: 125.85942010462743; aux_mae_loss_1: 62.011123793290636; aux_mae_loss_2: 8.483116348175892; aux_mae_loss_4: 1.2260435635372422; cnt_loss: 3.520114251074877; 2025-08-08 18:12:08,776 - INFO - Evaluation: Curr mae: 41.9729; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 263.2313; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:12:08,776 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 2025-08-08 18:17:13,004 - INFO - Training: cls_zice: 38.33609375334644; reg_zipnll: 132.34514292101628; aux_mae_loss_1: 61.09569589521707; aux_mae_loss_2: 8.199792597165144; aux_mae_loss_4: 1.1478463897438467; cnt_loss: 3.5452330133142693; 2025-08-08 18:17:13,006 - INFO - Evaluation: Curr mae: 41.5406; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 256.0977; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:17:13,006 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 2025-08-08 18:22:17,129 - INFO - Training: cls_zice: 39.26481210672151; reg_zipnll: 123.6276546419433; aux_mae_loss_1: 64.10469531522618; aux_mae_loss_2: 8.706389165169782; aux_mae_loss_4: 1.2564840643908493; cnt_loss: 3.3003938024945003; 2025-08-08 18:22:17,131 - INFO - Evaluation: Curr mae: 45.0411; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 329.8428; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1000; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:22:17,131 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 2025-08-08 18:27:21,277 - INFO - Training: cls_zice: 37.99681997004236; reg_zipnll: 130.04873663600736; aux_mae_loss_1: 61.880599156749895; aux_mae_loss_2: 8.41768548053457; aux_mae_loss_4: 1.2057203596462627; cnt_loss: 3.3927062323896315; 2025-08-08 18:27:21,278 - INFO - Evaluation: Curr mae: 43.5199; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 296.8749; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:27:21,278 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 2025-08-08 18:32:26,033 - INFO - Training: cls_zice: 38.15652861271848; reg_zipnll: 123.47327702088344; aux_mae_loss_1: 63.698642424262275; aux_mae_loss_2: 8.825907360005807; aux_mae_loss_4: 1.2979558121345955; cnt_loss: 3.8880841134446444; 2025-08-08 18:32:26,035 - INFO - Evaluation: Curr mae: 43.6483; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 302.5868; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0983; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:32:31,552 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 2025-08-08 18:37:36,563 - INFO - Training: cls_zice: 35.154890874625785; reg_zipnll: 125.38635194577411; aux_mae_loss_1: 60.20851776593755; aux_mae_loss_2: 8.273167256217995; aux_mae_loss_4: 1.1973601651682033; cnt_loss: 3.1794186282740156; 2025-08-08 18:37:36,565 - INFO - Evaluation: Curr mae: 42.4165; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 282.1654; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0989; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:37:36,565 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 2025-08-08 18:42:40,814 - INFO - Training: cls_zice: 36.148260177752356; reg_zipnll: 125.90329098149866; aux_mae_loss_1: 60.654187901161016; aux_mae_loss_2: 8.344276593705988; aux_mae_loss_4: 1.2055171496763941; cnt_loss: 3.289485901134486; 2025-08-08 18:42:40,816 - INFO - Evaluation: Curr mae: 44.2577; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 312.9724; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:42:40,816 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 2025-08-08 18:47:45,064 - INFO - Training: cls_zice: 36.576807702491706; reg_zipnll: 125.90129258516208; aux_mae_loss_1: 59.574860634105065; aux_mae_loss_2: 8.108459647946002; aux_mae_loss_4: 1.1568595586215316; cnt_loss: 3.41731473566021; 2025-08-08 18:47:45,065 - INFO - Evaluation: Curr mae: 44.9416; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 333.9542; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0984; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:47:45,065 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 2025-08-08 18:52:50,141 - INFO - Training: cls_zice: 38.285716645745204; reg_zipnll: 125.15852443234166; aux_mae_loss_1: 62.11073768659852; aux_mae_loss_2: 8.514330847404304; aux_mae_loss_4: 1.227179097562339; cnt_loss: 3.523970154303205; 2025-08-08 18:52:50,143 - INFO - Evaluation: Curr mae: 44.2864; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 316.9891; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0983; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:52:50,143 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 2025-08-08 18:57:55,082 - INFO - Training: cls_zice: 38.110683141683246; reg_zipnll: 122.12562451693576; aux_mae_loss_1: 60.10210734713047; aux_mae_loss_2: 8.059321571438355; aux_mae_loss_4: 1.1331742497060477; cnt_loss: 3.2345430536870783; 2025-08-08 18:57:55,083 - INFO - Evaluation: Curr mae: 42.7905; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 282.7986; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0991; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 18:57:55,083 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 2025-08-08 19:02:59,074 - INFO - Training: cls_zice: 37.93009098004406; reg_zipnll: 136.65546615326005; aux_mae_loss_1: 60.34844706174953; aux_mae_loss_2: 8.121577432345608; aux_mae_loss_4: 1.1311860167275358; cnt_loss: 3.0410707415988942; 2025-08-08 19:02:59,076 - INFO - Evaluation: Curr mae: 41.2576; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 250.0865; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0995; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:02:59,076 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 2025-08-08 19:08:03,755 - INFO - Training: cls_zice: 35.58672712329574; reg_zipnll: 123.00905940097525; aux_mae_loss_1: 59.86361474426975; aux_mae_loss_2: 8.180071330009206; aux_mae_loss_4: 1.1736189259508276; cnt_loss: 3.447035772481737; 2025-08-08 19:08:03,757 - INFO - Evaluation: Curr mae: 40.5296; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 239.6934; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0977; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:08:03,757 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 2025-08-08 19:13:08,083 - INFO - Training: cls_zice: 36.33310250677456; reg_zipnll: 130.1782360542709; aux_mae_loss_1: 60.415659393933254; aux_mae_loss_2: 8.226807163353138; aux_mae_loss_4: 1.173211259437021; cnt_loss: 3.1465491801883383; 2025-08-08 19:13:08,084 - INFO - Evaluation: Curr mae: 43.3826; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 295.3272; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0983; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:13:08,085 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 2025-08-08 19:18:12,349 - INFO - Training: cls_zice: 36.38349475246162; reg_zipnll: 127.59086588783558; aux_mae_loss_1: 60.69541334186544; aux_mae_loss_2: 8.282203211269525; aux_mae_loss_4: 1.1839704246746237; cnt_loss: 3.0219205604880512; 2025-08-08 19:18:12,351 - INFO - Evaluation: Curr mae: 41.9496; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 270.8342; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0979; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:18:12,351 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 2025-08-08 19:23:16,163 - INFO - Training: cls_zice: 37.72977399442986; reg_zipnll: 125.77754247709534; aux_mae_loss_1: 61.61883479831764; aux_mae_loss_2: 8.447904498993891; aux_mae_loss_4: 1.2164728393668074; cnt_loss: 3.241375346493292; 2025-08-08 19:23:16,164 - INFO - Evaluation: Curr mae: 42.9546; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 283.6354; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0989; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:23:16,164 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 2025-08-08 19:28:21,150 - INFO - Training: cls_zice: 36.82181696134086; reg_zipnll: 130.45441008227036; aux_mae_loss_1: 61.082070992967466; aux_mae_loss_2: 8.320853096047527; aux_mae_loss_4: 1.1983894331519584; cnt_loss: 3.166795117612976; 2025-08-08 19:28:21,152 - INFO - Evaluation: Curr mae: 43.4281; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 296.7520; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0993; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:28:21,152 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 2025-08-08 19:33:26,339 - INFO - Training: cls_zice: 37.81187740864668; reg_zipnll: 120.41346942734903; aux_mae_loss_1: 63.950325654527525; aux_mae_loss_2: 8.896982303468612; aux_mae_loss_4: 1.3074791201205977; cnt_loss: 3.1884600799770157; 2025-08-08 19:33:26,341 - INFO - Evaluation: Curr mae: 42.2847; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 275.0906; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0982; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:33:26,341 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 2025-08-08 19:38:31,313 - INFO - Training: cls_zice: 37.6415986309551; reg_zipnll: 134.12400484943146; aux_mae_loss_1: 60.50613806609323; aux_mae_loss_2: 8.177818458919967; aux_mae_loss_4: 1.1620042578228642; cnt_loss: 3.223569341482724; 2025-08-08 19:38:31,314 - INFO - Evaluation: Curr mae: 43.9440; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 309.2094; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0983; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:38:31,314 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 2025-08-08 19:43:35,738 - INFO - Training: cls_zice: 39.75282404098689; reg_zipnll: 127.3181743572794; aux_mae_loss_1: 62.5850054255488; aux_mae_loss_2: 8.509122855865558; aux_mae_loss_4: 1.2197932267709992; cnt_loss: 3.297093345259333; 2025-08-08 19:43:35,739 - INFO - Evaluation: Curr mae: 42.9776; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 296.2174; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0976; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:43:35,739 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 2025-08-08 19:48:40,572 - INFO - Training: cls_zice: 38.40271147920877; reg_zipnll: 128.86646699047333; aux_mae_loss_1: 61.39942331363119; aux_mae_loss_2: 8.241099303056771; aux_mae_loss_4: 1.1610168282201174; cnt_loss: 3.101983079260603; 2025-08-08 19:48:40,573 - INFO - Evaluation: Curr mae: 42.9119; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 289.7362; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0977; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:48:40,573 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 2025-08-08 19:53:45,376 - INFO - Training: cls_zice: 38.824135723641106; reg_zipnll: 121.86005782590733; aux_mae_loss_1: 62.36910223409265; aux_mae_loss_2: 8.521494910159271; aux_mae_loss_4: 1.2303903704667152; cnt_loss: 3.3734916518310656; 2025-08-08 19:53:45,378 - INFO - Evaluation: Curr mae: 42.1331; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 271.4814; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:53:45,378 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 2025-08-08 19:58:50,525 - INFO - Training: cls_zice: 39.03925755244601; reg_zipnll: 132.3685992910194; aux_mae_loss_1: 63.40822275132324; aux_mae_loss_2: 8.628398094508213; aux_mae_loss_4: 1.2366303208937681; cnt_loss: 3.334926215879102; 2025-08-08 19:58:50,526 - INFO - Evaluation: Curr mae: 42.2074; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 276.4931; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 19:58:50,526 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 2025-08-08 20:03:55,235 - INFO - Training: cls_zice: 38.36403941161988; reg_zipnll: 129.62214280155447; aux_mae_loss_1: 60.36539026397666; aux_mae_loss_2: 8.121937103014066; aux_mae_loss_4: 1.149670092872605; cnt_loss: 3.2780205903905215; 2025-08-08 20:03:55,237 - INFO - Evaluation: Curr mae: 42.7728; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 286.8135; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0997; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:03:55,237 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 2025-08-08 20:08:59,700 - INFO - Training: cls_zice: 38.28206909672; reg_zipnll: 129.35481269071525; aux_mae_loss_1: 61.975746974847006; aux_mae_loss_2: 8.426022592117976; aux_mae_loss_4: 1.1978719734747183; cnt_loss: 3.1693114980787116; 2025-08-08 20:08:59,702 - INFO - Evaluation: Curr mae: 42.0115; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 274.2295; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0988; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:08:59,702 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 2025-08-08 20:14:04,262 - INFO - Training: cls_zice: 38.2548524561532; reg_zipnll: 124.89315425706094; aux_mae_loss_1: 61.45198883066447; aux_mae_loss_2: 8.320278338111152; aux_mae_loss_4: 1.1789345225668812; cnt_loss: 3.194765611372141; 2025-08-08 20:14:04,264 - INFO - Evaluation: Curr mae: 42.2577; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 273.5613; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1000; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:14:04,264 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 2025-08-08 20:19:08,565 - INFO - Training: cls_zice: 38.73368567412188; reg_zipnll: 119.5446593694025; aux_mae_loss_1: 61.73897493651716; aux_mae_loss_2: 8.454933738034304; aux_mae_loss_4: 1.2211756685169313; cnt_loss: 3.398091610568961; 2025-08-08 20:19:08,567 - INFO - Evaluation: Curr mae: 40.8921; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 244.7616; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1000; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:19:08,567 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 2025-08-08 20:24:12,635 - INFO - Training: cls_zice: 37.66800924972811; reg_zipnll: 125.21197116037874; aux_mae_loss_1: 59.17371080712365; aux_mae_loss_2: 7.959618318050257; aux_mae_loss_4: 1.1174994688720508; cnt_loss: 3.2893388432218362; 2025-08-08 20:24:12,637 - INFO - Evaluation: Curr mae: 42.1126; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 273.1145; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0985; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:24:12,637 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 2025-08-08 20:29:17,780 - INFO - Training: cls_zice: 37.014977719452816; reg_zipnll: 128.11881578734724; aux_mae_loss_1: 60.65575056639919; aux_mae_loss_2: 8.234292637106693; aux_mae_loss_4: 1.1676156517779; cnt_loss: 3.2509311894984356; 2025-08-08 20:29:17,782 - INFO - Evaluation: Curr mae: 43.5302; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 303.3613; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0993; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:29:17,782 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 2025-08-08 20:34:22,340 - INFO - Training: cls_zice: 39.024631012298144; reg_zipnll: 134.26841924613424; aux_mae_loss_1: 62.439324776127286; aux_mae_loss_2: 8.444672576872426; aux_mae_loss_4: 1.19936796329475; cnt_loss: 3.34021039885543; 2025-08-08 20:34:22,342 - INFO - Evaluation: Curr mae: 42.4902; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 281.7804; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:34:22,342 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 2025-08-08 20:39:26,237 - INFO - Training: cls_zice: 37.013958064058755; reg_zipnll: 121.22855947930893; aux_mae_loss_1: 60.42386716313105; aux_mae_loss_2: 8.281814125172582; aux_mae_loss_4: 1.1922066197910162; cnt_loss: 3.2596690906044143; 2025-08-08 20:39:26,239 - INFO - Evaluation: Curr mae: 42.2383; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 278.9384; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0994; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:39:26,239 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 2025-08-08 20:44:30,717 - INFO - Training: cls_zice: 38.54537892192219; reg_zipnll: 123.84572878840036; aux_mae_loss_1: 61.80100875035656; aux_mae_loss_2: 8.354078811974023; aux_mae_loss_4: 1.1985498494767897; cnt_loss: 3.3749240312754036; 2025-08-08 20:44:30,719 - INFO - Evaluation: Curr mae: 44.1883; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 318.1193; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:44:30,719 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 2025-08-08 20:49:35,733 - INFO - Training: cls_zice: 40.81772528546635; reg_zipnll: 126.26430371242807; aux_mae_loss_1: 62.315057944515985; aux_mae_loss_2: 8.340331122164248; aux_mae_loss_4: 1.1602838830232314; cnt_loss: 3.1583144799602674; 2025-08-08 20:49:35,734 - INFO - Evaluation: Curr mae: 42.4417; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 277.3777; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1001; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:49:35,734 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 2025-08-08 20:54:40,786 - INFO - Training: cls_zice: 38.207803259357085; reg_zipnll: 131.04938290358203; aux_mae_loss_1: 61.56079472000005; aux_mae_loss_2: 8.345401266853116; aux_mae_loss_4: 1.1824150781092118; cnt_loss: 2.9556107355573795; 2025-08-08 20:54:40,787 - INFO - Evaluation: Curr mae: 42.2144; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 272.1674; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0995; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:54:40,787 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 2025-08-08 20:59:45,422 - INFO - Training: cls_zice: 37.97068465640888; reg_zipnll: 123.34394810438769; aux_mae_loss_1: 60.545276627136076; aux_mae_loss_2: 8.207163491101989; aux_mae_loss_4: 1.1562812001968716; cnt_loss: 3.181103003515376; 2025-08-08 20:59:45,424 - INFO - Evaluation: Curr mae: 42.3360; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 277.1337; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0993; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 20:59:45,424 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 2025-08-08 21:04:50,126 - INFO - Training: cls_zice: 39.28541153044964; reg_zipnll: 129.8776844044271; aux_mae_loss_1: 62.953010230566974; aux_mae_loss_2: 8.46266976849279; aux_mae_loss_4: 1.1985513016313392; cnt_loss: 3.4137861028428556; 2025-08-08 21:04:50,128 - INFO - Evaluation: Curr mae: 41.0817; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 257.0790; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0980; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:04:50,128 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 2025-08-08 21:09:55,151 - INFO - Training: cls_zice: 36.35063628396522; reg_zipnll: 131.14509120637163; aux_mae_loss_1: 60.62008910681717; aux_mae_loss_2: 8.223287345511135; aux_mae_loss_4: 1.1699777350480882; cnt_loss: 3.0922419276366195; 2025-08-08 21:09:55,153 - INFO - Evaluation: Curr mae: 42.8831; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 296.0684; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0992; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:09:55,153 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 2025-08-08 21:14:59,552 - INFO - Training: cls_zice: 38.599261188606675; reg_zipnll: 125.23309812570292; aux_mae_loss_1: 60.860074639013924; aux_mae_loss_2: 8.202090188592749; aux_mae_loss_4: 1.1500245777837415; cnt_loss: 3.1050680311909065; 2025-08-08 21:14:59,554 - INFO - Evaluation: Curr mae: 43.0534; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 296.3655; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0986; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:14:59,554 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 2025-08-08 21:20:04,370 - INFO - Training: cls_zice: 40.80773936181418; reg_zipnll: 132.7157050576492; aux_mae_loss_1: 62.74341905638001; aux_mae_loss_2: 8.368285578443336; aux_mae_loss_4: 1.1661831432029337; cnt_loss: 3.2002018200937457; 2025-08-08 21:20:04,372 - INFO - Evaluation: Curr mae: 45.6839; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 347.9276; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0997; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:20:04,372 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 2025-08-08 21:25:09,059 - INFO - Training: cls_zice: 39.72393768236692; reg_zipnll: 128.08654274732103; aux_mae_loss_1: 62.593533442382025; aux_mae_loss_2: 8.446497133274617; aux_mae_loss_4: 1.1952463873784156; cnt_loss: 3.1600151523219897; 2025-08-08 21:25:09,060 - INFO - Evaluation: Curr mae: 43.7085; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 307.2274; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0995; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:25:09,060 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 2025-08-08 21:30:13,856 - INFO - Training: cls_zice: 36.63727660817369; reg_zipnll: 126.41387239765079; aux_mae_loss_1: 61.26562063001422; aux_mae_loss_2: 8.332443209111231; aux_mae_loss_4: 1.1889086559912845; cnt_loss: 3.228754774195676; 2025-08-08 21:30:13,858 - INFO - Evaluation: Curr mae: 42.1350; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 270.3845; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.1000; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:30:13,858 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 2025-08-08 21:35:17,680 - INFO - Training: cls_zice: 36.86441536167287; reg_zipnll: 128.70816555366417; aux_mae_loss_1: 59.73919757656696; aux_mae_loss_2: 8.009588370746084; aux_mae_loss_4: 1.1222265963765834; cnt_loss: 3.275110607818344; 2025-08-08 21:35:17,681 - INFO - Evaluation: Curr mae: 43.4583; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 302.9403; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0998; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:35:17,681 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 2025-08-08 21:40:21,598 - INFO - Training: cls_zice: 38.66103569795509; reg_zipnll: 124.10868375037813; aux_mae_loss_1: 62.44098172151031; aux_mae_loss_2: 8.493482484762344; aux_mae_loss_4: 1.208470718030145; cnt_loss: 3.4781501682374656; 2025-08-08 21:40:21,599 - INFO - Evaluation: Curr mae: 42.1543; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 273.7527; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0993; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:40:21,599 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 2025-08-08 21:45:25,432 - INFO - Training: cls_zice: 34.768146994334565; reg_zipnll: 129.25456894332768; aux_mae_loss_1: 59.81290904047557; aux_mae_loss_2: 8.09533500364936; aux_mae_loss_4: 1.1433989460984662; cnt_loss: 3.2576542888171875; 2025-08-08 21:45:25,434 - INFO - Evaluation: Curr mae: 43.3399; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 301.0575; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0997; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:45:25,434 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 2025-08-08 21:50:29,991 - INFO - Training: cls_zice: 36.59525610763187; reg_zipnll: 132.1809453890685; aux_mae_loss_1: 60.28324632718201; aux_mae_loss_2: 8.203817026933852; aux_mae_loss_4: 1.1632777587690206; cnt_loss: 2.9747537280262897; 2025-08-08 21:50:29,993 - INFO - Evaluation: Curr mae: 42.7758; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 288.7623; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0987; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:50:29,993 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 2025-08-08 21:55:34,439 - INFO - Training: cls_zice: 36.98253038778403; reg_zipnll: 126.32028666743889; aux_mae_loss_1: 59.645293024940784; aux_mae_loss_2: 8.042916130897012; aux_mae_loss_4: 1.135137276891571; cnt_loss: 2.876820274597575; 2025-08-08 21:55:34,440 - INFO - Evaluation: Curr mae: 42.7432; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 288.0665; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0999; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 21:55:34,440 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 2025-08-08 22:00:38,736 - INFO - Training: cls_zice: 37.381993965655184; reg_zipnll: 126.93711330835494; aux_mae_loss_1: 60.38182987345522; aux_mae_loss_2: 8.20908217473018; aux_mae_loss_4: 1.1517913500685006; cnt_loss: 3.1632974771423634; 2025-08-08 22:00:38,738 - INFO - Evaluation: Curr mae: 44.8210; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 333.3769; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0997; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 22:00:38,738 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 2025-08-08 22:05:43,797 - INFO - Training: cls_zice: 38.91866008481514; reg_zipnll: 134.47937266685662; aux_mae_loss_1: 60.49315094518784; aux_mae_loss_2: 8.093014832021032; aux_mae_loss_4: 1.1234796938981986; cnt_loss: 2.995543554463546; 2025-08-08 22:05:43,798 - INFO - Evaluation: Curr mae: 42.5084; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 283.1662; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 22:05:43,799 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 2025-08-08 22:10:48,427 - INFO - Training: cls_zice: 40.016163486364874; reg_zipnll: 126.3051963355057; aux_mae_loss_1: 62.634655790647685; aux_mae_loss_2: 8.510542233989295; aux_mae_loss_4: 1.2017914282019158; cnt_loss: 3.2417870307183203; 2025-08-08 22:10:48,429 - INFO - Evaluation: Curr mae: 42.9057; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 290.6232; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0997; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 22:10:48,429 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 2025-08-08 22:15:52,953 - INFO - Training: cls_zice: 37.028308709015576; reg_zipnll: 126.21225261259201; aux_mae_loss_1: 60.1034830823962; aux_mae_loss_2: 8.168719665556763; aux_mae_loss_4: 1.1509772415026294; cnt_loss: 3.1096428304067922; 2025-08-08 22:15:52,954 - INFO - Evaluation: Curr mae: 43.3697; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 299.4885; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0988; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 22:15:52,954 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 2025-08-08 22:20:57,309 - INFO - Training: cls_zice: 38.10047990485911; reg_zipnll: 125.46970657701664; aux_mae_loss_1: 61.890490167858054; aux_mae_loss_2: 8.45588962875479; aux_mae_loss_4: 1.2140832265269175; cnt_loss: 3.129708112741804; 2025-08-08 22:20:57,311 - INFO - Evaluation: Curr mae: 42.6714; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 285.2548; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0989; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 22:20:57,311 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 2025-08-08 22:26:01,981 - INFO - Training: cls_zice: 36.555579285771806; reg_zipnll: 129.43186587600903; aux_mae_loss_1: 60.50252472036602; aux_mae_loss_2: 8.253142172619127; aux_mae_loss_4: 1.1796365013312557; cnt_loss: 3.1107658722406795; 2025-08-08 22:26:01,983 - INFO - Evaluation: Curr mae: 42.8398; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 285.8213; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0986; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 22:26:01,983 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 2025-08-08 22:31:06,429 - INFO - Training: cls_zice: 39.28955493806107; reg_zipnll: 116.84485492363073; aux_mae_loss_1: 62.491740432680416; aux_mae_loss_2: 8.479596595224807; aux_mae_loss_4: 1.2024017331073094; cnt_loss: 3.639900328873975; 2025-08-08 22:31:06,431 - INFO - Evaluation: Curr mae: 40.8557; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 248.2256; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0990; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 22:31:06,431 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 2025-08-08 22:36:11,150 - INFO - Training: cls_zice: 36.19383350210049; reg_zipnll: 129.66926230501699; aux_mae_loss_1: 60.099542690120195; aux_mae_loss_2: 8.177682042428337; aux_mae_loss_4: 1.1680504401575937; cnt_loss: 2.982724731486377; 2025-08-08 22:36:11,152 - INFO - Evaluation: Curr mae: 43.2791; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 299.0318; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0992; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 22:36:11,152 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 2025-08-08 22:41:15,645 - INFO - Training: cls_zice: 37.55614620941311; reg_zipnll: 126.14620778002899; aux_mae_loss_1: 59.816718866402205; aux_mae_loss_2: 8.05670760162079; aux_mae_loss_4: 1.1335705768479787; cnt_loss: 3.3011912826094347; 2025-08-08 22:41:15,646 - INFO - Evaluation: Curr mae: 42.0795; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 269.4568; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973; 2025-08-08 22:41:15,646 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 2025-08-08 22:46:19,839 - INFO - Training: cls_zice: 37.398528194174666; reg_zipnll: 125.22374384323551; aux_mae_loss_1: 61.07288285944333; aux_mae_loss_2: 8.212326045820829; aux_mae_loss_4: 1.152282931236191; cnt_loss: 3.09273833679969; 2025-08-08 22:46:19,840 - INFO - Evaluation: Curr mae: 43.6627; Best mae: 31.6670; 34.3653; 35.2527; 35.9052; 36.0398; Curr rmse: 302.0339; Best rmse: 77.1128; 83.5432; 89.0193; 91.0229; 91.6606; Curr nae: 0.0996; Best nae: 0.0961; 0.0966; 0.0971; 0.0971; 0.0973;