diff --git "a/checkpoints/qnrf/best_mae.log" "b/checkpoints/qnrf/best_mae.log" new file mode 100644--- /dev/null +++ "b/checkpoints/qnrf/best_mae.log" @@ -0,0 +1,11022 @@ +2025-06-06 22:14:01,985 - INFO - model_name : CLIP_MobileCLIP_S1 +block_size : 32 +clip_weight_name: datacompdr +num_vpt : None +vpt_drop : None +dataset : qnrf +in_memory_dataset: False +input_size : 672 +batch_size : 8 +num_crops : 1 +aug_min_scale : 0.75 +aug_max_scale : 2.0 +aug_brightness : 0.15 +aug_contrast : 0.15 +aug_saturation : 0.1 +aug_hue : 0.0 +aug_kernel_size: None +aug_saltiness : 0.001 +aug_spiciness : 0.001 +aug_blur_prob : 0.0 +sliding_window : False +stride : 672 +max_input_size : 4096 +max_num_windows: 64 +resize_to_multiple: False +reg_loss : zipnll +aux_loss : none +weight_cls : 1.0 +weight_reg : 1.0 +weight_aux : 0.0 +numItermax : None +regularization : None +scales : None +min_scale_weight: None +max_scale_weight: None +alpha : None +optimizer : adam +lr : 0.0001 +vpt_lr : None +backbone_lr : 0.0001 +weight_decay : 0.0001 +vpt_weight_decay: None +backbone_weight_decay: 0.0001 +scheduler : cos_restarts +warmup_epochs : 25 +warmup_lr : 1e-05 +eta_min : 1e-06 +gamma : None +step_size : None +T_0 : 5 +T_mult : 2 +T_max : None +ckpt_dir_name : ebc_s_2_a +total_epochs : 1300 +eval_start : 150 +eval_freq : 1.0 +save_freq : 50 +save_best_k : 5 +amp : True +num_workers : 8 +local_rank : -1 +seed : 42 +nprocs : 1 +ckpt_dir : /dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/qnrf/ebc_s_2_a +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, 10.0), (11.0, 12.0), (13.0, 14.0), (15.0, 16.0), (17.0, 18.0), (19.0, 20.0), (21.0, 23.0), (24.0, 26.0), (27.0, 29.0), (30.0, 33.0), (34.0, inf)] +bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.430985096747998, 13.432578509836206, 15.436302706040099, 17.437926238996837, 19.43463682532794, 21.831327798813845, 24.84966061395003, 27.871928998190246, 31.24307016400767, 38.857225853304286] +bin_counts : [2142175706, 263796436, 81041731, 38689542, 21861748, 13731448, 9285756, 6423842, 4541778, 3251892, 2387659, 3154949, 1826873, 1075446, 643565, 387114, 308729, 150566, 80674, 53717, 41310] +2025-06-06 22:14:01,992 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 +2025-06-06 22:15:03,627 - INFO - Training: cls_zice: 264.16042949348093; reg_zipnll: 382.7455262506245; cnt_loss: 881.5312572251881; + + +2025-06-06 22:15:04,186 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 +2025-06-06 22:16:00,328 - INFO - Training: cls_zice: 197.17313041434383; reg_zipnll: 24.525576345178465; cnt_loss: 191.9685864732755; + + +2025-06-06 22:16:00,329 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 +2025-06-06 22:16:54,905 - INFO - Training: cls_zice: 184.4075313846007; reg_zipnll: 18.32309486692315; cnt_loss: 165.39016175427975; + + +2025-06-06 22:16:54,905 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 +2025-06-06 22:17:49,732 - INFO - Training: cls_zice: 179.99765499696036; reg_zipnll: -32.68397801127655; cnt_loss: 142.76733310017366; + + +2025-06-06 22:17:49,732 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 +2025-06-06 22:18:44,207 - INFO - Training: cls_zice: 172.72661047423912; reg_zipnll: -34.83147869362736; cnt_loss: 133.31549300894832; + + +2025-06-06 22:18:44,208 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 +2025-06-06 22:19:38,512 - INFO - Training: cls_zice: 168.03343036474772; reg_zipnll: -30.02095621626898; cnt_loss: 120.83444028184904; + + +2025-06-06 22:19:38,512 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 +2025-06-06 22:20:33,780 - INFO - Training: cls_zice: 165.6694594376924; reg_zipnll: -61.96093863683031; cnt_loss: 117.08154262770091; + + +2025-06-06 22:20:33,781 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 +2025-06-06 22:21:28,199 - INFO - Training: cls_zice: 165.57719327914003; reg_zipnll: -71.69233304775314; cnt_loss: 108.84822259359802; + + +2025-06-06 22:21:28,199 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 +2025-06-06 22:22:24,603 - INFO - Training: cls_zice: 166.22162635752696; reg_zipnll: -75.01390169156308; cnt_loss: 107.30040685388425; + + +2025-06-06 22:22:24,603 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 +2025-06-06 22:23:18,828 - INFO - Training: cls_zice: 163.83436872469667; reg_zipnll: -105.41797205312362; cnt_loss: 103.10590645493261; + + +2025-06-06 22:23:18,828 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 +2025-06-06 22:24:13,376 - INFO - Training: cls_zice: 162.00645749932093; reg_zipnll: -92.03392584592301; cnt_loss: 109.56031934472898; + + +2025-06-06 22:24:13,376 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 +2025-06-06 22:25:11,082 - INFO - Training: cls_zice: 165.60214912970335; reg_zipnll: -100.30825760822422; cnt_loss: 116.89321918361235; + + +2025-06-06 22:25:11,082 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 +2025-06-06 22:26:05,342 - INFO - Training: cls_zice: 157.38553667384267; reg_zipnll: -88.2402130152216; cnt_loss: 99.50574657617025; + + +2025-06-06 22:26:05,342 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 +2025-06-06 22:26:59,845 - INFO - Training: cls_zice: 157.25061669254936; reg_zipnll: -58.11293853355559; cnt_loss: 91.93718380959618; + + +2025-06-06 22:26:59,846 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 +2025-06-06 22:27:54,279 - INFO - Training: cls_zice: 153.87483801431213; reg_zipnll: -55.79755892343079; cnt_loss: 93.89989899641631; + + +2025-06-06 22:27:54,279 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 +2025-06-06 22:28:48,804 - INFO - Training: cls_zice: 154.84579419773937; reg_zipnll: -112.24120752700907; cnt_loss: 83.26637256698103; + + +2025-06-06 22:28:48,805 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 +2025-06-06 22:29:43,365 - INFO - Training: cls_zice: 156.25037070773294; reg_zipnll: -81.4037890276372; cnt_loss: 91.40825042977238; + + +2025-06-06 22:29:43,365 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 +2025-06-06 22:30:37,735 - INFO - Training: cls_zice: 157.40778179042385; reg_zipnll: -98.55763680413858; cnt_loss: 89.15683050345112; + + +2025-06-06 22:30:37,735 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 +2025-06-06 22:31:32,330 - INFO - Training: cls_zice: 159.49970510621733; reg_zipnll: -104.98631641564779; cnt_loss: 90.82430349438395; + + +2025-06-06 22:31:32,330 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 +2025-06-06 22:32:26,693 - INFO - Training: cls_zice: 154.42972850167988; reg_zipnll: -88.02808061814466; cnt_loss: 82.04861692719112; + + +2025-06-06 22:32:26,694 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 +2025-06-06 22:33:28,598 - INFO - Training: cls_zice: 157.97715496543228; reg_zipnll: -114.97554378635836; cnt_loss: 97.8899358534655; + + +2025-06-06 22:33:28,599 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 +2025-06-06 22:34:22,732 - INFO - Training: cls_zice: 157.92076396310566; reg_zipnll: -74.88193585225288; cnt_loss: 91.63674785285596; + + +2025-06-06 22:34:22,732 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 +2025-06-06 22:35:19,454 - INFO - Training: cls_zice: 153.84150546749697; reg_zipnll: -77.4425205963337; cnt_loss: 83.9213710052288; + + +2025-06-06 22:35:19,455 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 +2025-06-06 22:36:13,511 - INFO - Training: cls_zice: 156.96967474830072; reg_zipnll: -112.75404102754909; cnt_loss: 89.03036471234252; + + +2025-06-06 22:36:13,511 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 +2025-06-06 22:37:07,768 - INFO - Training: cls_zice: 159.45424590205513; reg_zipnll: -101.00443934762714; cnt_loss: 90.47288398237419; + + +2025-06-06 22:37:07,768 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 +2025-06-06 22:38:03,434 - INFO - Training: cls_zice: 156.0175919943298; reg_zipnll: -98.79729642299627; cnt_loss: 92.8158882469531; + + +2025-06-06 22:38:03,434 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 +2025-06-06 22:38:57,592 - INFO - Training: cls_zice: 149.9055807858903; reg_zipnll: -101.36363048427152; cnt_loss: 84.86390891296185; + + +2025-06-06 22:38:57,592 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 +2025-06-06 22:39:52,118 - INFO - Training: cls_zice: 146.96728626781743; reg_zipnll: -131.14703567454356; cnt_loss: 75.0795928752975; + + +2025-06-06 22:39:52,118 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 +2025-06-06 22:40:46,818 - INFO - Training: cls_zice: 139.45735374349633; reg_zipnll: -109.73791442012156; cnt_loss: 62.96905015478071; + + +2025-06-06 22:40:46,819 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 +2025-06-06 22:41:41,451 - INFO - Training: cls_zice: 141.2896476139296; reg_zipnll: -133.60546657739096; cnt_loss: 53.105331130375134; + + +2025-06-06 22:41:41,451 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 +2025-06-06 22:42:35,909 - INFO - Training: cls_zice: 150.20234526072116; reg_zipnll: -118.25892565897759; cnt_loss: 77.12060382666178; + + +2025-06-06 22:42:35,909 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 +2025-06-06 22:43:30,344 - INFO - Training: cls_zice: 148.47953648598778; reg_zipnll: -107.79215923208275; cnt_loss: 87.43552086053305; + + +2025-06-06 22:43:30,345 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 +2025-06-06 22:44:24,413 - INFO - Training: cls_zice: 148.98699420651064; reg_zipnll: -123.07365758529562; cnt_loss: 80.07979955104803; + + +2025-06-06 22:44:24,413 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 +2025-06-06 22:45:18,859 - INFO - Training: cls_zice: 144.25665520674346; reg_zipnll: -106.03798345224747; cnt_loss: 69.43408062915928; + + +2025-06-06 22:45:18,859 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 +2025-06-06 22:46:14,328 - INFO - Training: cls_zice: 142.9614840627506; reg_zipnll: -86.20504062223118; cnt_loss: 60.6126195263389; + + +2025-06-06 22:46:14,328 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 +2025-06-06 22:47:08,973 - INFO - Training: cls_zice: 140.44503894073284; reg_zipnll: -130.76475325325467; cnt_loss: 60.59570082607648; + + +2025-06-06 22:47:08,973 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 +2025-06-06 22:48:02,924 - INFO - Training: cls_zice: 139.41077722461017; reg_zipnll: -128.0173000184116; cnt_loss: 64.17385696259555; + + +2025-06-06 22:48:02,925 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 +2025-06-06 22:48:57,668 - INFO - Training: cls_zice: 136.63718303149898; reg_zipnll: -129.00002976600697; cnt_loss: 49.61622625313058; + + +2025-06-06 22:48:57,668 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 +2025-06-06 22:49:52,098 - INFO - Training: cls_zice: 135.29273280718468; reg_zipnll: -111.8804251247684; cnt_loss: 44.152306101969536; + + +2025-06-06 22:49:52,099 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 +2025-06-06 22:50:46,625 - INFO - Training: cls_zice: 132.32744813123287; reg_zipnll: -102.68675224986298; cnt_loss: 41.15506253021442; + + +2025-06-06 22:50:46,625 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 +2025-06-06 22:51:40,880 - INFO - Training: cls_zice: 144.80328232720987; reg_zipnll: -113.06808598625739; cnt_loss: 81.855673309983; + + +2025-06-06 22:51:40,880 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 +2025-06-06 22:52:35,523 - INFO - Training: cls_zice: 144.91355779786772; reg_zipnll: -86.52363139272525; cnt_loss: 76.03255121597391; + + +2025-06-06 22:52:35,523 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 +2025-06-06 22:53:30,866 - INFO - Training: cls_zice: 147.44296540014003; reg_zipnll: -126.9535644417567; cnt_loss: 81.92927313166739; + + +2025-06-06 22:53:30,867 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 +2025-06-06 22:54:25,350 - INFO - Training: cls_zice: 149.41219862881087; reg_zipnll: -130.60637102695492; cnt_loss: 75.57238828899055; + + +2025-06-06 22:54:25,351 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 +2025-06-06 22:55:20,354 - INFO - Training: cls_zice: 143.25795902479564; reg_zipnll: -91.89865013779394; cnt_loss: 65.03091493821302; + + +2025-06-06 22:55:20,354 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 +2025-06-06 22:56:14,817 - INFO - Training: cls_zice: 141.94977310635397; reg_zipnll: -122.98801260436608; cnt_loss: 65.72361330954445; + + +2025-06-06 22:56:14,817 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 +2025-06-06 22:57:09,348 - INFO - Training: cls_zice: 138.76115144641193; reg_zipnll: -113.72713718035364; cnt_loss: 63.51691307295237; + + +2025-06-06 22:57:09,348 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 +2025-06-06 22:58:03,708 - INFO - Training: cls_zice: 138.2639562088922; reg_zipnll: -114.27691966808395; cnt_loss: 61.358652538021666; + + +2025-06-06 22:58:03,708 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 +2025-06-06 22:58:58,289 - INFO - Training: cls_zice: 137.95549625118838; reg_zipnll: -121.21379194196486; cnt_loss: 59.10722610650473; + + +2025-06-06 22:58:58,289 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 +2025-06-06 22:59:53,170 - INFO - Training: cls_zice: 137.6456461268545; reg_zipnll: -129.36254891654514; cnt_loss: 57.14115704921697; + + +2025-06-06 22:59:56,415 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 +2025-06-06 23:00:50,975 - INFO - Training: cls_zice: 133.76060561628532; reg_zipnll: -112.6568074257958; cnt_loss: 50.0465922513545; + + +2025-06-06 23:00:50,975 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 +2025-06-06 23:01:46,477 - INFO - Training: cls_zice: 135.83156982320824; reg_zipnll: -156.14564780683708; cnt_loss: 46.53750648877479; + + +2025-06-06 23:01:46,477 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 +2025-06-06 23:02:40,780 - INFO - Training: cls_zice: 131.08776582629474; reg_zipnll: -110.75488483353166; cnt_loss: 40.32322312664512; + + +2025-06-06 23:02:40,781 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 +2025-06-06 23:03:35,141 - INFO - Training: cls_zice: 131.9623873881157; reg_zipnll: -135.80470183037764; cnt_loss: 45.238264159650996; + + +2025-06-06 23:03:35,141 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 +2025-06-06 23:04:29,724 - INFO - Training: cls_zice: 131.70978202567196; reg_zipnll: -133.97363111357026; cnt_loss: 38.70577131359782; + + +2025-06-06 23:04:29,725 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 +2025-06-06 23:05:24,029 - INFO - Training: cls_zice: 132.25360102369297; reg_zipnll: -145.45038881365036; cnt_loss: 39.7066411214159; + + +2025-06-06 23:05:24,029 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 +2025-06-06 23:06:18,253 - INFO - Training: cls_zice: 126.52627283058419; reg_zipnll: -96.77626915483285; cnt_loss: 32.8814428689464; + + +2025-06-06 23:06:18,253 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 +2025-06-06 23:07:13,102 - INFO - Training: cls_zice: 129.63951372310817; reg_zipnll: -121.43434817585724; cnt_loss: 35.15515323664179; + + +2025-06-06 23:07:13,103 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 +2025-06-06 23:08:07,686 - INFO - Training: cls_zice: 130.10868426190308; reg_zipnll: -119.71102823169026; cnt_loss: 31.09506139692092; + + +2025-06-06 23:08:07,686 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 +2025-06-06 23:09:02,340 - INFO - Training: cls_zice: 128.18474629383215; reg_zipnll: -156.96872298133295; cnt_loss: 34.69751844974543; + + +2025-06-06 23:09:02,340 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 +2025-06-06 23:09:56,750 - INFO - Training: cls_zice: 138.89999265860249; reg_zipnll: -102.49063114140996; cnt_loss: 69.72623480234715; + + +2025-06-06 23:09:56,750 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 +2025-06-06 23:10:51,115 - INFO - Training: cls_zice: 140.8174658011127; reg_zipnll: -81.40666177257008; cnt_loss: 75.02489278174394; + + +2025-06-06 23:10:51,115 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 +2025-06-06 23:11:45,505 - INFO - Training: cls_zice: 141.2157306292199; reg_zipnll: -100.31896492029658; cnt_loss: 69.6180885895988; + + +2025-06-06 23:11:45,506 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 +2025-06-06 23:12:39,835 - INFO - Training: cls_zice: 143.51912087952064; reg_zipnll: -111.42915561499186; cnt_loss: 73.23461709433045; + + +2025-06-06 23:12:39,835 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 +2025-06-06 23:13:34,212 - INFO - Training: cls_zice: 142.11976138487557; reg_zipnll: -114.78709483620347; cnt_loss: 67.20628692930107; + + +2025-06-06 23:13:34,212 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 +2025-06-06 23:14:29,253 - INFO - Training: cls_zice: 140.0908034874114; reg_zipnll: -77.79119719574783; cnt_loss: 67.42199922397437; + + +2025-06-06 23:14:29,254 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 +2025-06-06 23:15:23,581 - INFO - Training: cls_zice: 140.79433895894235; reg_zipnll: -145.9497807610114; cnt_loss: 71.47597128508107; + + +2025-06-06 23:15:23,582 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 +2025-06-06 23:16:18,174 - INFO - Training: cls_zice: 148.56052014685625; reg_zipnll: -119.58300038520863; cnt_loss: 69.71304364235985; + + +2025-06-06 23:16:18,174 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 +2025-06-06 23:17:13,167 - INFO - Training: cls_zice: 139.23673738391193; reg_zipnll: -76.65444322295536; cnt_loss: 64.8903094222214; + + +2025-06-06 23:17:13,167 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 +2025-06-06 23:18:07,764 - INFO - Training: cls_zice: 136.46952272882524; reg_zipnll: -135.65825495183074; cnt_loss: 59.414316789993386; + + +2025-06-06 23:18:07,764 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 +2025-06-06 23:19:02,505 - INFO - Training: cls_zice: 137.56950327892176; reg_zipnll: -127.10345053514898; cnt_loss: 57.893751131777734; + + +2025-06-06 23:19:02,505 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 +2025-06-06 23:19:57,284 - INFO - Training: cls_zice: 137.75151433376286; reg_zipnll: -115.83127165788056; cnt_loss: 54.37126350402832; + + +2025-06-06 23:19:57,284 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 +2025-06-06 23:20:51,751 - INFO - Training: cls_zice: 139.9478537199513; reg_zipnll: -145.0136831359358; cnt_loss: 62.35575204811349; + + +2025-06-06 23:20:51,752 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 +2025-06-06 23:21:46,447 - INFO - Training: cls_zice: 135.53015715239064; reg_zipnll: -125.32967970387035; cnt_loss: 55.44271377538214; + + +2025-06-06 23:21:46,447 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 +2025-06-06 23:22:40,710 - INFO - Training: cls_zice: 130.7854064284571; reg_zipnll: -101.34078465392258; cnt_loss: 46.94885971056704; + + +2025-06-06 23:22:40,711 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 +2025-06-06 23:23:35,323 - INFO - Training: cls_zice: 132.87153713908415; reg_zipnll: -148.06684512334155; cnt_loss: 49.71669624657031; + + +2025-06-06 23:23:35,323 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 +2025-06-06 23:24:32,004 - INFO - Training: cls_zice: 130.1265520260034; reg_zipnll: -139.39806000917952; cnt_loss: 46.13426512282416; + + +2025-06-06 23:24:32,005 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 +2025-06-06 23:25:26,266 - INFO - Training: cls_zice: 137.40385808376286; reg_zipnll: -112.00599760093436; cnt_loss: 47.073622368818874; + + +2025-06-06 23:25:26,266 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 +2025-06-06 23:26:20,643 - INFO - Training: cls_zice: 134.01963912256505; reg_zipnll: -133.14504034156042; cnt_loss: 46.567255468558; + + +2025-06-06 23:26:20,643 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 +2025-06-06 23:27:14,948 - INFO - Training: cls_zice: 130.32127617842315; reg_zipnll: -89.89907877334696; cnt_loss: 43.16389037125948; + + +2025-06-06 23:27:14,948 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 +2025-06-06 23:28:09,605 - INFO - Training: cls_zice: 130.2910974767824; reg_zipnll: -126.4939535532566; cnt_loss: 45.28728496159939; + + +2025-06-06 23:28:09,605 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 +2025-06-06 23:29:04,193 - INFO - Training: cls_zice: 130.2403459485793; reg_zipnll: -141.7449893540894; cnt_loss: 45.354651369006426; + + +2025-06-06 23:29:04,194 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 +2025-06-06 23:29:59,755 - INFO - Training: cls_zice: 130.2582358808707; reg_zipnll: -126.08115095808016; cnt_loss: 37.89564841946229; + + +2025-06-06 23:29:59,755 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 +2025-06-06 23:30:56,208 - INFO - Training: cls_zice: 129.915876224341; reg_zipnll: -116.50668291382442; cnt_loss: 39.525163012624574; + + +2025-06-06 23:30:56,209 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 +2025-06-06 23:31:50,460 - INFO - Training: cls_zice: 127.90166348337338; reg_zipnll: -153.50640366409; cnt_loss: 38.70767836223375; + + +2025-06-06 23:31:50,460 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 +2025-06-06 23:32:44,726 - INFO - Training: cls_zice: 128.40267067713452; reg_zipnll: -134.17748959017115; cnt_loss: 34.363693101516624; + + +2025-06-06 23:32:44,726 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 +2025-06-06 23:33:39,350 - INFO - Training: cls_zice: 127.08647739334612; reg_zipnll: -132.3505385000974; cnt_loss: 35.64848490898183; + + +2025-06-06 23:33:39,351 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 +2025-06-06 23:34:33,986 - INFO - Training: cls_zice: 127.98018605819601; reg_zipnll: -171.13503596324793; cnt_loss: 35.47573647278034; + + +2025-06-06 23:34:33,987 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 +2025-06-06 23:35:28,592 - INFO - Training: cls_zice: 123.47878818638277; reg_zipnll: -155.6840551073188; cnt_loss: 30.48337469037795; + + +2025-06-06 23:35:28,592 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 +2025-06-06 23:36:23,098 - INFO - Training: cls_zice: 125.72034944445882; reg_zipnll: -168.05027512051413; cnt_loss: 28.49678101444876; + + +2025-06-06 23:36:23,099 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 +2025-06-06 23:37:17,662 - INFO - Training: cls_zice: 122.57897486907757; reg_zipnll: -149.87134270320664; cnt_loss: 26.29661918791714; + + +2025-06-06 23:37:17,662 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 +2025-06-06 23:38:12,023 - INFO - Training: cls_zice: 122.38343011464504; reg_zipnll: -145.99045089696418; cnt_loss: 27.139381244482582; + + +2025-06-06 23:38:12,024 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 +2025-06-06 23:39:06,383 - INFO - Training: cls_zice: 126.19150194584928; reg_zipnll: -125.03577154677436; cnt_loss: 27.007805824279785; + + +2025-06-06 23:39:06,383 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 +2025-06-06 23:40:00,635 - INFO - Training: cls_zice: 125.88329560235636; reg_zipnll: -178.39762478001072; cnt_loss: 25.648195007778952; + + +2025-06-06 23:40:00,636 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 +2025-06-06 23:40:55,430 - INFO - Training: cls_zice: 125.86295141131673; reg_zipnll: -126.6745994454188; cnt_loss: 24.21712435791824; + + +2025-06-06 23:40:55,430 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 +2025-06-06 23:41:51,232 - INFO - Training: cls_zice: 125.60191095112175; reg_zipnll: -138.08685624836298; cnt_loss: 24.489773554517733; + + +2025-06-06 23:41:51,232 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 +2025-06-06 23:42:48,738 - INFO - Training: cls_zice: 125.35959605033824; reg_zipnll: -161.22706802317637; cnt_loss: 22.164049780131965; + + +2025-06-06 23:42:48,738 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 +2025-06-06 23:43:45,504 - INFO - Training: cls_zice: 120.52730188938166; reg_zipnll: -132.25137615203857; cnt_loss: 23.746801070030163; + + +2025-06-06 23:43:45,505 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 +2025-06-06 23:44:39,797 - INFO - Training: cls_zice: 125.43504876648353; reg_zipnll: -160.37062620958744; cnt_loss: 24.786658444941438; + + +2025-06-06 23:44:39,797 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 +2025-06-06 23:45:34,045 - INFO - Training: cls_zice: 124.55708234673304; reg_zipnll: -142.0261990187184; cnt_loss: 24.099065243803114; + + +2025-06-06 23:45:37,348 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 +2025-06-06 23:46:32,114 - INFO - Training: cls_zice: 139.15654595482428; reg_zipnll: -128.21113371059596; cnt_loss: 63.85538839504419; + + +2025-06-06 23:46:32,114 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 +2025-06-06 23:47:26,592 - INFO - Training: cls_zice: 133.9972339150132; reg_zipnll: -116.94949496187121; cnt_loss: 57.42967152753413; + + +2025-06-06 23:47:26,592 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 +2025-06-06 23:48:20,895 - INFO - Training: cls_zice: 135.61507009038863; reg_zipnll: -145.07600337148503; cnt_loss: 59.31463689677763; + + +2025-06-06 23:48:20,896 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 +2025-06-06 23:49:15,121 - INFO - Training: cls_zice: 137.39362956672315; reg_zipnll: -149.98517580853394; cnt_loss: 58.248452003428476; + + +2025-06-06 23:49:15,121 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 +2025-06-06 23:50:09,564 - INFO - Training: cls_zice: 136.64418087889817; reg_zipnll: -127.7354465509882; cnt_loss: 65.29598733131459; + + +2025-06-06 23:50:09,565 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 +2025-06-06 23:51:03,957 - INFO - Training: cls_zice: 140.89558999270002; reg_zipnll: -130.19340498084264; cnt_loss: 55.08919581988; + + +2025-06-06 23:51:03,957 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 +2025-06-06 23:51:58,651 - INFO - Training: cls_zice: 135.80451821333526; reg_zipnll: -122.6032388478715; cnt_loss: 64.90094541713891; + + +2025-06-06 23:51:58,651 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 +2025-06-06 23:52:53,149 - INFO - Training: cls_zice: 132.98557374966856; reg_zipnll: -126.67264577095082; cnt_loss: 47.59987580065695; + + +2025-06-06 23:52:53,150 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 +2025-06-06 23:53:47,498 - INFO - Training: cls_zice: 130.72226972769428; reg_zipnll: -117.60825766001317; cnt_loss: 44.60655273664866; + + +2025-06-06 23:53:47,498 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 +2025-06-06 23:54:41,675 - INFO - Training: cls_zice: 129.93178416877393; reg_zipnll: -157.34325955877242; cnt_loss: 47.554605124012525; + + +2025-06-06 23:54:41,675 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 +2025-06-06 23:55:36,038 - INFO - Training: cls_zice: 129.9639833462949; reg_zipnll: -105.15165158454946; cnt_loss: 39.89349242077758; + + +2025-06-06 23:55:36,039 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 +2025-06-06 23:56:30,624 - INFO - Training: cls_zice: 134.4250344030115; reg_zipnll: -134.68980755079662; cnt_loss: 46.40204493415277; + + +2025-06-06 23:56:30,624 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 +2025-06-06 23:57:24,811 - INFO - Training: cls_zice: 130.12949588598795; reg_zipnll: -161.3049175881392; cnt_loss: 45.82251404137011; + + +2025-06-06 23:57:24,811 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 +2025-06-06 23:58:19,255 - INFO - Training: cls_zice: 127.92370428628479; reg_zipnll: -144.51198953666434; cnt_loss: 45.31763124781729; + + +2025-06-06 23:58:19,256 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 +2025-06-06 23:59:13,627 - INFO - Training: cls_zice: 131.4987160638468; reg_zipnll: -120.64254475271466; cnt_loss: 44.35313201740088; + + +2025-06-06 23:59:13,628 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 +2025-06-07 00:00:08,916 - INFO - Training: cls_zice: 132.78805211048254; reg_zipnll: -138.3360746017355; cnt_loss: 49.8730169700471; + + +2025-06-07 00:00:08,916 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 +2025-06-07 00:01:03,271 - INFO - Training: cls_zice: 129.01248722202732; reg_zipnll: -121.92384155222912; cnt_loss: 42.64370182334193; + + +2025-06-07 00:01:03,271 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 +2025-06-07 00:01:57,638 - INFO - Training: cls_zice: 127.14743888299196; reg_zipnll: -136.50542848473353; cnt_loss: 44.57388294927332; + + +2025-06-07 00:01:57,638 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 +2025-06-07 00:02:51,886 - INFO - Training: cls_zice: 129.94985356867707; reg_zipnll: -144.24558465212385; cnt_loss: 48.083221599755696; + + +2025-06-07 00:02:51,886 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 +2025-06-07 00:03:46,204 - INFO - Training: cls_zice: 129.80860438567913; reg_zipnll: -149.4454042169432; cnt_loss: 47.52159214967134; + + +2025-06-07 00:03:46,204 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 +2025-06-07 00:04:40,364 - INFO - Training: cls_zice: 130.0325085722058; reg_zipnll: -132.70782025444586; cnt_loss: 42.0902355143566; + + +2025-06-07 00:04:40,364 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 +2025-06-07 00:05:34,652 - INFO - Training: cls_zice: 126.82751709893839; reg_zipnll: -123.87593762606186; cnt_loss: 39.96367480107491; + + +2025-06-07 00:05:34,652 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 +2025-06-07 00:06:29,012 - INFO - Training: cls_zice: 125.8301075815365; reg_zipnll: -148.94703558107085; cnt_loss: 39.857164594511325; + + +2025-06-07 00:06:29,012 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 +2025-06-07 00:07:23,553 - INFO - Training: cls_zice: 128.60792192875945; reg_zipnll: -143.67475718694018; cnt_loss: 41.10822821610811; + + +2025-06-07 00:07:23,554 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 +2025-06-07 00:08:17,951 - INFO - Training: cls_zice: 130.92966514233723; reg_zipnll: -175.76278214107285; cnt_loss: 49.52633685623573; + + +2025-06-07 00:08:17,951 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 +2025-06-07 00:09:11,962 - INFO - Training: cls_zice: 127.45336274911236; reg_zipnll: -118.30054188406231; cnt_loss: 43.01435962891737; + + +2025-06-07 00:09:11,962 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 +2025-06-07 00:10:06,184 - INFO - Training: cls_zice: 127.64196853132438; reg_zipnll: -130.49432169048993; cnt_loss: 43.944748366905365; + + +2025-06-07 00:10:06,184 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 +2025-06-07 00:11:00,569 - INFO - Training: cls_zice: 125.5816894303884; reg_zipnll: -132.07197157752435; cnt_loss: 35.3545632172894; + + +2025-06-07 00:11:00,569 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 +2025-06-07 00:11:54,902 - INFO - Training: cls_zice: 125.89858407532142; reg_zipnll: -121.77829905377318; cnt_loss: 37.21295728746629; + + +2025-06-07 00:11:54,902 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 +2025-06-07 00:12:49,214 - INFO - Training: cls_zice: 128.64555869197213; reg_zipnll: -155.21752740215783; cnt_loss: 38.12174440535488; + + +2025-06-07 00:12:49,214 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 +2025-06-07 00:13:43,679 - INFO - Training: cls_zice: 127.31417103950551; reg_zipnll: -142.65087735889765; cnt_loss: 37.65418698140328; + + +2025-06-07 00:13:43,680 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 +2025-06-07 00:14:37,935 - INFO - Training: cls_zice: 128.98054384395778; reg_zipnll: -161.42479566233047; cnt_loss: 35.40239309159336; + + +2025-06-07 00:14:37,935 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 +2025-06-07 00:15:32,108 - INFO - Training: cls_zice: 128.85846796098923; reg_zipnll: -140.3324173428365; cnt_loss: 38.20629973443139; + + +2025-06-07 00:15:32,109 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 +2025-06-07 00:16:26,225 - INFO - Training: cls_zice: 126.053862464349; reg_zipnll: -147.2404304403343; cnt_loss: 34.35026672818013; + + +2025-06-07 00:16:26,226 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 +2025-06-07 00:17:20,512 - INFO - Training: cls_zice: 122.5806668262608; reg_zipnll: -141.7945225886162; cnt_loss: 31.953044076629034; + + +2025-06-07 00:17:20,512 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 +2025-06-07 00:18:15,158 - INFO - Training: cls_zice: 127.14980942681925; reg_zipnll: -138.1758856994427; cnt_loss: 33.992502998832045; + + +2025-06-07 00:18:15,158 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 +2025-06-07 00:19:09,223 - INFO - Training: cls_zice: 125.16283047909768; reg_zipnll: -143.6611025412351; cnt_loss: 30.871935503372292; + + +2025-06-07 00:19:09,224 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 +2025-06-07 00:20:03,649 - INFO - Training: cls_zice: 124.35031060983013; reg_zipnll: -138.60036974395348; cnt_loss: 31.517896146963764; + + +2025-06-07 00:20:03,650 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 +2025-06-07 00:20:58,133 - INFO - Training: cls_zice: 125.54210470843789; reg_zipnll: -132.0413769096728; cnt_loss: 33.732123201256556; + + +2025-06-07 00:20:58,134 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 +2025-06-07 00:21:52,365 - INFO - Training: cls_zice: 120.40004164335744; reg_zipnll: -132.64878534481227; cnt_loss: 33.898110326552235; + + +2025-06-07 00:21:52,365 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 +2025-06-07 00:22:46,633 - INFO - Training: cls_zice: 122.10687293753719; reg_zipnll: -110.52457170296978; cnt_loss: 29.086357363012453; + + +2025-06-07 00:22:46,634 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 +2025-06-07 00:23:41,133 - INFO - Training: cls_zice: 122.08397972662718; reg_zipnll: -136.93755412575425; cnt_loss: 28.828365120666707; + + +2025-06-07 00:23:41,133 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 +2025-06-07 00:24:35,660 - INFO - Training: cls_zice: 123.66470939434127; reg_zipnll: -139.6500210919917; cnt_loss: 27.57321066887963; + + +2025-06-07 00:24:35,660 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 +2025-06-07 00:25:29,841 - INFO - Training: cls_zice: 123.11562109940888; reg_zipnll: -136.02677424854; cnt_loss: 29.95404302363364; + + +2025-06-07 00:25:29,841 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 +2025-06-07 00:26:24,349 - INFO - Training: cls_zice: 119.94609943920413; reg_zipnll: -144.17604244307967; cnt_loss: 28.020340190028513; + + +2025-06-07 00:26:24,350 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 +2025-06-07 00:27:18,770 - INFO - Training: cls_zice: 127.27067944861406; reg_zipnll: -202.97675125172597; cnt_loss: 34.31896560081583; + + +2025-06-07 00:27:18,770 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 +2025-06-07 00:28:19,023 - INFO - Training: cls_zice: 124.79780812295067; reg_zipnll: -136.6955041064332; cnt_loss: 30.6764016088271; + + +2025-06-07 00:28:19,023 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 +2025-06-07 00:29:13,075 - INFO - Training: cls_zice: 121.38463859052848; reg_zipnll: -165.7805525167099; cnt_loss: 28.637035816710515; + + +2025-06-07 00:29:13,075 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 +2025-06-07 00:30:07,534 - INFO - Training: cls_zice: 122.27577517679985; reg_zipnll: -148.79581153313845; cnt_loss: 27.7554941272104; + + +2025-06-07 00:30:07,535 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 +2025-06-07 00:31:26,697 - INFO - Training: cls_zice: 130.9305167040288; reg_zipnll: -138.5393013606798; cnt_loss: 36.12464658156136; +2025-06-07 00:31:29,789 - INFO - Evaluation: +Curr mae: 100.6639; Best mae: 100.6639; inf; inf; inf; inf; +Curr rmse: 183.0909; Best rmse: 183.0909; inf; inf; inf; inf; +Curr nae: 0.1468; Best nae: 0.1468; inf; inf; inf; inf; + + + +2025-06-07 00:31:32,856 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 +2025-06-07 00:32:51,094 - INFO - Training: cls_zice: 120.18257291427511; reg_zipnll: -153.31272111981121; cnt_loss: 24.98679438647845; +2025-06-07 00:32:54,799 - INFO - Evaluation: +Curr mae: 87.3382; Best mae: 87.3382; 100.6639; inf; inf; inf; +Curr rmse: 148.0056; Best rmse: 148.0056; 183.0909; inf; inf; inf; +Curr nae: 0.1362; Best nae: 0.1362; 0.1468; inf; inf; inf; + + + +2025-06-07 00:32:54,800 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 +2025-06-07 00:34:13,132 - INFO - Training: cls_zice: 121.38301184951075; reg_zipnll: -155.50572529849626; cnt_loss: 23.584023974589165; +2025-06-07 00:34:16,426 - INFO - Evaluation: +Curr mae: 101.0758; Best mae: 87.3382; 100.6639; 101.0758; inf; inf; +Curr rmse: 173.5562; Best rmse: 148.0056; 173.5562; 183.0909; inf; inf; +Curr nae: 0.1458; Best nae: 0.1362; 0.1458; 0.1468; inf; inf; + + + +2025-06-07 00:34:16,426 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 +2025-06-07 00:35:34,543 - INFO - Training: cls_zice: 118.4526649626675; reg_zipnll: -132.73277206294583; cnt_loss: 22.514980805630717; +2025-06-07 00:35:38,112 - INFO - Evaluation: +Curr mae: 93.3828; Best mae: 87.3382; 93.3828; 100.6639; 101.0758; inf; +Curr rmse: 169.3090; Best rmse: 148.0056; 169.3090; 173.5562; 183.0909; inf; +Curr nae: 0.1331; Best nae: 0.1331; 0.1362; 0.1458; 0.1468; inf; + + + +2025-06-07 00:35:38,112 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 +2025-06-07 00:36:56,074 - INFO - Training: cls_zice: 120.95590503010528; reg_zipnll: -144.75703028495738; cnt_loss: 22.399763716767165; +2025-06-07 00:36:59,378 - INFO - Evaluation: +Curr mae: 86.7140; Best mae: 86.7140; 87.3382; 93.3828; 100.6639; 101.0758; +Curr rmse: 152.6393; Best rmse: 148.0056; 152.6393; 169.3090; 173.5562; 183.0909; +Curr nae: 0.1200; Best nae: 0.1200; 0.1331; 0.1362; 0.1458; 0.1468; + + + +2025-06-07 00:36:59,378 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 +2025-06-07 00:38:17,587 - INFO - Training: cls_zice: 116.23232707598352; reg_zipnll: -132.6286527494721; cnt_loss: 25.825993942109164; +2025-06-07 00:38:21,299 - INFO - Evaluation: +Curr mae: 82.5944; Best mae: 82.5944; 86.7140; 87.3382; 93.3828; 100.6639; +Curr rmse: 150.0135; Best rmse: 148.0056; 150.0135; 152.6393; 169.3090; 173.5562; +Curr nae: 0.1155; Best nae: 0.1155; 0.1200; 0.1331; 0.1362; 0.1458; + + + +2025-06-07 00:38:21,299 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 +2025-06-07 00:39:39,248 - INFO - Training: cls_zice: 120.60933617092915; reg_zipnll: -167.92759448803025; cnt_loss: 26.65404835442044; +2025-06-07 00:39:42,602 - INFO - Evaluation: +Curr mae: 85.8987; Best mae: 82.5944; 85.8987; 86.7140; 87.3382; 93.3828; +Curr rmse: 148.4362; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 169.3090; +Curr nae: 0.1336; Best nae: 0.1155; 0.1200; 0.1331; 0.1336; 0.1362; + + + +2025-06-07 00:39:42,602 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 +2025-06-07 00:41:00,734 - INFO - Training: cls_zice: 118.23435979173674; reg_zipnll: -146.82904097576014; cnt_loss: 21.895736343813258; +2025-06-07 00:41:00,735 - INFO - Evaluation: +Curr mae: 100.6346; Best mae: 82.5944; 85.8987; 86.7140; 87.3382; 93.3828; +Curr rmse: 179.4605; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 169.3090; +Curr nae: 0.1421; Best nae: 0.1155; 0.1200; 0.1331; 0.1336; 0.1362; + + + +2025-06-07 00:41:00,735 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 +2025-06-07 00:42:21,756 - INFO - Training: cls_zice: 119.44048491219021; reg_zipnll: -170.27616678957907; cnt_loss: 22.41000660997353; +2025-06-07 00:42:23,996 - INFO - Evaluation: +Curr mae: 93.5259; Best mae: 82.5944; 85.8987; 86.7140; 87.3382; 93.3828; +Curr rmse: 166.7868; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 166.7868; +Curr nae: 0.1315; Best nae: 0.1155; 0.1200; 0.1315; 0.1331; 0.1336; + + + +2025-06-07 00:42:23,996 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 +2025-06-07 00:43:42,007 - INFO - Training: cls_zice: 119.5197167428124; reg_zipnll: -157.6158897450428; cnt_loss: 20.05656518051956; +2025-06-07 00:43:42,008 - INFO - Evaluation: +Curr mae: 95.7772; Best mae: 82.5944; 85.8987; 86.7140; 87.3382; 93.3828; +Curr rmse: 170.6007; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 166.7868; +Curr nae: 0.1338; Best nae: 0.1155; 0.1200; 0.1315; 0.1331; 0.1336; + + + +2025-06-07 00:43:42,008 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 +2025-06-07 00:45:00,681 - INFO - Training: cls_zice: 121.1817446828678; reg_zipnll: -168.8542059083648; cnt_loss: 21.465388414875562; +2025-06-07 00:45:00,682 - INFO - Evaluation: +Curr mae: 94.0993; Best mae: 82.5944; 85.8987; 86.7140; 87.3382; 93.3828; +Curr rmse: 167.7991; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 166.7868; +Curr nae: 0.1360; Best nae: 0.1155; 0.1200; 0.1315; 0.1331; 0.1336; + + + +2025-06-07 00:45:00,683 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 +2025-06-07 00:46:19,495 - INFO - Training: cls_zice: 117.75069263281412; reg_zipnll: -155.77108792437622; cnt_loss: 19.802098839488252; +2025-06-07 00:46:22,703 - INFO - Evaluation: +Curr mae: 85.9876; Best mae: 82.5944; 85.8987; 85.9876; 86.7140; 87.3382; +Curr rmse: 153.9300; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1273; Best nae: 0.1155; 0.1200; 0.1273; 0.1315; 0.1331; + + + +2025-06-07 00:46:22,703 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 +2025-06-07 00:47:40,807 - INFO - Training: cls_zice: 118.94117196190436; reg_zipnll: -185.2394647819317; cnt_loss: 20.250636498659652; +2025-06-07 00:47:41,925 - INFO - Evaluation: +Curr mae: 91.9140; Best mae: 82.5944; 85.8987; 85.9876; 86.7140; 87.3382; +Curr rmse: 168.4989; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1249; Best nae: 0.1155; 0.1200; 0.1249; 0.1273; 0.1315; + + + +2025-06-07 00:47:41,925 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 +2025-06-07 00:49:00,492 - INFO - Training: cls_zice: 118.96693650302508; reg_zipnll: -135.8116711117574; cnt_loss: 19.173884402837185; +2025-06-07 00:49:01,424 - INFO - Evaluation: +Curr mae: 87.8124; Best mae: 82.5944; 85.8987; 85.9876; 86.7140; 87.3382; +Curr rmse: 163.6301; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1216; Best nae: 0.1155; 0.1200; 0.1216; 0.1249; 0.1273; + + + +2025-06-07 00:49:01,424 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 +2025-06-07 00:50:19,828 - INFO - Training: cls_zice: 120.21786108711697; reg_zipnll: -185.23611211460948; cnt_loss: 21.25473319299963; +2025-06-07 00:50:19,829 - INFO - Evaluation: +Curr mae: 89.0957; Best mae: 82.5944; 85.8987; 85.9876; 86.7140; 87.3382; +Curr rmse: 161.1082; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1312; Best nae: 0.1155; 0.1200; 0.1216; 0.1249; 0.1273; + + + +2025-06-07 00:50:19,829 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 +2025-06-07 00:51:37,892 - INFO - Training: cls_zice: 117.58771408788415; reg_zipnll: -164.30231939404217; cnt_loss: 19.64927950600125; +2025-06-07 00:51:39,015 - INFO - Evaluation: +Curr mae: 90.4190; Best mae: 82.5944; 85.8987; 85.9876; 86.7140; 87.3382; +Curr rmse: 164.9194; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1234; Best nae: 0.1155; 0.1200; 0.1216; 0.1234; 0.1249; + + + +2025-06-07 00:51:39,016 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 +2025-06-07 00:52:57,730 - INFO - Training: cls_zice: 116.58371081573284; reg_zipnll: -137.78627334998933; cnt_loss: 17.751272714690657; +2025-06-07 00:52:59,975 - INFO - Evaluation: +Curr mae: 86.5412; Best mae: 82.5944; 85.8987; 85.9876; 86.5412; 86.7140; +Curr rmse: 160.4993; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1174; Best nae: 0.1155; 0.1174; 0.1200; 0.1216; 0.1234; + + + +2025-06-07 00:52:59,975 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 +2025-06-07 00:54:18,314 - INFO - Training: cls_zice: 118.69501694938205; reg_zipnll: -172.09802629458193; cnt_loss: 18.65572634753802; +2025-06-07 00:54:20,554 - INFO - Evaluation: +Curr mae: 85.5990; Best mae: 82.5944; 85.5990; 85.8987; 85.9876; 86.5412; +Curr rmse: 157.3850; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1162; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1216; + + + +2025-06-07 00:54:20,554 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 +2025-06-07 00:55:38,692 - INFO - Training: cls_zice: 116.02243036939608; reg_zipnll: -148.11744604679134; cnt_loss: 16.734667342230185; +2025-06-07 00:55:38,694 - INFO - Evaluation: +Curr mae: 95.3485; Best mae: 82.5944; 85.5990; 85.8987; 85.9876; 86.5412; +Curr rmse: 177.0575; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1265; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1216; + + + +2025-06-07 00:55:38,694 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 +2025-06-07 00:57:00,245 - INFO - Training: cls_zice: 121.39113591680463; reg_zipnll: -167.66074430705694; cnt_loss: 18.246497631072998; +2025-06-07 00:57:00,247 - INFO - Evaluation: +Curr mae: 88.0089; Best mae: 82.5944; 85.5990; 85.8987; 85.9876; 86.5412; +Curr rmse: 162.3456; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1251; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1216; + + + +2025-06-07 00:57:00,247 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 +2025-06-07 00:58:18,329 - INFO - Training: cls_zice: 116.35752589497345; reg_zipnll: -163.269058000173; cnt_loss: 17.642460952531422; +2025-06-07 00:58:18,330 - INFO - Evaluation: +Curr mae: 89.2025; Best mae: 82.5944; 85.5990; 85.8987; 85.9876; 86.5412; +Curr rmse: 162.7702; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1252; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1216; + + + +2025-06-07 00:58:18,330 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 +2025-06-07 00:59:36,661 - INFO - Training: cls_zice: 118.31030868378696; reg_zipnll: -169.2373921350138; cnt_loss: 17.761382226122926; +2025-06-07 00:59:39,425 - INFO - Evaluation: +Curr mae: 86.2316; Best mae: 82.5944; 85.5990; 85.8987; 85.9876; 86.2316; +Curr rmse: 161.6553; Best rmse: 148.0056; 148.4362; 150.0135; 152.6393; 153.9300; +Curr nae: 0.1210; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1210; + + + +2025-06-07 00:59:39,426 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 +2025-06-07 01:00:57,675 - INFO - Training: cls_zice: 116.3399823548778; reg_zipnll: -175.43563393093893; cnt_loss: 18.432131805167295; +2025-06-07 01:01:00,251 - INFO - Evaluation: +Curr mae: 84.6724; Best mae: 82.5944; 84.6724; 85.5990; 85.8987; 85.9876; +Curr rmse: 152.6045; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1212; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1210; + + + +2025-06-07 01:01:00,251 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 +2025-06-07 01:02:18,736 - INFO - Training: cls_zice: 117.44043866845945; reg_zipnll: -166.5082288893643; cnt_loss: 17.609282109911078; +2025-06-07 01:02:18,737 - INFO - Evaluation: +Curr mae: 89.1420; Best mae: 82.5944; 84.6724; 85.5990; 85.8987; 85.9876; +Curr rmse: 164.3900; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1235; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1210; + + + +2025-06-07 01:02:18,737 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 +2025-06-07 01:03:37,298 - INFO - Training: cls_zice: 115.93681913969533; reg_zipnll: -164.28207498828306; cnt_loss: 18.286765477515214; +2025-06-07 01:03:37,299 - INFO - Evaluation: +Curr mae: 88.0766; Best mae: 82.5944; 84.6724; 85.5990; 85.8987; 85.9876; +Curr rmse: 160.1360; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1253; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1210; + + + +2025-06-07 01:03:37,299 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 +2025-06-07 01:04:55,850 - INFO - Training: cls_zice: 116.73622242504398; reg_zipnll: -142.98675233323053; cnt_loss: 17.7338029911976; +2025-06-07 01:04:55,851 - INFO - Evaluation: +Curr mae: 87.8870; Best mae: 82.5944; 84.6724; 85.5990; 85.8987; 85.9876; +Curr rmse: 160.6450; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1228; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1210; + + + +2025-06-07 01:04:55,851 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 +2025-06-07 01:06:14,442 - INFO - Training: cls_zice: 116.57125142078526; reg_zipnll: -148.0807396339265; cnt_loss: 15.050583694154852; +2025-06-07 01:06:14,444 - INFO - Evaluation: +Curr mae: 90.8133; Best mae: 82.5944; 84.6724; 85.5990; 85.8987; 85.9876; +Curr rmse: 166.8331; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1287; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1210; + + + +2025-06-07 01:06:14,444 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 +2025-06-07 01:07:32,585 - INFO - Training: cls_zice: 117.5676368688116; reg_zipnll: -128.4579591814256; cnt_loss: 16.841402478565442; +2025-06-07 01:07:35,039 - INFO - Evaluation: +Curr mae: 85.4110; Best mae: 82.5944; 84.6724; 85.4110; 85.5990; 85.8987; +Curr rmse: 156.5057; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1208; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1208; + + + +2025-06-07 01:07:35,040 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 +2025-06-07 01:08:53,232 - INFO - Training: cls_zice: 119.0977845728792; reg_zipnll: -151.00437811668345; cnt_loss: 14.815433391672096; +2025-06-07 01:08:54,351 - INFO - Evaluation: +Curr mae: 85.4519; Best mae: 82.5944; 84.6724; 85.4110; 85.4519; 85.5990; +Curr rmse: 156.0344; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1224; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1208; + + + +2025-06-07 01:08:54,352 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 +2025-06-07 01:10:15,331 - INFO - Training: cls_zice: 118.87260306907805; reg_zipnll: -143.67461897995298; cnt_loss: 16.27021122136653; +2025-06-07 01:10:15,332 - INFO - Evaluation: +Curr mae: 89.8159; Best mae: 82.5944; 84.6724; 85.4110; 85.4519; 85.5990; +Curr rmse: 164.1476; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1267; Best nae: 0.1155; 0.1162; 0.1174; 0.1200; 0.1208; + + + +2025-06-07 01:10:15,332 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 +2025-06-07 01:11:39,934 - INFO - Training: cls_zice: 117.953253373405; reg_zipnll: -144.1246417879269; cnt_loss: 14.952224643025177; +2025-06-07 01:11:42,180 - INFO - Evaluation: +Curr mae: 84.8233; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 157.6944; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1165; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:11:42,181 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 +2025-06-07 01:13:00,270 - INFO - Training: cls_zice: 123.34205920490997; reg_zipnll: -167.00249882249642; cnt_loss: 36.25727026983602; +2025-06-07 01:13:00,271 - INFO - Evaluation: +Curr mae: 94.0814; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 178.6060; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1245; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:13:00,272 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 +2025-06-07 01:14:18,639 - INFO - Training: cls_zice: 135.7384586713172; reg_zipnll: -149.89673488819045; cnt_loss: 51.35620454447159; +2025-06-07 01:14:18,640 - INFO - Evaluation: +Curr mae: 113.5468; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 205.9669; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1778; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:14:18,640 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 +2025-06-07 01:15:37,599 - INFO - Training: cls_zice: 126.65208992105445; reg_zipnll: -142.16720656843376; cnt_loss: 42.65422506521869; +2025-06-07 01:15:37,601 - INFO - Evaluation: +Curr mae: 102.3827; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 177.1223; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1465; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:15:37,601 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 +2025-06-07 01:16:55,875 - INFO - Training: cls_zice: 127.89774067354519; reg_zipnll: -138.67000397309562; cnt_loss: 45.30568415281788; +2025-06-07 01:16:55,876 - INFO - Evaluation: +Curr mae: 121.0854; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 245.0303; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1628; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:16:55,876 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 +2025-06-07 01:18:14,187 - INFO - Training: cls_zice: 130.92438125610352; reg_zipnll: -156.48173387161154; cnt_loss: 43.20835476363732; +2025-06-07 01:18:14,188 - INFO - Evaluation: +Curr mae: 118.8885; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 259.3189; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1786; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:18:14,188 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 +2025-06-07 01:19:32,963 - INFO - Training: cls_zice: 128.8463134512996; reg_zipnll: -132.844124939268; cnt_loss: 41.43268103946913; +2025-06-07 01:19:32,965 - INFO - Evaluation: +Curr mae: 138.4219; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 285.1088; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.2355; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:19:32,965 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 +2025-06-07 01:20:51,292 - INFO - Training: cls_zice: 127.54259665280777; reg_zipnll: -144.8910341452289; cnt_loss: 37.08449867387481; +2025-06-07 01:20:51,294 - INFO - Evaluation: +Curr mae: 141.8864; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 329.9306; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.2344; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:20:51,294 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 +2025-06-07 01:22:09,821 - INFO - Training: cls_zice: 126.94071455191303; reg_zipnll: -119.63721682062213; cnt_loss: 41.3479095010568; +2025-06-07 01:22:09,822 - INFO - Evaluation: +Curr mae: 107.6338; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 207.8163; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1660; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:22:09,822 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 +2025-06-07 01:23:28,347 - INFO - Training: cls_zice: 127.92628019219202; reg_zipnll: -133.81011141214938; cnt_loss: 45.6156273519756; +2025-06-07 01:23:28,348 - INFO - Evaluation: +Curr mae: 241.8099; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 710.7727; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.3172; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:23:28,349 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 +2025-06-07 01:24:46,670 - INFO - Training: cls_zice: 126.30409372089714; reg_zipnll: -122.7549689147646; cnt_loss: 41.04585581583692; +2025-06-07 01:24:46,672 - INFO - Evaluation: +Curr mae: 108.4148; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 198.6934; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1467; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:24:46,672 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 +2025-06-07 01:26:11,003 - INFO - Training: cls_zice: 127.9663795572243; reg_zipnll: -157.4239252892551; cnt_loss: 45.84317079758802; +2025-06-07 01:26:11,004 - INFO - Evaluation: +Curr mae: 109.4869; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 189.8133; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1810; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:26:11,004 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 +2025-06-07 01:27:29,615 - INFO - Training: cls_zice: 124.74401545998276; reg_zipnll: -123.35490403585877; cnt_loss: 37.63947562666129; +2025-06-07 01:27:29,616 - INFO - Evaluation: +Curr mae: 104.3660; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 201.4472; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1283; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:27:29,616 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 +2025-06-07 01:28:48,061 - INFO - Training: cls_zice: 130.33855776755226; reg_zipnll: -135.29248322240565; cnt_loss: 36.866763639134284; +2025-06-07 01:28:48,063 - INFO - Evaluation: +Curr mae: 98.0935; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 172.5548; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1516; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:28:48,063 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 +2025-06-07 01:30:06,649 - INFO - Training: cls_zice: 131.81151625020615; reg_zipnll: -112.21752074538477; cnt_loss: 39.241155463338686; +2025-06-07 01:30:06,650 - INFO - Evaluation: +Curr mae: 174.4204; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 308.7174; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.2536; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:30:06,650 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 +2025-06-07 01:31:24,995 - INFO - Training: cls_zice: 141.12388002004056; reg_zipnll: -124.0906543352746; cnt_loss: 52.29903280498176; +2025-06-07 01:31:24,996 - INFO - Evaluation: +Curr mae: 111.7914; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 221.4853; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1505; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:31:24,997 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 +2025-06-07 01:32:43,269 - INFO - Training: cls_zice: 125.32902707485174; reg_zipnll: -135.4733259630519; cnt_loss: 37.30736170067692; +2025-06-07 01:32:43,270 - INFO - Evaluation: +Curr mae: 98.4494; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 179.8491; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1518; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:32:43,270 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 +2025-06-07 01:34:01,878 - INFO - Training: cls_zice: 122.63158684534743; reg_zipnll: -130.2281080081763; cnt_loss: 37.559063058815255; +2025-06-07 01:34:01,879 - INFO - Evaluation: +Curr mae: 113.9797; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 211.1172; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1628; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:34:01,879 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 +2025-06-07 01:35:20,346 - INFO - Training: cls_zice: 122.87393711418505; reg_zipnll: -168.37287998831036; cnt_loss: 36.50847364893023; +2025-06-07 01:35:20,347 - INFO - Evaluation: +Curr mae: 112.8901; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 209.4092; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1636; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:35:20,347 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 +2025-06-07 01:36:38,477 - INFO - Training: cls_zice: 125.80249402380937; reg_zipnll: -125.83195376238287; cnt_loss: 32.94055992404357; +2025-06-07 01:36:38,478 - INFO - Evaluation: +Curr mae: 116.9039; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 211.2396; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1862; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:36:38,478 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 +2025-06-07 01:37:56,628 - INFO - Training: cls_zice: 123.94633440939796; reg_zipnll: -124.53070720142087; cnt_loss: 36.74062491410616; +2025-06-07 01:37:56,629 - INFO - Evaluation: +Curr mae: 114.1311; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 200.2306; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1901; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:37:59,949 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 +2025-06-07 01:39:18,455 - INFO - Training: cls_zice: 125.45573360872585; reg_zipnll: -151.88786291918217; cnt_loss: 34.01546095854399; +2025-06-07 01:39:18,456 - INFO - Evaluation: +Curr mae: 106.2437; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 192.5880; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1585; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:39:18,456 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 +2025-06-07 01:40:36,952 - INFO - Training: cls_zice: 122.72107090223705; reg_zipnll: -143.2760492602721; cnt_loss: 32.677519956171906; +2025-06-07 01:40:36,953 - INFO - Evaluation: +Curr mae: 89.6919; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 155.6378; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1403; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:40:36,953 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 +2025-06-07 01:41:56,789 - INFO - Training: cls_zice: 122.34109277283119; reg_zipnll: -131.27499711118787; cnt_loss: 32.390925660038626; +2025-06-07 01:41:56,790 - INFO - Evaluation: +Curr mae: 103.4086; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 201.2903; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1359; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:41:56,790 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 +2025-06-07 01:43:15,187 - INFO - Training: cls_zice: 122.56050870276445; reg_zipnll: -127.03133207914846; cnt_loss: 31.719467500977167; +2025-06-07 01:43:15,188 - INFO - Evaluation: +Curr mae: 103.0907; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 199.3298; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1377; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:43:15,189 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 +2025-06-07 01:44:33,486 - INFO - Training: cls_zice: 122.83705305895269; reg_zipnll: -140.71254528121443; cnt_loss: 38.94985612970314; +2025-06-07 01:44:33,487 - INFO - Evaluation: +Curr mae: 92.6957; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 155.0479; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1391; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:44:33,487 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 +2025-06-07 01:45:51,682 - INFO - Training: cls_zice: 130.73948274069275; reg_zipnll: -139.42651510238647; cnt_loss: 45.798023350191436; +2025-06-07 01:45:51,683 - INFO - Evaluation: +Curr mae: 118.5165; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 206.9653; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1883; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:45:51,683 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 +2025-06-07 01:47:10,352 - INFO - Training: cls_zice: 123.20632914359996; reg_zipnll: -122.48787735945342; cnt_loss: 36.2485447814133; +2025-06-07 01:47:10,353 - INFO - Evaluation: +Curr mae: 99.7130; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 189.3455; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1373; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:47:10,353 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 +2025-06-07 01:48:28,855 - INFO - Training: cls_zice: 126.42563065787814; reg_zipnll: -175.84408948279375; cnt_loss: 34.850598853155475; +2025-06-07 01:48:28,856 - INFO - Evaluation: +Curr mae: 101.3273; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 183.3481; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1540; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:48:28,856 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 +2025-06-07 01:49:47,255 - INFO - Training: cls_zice: 127.91511256489532; reg_zipnll: -142.1883411217999; cnt_loss: 33.50339219743842; +2025-06-07 01:49:47,256 - INFO - Evaluation: +Curr mae: 88.6313; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 158.1744; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1405; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:49:47,257 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 +2025-06-07 01:51:05,461 - INFO - Training: cls_zice: 124.82023778498568; reg_zipnll: -163.42081984463118; cnt_loss: 32.37727138380341; +2025-06-07 01:51:05,462 - INFO - Evaluation: +Curr mae: 100.2226; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 165.1116; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1750; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1200; + + + +2025-06-07 01:51:05,462 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 +2025-06-07 01:52:23,613 - INFO - Training: cls_zice: 121.66421627524673; reg_zipnll: -154.82226137451778; cnt_loss: 32.57709752644924; +2025-06-07 01:52:24,728 - INFO - Evaluation: +Curr mae: 87.8041; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 155.7490; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1184; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1184; + + + +2025-06-07 01:52:24,728 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 +2025-06-07 01:53:43,312 - INFO - Training: cls_zice: 122.193777349611; reg_zipnll: -161.93088100761767; cnt_loss: 33.51110413532383; +2025-06-07 01:53:43,313 - INFO - Evaluation: +Curr mae: 94.2686; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 169.6286; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1504; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1184; + + + +2025-06-07 01:53:43,313 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 +2025-06-07 01:55:02,126 - INFO - Training: cls_zice: 123.3228386632654; reg_zipnll: -152.9145786588555; cnt_loss: 30.244725814718283; +2025-06-07 01:55:02,127 - INFO - Evaluation: +Curr mae: 88.4923; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 159.2972; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1251; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1184; + + + +2025-06-07 01:55:02,127 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 +2025-06-07 01:56:20,700 - INFO - Training: cls_zice: 131.71118578373992; reg_zipnll: -155.92058349760953; cnt_loss: 35.850704581532256; +2025-06-07 01:56:20,701 - INFO - Evaluation: +Curr mae: 90.9177; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 160.7189; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1240; Best nae: 0.1155; 0.1162; 0.1165; 0.1174; 0.1184; + + + +2025-06-07 01:56:20,701 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 +2025-06-07 01:57:39,144 - INFO - Training: cls_zice: 120.69771487507599; reg_zipnll: -146.06926624980193; cnt_loss: 34.220158548544575; +2025-06-07 01:57:40,469 - INFO - Evaluation: +Curr mae: 89.2920; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 159.3557; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1171; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 01:57:40,470 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 +2025-06-07 01:58:58,994 - INFO - Training: cls_zice: 121.55061112965969; reg_zipnll: -127.36448849431726; cnt_loss: 32.78537198565654; +2025-06-07 01:58:58,995 - INFO - Evaluation: +Curr mae: 100.4977; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 174.4970; Best rmse: 148.0056; 148.4362; 150.0135; 152.6045; 152.6393; +Curr nae: 0.1513; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 01:58:58,995 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 +2025-06-07 02:00:17,359 - INFO - Training: cls_zice: 121.28673490309558; reg_zipnll: -120.96948957127451; cnt_loss: 30.383116741054106; +2025-06-07 02:00:18,949 - INFO - Evaluation: +Curr mae: 89.8420; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 150.8790; Best rmse: 148.0056; 148.4362; 150.0135; 150.8790; 152.6045; +Curr nae: 0.1357; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:00:18,950 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 +2025-06-07 02:01:37,244 - INFO - Training: cls_zice: 123.24613197276135; reg_zipnll: -142.09631031870052; cnt_loss: 29.730351981737755; +2025-06-07 02:01:37,245 - INFO - Evaluation: +Curr mae: 106.1408; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 194.6387; Best rmse: 148.0056; 148.4362; 150.0135; 150.8790; 152.6045; +Curr nae: 0.1467; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:01:37,245 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 +2025-06-07 02:02:55,651 - INFO - Training: cls_zice: 120.68334227050377; reg_zipnll: -127.59014882472967; cnt_loss: 29.34564298351869; +2025-06-07 02:02:57,079 - INFO - Evaluation: +Curr mae: 88.4421; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 152.1526; Best rmse: 148.0056; 148.4362; 150.0135; 150.8790; 152.1526; +Curr nae: 0.1221; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:02:57,079 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 +2025-06-07 02:04:15,096 - INFO - Training: cls_zice: 124.20835873938555; reg_zipnll: -149.39892724649795; cnt_loss: 29.89160402405341; +2025-06-07 02:04:15,097 - INFO - Evaluation: +Curr mae: 101.3514; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 168.0986; Best rmse: 148.0056; 148.4362; 150.0135; 150.8790; 152.1526; +Curr nae: 0.1611; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:04:15,097 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 +2025-06-07 02:05:33,350 - INFO - Training: cls_zice: 120.01629732144589; reg_zipnll: -128.71113534636845; cnt_loss: 30.56424935764035; +2025-06-07 02:05:33,351 - INFO - Evaluation: +Curr mae: 128.6351; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 238.2987; Best rmse: 148.0056; 148.4362; 150.0135; 150.8790; 152.1526; +Curr nae: 0.1862; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:05:33,351 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 +2025-06-07 02:06:51,770 - INFO - Training: cls_zice: 122.2015382185677; reg_zipnll: -129.63937318246096; cnt_loss: 30.830232983393383; +2025-06-07 02:06:51,771 - INFO - Evaluation: +Curr mae: 103.0886; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 188.3464; Best rmse: 148.0056; 148.4362; 150.0135; 150.8790; 152.1526; +Curr nae: 0.1468; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:06:51,771 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 +2025-06-07 02:08:09,989 - INFO - Training: cls_zice: 119.21405953918861; reg_zipnll: -126.41920314561452; cnt_loss: 30.25247933533018; +2025-06-07 02:08:09,990 - INFO - Evaluation: +Curr mae: 93.0627; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 163.6672; Best rmse: 148.0056; 148.4362; 150.0135; 150.8790; 152.1526; +Curr nae: 0.1250; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:08:09,990 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 +2025-06-07 02:09:28,807 - INFO - Training: cls_zice: 122.94192009730055; reg_zipnll: -165.58838467882168; cnt_loss: 31.55107135014818; +2025-06-07 02:09:28,808 - INFO - Evaluation: +Curr mae: 122.0591; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 221.4469; Best rmse: 148.0056; 148.4362; 150.0135; 150.8790; 152.1526; +Curr nae: 0.1707; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:09:28,808 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 +2025-06-07 02:10:49,388 - INFO - Training: cls_zice: 122.16066793732296; reg_zipnll: -162.89813639154497; cnt_loss: 31.599787708939306; +2025-06-07 02:10:49,389 - INFO - Evaluation: +Curr mae: 92.0243; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 171.4836; Best rmse: 148.0056; 148.4362; 150.0135; 150.8790; 152.1526; +Curr nae: 0.1194; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:10:49,389 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 +2025-06-07 02:12:07,687 - INFO - Training: cls_zice: 121.50587407800535; reg_zipnll: -151.18856162898587; cnt_loss: 31.987405604874063; +2025-06-07 02:12:09,088 - INFO - Evaluation: +Curr mae: 87.1742; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 149.8674; Best rmse: 148.0056; 148.4362; 149.8674; 150.0135; 150.8790; +Curr nae: 0.1277; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:12:09,088 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 +2025-06-07 02:13:27,916 - INFO - Training: cls_zice: 119.67146816632605; reg_zipnll: -157.58957453595093; cnt_loss: 29.973231416664376; +2025-06-07 02:13:27,917 - INFO - Evaluation: +Curr mae: 134.2062; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 243.8660; Best rmse: 148.0056; 148.4362; 149.8674; 150.0135; 150.8790; +Curr nae: 0.2157; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:13:27,918 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 +2025-06-07 02:14:46,396 - INFO - Training: cls_zice: 120.87352088271388; reg_zipnll: -148.30092774953275; cnt_loss: 30.479827786123515; +2025-06-07 02:14:46,397 - INFO - Evaluation: +Curr mae: 121.0601; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 223.8037; Best rmse: 148.0056; 148.4362; 149.8674; 150.0135; 150.8790; +Curr nae: 0.1781; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:14:46,397 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 +2025-06-07 02:16:04,896 - INFO - Training: cls_zice: 124.10308762101937; reg_zipnll: -179.0295772236704; cnt_loss: 33.0711175211218; +2025-06-07 02:16:04,898 - INFO - Evaluation: +Curr mae: 127.6649; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 252.2815; Best rmse: 148.0056; 148.4362; 149.8674; 150.0135; 150.8790; +Curr nae: 0.1726; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:16:04,898 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 +2025-06-07 02:17:23,682 - INFO - Training: cls_zice: 118.31467847003053; reg_zipnll: -145.34395715574556; cnt_loss: 34.27283928410107; +2025-06-07 02:17:23,683 - INFO - Evaluation: +Curr mae: 104.4944; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 186.4129; Best rmse: 148.0056; 148.4362; 149.8674; 150.0135; 150.8790; +Curr nae: 0.1586; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:17:23,683 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 +2025-06-07 02:18:41,840 - INFO - Training: cls_zice: 124.18812895768525; reg_zipnll: -163.2133652453391; cnt_loss: 36.07767838989662; +2025-06-07 02:18:41,841 - INFO - Evaluation: +Curr mae: 105.2365; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 201.0427; Best rmse: 148.0056; 148.4362; 149.8674; 150.0135; 150.8790; +Curr nae: 0.1520; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:18:41,841 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 +2025-06-07 02:20:00,321 - INFO - Training: cls_zice: 117.99347454348937; reg_zipnll: -119.73107898787947; cnt_loss: 27.980112555800684; +2025-06-07 02:20:00,322 - INFO - Evaluation: +Curr mae: 108.5891; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4519; +Curr rmse: 204.4377; Best rmse: 148.0056; 148.4362; 149.8674; 150.0135; 150.8790; +Curr nae: 0.1532; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:20:00,322 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 +2025-06-07 02:21:18,790 - INFO - Training: cls_zice: 123.66273311589727; reg_zipnll: -135.44208117668202; cnt_loss: 26.67127416307563; +2025-06-07 02:21:21,018 - INFO - Evaluation: +Curr mae: 85.4393; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 149.1263; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1201; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:21:21,018 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 +2025-06-07 02:22:39,321 - INFO - Training: cls_zice: 122.76948418522512; reg_zipnll: -174.36949361081156; cnt_loss: 31.336254625130962; +2025-06-07 02:22:39,322 - INFO - Evaluation: +Curr mae: 97.4147; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 189.7025; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1304; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:22:39,322 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 +2025-06-07 02:24:06,457 - INFO - Training: cls_zice: 118.49882633638698; reg_zipnll: -109.80502368914371; cnt_loss: 25.282637011925907; +2025-06-07 02:24:06,459 - INFO - Evaluation: +Curr mae: 90.5552; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 161.4169; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1375; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:24:06,459 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 +2025-06-07 02:25:24,980 - INFO - Training: cls_zice: 120.25800331065197; reg_zipnll: -154.57799992024505; cnt_loss: 26.90926175243807; +2025-06-07 02:25:24,981 - INFO - Evaluation: +Curr mae: 104.8983; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 195.2950; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1574; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:25:24,981 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 +2025-06-07 02:26:45,346 - INFO - Training: cls_zice: 119.61060690721929; reg_zipnll: -162.8281202568913; cnt_loss: 28.945257610043154; +2025-06-07 02:26:45,347 - INFO - Evaluation: +Curr mae: 97.2091; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 180.3046; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1430; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:26:45,348 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 +2025-06-07 02:28:03,920 - INFO - Training: cls_zice: 120.17926003917164; reg_zipnll: -155.53659105616688; cnt_loss: 26.369736339872247; +2025-06-07 02:28:03,922 - INFO - Evaluation: +Curr mae: 102.7005; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 188.5425; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1391; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:28:03,922 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 +2025-06-07 02:29:22,135 - INFO - Training: cls_zice: 122.43945656075383; reg_zipnll: -169.8773425399073; cnt_loss: 30.917605327454623; +2025-06-07 02:29:22,136 - INFO - Evaluation: +Curr mae: 94.5988; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 183.6216; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1207; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:29:22,136 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 +2025-06-07 02:30:40,687 - INFO - Training: cls_zice: 119.78561300315604; reg_zipnll: -142.98772048318622; cnt_loss: 32.71589049914025; +2025-06-07 02:30:40,688 - INFO - Evaluation: +Curr mae: 107.3330; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 192.9377; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1635; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:30:40,688 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 +2025-06-07 02:31:59,565 - INFO - Training: cls_zice: 120.46364636452782; reg_zipnll: -135.93090366211948; cnt_loss: 27.458251946809277; +2025-06-07 02:31:59,566 - INFO - Evaluation: +Curr mae: 93.2493; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 172.9231; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1194; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:31:59,566 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 +2025-06-07 02:33:17,927 - INFO - Training: cls_zice: 121.99728148504599; reg_zipnll: -141.362268561559; cnt_loss: 31.45201076103362; +2025-06-07 02:33:17,928 - INFO - Evaluation: +Curr mae: 91.1676; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 166.3520; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1186; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:33:17,928 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 +2025-06-07 02:34:36,249 - INFO - Training: cls_zice: 121.70441024982377; reg_zipnll: -176.2997059222089; cnt_loss: 28.009289615201634; +2025-06-07 02:34:36,251 - INFO - Evaluation: +Curr mae: 96.6359; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 180.8263; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1263; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:34:36,251 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 +2025-06-07 02:35:54,709 - INFO - Training: cls_zice: 117.88098140741816; reg_zipnll: -112.91904920615897; cnt_loss: 24.978131494774722; +2025-06-07 02:35:54,710 - INFO - Evaluation: +Curr mae: 100.5359; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 162.9125; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1617; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:35:54,711 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 +2025-06-07 02:37:13,252 - INFO - Training: cls_zice: 118.31655724632819; reg_zipnll: -121.92433895654236; cnt_loss: 25.055929206064995; +2025-06-07 02:37:13,254 - INFO - Evaluation: +Curr mae: 94.1283; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 173.3201; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1309; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:37:13,254 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 +2025-06-07 02:38:36,305 - INFO - Training: cls_zice: 119.91942601488127; reg_zipnll: -149.58853986879058; cnt_loss: 26.26249697034722; +2025-06-07 02:38:36,306 - INFO - Evaluation: +Curr mae: 113.9869; Best mae: 82.5944; 84.6724; 84.8233; 85.4110; 85.4393; +Curr rmse: 194.7750; Best rmse: 148.0056; 148.4362; 149.1263; 149.8674; 150.0135; +Curr nae: 0.1708; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:38:36,306 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 +2025-06-07 02:40:02,626 - INFO - Training: cls_zice: 118.04209060542631; reg_zipnll: -173.77097455713132; cnt_loss: 26.446467645910403; +2025-06-07 02:40:04,858 - INFO - Evaluation: +Curr mae: 84.7625; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 146.8755; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1251; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:40:04,858 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 +2025-06-07 02:41:23,867 - INFO - Training: cls_zice: 117.49264315422008; reg_zipnll: -154.5936645103606; cnt_loss: 25.999309325060306; +2025-06-07 02:41:23,868 - INFO - Evaluation: +Curr mae: 94.2046; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 174.8549; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1308; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:41:23,868 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 +2025-06-07 02:42:42,169 - INFO - Training: cls_zice: 117.46734506089166; reg_zipnll: -155.44952018055696; cnt_loss: 23.843402496236838; +2025-06-07 02:42:42,170 - INFO - Evaluation: +Curr mae: 101.8793; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 188.5088; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1433; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:42:42,170 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 +2025-06-07 02:44:01,385 - INFO - Training: cls_zice: 117.35673133900623; reg_zipnll: -143.81656784411297; cnt_loss: 26.107918766160676; +2025-06-07 02:44:01,386 - INFO - Evaluation: +Curr mae: 92.3881; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 174.5148; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1309; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:44:04,901 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 +2025-06-07 02:45:23,460 - INFO - Training: cls_zice: 114.85369545260802; reg_zipnll: -128.48267625972926; cnt_loss: 23.361423899795835; +2025-06-07 02:45:23,461 - INFO - Evaluation: +Curr mae: 87.5771; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 150.7894; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1271; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:45:23,461 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 +2025-06-07 02:46:42,745 - INFO - Training: cls_zice: 124.92793683184694; reg_zipnll: -149.80935781996772; cnt_loss: 29.041229153311015; +2025-06-07 02:46:42,747 - INFO - Evaluation: +Curr mae: 86.6080; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 154.2204; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1308; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:46:42,747 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 +2025-06-07 02:48:01,506 - INFO - Training: cls_zice: 120.28298957774182; reg_zipnll: -160.05585488578342; cnt_loss: 29.535227169264232; +2025-06-07 02:48:01,507 - INFO - Evaluation: +Curr mae: 97.5973; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 182.0224; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1433; Best nae: 0.1155; 0.1162; 0.1165; 0.1171; 0.1174; + + + +2025-06-07 02:48:01,507 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 +2025-06-07 02:49:20,195 - INFO - Training: cls_zice: 119.09169114978108; reg_zipnll: -163.8678312175321; cnt_loss: 24.517647531648347; +2025-06-07 02:49:21,571 - INFO - Evaluation: +Curr mae: 85.6242; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 156.6625; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1158; Best nae: 0.1155; 0.1158; 0.1162; 0.1165; 0.1171; + + + +2025-06-07 02:49:21,571 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 +2025-06-07 02:50:39,801 - INFO - Training: cls_zice: 119.01381701033637; reg_zipnll: -156.9906761156802; cnt_loss: 23.295483813380564; +2025-06-07 02:50:39,802 - INFO - Evaluation: +Curr mae: 94.4280; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 183.6637; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1304; Best nae: 0.1155; 0.1158; 0.1162; 0.1165; 0.1171; + + + +2025-06-07 02:50:39,802 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 +2025-06-07 02:51:58,288 - INFO - Training: cls_zice: 115.4800237946163; reg_zipnll: -158.2885176551263; cnt_loss: 24.686157700241797; +2025-06-07 02:51:58,289 - INFO - Evaluation: +Curr mae: 103.2635; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 194.1607; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1393; Best nae: 0.1155; 0.1158; 0.1162; 0.1165; 0.1171; + + + +2025-06-07 02:51:58,289 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 +2025-06-07 02:53:16,548 - INFO - Training: cls_zice: 118.28305340444805; reg_zipnll: -144.33569584777024; cnt_loss: 22.99919699517307; +2025-06-07 02:53:16,549 - INFO - Evaluation: +Curr mae: 92.7902; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 175.3463; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1190; Best nae: 0.1155; 0.1158; 0.1162; 0.1165; 0.1171; + + + +2025-06-07 02:53:16,549 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 +2025-06-07 02:54:35,309 - INFO - Training: cls_zice: 116.42484054818058; reg_zipnll: -136.58479515606206; cnt_loss: 21.39098925779987; +2025-06-07 02:54:35,310 - INFO - Evaluation: +Curr mae: 100.6208; Best mae: 82.5944; 84.6724; 84.7625; 84.8233; 85.4110; +Curr rmse: 191.4690; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1357; Best nae: 0.1155; 0.1158; 0.1162; 0.1165; 0.1171; + + + +2025-06-07 02:54:35,310 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 +2025-06-07 02:55:53,702 - INFO - Training: cls_zice: 115.9148009344442; reg_zipnll: -150.60887578623183; cnt_loss: 21.062718473522867; +2025-06-07 02:55:55,935 - INFO - Evaluation: +Curr mae: 83.4901; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 154.5785; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1146; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 02:55:55,935 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 +2025-06-07 02:57:14,330 - INFO - Training: cls_zice: 114.62863951171471; reg_zipnll: -160.81961240200016; cnt_loss: 23.569873576132668; +2025-06-07 02:57:14,331 - INFO - Evaluation: +Curr mae: 94.9986; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 172.0302; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1268; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 02:57:14,331 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 +2025-06-07 02:58:33,721 - INFO - Training: cls_zice: 120.75823138407524; reg_zipnll: -177.41190274977527; cnt_loss: 23.458487738047214; +2025-06-07 02:58:33,722 - INFO - Evaluation: +Curr mae: 106.4253; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 200.0926; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1506; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 02:58:33,722 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 +2025-06-07 02:59:51,944 - INFO - Training: cls_zice: 119.27133910071771; reg_zipnll: -175.30202905705434; cnt_loss: 23.167792405513737; +2025-06-07 02:59:51,945 - INFO - Evaluation: +Curr mae: 95.7669; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 176.4903; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1360; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 02:59:51,945 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 +2025-06-07 03:01:10,478 - INFO - Training: cls_zice: 113.43741663875959; reg_zipnll: -140.04453117168504; cnt_loss: 22.026754897161826; +2025-06-07 03:01:10,479 - INFO - Evaluation: +Curr mae: 97.1199; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 174.0227; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1403; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:01:10,479 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 +2025-06-07 03:02:28,919 - INFO - Training: cls_zice: 116.24066811365797; reg_zipnll: -135.1656840115983; cnt_loss: 20.82435057179028; +2025-06-07 03:02:28,920 - INFO - Evaluation: +Curr mae: 90.8800; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 169.2384; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1182; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:02:28,921 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 +2025-06-07 03:03:47,386 - INFO - Training: cls_zice: 114.97087071905072; reg_zipnll: -151.22666670312944; cnt_loss: 24.659665745615168; +2025-06-07 03:03:47,387 - INFO - Evaluation: +Curr mae: 93.8573; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 176.4046; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1269; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:03:47,387 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 +2025-06-07 03:05:06,855 - INFO - Training: cls_zice: 114.76790808368203; reg_zipnll: -122.25000153472092; cnt_loss: 20.420458124173397; +2025-06-07 03:05:06,856 - INFO - Evaluation: +Curr mae: 100.7941; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 184.8800; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1465; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:05:06,856 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 +2025-06-07 03:06:25,502 - INFO - Training: cls_zice: 115.89722878411905; reg_zipnll: -151.80586528146503; cnt_loss: 19.77278439414422; +2025-06-07 03:06:25,503 - INFO - Evaluation: +Curr mae: 96.1376; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 176.4530; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1352; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:06:25,503 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 +2025-06-07 03:07:43,986 - INFO - Training: cls_zice: 116.0545618170934; reg_zipnll: -153.95971879264377; cnt_loss: 19.496253531500205; +2025-06-07 03:07:43,988 - INFO - Evaluation: +Curr mae: 88.2308; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 162.9877; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1271; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:07:43,988 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 +2025-06-07 03:09:02,535 - INFO - Training: cls_zice: 112.6007456116329; reg_zipnll: -160.36964880709615; cnt_loss: 18.75812669463505; +2025-06-07 03:09:02,537 - INFO - Evaluation: +Curr mae: 90.9918; Best mae: 82.5944; 83.4901; 84.6724; 84.7625; 84.8233; +Curr rmse: 161.8214; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.8674; +Curr nae: 0.1219; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:09:02,537 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 +2025-06-07 03:10:20,765 - INFO - Training: cls_zice: 115.95577218516773; reg_zipnll: -160.8402372069706; cnt_loss: 20.987462730597187; +2025-06-07 03:10:23,057 - INFO - Evaluation: +Curr mae: 84.7180; Best mae: 82.5944; 83.4901; 84.6724; 84.7180; 84.7625; +Curr rmse: 149.3102; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1188; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:10:23,057 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 +2025-06-07 03:11:41,214 - INFO - Training: cls_zice: 115.12847051557326; reg_zipnll: -165.42579458880897; cnt_loss: 22.03367795691585; +2025-06-07 03:11:41,215 - INFO - Evaluation: +Curr mae: 101.2505; Best mae: 82.5944; 83.4901; 84.6724; 84.7180; 84.7625; +Curr rmse: 171.4871; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1624; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:11:41,215 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 +2025-06-07 03:12:59,861 - INFO - Training: cls_zice: 115.64905016311747; reg_zipnll: -146.24036247682886; cnt_loss: 22.092484197869204; +2025-06-07 03:12:59,862 - INFO - Evaluation: +Curr mae: 87.7546; Best mae: 82.5944; 83.4901; 84.6724; 84.7180; 84.7625; +Curr rmse: 156.5791; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1218; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:12:59,862 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 +2025-06-07 03:14:18,643 - INFO - Training: cls_zice: 111.79685204865916; reg_zipnll: -153.42050464895388; cnt_loss: 19.91079494021586; +2025-06-07 03:14:18,644 - INFO - Evaluation: +Curr mae: 94.8019; Best mae: 82.5944; 83.4901; 84.6724; 84.7180; 84.7625; +Curr rmse: 169.3995; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1316; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:14:18,644 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 +2025-06-07 03:15:36,933 - INFO - Training: cls_zice: 116.74697236825298; reg_zipnll: -157.46966310842149; cnt_loss: 17.760793185391964; +2025-06-07 03:15:36,934 - INFO - Evaluation: +Curr mae: 97.7480; Best mae: 82.5944; 83.4901; 84.6724; 84.7180; 84.7625; +Curr rmse: 184.1756; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1379; Best nae: 0.1146; 0.1155; 0.1158; 0.1162; 0.1165; + + + +2025-06-07 03:15:36,934 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 +2025-06-07 03:16:55,214 - INFO - Training: cls_zice: 115.36014585937096; reg_zipnll: -184.64155466824968; cnt_loss: 24.09748523282689; +2025-06-07 03:16:57,459 - INFO - Evaluation: +Curr mae: 83.4625; Best mae: 82.5944; 83.4625; 83.4901; 84.6724; 84.7180; +Curr rmse: 152.2357; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1149; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:16:57,459 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 +2025-06-07 03:18:16,177 - INFO - Training: cls_zice: 109.26709172583574; reg_zipnll: -168.6439457066012; cnt_loss: 18.217175619491677; +2025-06-07 03:18:16,178 - INFO - Evaluation: +Curr mae: 86.9306; Best mae: 82.5944; 83.4625; 83.4901; 84.6724; 84.7180; +Curr rmse: 158.4818; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1242; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:18:16,178 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 +2025-06-07 03:19:36,242 - INFO - Training: cls_zice: 115.00059601486913; reg_zipnll: -164.10569518765078; cnt_loss: 20.77855135747139; +2025-06-07 03:19:36,244 - INFO - Evaluation: +Curr mae: 88.9528; Best mae: 82.5944; 83.4625; 83.4901; 84.6724; 84.7180; +Curr rmse: 163.1073; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1227; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:19:36,244 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 +2025-06-07 03:21:01,471 - INFO - Training: cls_zice: 112.13769836931039; reg_zipnll: -160.9408988005278; cnt_loss: 18.535519352022387; +2025-06-07 03:21:01,473 - INFO - Evaluation: +Curr mae: 89.8627; Best mae: 82.5944; 83.4625; 83.4901; 84.6724; 84.7180; +Curr rmse: 162.3694; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1272; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:21:01,473 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 +2025-06-07 03:22:21,968 - INFO - Training: cls_zice: 112.94843936440171; reg_zipnll: -188.4070796461295; cnt_loss: 20.737079266680787; +2025-06-07 03:22:21,970 - INFO - Evaluation: +Curr mae: 85.8536; Best mae: 82.5944; 83.4625; 83.4901; 84.6724; 84.7180; +Curr rmse: 151.9588; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1264; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:22:21,970 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 +2025-06-07 03:23:40,737 - INFO - Training: cls_zice: 113.82344378540847; reg_zipnll: -172.55831944863527; cnt_loss: 18.46663217355084; +2025-06-07 03:23:40,738 - INFO - Evaluation: +Curr mae: 95.6425; Best mae: 82.5944; 83.4625; 83.4901; 84.6724; 84.7180; +Curr rmse: 168.9350; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1439; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:23:40,738 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 +2025-06-07 03:24:59,434 - INFO - Training: cls_zice: 113.8768700700722; reg_zipnll: -148.52564478236317; cnt_loss: 19.960147415565338; +2025-06-07 03:24:59,435 - INFO - Evaluation: +Curr mae: 86.6903; Best mae: 82.5944; 83.4625; 83.4901; 84.6724; 84.7180; +Curr rmse: 154.5386; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1221; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:24:59,435 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 +2025-06-07 03:26:19,323 - INFO - Training: cls_zice: 114.63778161055205; reg_zipnll: -164.67646932286144; cnt_loss: 19.014128394474255; +2025-06-07 03:26:19,325 - INFO - Evaluation: +Curr mae: 96.3615; Best mae: 82.5944; 83.4625; 83.4901; 84.6724; 84.7180; +Curr rmse: 179.6471; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1401; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:26:19,325 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 +2025-06-07 03:27:37,885 - INFO - Training: cls_zice: 115.13769498408236; reg_zipnll: -155.70772877592125; cnt_loss: 18.953062310124075; +2025-06-07 03:27:37,887 - INFO - Evaluation: +Curr mae: 101.8655; Best mae: 82.5944; 83.4625; 83.4901; 84.6724; 84.7180; +Curr rmse: 174.2018; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1605; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:27:37,887 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 +2025-06-07 03:28:56,147 - INFO - Training: cls_zice: 113.26716232299805; reg_zipnll: -150.43873387772516; cnt_loss: 19.019144828745862; +2025-06-07 03:28:57,262 - INFO - Evaluation: +Curr mae: 82.9192; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 151.2648; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1167; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:28:57,262 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 +2025-06-07 03:30:15,565 - INFO - Training: cls_zice: 116.77535643167053; reg_zipnll: -166.79934596383808; cnt_loss: 19.103735724821785; +2025-06-07 03:30:15,566 - INFO - Evaluation: +Curr mae: 88.3250; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 166.7336; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1207; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:30:15,566 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 +2025-06-07 03:31:33,797 - INFO - Training: cls_zice: 116.21292879723555; reg_zipnll: -162.6710246004016; cnt_loss: 17.320778725163038; +2025-06-07 03:31:33,798 - INFO - Evaluation: +Curr mae: 89.3475; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 158.7332; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1319; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:31:33,798 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 +2025-06-07 03:32:52,502 - INFO - Training: cls_zice: 115.13567577134694; reg_zipnll: -154.83371917143563; cnt_loss: 17.600340476888693; +2025-06-07 03:32:52,503 - INFO - Evaluation: +Curr mae: 85.7098; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 154.4250; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1187; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:32:52,503 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 +2025-06-07 03:34:11,010 - INFO - Training: cls_zice: 110.77840739370181; reg_zipnll: -127.47093799414225; cnt_loss: 15.765956902346074; +2025-06-07 03:34:11,012 - INFO - Evaluation: +Curr mae: 93.4805; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 171.1916; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1291; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:34:11,012 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 +2025-06-07 03:35:29,520 - INFO - Training: cls_zice: 110.42849770602801; reg_zipnll: -156.06848396528636; cnt_loss: 15.88325536803694; +2025-06-07 03:35:29,522 - INFO - Evaluation: +Curr mae: 88.6592; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 161.7336; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1254; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:35:29,522 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 +2025-06-07 03:36:48,192 - INFO - Training: cls_zice: 113.48444101194673; reg_zipnll: -150.41814021558952; cnt_loss: 15.318767667606178; +2025-06-07 03:36:48,193 - INFO - Evaluation: +Curr mae: 89.6418; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 171.9292; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1276; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:36:48,193 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 +2025-06-07 03:38:06,652 - INFO - Training: cls_zice: 115.71027508160925; reg_zipnll: -160.21587887189247; cnt_loss: 16.850362528238865; +2025-06-07 03:38:06,653 - INFO - Evaluation: +Curr mae: 90.4226; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 161.9780; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1280; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:38:06,653 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 +2025-06-07 03:39:25,216 - INFO - Training: cls_zice: 111.47225708361493; reg_zipnll: -159.75555168556062; cnt_loss: 16.607204003049837; +2025-06-07 03:39:25,218 - INFO - Evaluation: +Curr mae: 85.3755; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 154.0287; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1179; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:39:25,218 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 +2025-06-07 03:40:43,767 - INFO - Training: cls_zice: 111.09989161207186; reg_zipnll: -185.25195352920633; cnt_loss: 15.584141532316902; +2025-06-07 03:40:43,769 - INFO - Evaluation: +Curr mae: 89.8496; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 164.3068; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1217; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:40:43,769 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 +2025-06-07 03:42:02,232 - INFO - Training: cls_zice: 110.75851681690342; reg_zipnll: -155.01712677810366; cnt_loss: 15.274184806457418; +2025-06-07 03:42:02,234 - INFO - Evaluation: +Curr mae: 87.4529; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 159.7042; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1266; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:42:02,234 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 +2025-06-07 03:43:21,170 - INFO - Training: cls_zice: 110.88875356257357; reg_zipnll: -142.28323866357866; cnt_loss: 14.955595150688627; +2025-06-07 03:43:21,171 - INFO - Evaluation: +Curr mae: 99.6951; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 178.6087; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1410; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:43:21,171 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 +2025-06-07 03:44:39,490 - INFO - Training: cls_zice: 113.83494383451955; reg_zipnll: -182.453779839522; cnt_loss: 15.16475984118632; +2025-06-07 03:44:39,491 - INFO - Evaluation: +Curr mae: 85.2342; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 150.0180; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1193; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:44:39,491 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 +2025-06-07 03:45:58,110 - INFO - Training: cls_zice: 111.40420255597853; reg_zipnll: -178.00500640490196; cnt_loss: 16.004741643438276; +2025-06-07 03:45:58,112 - INFO - Evaluation: +Curr mae: 95.7320; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 172.1946; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1324; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:45:58,112 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 +2025-06-07 03:47:16,617 - INFO - Training: cls_zice: 111.40478276890634; reg_zipnll: -175.2820371728859; cnt_loss: 15.05890295679206; +2025-06-07 03:47:16,618 - INFO - Evaluation: +Curr mae: 85.3885; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 156.8109; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1213; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:47:16,618 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 +2025-06-07 03:48:35,373 - INFO - Training: cls_zice: 110.08973085011867; reg_zipnll: -140.3914231117198; cnt_loss: 13.753519999270408; +2025-06-07 03:48:35,374 - INFO - Evaluation: +Curr mae: 88.0293; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 159.8838; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1239; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:48:35,374 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 +2025-06-07 03:49:53,839 - INFO - Training: cls_zice: 111.88230015584175; reg_zipnll: -175.87254102340597; cnt_loss: 14.804850354099905; +2025-06-07 03:49:53,840 - INFO - Evaluation: +Curr mae: 90.9743; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 162.2895; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1283; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:49:57,289 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 +2025-06-07 03:51:15,422 - INFO - Training: cls_zice: 112.27611785534991; reg_zipnll: -160.89169128367442; cnt_loss: 15.527900440013962; +2025-06-07 03:51:15,423 - INFO - Evaluation: +Curr mae: 90.5475; Best mae: 82.5944; 82.9192; 83.4625; 83.4901; 84.6724; +Curr rmse: 161.0692; Best rmse: 146.8755; 148.0056; 148.4362; 149.1263; 149.3102; +Curr nae: 0.1261; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:51:15,423 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 +2025-06-07 03:52:34,126 - INFO - Training: cls_zice: 109.81267034770637; reg_zipnll: -153.0202645939707; cnt_loss: 15.368514384654974; +2025-06-07 03:52:36,471 - INFO - Evaluation: +Curr mae: 83.3931; Best mae: 82.5944; 82.9192; 83.3931; 83.4625; 83.4901; +Curr rmse: 147.7703; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1167; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:52:36,471 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 +2025-06-07 03:53:54,694 - INFO - Training: cls_zice: 113.69825414948116; reg_zipnll: -170.20477603129203; cnt_loss: 15.301179544815165; +2025-06-07 03:53:54,695 - INFO - Evaluation: +Curr mae: 92.8971; Best mae: 82.5944; 82.9192; 83.3931; 83.4625; 83.4901; +Curr rmse: 165.9692; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1326; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:53:54,695 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 +2025-06-07 03:55:13,385 - INFO - Training: cls_zice: 109.21147911122303; reg_zipnll: -157.6815579016477; cnt_loss: 14.067228865149795; +2025-06-07 03:55:13,387 - INFO - Evaluation: +Curr mae: 88.0739; Best mae: 82.5944; 82.9192; 83.3931; 83.4625; 83.4901; +Curr rmse: 161.4808; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1238; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:55:13,387 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 +2025-06-07 03:56:31,816 - INFO - Training: cls_zice: 113.35516228581106; reg_zipnll: -169.1000777996139; cnt_loss: 14.424023787706894; +2025-06-07 03:56:31,817 - INFO - Evaluation: +Curr mae: 89.4940; Best mae: 82.5944; 82.9192; 83.3931; 83.4625; 83.4901; +Curr rmse: 161.5036; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1283; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:56:31,818 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 +2025-06-07 03:57:50,262 - INFO - Training: cls_zice: 112.2906253637857; reg_zipnll: -167.14358265668352; cnt_loss: 14.003470351364438; +2025-06-07 03:57:50,263 - INFO - Evaluation: +Curr mae: 94.8741; Best mae: 82.5944; 82.9192; 83.3931; 83.4625; 83.4901; +Curr rmse: 176.9842; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1303; Best nae: 0.1146; 0.1149; 0.1155; 0.1158; 0.1162; + + + +2025-06-07 03:57:50,263 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 +2025-06-07 03:59:08,591 - INFO - Training: cls_zice: 108.68952096850667; reg_zipnll: -134.38939481065762; cnt_loss: 13.662606463527048; +2025-06-07 03:59:10,761 - INFO - Evaluation: +Curr mae: 83.2737; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 155.7402; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1121; Best nae: 0.1121; 0.1146; 0.1149; 0.1155; 0.1158; + + + +2025-06-07 03:59:10,762 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 +2025-06-07 04:00:30,013 - INFO - Training: cls_zice: 110.12341317435764; reg_zipnll: -175.0046148615957; cnt_loss: 13.832677994342829; +2025-06-07 04:00:30,014 - INFO - Evaluation: +Curr mae: 87.2495; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 158.1138; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1196; Best nae: 0.1121; 0.1146; 0.1149; 0.1155; 0.1158; + + + +2025-06-07 04:00:30,014 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 +2025-06-07 04:01:48,879 - INFO - Training: cls_zice: 110.47970421898444; reg_zipnll: -170.3918250759706; cnt_loss: 13.298598467908947; +2025-06-07 04:01:48,881 - INFO - Evaluation: +Curr mae: 86.5522; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 155.8778; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1209; Best nae: 0.1121; 0.1146; 0.1149; 0.1155; 0.1158; + + + +2025-06-07 04:01:48,881 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 +2025-06-07 04:03:07,160 - INFO - Training: cls_zice: 112.96840373411874; reg_zipnll: -174.8821219829534; cnt_loss: 13.460194128238602; +2025-06-07 04:03:07,161 - INFO - Evaluation: +Curr mae: 91.5894; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 165.6391; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1309; Best nae: 0.1121; 0.1146; 0.1149; 0.1155; 0.1158; + + + +2025-06-07 04:03:07,161 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 +2025-06-07 04:04:25,611 - INFO - Training: cls_zice: 108.59297370910645; reg_zipnll: -163.5887865578102; cnt_loss: 12.48128595257437; +2025-06-07 04:04:25,613 - INFO - Evaluation: +Curr mae: 92.0550; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 165.0897; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1304; Best nae: 0.1121; 0.1146; 0.1149; 0.1155; 0.1158; + + + +2025-06-07 04:04:25,613 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 +2025-06-07 04:05:44,603 - INFO - Training: cls_zice: 107.31152596378958; reg_zipnll: -144.31205440672818; cnt_loss: 12.50362094980202; +2025-06-07 04:05:45,724 - INFO - Evaluation: +Curr mae: 85.3254; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 158.5103; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1154; Best nae: 0.1121; 0.1146; 0.1149; 0.1154; 0.1155; + + + +2025-06-07 04:05:45,725 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 +2025-06-07 04:07:07,757 - INFO - Training: cls_zice: 110.2596850868882; reg_zipnll: -170.828170940576; cnt_loss: 12.803161210571693; +2025-06-07 04:07:08,868 - INFO - Evaluation: +Curr mae: 85.3770; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 158.0754; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1145; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:07:08,868 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 +2025-06-07 04:08:33,133 - INFO - Training: cls_zice: 107.798933711273; reg_zipnll: -133.27100066001842; cnt_loss: 12.922725753278922; +2025-06-07 04:08:33,134 - INFO - Evaluation: +Curr mae: 88.3319; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 164.7892; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1198; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:08:33,134 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 +2025-06-07 04:09:51,522 - INFO - Training: cls_zice: 110.00039412643736; reg_zipnll: -163.32059360655728; cnt_loss: 13.47013263512921; +2025-06-07 04:09:51,523 - INFO - Evaluation: +Curr mae: 90.9202; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 166.3346; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1268; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:09:51,523 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 +2025-06-07 04:11:10,018 - INFO - Training: cls_zice: 108.38852055025417; reg_zipnll: -175.3941746073843; cnt_loss: 12.868378160805102; +2025-06-07 04:11:10,019 - INFO - Evaluation: +Curr mae: 86.7643; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 158.0792; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1197; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:11:10,019 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 +2025-06-07 04:12:29,474 - INFO - Training: cls_zice: 108.16258871318489; reg_zipnll: -178.05993358031014; cnt_loss: 13.229087766432604; +2025-06-07 04:12:29,476 - INFO - Evaluation: +Curr mae: 90.6079; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 170.5419; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1238; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:12:29,476 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 +2025-06-07 04:13:47,618 - INFO - Training: cls_zice: 112.51707226077453; reg_zipnll: -194.58098853029162; cnt_loss: 13.664022575151051; +2025-06-07 04:13:47,620 - INFO - Evaluation: +Curr mae: 92.9617; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 172.9950; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1291; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:13:47,620 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 +2025-06-07 04:15:05,905 - INFO - Training: cls_zice: 105.56769837133142; reg_zipnll: -141.14601842299203; cnt_loss: 11.760775550311765; +2025-06-07 04:15:05,906 - INFO - Evaluation: +Curr mae: 88.8229; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 162.6587; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1235; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:15:05,907 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 +2025-06-07 04:16:24,610 - INFO - Training: cls_zice: 110.5276843822555; reg_zipnll: -185.1694897910617; cnt_loss: 12.69301484594282; +2025-06-07 04:16:24,611 - INFO - Evaluation: +Curr mae: 89.0845; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 163.3879; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1226; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:16:24,611 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 +2025-06-07 04:17:44,603 - INFO - Training: cls_zice: 109.55284387702184; reg_zipnll: -159.6866986988396; cnt_loss: 11.444096077356907; +2025-06-07 04:17:44,604 - INFO - Evaluation: +Curr mae: 90.4553; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 164.1563; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1282; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:17:44,604 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 +2025-06-07 04:19:08,927 - INFO - Training: cls_zice: 109.40889866304714; reg_zipnll: -154.26688296589631; cnt_loss: 12.105779943087244; +2025-06-07 04:19:08,929 - INFO - Evaluation: +Curr mae: 86.7359; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 158.5690; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1190; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:19:08,929 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 +2025-06-07 04:20:28,562 - INFO - Training: cls_zice: 109.38812648697404; reg_zipnll: -152.53254392131274; cnt_loss: 11.832077973725779; +2025-06-07 04:20:28,563 - INFO - Evaluation: +Curr mae: 86.0815; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 157.4829; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1188; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:20:28,564 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 +2025-06-07 04:21:48,057 - INFO - Training: cls_zice: 110.27908504561873; reg_zipnll: -155.86759014634896; cnt_loss: 12.652053169856798; +2025-06-07 04:21:48,058 - INFO - Evaluation: +Curr mae: 84.3497; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 156.2405; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1176; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:21:48,058 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 +2025-06-07 04:23:09,027 - INFO - Training: cls_zice: 123.73855494821308; reg_zipnll: -167.55131609076696; cnt_loss: 24.891403051401607; +2025-06-07 04:23:09,028 - INFO - Evaluation: +Curr mae: 84.3947; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 149.2789; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1170; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:23:09,028 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 +2025-06-07 04:24:27,572 - INFO - Training: cls_zice: 110.72919437585287; reg_zipnll: -158.5262594823016; cnt_loss: 11.568235814176647; +2025-06-07 04:24:27,573 - INFO - Evaluation: +Curr mae: 86.4363; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 159.0380; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1183; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:24:27,573 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 +2025-06-07 04:25:46,151 - INFO - Training: cls_zice: 110.38040320289056; reg_zipnll: -159.24132672366716; cnt_loss: 11.209724669424903; +2025-06-07 04:25:46,153 - INFO - Evaluation: +Curr mae: 88.7378; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 161.1901; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1240; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:25:46,153 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 +2025-06-07 04:27:04,403 - INFO - Training: cls_zice: 108.6896143275381; reg_zipnll: -140.94919840073743; cnt_loss: 11.763193247334057; +2025-06-07 04:27:04,405 - INFO - Evaluation: +Curr mae: 86.7256; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 158.2081; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1194; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:27:04,405 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 +2025-06-07 04:28:22,679 - INFO - Training: cls_zice: 107.76944089725318; reg_zipnll: -130.64854904200067; cnt_loss: 11.684150255279036; +2025-06-07 04:28:22,680 - INFO - Evaluation: +Curr mae: 86.1119; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 156.5163; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1193; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:28:22,680 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 +2025-06-07 04:29:40,823 - INFO - Training: cls_zice: 109.75329751526283; reg_zipnll: -160.31849995669938; cnt_loss: 10.92209716980031; +2025-06-07 04:29:40,824 - INFO - Evaluation: +Curr mae: 88.0025; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 162.9636; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1206; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:29:40,826 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 +2025-06-07 04:30:59,311 - INFO - Training: cls_zice: 108.65076408638859; reg_zipnll: -153.741531814171; cnt_loss: 12.034762228561553; +2025-06-07 04:30:59,313 - INFO - Evaluation: +Curr mae: 89.2709; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 161.2960; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1256; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:30:59,313 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 +2025-06-07 04:32:17,485 - INFO - Training: cls_zice: 109.95378903521608; reg_zipnll: -159.48892043284232; cnt_loss: 11.583133406986464; +2025-06-07 04:32:17,487 - INFO - Evaluation: +Curr mae: 85.7345; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 155.8605; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1187; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:32:17,487 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 +2025-06-07 04:33:37,619 - INFO - Training: cls_zice: 108.7106752964045; reg_zipnll: -171.48251134354547; cnt_loss: 11.562584954381778; +2025-06-07 04:33:37,621 - INFO - Evaluation: +Curr mae: 88.1854; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 161.8422; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1228; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:33:37,621 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 +2025-06-07 04:34:56,200 - INFO - Training: cls_zice: 109.64268811964831; reg_zipnll: -141.92576950275344; cnt_loss: 11.133062547405824; +2025-06-07 04:34:56,201 - INFO - Evaluation: +Curr mae: 85.3089; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 154.6242; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1203; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:34:56,201 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 +2025-06-07 04:36:14,717 - INFO - Training: cls_zice: 110.64195869142647; reg_zipnll: -145.47172463019163; cnt_loss: 11.461702689429782; +2025-06-07 04:36:14,719 - INFO - Evaluation: +Curr mae: 86.1474; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 161.4325; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1175; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:36:14,719 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 +2025-06-07 04:37:35,201 - INFO - Training: cls_zice: 109.21086130710627; reg_zipnll: -144.61432272551076; cnt_loss: 11.618728882429616; +2025-06-07 04:37:35,202 - INFO - Evaluation: +Curr mae: 86.9143; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 159.0421; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1207; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:37:35,202 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 +2025-06-07 04:38:53,569 - INFO - Training: cls_zice: 111.45806567716282; reg_zipnll: -175.44033680214787; cnt_loss: 11.26626359074321; +2025-06-07 04:38:53,570 - INFO - Evaluation: +Curr mae: 87.4161; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 157.1114; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1242; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:38:53,570 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 +2025-06-07 04:40:12,015 - INFO - Training: cls_zice: 111.23664999955537; reg_zipnll: -147.65218845897954; cnt_loss: 12.300615160670501; +2025-06-07 04:40:12,016 - INFO - Evaluation: +Curr mae: 86.5643; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 161.0470; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1197; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:40:12,016 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 +2025-06-07 04:41:30,819 - INFO - Training: cls_zice: 109.89086221859155; reg_zipnll: -193.69976202857416; cnt_loss: 11.697129143784379; +2025-06-07 04:41:30,820 - INFO - Evaluation: +Curr mae: 88.6679; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 163.2341; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1240; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:41:30,820 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 +2025-06-07 04:42:48,902 - INFO - Training: cls_zice: 108.65350492111105; reg_zipnll: -129.73503754470522; cnt_loss: 10.137596690891595; +2025-06-07 04:42:48,903 - INFO - Evaluation: +Curr mae: 88.4825; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 163.7480; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1220; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:42:48,903 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 +2025-06-07 04:44:07,795 - INFO - Training: cls_zice: 113.60485431847982; reg_zipnll: -153.10299991456088; cnt_loss: 23.284389562164712; +2025-06-07 04:44:07,797 - INFO - Evaluation: +Curr mae: 91.1757; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 170.0134; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1187; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:44:07,797 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 +2025-06-07 04:45:26,154 - INFO - Training: cls_zice: 117.58441683788173; reg_zipnll: -175.2754127742439; cnt_loss: 33.162863873488064; +2025-06-07 04:45:26,155 - INFO - Evaluation: +Curr mae: 88.5695; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 157.6790; Best rmse: 146.8755; 147.7703; 148.0056; 148.4362; 149.1263; +Curr nae: 0.1179; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:45:26,156 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 +2025-06-07 04:46:44,675 - INFO - Training: cls_zice: 116.72045842859129; reg_zipnll: -150.49641820137074; cnt_loss: 30.352526484735755; +2025-06-07 04:46:45,795 - INFO - Evaluation: +Curr mae: 86.4791; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 142.5075; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1235; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:46:45,796 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 +2025-06-07 04:48:04,184 - INFO - Training: cls_zice: 116.77306935329311; reg_zipnll: -165.8256183523216; cnt_loss: 32.183569030256464; +2025-06-07 04:48:04,185 - INFO - Evaluation: +Curr mae: 106.7107; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 183.4322; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1548; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:48:04,185 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 +2025-06-07 04:49:22,424 - INFO - Training: cls_zice: 117.83724283382593; reg_zipnll: -145.0156620843521; cnt_loss: 31.45561831202728; +2025-06-07 04:49:22,425 - INFO - Evaluation: +Curr mae: 390.5640; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 560.5996; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 1.3607; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:49:22,425 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 +2025-06-07 04:50:40,886 - INFO - Training: cls_zice: 125.99242824276551; reg_zipnll: -116.39335665797556; cnt_loss: 48.05996461577763; +2025-06-07 04:50:40,887 - INFO - Evaluation: +Curr mae: 434.0485; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 683.6045; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 1.4703; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:50:40,887 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 +2025-06-07 04:51:59,494 - INFO - Training: cls_zice: 123.96618965603658; reg_zipnll: -143.3834454492228; cnt_loss: 41.53146093254847; +2025-06-07 04:51:59,495 - INFO - Evaluation: +Curr mae: 150.5689; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 279.8308; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.3095; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:51:59,495 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 +2025-06-07 04:53:17,912 - INFO - Training: cls_zice: 124.77974114828552; reg_zipnll: -161.3711386042715; cnt_loss: 34.03816633035016; +2025-06-07 04:53:17,913 - INFO - Evaluation: +Curr mae: 94.1873; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 165.1563; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1459; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:53:17,913 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 +2025-06-07 04:54:36,434 - INFO - Training: cls_zice: 132.7970300636544; reg_zipnll: -156.75291541396388; cnt_loss: 43.46406098864726; +2025-06-07 04:54:36,435 - INFO - Evaluation: +Curr mae: 103.9952; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 171.2834; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1719; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:54:36,436 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 +2025-06-07 04:55:55,172 - INFO - Training: cls_zice: 119.7141491972058; reg_zipnll: -158.12156752718994; cnt_loss: 32.42718146652575; +2025-06-07 04:55:55,173 - INFO - Evaluation: +Curr mae: 99.4155; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 187.9560; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1342; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:55:58,593 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 +2025-06-07 04:57:17,167 - INFO - Training: cls_zice: 117.2358678224071; reg_zipnll: -165.084937304061; cnt_loss: 27.534563914040067; +2025-06-07 04:57:17,168 - INFO - Evaluation: +Curr mae: 89.0369; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 166.0798; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1177; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:57:17,168 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 +2025-06-07 04:58:35,369 - INFO - Training: cls_zice: 115.4473975604733; reg_zipnll: -179.8641074919543; cnt_loss: 27.18236529116599; +2025-06-07 04:58:35,370 - INFO - Evaluation: +Curr mae: 136.5185; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 247.7597; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.2483; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:58:35,371 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 +2025-06-07 04:59:53,497 - INFO - Training: cls_zice: 119.15654678849984; reg_zipnll: -160.50684596686963; cnt_loss: 27.873440786702744; +2025-06-07 04:59:53,498 - INFO - Evaluation: +Curr mae: 112.2146; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 217.5901; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1469; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 04:59:53,499 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 +2025-06-07 05:01:11,941 - INFO - Training: cls_zice: 115.87991034905642; reg_zipnll: -147.45809827261414; cnt_loss: 29.526566195961657; +2025-06-07 05:01:11,942 - INFO - Evaluation: +Curr mae: 102.7947; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 178.1935; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1555; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:01:11,942 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 +2025-06-07 05:02:30,092 - INFO - Training: cls_zice: 113.39847358804664; reg_zipnll: -140.81111395122198; cnt_loss: 25.09453071190032; +2025-06-07 05:02:30,094 - INFO - Evaluation: +Curr mae: 108.4382; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 212.1298; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1647; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:02:30,094 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 +2025-06-07 05:03:48,678 - INFO - Training: cls_zice: 122.52647219272639; reg_zipnll: -179.673549551048; cnt_loss: 29.492889726398797; +2025-06-07 05:03:48,679 - INFO - Evaluation: +Curr mae: 112.1435; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 196.4453; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1997; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:03:48,680 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 +2025-06-07 05:05:06,952 - INFO - Training: cls_zice: 121.60640009191653; reg_zipnll: -150.64744504713855; cnt_loss: 31.470035695082306; +2025-06-07 05:05:06,953 - INFO - Evaluation: +Curr mae: 112.7598; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 224.0744; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1400; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:05:06,953 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 +2025-06-07 05:06:25,260 - INFO - Training: cls_zice: 116.24434671970393; reg_zipnll: -154.1369564359551; cnt_loss: 26.6681642295509; +2025-06-07 05:06:25,261 - INFO - Evaluation: +Curr mae: 104.7629; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 219.0371; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1409; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:06:25,261 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 +2025-06-07 05:07:43,747 - INFO - Training: cls_zice: 128.4537851952559; reg_zipnll: -145.50530349655656; cnt_loss: 38.46004743765521; +2025-06-07 05:07:43,748 - INFO - Evaluation: +Curr mae: 93.7477; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 172.8443; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1371; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:07:43,749 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 +2025-06-07 05:09:02,187 - INFO - Training: cls_zice: 119.50600684715423; reg_zipnll: -147.36425312623282; cnt_loss: 29.731037460415568; +2025-06-07 05:09:02,188 - INFO - Evaluation: +Curr mae: 100.1794; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 206.6306; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1420; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:09:02,189 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 +2025-06-07 05:10:20,742 - INFO - Training: cls_zice: 118.65777599258928; reg_zipnll: -147.4890773596353; cnt_loss: 27.770310629282566; +2025-06-07 05:10:20,743 - INFO - Evaluation: +Curr mae: 105.6140; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 201.9470; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1575; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:10:20,743 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 +2025-06-07 05:11:39,050 - INFO - Training: cls_zice: 120.53378001585702; reg_zipnll: -154.87230282271935; cnt_loss: 32.175511638060314; +2025-06-07 05:11:39,051 - INFO - Evaluation: +Curr mae: 109.4693; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 182.3337; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1747; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:11:39,051 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 +2025-06-07 05:12:57,275 - INFO - Training: cls_zice: 120.58724606747658; reg_zipnll: -160.81689852278754; cnt_loss: 32.26322758908304; +2025-06-07 05:12:57,276 - INFO - Evaluation: +Curr mae: 88.5095; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 159.8825; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1249; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:12:57,276 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 +2025-06-07 05:14:15,790 - INFO - Training: cls_zice: 118.10513683344355; reg_zipnll: -154.91664763317993; cnt_loss: 27.88842963856577; +2025-06-07 05:14:15,791 - INFO - Evaluation: +Curr mae: 112.7358; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 204.2865; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1888; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:14:15,791 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 +2025-06-07 05:15:34,596 - INFO - Training: cls_zice: 116.31708257561488; reg_zipnll: -123.14949037539249; cnt_loss: 28.063250197480055; +2025-06-07 05:15:34,597 - INFO - Evaluation: +Curr mae: 110.9549; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 217.9807; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1523; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:15:34,597 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 +2025-06-07 05:16:55,799 - INFO - Training: cls_zice: 119.16726202049003; reg_zipnll: -189.29939225177893; cnt_loss: 28.685612062744745; +2025-06-07 05:16:55,800 - INFO - Evaluation: +Curr mae: 92.1241; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 175.9954; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1267; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:16:55,800 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 +2025-06-07 05:18:15,620 - INFO - Training: cls_zice: 115.24208248214217; reg_zipnll: -140.59647206439087; cnt_loss: 26.232333341181672; +2025-06-07 05:18:15,622 - INFO - Evaluation: +Curr mae: 106.8171; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 205.6563; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1448; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:18:15,622 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 +2025-06-07 05:19:34,094 - INFO - Training: cls_zice: 116.87110040677304; reg_zipnll: -152.2670841722299; cnt_loss: 29.82584110158958; +2025-06-07 05:19:34,096 - INFO - Evaluation: +Curr mae: 96.1058; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 172.2922; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1427; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:19:34,096 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 +2025-06-07 05:20:52,614 - INFO - Training: cls_zice: 115.09071550937678; reg_zipnll: -144.61420669303035; cnt_loss: 27.683794593179464; +2025-06-07 05:20:52,616 - INFO - Evaluation: +Curr mae: 128.6404; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 302.2218; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1733; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:20:52,616 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 +2025-06-07 05:22:11,022 - INFO - Training: cls_zice: 117.10729670998276; reg_zipnll: -173.2202128195605; cnt_loss: 28.129756951174198; +2025-06-07 05:22:11,023 - INFO - Evaluation: +Curr mae: 99.2583; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 218.9980; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1363; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:22:11,023 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 +2025-06-07 05:23:30,805 - INFO - Training: cls_zice: 114.5417275839294; reg_zipnll: -156.2758609443311; cnt_loss: 25.778212351514803; +2025-06-07 05:23:30,807 - INFO - Evaluation: +Curr mae: 88.2652; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 163.0947; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1290; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:23:30,807 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 +2025-06-07 05:24:49,180 - INFO - Training: cls_zice: 117.00023714280286; reg_zipnll: -143.03076934814453; cnt_loss: 24.92069267752944; +2025-06-07 05:24:49,182 - INFO - Evaluation: +Curr mae: 89.3833; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 159.3677; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1316; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:24:49,182 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 +2025-06-07 05:26:07,254 - INFO - Training: cls_zice: 113.58226010341518; reg_zipnll: -178.6171704349139; cnt_loss: 28.470200027061615; +2025-06-07 05:26:07,255 - INFO - Evaluation: +Curr mae: 114.3478; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 201.1410; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1782; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:26:07,255 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 +2025-06-07 05:27:25,908 - INFO - Training: cls_zice: 116.75356818824415; reg_zipnll: -173.644575314806; cnt_loss: 26.600638653268877; +2025-06-07 05:27:25,909 - INFO - Evaluation: +Curr mae: 93.4285; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 183.3273; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1287; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:27:25,909 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 +2025-06-07 05:28:43,948 - INFO - Training: cls_zice: 114.98400565646342; reg_zipnll: -150.6445187511823; cnt_loss: 27.829821141350347; +2025-06-07 05:28:43,949 - INFO - Evaluation: +Curr mae: 112.4896; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 209.0163; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1867; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:28:43,949 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 +2025-06-07 05:30:02,406 - INFO - Training: cls_zice: 117.0580417809897; reg_zipnll: -154.91385766844087; cnt_loss: 27.18645835712256; +2025-06-07 05:30:02,407 - INFO - Evaluation: +Curr mae: 125.8233; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 262.2285; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1798; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:30:02,407 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 +2025-06-07 05:31:20,646 - INFO - Training: cls_zice: 116.94937569574014; reg_zipnll: -152.36591066903625; cnt_loss: 25.242125122752412; +2025-06-07 05:31:20,648 - INFO - Evaluation: +Curr mae: 87.6974; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 164.8551; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1164; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:31:20,648 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 +2025-06-07 05:32:39,315 - INFO - Training: cls_zice: 113.93177790357576; reg_zipnll: -162.51617022381714; cnt_loss: 27.941819735710194; +2025-06-07 05:32:39,316 - INFO - Evaluation: +Curr mae: 107.7516; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 207.3118; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1680; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:32:39,316 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 +2025-06-07 05:33:57,955 - INFO - Training: cls_zice: 118.0432827993734; reg_zipnll: -190.21990057964197; cnt_loss: 30.00489547552652; +2025-06-07 05:33:57,956 - INFO - Evaluation: +Curr mae: 109.4401; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 233.3768; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1648; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:33:57,956 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 +2025-06-07 05:35:16,162 - INFO - Training: cls_zice: 115.50551457436669; reg_zipnll: -146.68074405745955; cnt_loss: 27.61677277167112; +2025-06-07 05:35:16,163 - INFO - Evaluation: +Curr mae: 97.9595; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 186.3770; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1415; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:35:16,163 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 +2025-06-07 05:36:43,012 - INFO - Training: cls_zice: 116.3520490381102; reg_zipnll: -133.25725211212966; cnt_loss: 27.69577135629212; +2025-06-07 05:36:43,014 - INFO - Evaluation: +Curr mae: 106.6184; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 210.4280; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1555; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:36:43,014 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 +2025-06-07 05:38:08,006 - INFO - Training: cls_zice: 114.74270425253357; reg_zipnll: -160.73944167585563; cnt_loss: 25.63984568071681; +2025-06-07 05:38:08,007 - INFO - Evaluation: +Curr mae: 122.2795; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 205.1118; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.2591; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:38:08,007 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 +2025-06-07 05:39:26,544 - INFO - Training: cls_zice: 112.29565184637411; reg_zipnll: -152.2604565652001; cnt_loss: 26.111403525270372; +2025-06-07 05:39:26,546 - INFO - Evaluation: +Curr mae: 987.5428; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 1837.3306; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 3.1016; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:39:26,546 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 +2025-06-07 05:40:44,894 - INFO - Training: cls_zice: 112.93322340857904; reg_zipnll: -163.5800514410663; cnt_loss: 24.76896933372447; +2025-06-07 05:40:44,895 - INFO - Evaluation: +Curr mae: 115.6408; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 203.3537; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.2343; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:40:44,895 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 +2025-06-07 05:42:03,145 - INFO - Training: cls_zice: 114.52475432212779; reg_zipnll: -158.42681507085334; cnt_loss: 29.22836418025541; +2025-06-07 05:42:03,146 - INFO - Evaluation: +Curr mae: 106.8590; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 192.6519; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1755; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:42:03,146 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 +2025-06-07 05:43:21,483 - INFO - Training: cls_zice: 118.30377429684266; reg_zipnll: -147.73840092665313; cnt_loss: 27.87812267076101; +2025-06-07 05:43:21,484 - INFO - Evaluation: +Curr mae: 83.5042; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 149.0598; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1179; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:43:21,484 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 +2025-06-07 05:44:40,374 - INFO - Training: cls_zice: 115.14290629001643; reg_zipnll: -158.19286981797376; cnt_loss: 27.699903248161668; +2025-06-07 05:44:40,376 - INFO - Evaluation: +Curr mae: 92.8298; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 160.9618; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1499; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:44:40,376 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 +2025-06-07 05:45:58,957 - INFO - Training: cls_zice: 118.21014045563754; reg_zipnll: -190.13366990373623; cnt_loss: 27.122194918575666; +2025-06-07 05:45:58,958 - INFO - Evaluation: +Curr mae: 99.2428; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 183.9628; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1436; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:45:58,958 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 +2025-06-07 05:47:17,228 - INFO - Training: cls_zice: 117.50814283762547; reg_zipnll: -159.2859121411052; cnt_loss: 31.22289621593147; +2025-06-07 05:47:17,229 - INFO - Evaluation: +Curr mae: 88.9717; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 156.8589; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1332; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:47:17,229 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 +2025-06-07 05:48:35,367 - INFO - Training: cls_zice: 114.09650071251471; reg_zipnll: -141.7455040255919; cnt_loss: 27.407878139950583; +2025-06-07 05:48:35,368 - INFO - Evaluation: +Curr mae: 93.5960; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 175.7494; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1385; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:48:35,368 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 +2025-06-07 05:49:53,829 - INFO - Training: cls_zice: 112.05598775598386; reg_zipnll: -134.1078868954387; cnt_loss: 23.826722940861785; +2025-06-07 05:49:53,830 - INFO - Evaluation: +Curr mae: 89.2598; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 150.4243; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1612; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:49:53,830 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 +2025-06-07 05:51:12,233 - INFO - Training: cls_zice: 116.36410641196548; reg_zipnll: -145.78360985762237; cnt_loss: 26.000432241831394; +2025-06-07 05:51:12,235 - INFO - Evaluation: +Curr mae: 91.2179; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 202.1467; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1298; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:51:12,235 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 +2025-06-07 05:52:30,790 - INFO - Training: cls_zice: 115.55850010044527; reg_zipnll: -163.51103574234918; cnt_loss: 24.9335622503268; +2025-06-07 05:52:30,791 - INFO - Evaluation: +Curr mae: 90.8467; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 158.6347; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1363; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:52:30,791 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 +2025-06-07 05:53:49,272 - INFO - Training: cls_zice: 114.8320916662153; reg_zipnll: -161.17386073939846; cnt_loss: 26.858491202853372; +2025-06-07 05:53:49,274 - INFO - Evaluation: +Curr mae: 110.1600; Best mae: 82.5944; 82.9192; 83.2737; 83.3931; 83.4625; +Curr rmse: 193.9770; Best rmse: 142.5075; 146.8755; 147.7703; 148.0056; 148.4362; +Curr nae: 0.1584; Best nae: 0.1121; 0.1145; 0.1146; 0.1149; 0.1154; + + + +2025-06-07 05:53:49,274 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 +2025-06-07 05:55:07,706 - INFO - Training: cls_zice: 115.59864231134883; reg_zipnll: -170.22456996488256; cnt_loss: 26.04595320745809; +2025-06-07 05:55:14,546 - INFO - Evaluation: +Curr mae: 79.4922; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 139.8409; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1146; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 05:55:14,546 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 +2025-06-07 05:56:32,865 - INFO - Training: cls_zice: 112.43587770525194; reg_zipnll: -147.02898958345122; cnt_loss: 26.094077985018295; +2025-06-07 05:56:32,866 - INFO - Evaluation: +Curr mae: 97.9261; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 176.2507; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1600; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 05:56:32,866 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 +2025-06-07 05:57:51,666 - INFO - Training: cls_zice: 118.84371022357057; reg_zipnll: -162.86380533508907; cnt_loss: 31.086553027298276; +2025-06-07 05:57:51,667 - INFO - Evaluation: +Curr mae: 107.5883; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 210.3221; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1522; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 05:57:51,668 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 +2025-06-07 05:59:10,130 - INFO - Training: cls_zice: 114.70482512973003; reg_zipnll: -133.13480909612795; cnt_loss: 24.603088227328875; +2025-06-07 05:59:10,132 - INFO - Evaluation: +Curr mae: 109.0903; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 264.4306; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1514; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 05:59:10,132 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 +2025-06-07 06:00:28,636 - INFO - Training: cls_zice: 118.7399641251722; reg_zipnll: -164.03961479742796; cnt_loss: 28.61599226818969; +2025-06-07 06:00:28,637 - INFO - Evaluation: +Curr mae: 95.8068; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 161.3744; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1614; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:00:28,637 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 +2025-06-07 06:01:47,090 - INFO - Training: cls_zice: 113.58076343157434; reg_zipnll: -121.84062927448197; cnt_loss: 26.184478437663703; +2025-06-07 06:01:47,092 - INFO - Evaluation: +Curr mae: 104.9264; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 180.5447; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1994; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:01:50,407 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 +2025-06-07 06:03:08,614 - INFO - Training: cls_zice: 116.71899862478901; reg_zipnll: -166.701077385454; cnt_loss: 26.551295413086745; +2025-06-07 06:03:08,615 - INFO - Evaluation: +Curr mae: 94.9879; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 157.4489; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1518; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:03:08,615 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 +2025-06-07 06:04:26,926 - INFO - Training: cls_zice: 115.89934645899085; reg_zipnll: -176.56704351286226; cnt_loss: 26.02371011506643; +2025-06-07 06:04:26,927 - INFO - Evaluation: +Curr mae: 85.6247; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 153.2125; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1349; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:04:26,928 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 +2025-06-07 06:05:45,031 - INFO - Training: cls_zice: 113.8950619602835; reg_zipnll: -148.77412835177995; cnt_loss: 24.582825180710547; +2025-06-07 06:05:45,033 - INFO - Evaluation: +Curr mae: 90.2100; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 157.3995; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1372; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:05:45,033 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 +2025-06-07 06:07:03,174 - INFO - Training: cls_zice: 113.63760120821316; reg_zipnll: -148.75183275993297; cnt_loss: 24.868409120483904; +2025-06-07 06:07:03,175 - INFO - Evaluation: +Curr mae: 90.3182; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 160.7678; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1281; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:07:03,175 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 +2025-06-07 06:08:21,238 - INFO - Training: cls_zice: 111.67597658271032; reg_zipnll: -137.22470633399408; cnt_loss: 25.64459721457879; +2025-06-07 06:08:21,239 - INFO - Evaluation: +Curr mae: 102.2105; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 182.0847; Best rmse: 139.8409; 142.5075; 146.8755; 147.7703; 148.0056; +Curr nae: 0.1420; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:08:21,239 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 +2025-06-07 06:09:39,681 - INFO - Training: cls_zice: 112.62538004237295; reg_zipnll: -147.7619829619957; cnt_loss: 23.56419320453871; +2025-06-07 06:09:40,795 - INFO - Evaluation: +Curr mae: 85.8820; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 144.2842; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1277; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:09:40,795 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 +2025-06-07 06:10:59,093 - INFO - Training: cls_zice: 114.63127870117592; reg_zipnll: -168.72020766908759; cnt_loss: 25.438601080155532; +2025-06-07 06:10:59,094 - INFO - Evaluation: +Curr mae: 92.0390; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 156.5042; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1349; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:10:59,094 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 +2025-06-07 06:12:17,739 - INFO - Training: cls_zice: 114.15326856777368; reg_zipnll: -179.5609152964409; cnt_loss: 24.31534249261515; +2025-06-07 06:12:17,741 - INFO - Evaluation: +Curr mae: 100.2915; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 175.0728; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1335; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:12:17,741 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 +2025-06-07 06:13:36,203 - INFO - Training: cls_zice: 115.64828656682904; reg_zipnll: -211.80928805648097; cnt_loss: 26.283021945827056; +2025-06-07 06:13:36,204 - INFO - Evaluation: +Curr mae: 103.4922; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 181.8160; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1414; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:13:36,204 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 +2025-06-07 06:15:01,682 - INFO - Training: cls_zice: 111.16014421223015; reg_zipnll: -153.43500686165513; cnt_loss: 25.03737370699447; +2025-06-07 06:15:01,684 - INFO - Evaluation: +Curr mae: 96.5980; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 162.1724; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1606; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:15:01,684 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 +2025-06-07 06:16:20,044 - INFO - Training: cls_zice: 113.22829125259096; reg_zipnll: -188.12979519446165; cnt_loss: 23.46691925162511; +2025-06-07 06:16:20,045 - INFO - Evaluation: +Curr mae: 112.9808; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 175.7861; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.2213; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:16:20,046 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 +2025-06-07 06:17:38,260 - INFO - Training: cls_zice: 114.16980020889383; reg_zipnll: -185.4148526475919; cnt_loss: 27.181820992602418; +2025-06-07 06:17:38,261 - INFO - Evaluation: +Curr mae: 85.4162; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 150.1402; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1156; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:17:38,261 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 +2025-06-07 06:18:56,751 - INFO - Training: cls_zice: 113.54177844445437; reg_zipnll: -159.7166632532284; cnt_loss: 24.417432822928525; +2025-06-07 06:18:56,752 - INFO - Evaluation: +Curr mae: 85.2866; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 147.9446; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1234; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:18:56,752 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 +2025-06-07 06:20:15,356 - INFO - Training: cls_zice: 113.65166060340326; reg_zipnll: -148.5968165239751; cnt_loss: 25.142310960403343; +2025-06-07 06:20:15,357 - INFO - Evaluation: +Curr mae: 91.8469; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 167.0240; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1335; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:20:15,357 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 +2025-06-07 06:21:33,557 - INFO - Training: cls_zice: 113.12469003689999; reg_zipnll: -179.45224472702733; cnt_loss: 26.356559478683977; +2025-06-07 06:21:33,558 - INFO - Evaluation: +Curr mae: 89.6841; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 155.2899; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1303; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:21:33,558 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 +2025-06-07 06:22:52,156 - INFO - Training: cls_zice: 111.29088997998774; reg_zipnll: -170.1173859337308; cnt_loss: 24.840182048595505; +2025-06-07 06:22:52,157 - INFO - Evaluation: +Curr mae: 97.3101; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 170.7060; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1362; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:22:52,157 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 +2025-06-07 06:24:10,745 - INFO - Training: cls_zice: 111.31563599693854; reg_zipnll: -134.88228742334226; cnt_loss: 23.99807813467569; +2025-06-07 06:24:10,746 - INFO - Evaluation: +Curr mae: 90.5482; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 160.3676; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1260; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:24:10,746 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 +2025-06-07 06:25:29,335 - INFO - Training: cls_zice: 113.37510120316057; reg_zipnll: -165.92321358611252; cnt_loss: 23.781474283988903; +2025-06-07 06:25:29,336 - INFO - Evaluation: +Curr mae: 88.0232; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 152.2191; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1374; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:25:29,336 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 +2025-06-07 06:26:47,278 - INFO - Training: cls_zice: 113.98178278689353; reg_zipnll: -162.64288820809875; cnt_loss: 26.076107423037094; +2025-06-07 06:26:47,280 - INFO - Evaluation: +Curr mae: 124.3641; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 231.6063; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1806; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:26:47,280 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 +2025-06-07 06:28:05,370 - INFO - Training: cls_zice: 115.87403188793864; reg_zipnll: -178.43161708629685; cnt_loss: 23.976244710139092; +2025-06-07 06:28:05,371 - INFO - Evaluation: +Curr mae: 97.3541; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 173.0638; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1457; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:28:05,371 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 +2025-06-07 06:29:23,754 - INFO - Training: cls_zice: 110.63752093536175; reg_zipnll: -166.01571227067353; cnt_loss: 22.76773806123544; +2025-06-07 06:29:23,755 - INFO - Evaluation: +Curr mae: 102.0259; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 177.7810; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1512; Best nae: 0.1121; 0.1145; 0.1146; 0.1146; 0.1149; + + + +2025-06-07 06:29:23,755 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 +2025-06-07 06:30:41,631 - INFO - Training: cls_zice: 110.80101652334858; reg_zipnll: -165.25120285488913; cnt_loss: 22.282191857596896; +2025-06-07 06:30:42,753 - INFO - Evaluation: +Curr mae: 86.0099; Best mae: 79.4922; 82.5944; 82.9192; 83.2737; 83.3931; +Curr rmse: 160.7117; Best rmse: 139.8409; 142.5075; 144.2842; 146.8755; 147.7703; +Curr nae: 0.1145; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:30:42,754 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 +2025-06-07 06:32:01,339 - INFO - Training: cls_zice: 109.77849250439776; reg_zipnll: -152.33644661050758; cnt_loss: 22.067169385240568; +2025-06-07 06:32:03,684 - INFO - Evaluation: +Curr mae: 83.1186; Best mae: 79.4922; 82.5944; 82.9192; 83.1186; 83.2737; +Curr rmse: 145.9936; Best rmse: 139.8409; 142.5075; 144.2842; 145.9936; 146.8755; +Curr nae: 0.1218; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:32:03,684 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 +2025-06-07 06:33:22,244 - INFO - Training: cls_zice: 111.87901917514422; reg_zipnll: -164.5525060300006; cnt_loss: 24.28176987565906; +2025-06-07 06:33:24,473 - INFO - Evaluation: +Curr mae: 80.8925; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 140.3088; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 145.9936; +Curr nae: 0.1256; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:33:24,473 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 +2025-06-07 06:34:42,640 - INFO - Training: cls_zice: 112.98230033520831; reg_zipnll: -147.36000321874556; cnt_loss: 23.795711823646595; +2025-06-07 06:34:42,641 - INFO - Evaluation: +Curr mae: 86.5282; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 149.0018; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 145.9936; +Curr nae: 0.1232; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:34:42,642 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 +2025-06-07 06:36:01,232 - INFO - Training: cls_zice: 109.06127000012934; reg_zipnll: -138.06217510652857; cnt_loss: 24.01966209601093; +2025-06-07 06:36:02,351 - INFO - Evaluation: +Curr mae: 83.9066; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 144.9245; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1294; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:36:02,351 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 +2025-06-07 06:37:20,660 - INFO - Training: cls_zice: 113.2318849626756; reg_zipnll: -174.43148955919884; cnt_loss: 22.989729004979925; +2025-06-07 06:37:20,661 - INFO - Evaluation: +Curr mae: 97.6820; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 172.3671; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1598; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:37:20,661 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 +2025-06-07 06:38:39,140 - INFO - Training: cls_zice: 115.19908345456155; reg_zipnll: -217.5809380487101; cnt_loss: 24.266623250696043; +2025-06-07 06:38:39,142 - INFO - Evaluation: +Curr mae: 91.8239; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 169.7326; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1262; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:38:39,142 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 +2025-06-07 06:39:57,609 - INFO - Training: cls_zice: 110.86168886020484; reg_zipnll: -159.6945445584935; cnt_loss: 24.64974280856303; +2025-06-07 06:39:57,610 - INFO - Evaluation: +Curr mae: 85.5224; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 152.0351; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1178; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:39:57,611 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 +2025-06-07 06:41:16,091 - INFO - Training: cls_zice: 110.39343516873997; reg_zipnll: -144.61528919548388; cnt_loss: 23.08071052633374; +2025-06-07 06:41:16,093 - INFO - Evaluation: +Curr mae: 94.8176; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 184.0484; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1428; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:41:16,093 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 +2025-06-07 06:42:34,885 - INFO - Training: cls_zice: 112.4298822769266; reg_zipnll: -151.62813724113616; cnt_loss: 21.796582335667896; +2025-06-07 06:42:34,886 - INFO - Evaluation: +Curr mae: 106.4947; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 178.0879; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.2035; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:42:34,886 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 +2025-06-07 06:43:52,831 - INFO - Training: cls_zice: 114.04051733964326; reg_zipnll: -153.56305398372623; cnt_loss: 23.242328833270548; +2025-06-07 06:43:52,832 - INFO - Evaluation: +Curr mae: 90.9474; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 169.0848; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1381; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:43:52,833 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 +2025-06-07 06:45:11,398 - INFO - Training: cls_zice: 110.887867933867; reg_zipnll: -131.5583054435174; cnt_loss: 22.532309702690075; +2025-06-07 06:45:11,414 - INFO - Evaluation: +Curr mae: 94.2438; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 173.2998; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1440; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:45:11,414 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 +2025-06-07 06:46:29,818 - INFO - Training: cls_zice: 109.32338968491712; reg_zipnll: -150.00340321521887; cnt_loss: 21.455302410567832; +2025-06-07 06:46:29,819 - INFO - Evaluation: +Curr mae: 95.8907; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 168.1140; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1389; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:46:29,820 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 +2025-06-07 06:47:47,855 - INFO - Training: cls_zice: 109.0847321440842; reg_zipnll: -140.86573427086634; cnt_loss: 20.587382231327084; +2025-06-07 06:47:47,856 - INFO - Evaluation: +Curr mae: 95.7507; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 183.7094; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1469; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:47:47,857 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 +2025-06-07 06:49:06,493 - INFO - Training: cls_zice: 110.78377224751655; reg_zipnll: -149.5259068596442; cnt_loss: 21.5916998433751; +2025-06-07 06:49:06,494 - INFO - Evaluation: +Curr mae: 89.7817; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 166.3865; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1323; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:49:06,494 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 +2025-06-07 06:50:24,722 - INFO - Training: cls_zice: 108.39882421177744; reg_zipnll: -155.58707264401266; cnt_loss: 19.942154429606255; +2025-06-07 06:50:24,724 - INFO - Evaluation: +Curr mae: 87.5876; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 155.0001; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1305; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:50:24,724 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 +2025-06-07 06:51:43,403 - INFO - Training: cls_zice: 111.86956137852953; reg_zipnll: -161.93142449461072; cnt_loss: 20.408580233719174; +2025-06-07 06:51:43,404 - INFO - Evaluation: +Curr mae: 90.3209; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 160.1692; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1230; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:51:43,404 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 +2025-06-07 06:53:01,692 - INFO - Training: cls_zice: 107.56416790690643; reg_zipnll: -185.1095333857252; cnt_loss: 24.21289134499253; +2025-06-07 06:53:01,694 - INFO - Evaluation: +Curr mae: 87.4604; Best mae: 79.4922; 80.8925; 82.5944; 82.9192; 83.1186; +Curr rmse: 166.9895; Best rmse: 139.8409; 140.3088; 142.5075; 144.2842; 144.9245; +Curr nae: 0.1182; Best nae: 0.1121; 0.1145; 0.1145; 0.1146; 0.1146; + + + +2025-06-07 06:53:01,694 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 +2025-06-07 06:54:19,782 - INFO - Training: cls_zice: 109.06391469690183; reg_zipnll: -161.60369912835935; cnt_loss: 22.733949774937916; +2025-06-07 06:54:23,363 - INFO - Evaluation: +Curr mae: 78.7006; Best mae: 78.7006; 79.4922; 80.8925; 82.5944; 82.9192; +Curr rmse: 131.3253; Best rmse: 131.3253; 139.8409; 140.3088; 142.5075; 144.2842; +Curr nae: 0.1134; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 06:54:23,363 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 +2025-06-07 06:55:41,426 - INFO - Training: cls_zice: 108.83317300657563; reg_zipnll: -131.41208499630557; cnt_loss: 21.797229656320535; +2025-06-07 06:55:41,427 - INFO - Evaluation: +Curr mae: 98.5660; Best mae: 78.7006; 79.4922; 80.8925; 82.5944; 82.9192; +Curr rmse: 200.0438; Best rmse: 131.3253; 139.8409; 140.3088; 142.5075; 144.2842; +Curr nae: 0.1409; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 06:55:41,427 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 +2025-06-07 06:56:59,735 - INFO - Training: cls_zice: 110.94770194047334; reg_zipnll: -184.94445248786977; cnt_loss: 25.136679920929158; +2025-06-07 06:56:59,737 - INFO - Evaluation: +Curr mae: 102.4248; Best mae: 78.7006; 79.4922; 80.8925; 82.5944; 82.9192; +Curr rmse: 185.5652; Best rmse: 131.3253; 139.8409; 140.3088; 142.5075; 144.2842; +Curr nae: 0.1628; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 06:56:59,737 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 +2025-06-07 06:58:18,033 - INFO - Training: cls_zice: 109.79256451840432; reg_zipnll: -151.47028184726537; cnt_loss: 21.119177448828488; +2025-06-07 06:58:18,035 - INFO - Evaluation: +Curr mae: 92.9851; Best mae: 78.7006; 79.4922; 80.8925; 82.5944; 82.9192; +Curr rmse: 170.9525; Best rmse: 131.3253; 139.8409; 140.3088; 142.5075; 144.2842; +Curr nae: 0.1460; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 06:58:18,035 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 +2025-06-07 06:59:36,220 - INFO - Training: cls_zice: 108.53327394952838; reg_zipnll: -174.62818829113286; cnt_loss: 25.271457331070046; +2025-06-07 06:59:36,221 - INFO - Evaluation: +Curr mae: 99.7668; Best mae: 78.7006; 79.4922; 80.8925; 82.5944; 82.9192; +Curr rmse: 177.2112; Best rmse: 131.3253; 139.8409; 140.3088; 142.5075; 144.2842; +Curr nae: 0.1383; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 06:59:36,222 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 +2025-06-07 07:00:54,473 - INFO - Training: cls_zice: 110.44541237685854; reg_zipnll: -162.0409990083303; cnt_loss: 21.360244308875885; +2025-06-07 07:00:54,474 - INFO - Evaluation: +Curr mae: 100.3918; Best mae: 78.7006; 79.4922; 80.8925; 82.5944; 82.9192; +Curr rmse: 178.7207; Best rmse: 131.3253; 139.8409; 140.3088; 142.5075; 144.2842; +Curr nae: 0.1498; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:00:54,474 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 +2025-06-07 07:02:12,891 - INFO - Training: cls_zice: 108.74971215456527; reg_zipnll: -175.65562489490637; cnt_loss: 22.65646205043161; +2025-06-07 07:02:12,892 - INFO - Evaluation: +Curr mae: 92.0258; Best mae: 78.7006; 79.4922; 80.8925; 82.5944; 82.9192; +Curr rmse: 164.8303; Best rmse: 131.3253; 139.8409; 140.3088; 142.5075; 144.2842; +Curr nae: 0.1403; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:02:12,893 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 +2025-06-07 07:03:31,587 - INFO - Training: cls_zice: 106.14539450841234; reg_zipnll: -153.05285175904532; cnt_loss: 20.94402753438381; +2025-06-07 07:03:32,714 - INFO - Evaluation: +Curr mae: 83.3819; Best mae: 78.7006; 79.4922; 80.8925; 82.5944; 82.9192; +Curr rmse: 137.5489; Best rmse: 131.3253; 137.5489; 139.8409; 140.3088; 142.5075; +Curr nae: 0.1304; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:03:32,714 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 +2025-06-07 07:04:52,027 - INFO - Training: cls_zice: 106.61513130238514; reg_zipnll: -146.01408575702186; cnt_loss: 19.37283097513464; +2025-06-07 07:04:52,028 - INFO - Evaluation: +Curr mae: 95.7638; Best mae: 78.7006; 79.4922; 80.8925; 82.5944; 82.9192; +Curr rmse: 166.5163; Best rmse: 131.3253; 137.5489; 139.8409; 140.3088; 142.5075; +Curr nae: 0.1454; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:04:52,028 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 +2025-06-07 07:06:11,230 - INFO - Training: cls_zice: 106.78514063753039; reg_zipnll: -156.51929511771297; cnt_loss: 20.578206337050887; +2025-06-07 07:06:13,765 - INFO - Evaluation: +Curr mae: 81.2138; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 82.5944; +Curr rmse: 136.1255; Best rmse: 131.3253; 136.1255; 137.5489; 139.8409; 140.3088; +Curr nae: 0.1233; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:06:13,765 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 +2025-06-07 07:07:32,189 - INFO - Training: cls_zice: 110.02346373551728; reg_zipnll: -185.27176052371397; cnt_loss: 20.668407645446575; +2025-06-07 07:07:32,190 - INFO - Evaluation: +Curr mae: 105.1786; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 82.5944; +Curr rmse: 188.8342; Best rmse: 131.3253; 136.1255; 137.5489; 139.8409; 140.3088; +Curr nae: 0.1610; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:07:34,838 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 +2025-06-07 07:08:53,311 - INFO - Training: cls_zice: 110.20169413484484; reg_zipnll: -157.39066105015232; cnt_loss: 23.929231064209084; +2025-06-07 07:08:55,542 - INFO - Evaluation: +Curr mae: 82.4696; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 82.4696; +Curr rmse: 139.6584; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1296; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:08:55,542 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 +2025-06-07 07:10:13,702 - INFO - Training: cls_zice: 110.64757746260688; reg_zipnll: -165.74907165173664; cnt_loss: 22.35391012090721; +2025-06-07 07:10:13,704 - INFO - Evaluation: +Curr mae: 92.6612; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 82.4696; +Curr rmse: 156.6802; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1375; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:10:13,704 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 +2025-06-07 07:11:32,089 - INFO - Training: cls_zice: 107.60427162978823; reg_zipnll: -129.24406848680104; cnt_loss: 19.69452577868834; +2025-06-07 07:11:32,090 - INFO - Evaluation: +Curr mae: 84.8710; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 82.4696; +Curr rmse: 144.8119; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1323; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:11:32,091 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 +2025-06-07 07:12:56,997 - INFO - Training: cls_zice: 105.43605053187996; reg_zipnll: -159.57085100704472; cnt_loss: 20.203372175330358; +2025-06-07 07:12:56,997 - INFO - Evaluation: +Curr mae: 93.3538; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 82.4696; +Curr rmse: 163.7074; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1455; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:12:56,998 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 +2025-06-07 07:14:21,854 - INFO - Training: cls_zice: 106.13006159801357; reg_zipnll: -165.58520335393237; cnt_loss: 20.487181440883916; +2025-06-07 07:14:22,977 - INFO - Evaluation: +Curr mae: 81.9301; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.9301; +Curr rmse: 143.3221; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1240; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:14:22,977 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 +2025-06-07 07:15:41,444 - INFO - Training: cls_zice: 108.76341788184564; reg_zipnll: -165.687516060886; cnt_loss: 22.05772138273479; +2025-06-07 07:15:41,444 - INFO - Evaluation: +Curr mae: 94.5326; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.9301; +Curr rmse: 173.5236; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1375; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:15:41,444 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 +2025-06-07 07:17:00,253 - INFO - Training: cls_zice: 108.22810439558219; reg_zipnll: -154.27562483730696; cnt_loss: 20.44744775784726; +2025-06-07 07:17:00,254 - INFO - Evaluation: +Curr mae: 97.4105; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.9301; +Curr rmse: 180.4946; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1422; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1146; + + + +2025-06-07 07:17:00,254 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 +2025-06-07 07:18:19,058 - INFO - Training: cls_zice: 107.34378140177948; reg_zipnll: -157.55341999104482; cnt_loss: 19.86494014910515; +2025-06-07 07:18:20,176 - INFO - Evaluation: +Curr mae: 85.1608; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.9301; +Curr rmse: 168.7128; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1145; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1145; + + + +2025-06-07 07:18:20,176 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 +2025-06-07 07:19:39,023 - INFO - Training: cls_zice: 107.43995517452821; reg_zipnll: -136.23776101750255; cnt_loss: 21.08651968974941; +2025-06-07 07:19:39,024 - INFO - Evaluation: +Curr mae: 114.5093; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.9301; +Curr rmse: 222.3666; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1739; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1145; + + + +2025-06-07 07:19:39,024 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 +2025-06-07 07:20:57,278 - INFO - Training: cls_zice: 107.1304285794694; reg_zipnll: -159.6072373295462; cnt_loss: 22.10574959129687; +2025-06-07 07:20:57,279 - INFO - Evaluation: +Curr mae: 87.3746; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.9301; +Curr rmse: 161.2901; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1173; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1145; + + + +2025-06-07 07:20:57,279 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 +2025-06-07 07:22:15,563 - INFO - Training: cls_zice: 106.89193390852569; reg_zipnll: -172.2015657235455; cnt_loss: 20.264847881746608; +2025-06-07 07:22:15,564 - INFO - Evaluation: +Curr mae: 87.0825; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.9301; +Curr rmse: 159.3634; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1266; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1145; + + + +2025-06-07 07:22:15,564 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 +2025-06-07 07:23:34,211 - INFO - Training: cls_zice: 109.05909120168117; reg_zipnll: -174.92834128449294; cnt_loss: 20.56558469904969; +2025-06-07 07:23:35,332 - INFO - Evaluation: +Curr mae: 81.8908; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.8908; +Curr rmse: 144.8150; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1174; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1145; + + + +2025-06-07 07:23:35,333 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 +2025-06-07 07:24:53,985 - INFO - Training: cls_zice: 106.08879405141666; reg_zipnll: -153.61404478313116; cnt_loss: 19.793827202146417; +2025-06-07 07:24:53,986 - INFO - Evaluation: +Curr mae: 89.3160; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.8908; +Curr rmse: 159.9253; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1238; Best nae: 0.1121; 0.1134; 0.1145; 0.1145; 0.1145; + + + +2025-06-07 07:24:53,986 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 +2025-06-07 07:26:14,342 - INFO - Training: cls_zice: 107.99493327361859; reg_zipnll: -164.13365680492478; cnt_loss: 20.63469424468792; +2025-06-07 07:26:15,410 - INFO - Evaluation: +Curr mae: 82.6803; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.8908; +Curr rmse: 147.5854; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1127; Best nae: 0.1121; 0.1127; 0.1134; 0.1145; 0.1145; + + + +2025-06-07 07:26:15,410 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 +2025-06-07 07:27:33,659 - INFO - Training: cls_zice: 104.49732172883898; reg_zipnll: -149.8701469850856; cnt_loss: 18.977685320456295; +2025-06-07 07:27:33,660 - INFO - Evaluation: +Curr mae: 105.3843; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.8908; +Curr rmse: 184.2999; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1522; Best nae: 0.1121; 0.1127; 0.1134; 0.1145; 0.1145; + + + +2025-06-07 07:27:33,660 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 +2025-06-07 07:28:51,919 - INFO - Training: cls_zice: 106.15958032544874; reg_zipnll: -141.4595339629824; cnt_loss: 20.25923799757926; +2025-06-07 07:28:53,035 - INFO - Evaluation: +Curr mae: 85.7853; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.8908; +Curr rmse: 156.4476; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1114; Best nae: 0.1114; 0.1121; 0.1127; 0.1134; 0.1145; + + + +2025-06-07 07:28:53,035 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 +2025-06-07 07:30:11,444 - INFO - Training: cls_zice: 106.59699613053277; reg_zipnll: -169.41467389365695; cnt_loss: 17.57683206709805; +2025-06-07 07:30:11,445 - INFO - Evaluation: +Curr mae: 87.1569; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.8908; +Curr rmse: 151.1618; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1325; Best nae: 0.1114; 0.1121; 0.1127; 0.1134; 0.1145; + + + +2025-06-07 07:30:11,445 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 +2025-06-07 07:31:30,389 - INFO - Training: cls_zice: 108.73885020830774; reg_zipnll: -187.54077248225937; cnt_loss: 19.12306507375856; +2025-06-07 07:31:31,503 - INFO - Evaluation: +Curr mae: 85.3058; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.8908; +Curr rmse: 155.9097; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1132; Best nae: 0.1114; 0.1121; 0.1127; 0.1132; 0.1134; + + + +2025-06-07 07:31:31,503 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 +2025-06-07 07:32:49,733 - INFO - Training: cls_zice: 105.81403110832568; reg_zipnll: -151.29368115734582; cnt_loss: 18.14014900283308; +2025-06-07 07:32:49,734 - INFO - Evaluation: +Curr mae: 87.7128; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.8908; +Curr rmse: 155.9754; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1271; Best nae: 0.1114; 0.1121; 0.1127; 0.1132; 0.1134; + + + +2025-06-07 07:32:49,734 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 +2025-06-07 07:34:08,240 - INFO - Training: cls_zice: 106.489606806774; reg_zipnll: -163.68697543491592; cnt_loss: 20.645706195704985; +2025-06-07 07:34:08,241 - INFO - Evaluation: +Curr mae: 99.3277; Best mae: 78.7006; 79.4922; 80.8925; 81.2138; 81.8908; +Curr rmse: 175.4426; Best rmse: 131.3253; 136.1255; 137.5489; 139.6584; 139.8409; +Curr nae: 0.1495; Best nae: 0.1114; 0.1121; 0.1127; 0.1132; 0.1134; + + + +2025-06-07 07:34:08,241 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 +2025-06-07 07:35:26,596 - INFO - Training: cls_zice: 107.92415282584184; reg_zipnll: -161.88656786735484; cnt_loss: 21.889456520017408; +2025-06-07 07:35:29,203 - INFO - Evaluation: +Curr mae: 80.6480; Best mae: 78.7006; 79.4922; 80.6480; 80.8925; 81.2138; +Curr rmse: 138.8989; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1155; Best nae: 0.1114; 0.1121; 0.1127; 0.1132; 0.1134; + + + +2025-06-07 07:35:29,203 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 +2025-06-07 07:36:47,941 - INFO - Training: cls_zice: 105.90883733736759; reg_zipnll: -178.577323484105; cnt_loss: 21.96886118516227; +2025-06-07 07:36:47,942 - INFO - Evaluation: +Curr mae: 86.0368; Best mae: 78.7006; 79.4922; 80.6480; 80.8925; 81.2138; +Curr rmse: 155.9995; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1179; Best nae: 0.1114; 0.1121; 0.1127; 0.1132; 0.1134; + + + +2025-06-07 07:36:47,942 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 +2025-06-07 07:38:06,467 - INFO - Training: cls_zice: 105.34877542154679; reg_zipnll: -156.81168903578197; cnt_loss: 20.001033542961473; +2025-06-07 07:38:06,468 - INFO - Evaluation: +Curr mae: 87.2959; Best mae: 78.7006; 79.4922; 80.6480; 80.8925; 81.2138; +Curr rmse: 160.4558; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1145; Best nae: 0.1114; 0.1121; 0.1127; 0.1132; 0.1134; + + + +2025-06-07 07:38:06,468 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 +2025-06-07 07:39:24,866 - INFO - Training: cls_zice: 103.31005313696451; reg_zipnll: -147.01239085671128; cnt_loss: 17.462300701646615; +2025-06-07 07:39:24,867 - INFO - Evaluation: +Curr mae: 83.4661; Best mae: 78.7006; 79.4922; 80.6480; 80.8925; 81.2138; +Curr rmse: 148.4126; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1194; Best nae: 0.1114; 0.1121; 0.1127; 0.1132; 0.1134; + + + +2025-06-07 07:39:24,868 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 +2025-06-07 07:40:43,389 - INFO - Training: cls_zice: 102.93382371814046; reg_zipnll: -158.3340437364894; cnt_loss: 17.99088205249104; +2025-06-07 07:40:43,391 - INFO - Evaluation: +Curr mae: 96.1455; Best mae: 78.7006; 79.4922; 80.6480; 80.8925; 81.2138; +Curr rmse: 163.7165; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1417; Best nae: 0.1114; 0.1121; 0.1127; 0.1132; 0.1134; + + + +2025-06-07 07:40:43,391 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 +2025-06-07 07:42:01,492 - INFO - Training: cls_zice: 107.61591197639112; reg_zipnll: -156.98778588250772; cnt_loss: 19.58123048725507; +2025-06-07 07:42:03,621 - INFO - Evaluation: +Curr mae: 80.8688; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 144.0365; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1126; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:42:03,621 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 +2025-06-07 07:43:21,994 - INFO - Training: cls_zice: 108.08813451299604; reg_zipnll: -172.10508414135865; cnt_loss: 17.889322040886277; +2025-06-07 07:43:23,118 - INFO - Evaluation: +Curr mae: 81.4675; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 145.9062; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1132; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:43:23,118 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 +2025-06-07 07:44:41,489 - INFO - Training: cls_zice: 103.70119459897477; reg_zipnll: -139.78872599191223; cnt_loss: 17.796660355384777; +2025-06-07 07:44:41,490 - INFO - Evaluation: +Curr mae: 82.2821; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 143.6372; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1194; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:44:41,490 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 +2025-06-07 07:46:00,080 - INFO - Training: cls_zice: 105.43760652731586; reg_zipnll: -143.2819366960336; cnt_loss: 17.506909515684015; +2025-06-07 07:46:00,081 - INFO - Evaluation: +Curr mae: 87.3807; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 156.3495; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1322; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:46:00,081 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 +2025-06-07 07:47:18,521 - INFO - Training: cls_zice: 105.47473235477675; reg_zipnll: -153.34419863745077; cnt_loss: 16.217700563519205; +2025-06-07 07:47:18,523 - INFO - Evaluation: +Curr mae: 87.3354; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 157.4674; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1265; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:47:18,523 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 +2025-06-07 07:48:36,891 - INFO - Training: cls_zice: 103.19001296340235; reg_zipnll: -164.40731056162852; cnt_loss: 18.003656409434136; +2025-06-07 07:48:36,892 - INFO - Evaluation: +Curr mae: 82.7131; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 148.5659; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1210; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:48:36,892 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 +2025-06-07 07:49:55,177 - INFO - Training: cls_zice: 103.67880822491172; reg_zipnll: -131.96147413443256; cnt_loss: 16.76806591046567; +2025-06-07 07:49:55,179 - INFO - Evaluation: +Curr mae: 86.4648; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 154.8717; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1307; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:49:55,179 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 +2025-06-07 07:51:13,908 - INFO - Training: cls_zice: 103.6428028574053; reg_zipnll: -139.6752062096501; cnt_loss: 17.85732911438342; +2025-06-07 07:51:13,909 - INFO - Evaluation: +Curr mae: 99.4253; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 177.4335; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1557; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:51:13,909 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 +2025-06-07 07:52:32,245 - INFO - Training: cls_zice: 99.36098971587933; reg_zipnll: -132.24655563468176; cnt_loss: 16.19006696442105; +2025-06-07 07:52:32,247 - INFO - Evaluation: +Curr mae: 89.0750; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 157.5616; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1339; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:52:32,247 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 +2025-06-07 07:53:50,586 - INFO - Training: cls_zice: 103.94276719377531; reg_zipnll: -153.92427153934707; cnt_loss: 17.437507408344192; +2025-06-07 07:53:50,588 - INFO - Evaluation: +Curr mae: 97.0310; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 180.3748; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1351; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:53:50,588 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 +2025-06-07 07:55:08,806 - INFO - Training: cls_zice: 103.65363162716493; reg_zipnll: -166.5936792512603; cnt_loss: 17.130280385743703; +2025-06-07 07:55:08,807 - INFO - Evaluation: +Curr mae: 85.7686; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 153.0608; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1251; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:55:08,807 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 +2025-06-07 07:56:27,531 - INFO - Training: cls_zice: 111.41327307240063; reg_zipnll: -152.9472281474941; cnt_loss: 22.26734819949068; +2025-06-07 07:56:27,532 - INFO - Evaluation: +Curr mae: 89.3768; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 170.4927; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1186; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:56:27,532 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 +2025-06-07 07:57:45,772 - INFO - Training: cls_zice: 102.75722446820593; reg_zipnll: -176.17514355766852; cnt_loss: 17.23005415430132; +2025-06-07 07:57:45,774 - INFO - Evaluation: +Curr mae: 84.1135; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 155.0286; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1163; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:57:45,774 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 +2025-06-07 07:59:04,215 - INFO - Training: cls_zice: 104.37364060357706; reg_zipnll: -175.64995542109406; cnt_loss: 17.52867261147657; +2025-06-07 07:59:04,216 - INFO - Evaluation: +Curr mae: 94.3407; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 164.2731; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1458; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 07:59:04,216 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 +2025-06-07 08:00:22,239 - INFO - Training: cls_zice: 103.98583576379232; reg_zipnll: -152.73734909335508; cnt_loss: 17.525073068820877; +2025-06-07 08:00:22,241 - INFO - Evaluation: +Curr mae: 90.0329; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 159.9242; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1372; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:00:22,241 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 +2025-06-07 08:01:40,740 - INFO - Training: cls_zice: 104.32256112509216; reg_zipnll: -173.08667771547834; cnt_loss: 18.741751129264074; +2025-06-07 08:01:40,742 - INFO - Evaluation: +Curr mae: 86.6831; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 159.6748; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1211; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:01:40,742 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 +2025-06-07 08:02:59,250 - INFO - Training: cls_zice: 104.04437348068944; reg_zipnll: -127.11239985282847; cnt_loss: 17.210725948510582; +2025-06-07 08:02:59,252 - INFO - Evaluation: +Curr mae: 94.4652; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 174.8691; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1334; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:02:59,252 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 +2025-06-07 08:04:18,161 - INFO - Training: cls_zice: 106.2884581104809; reg_zipnll: -181.61828223601083; cnt_loss: 18.609907867103225; +2025-06-07 08:04:18,163 - INFO - Evaluation: +Curr mae: 86.0257; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 159.9022; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1188; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:04:18,163 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 +2025-06-07 08:05:37,034 - INFO - Training: cls_zice: 103.50265367773196; reg_zipnll: -173.46690906752025; cnt_loss: 17.899138104836673; +2025-06-07 08:05:37,035 - INFO - Evaluation: +Curr mae: 91.6374; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 177.4524; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1301; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:05:37,035 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 +2025-06-07 08:06:55,784 - INFO - Training: cls_zice: 104.41637477495813; reg_zipnll: -151.13311778314855; cnt_loss: 17.343413621384578; +2025-06-07 08:06:55,785 - INFO - Evaluation: +Curr mae: 94.4982; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 183.4999; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1311; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:06:55,786 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 +2025-06-07 08:08:14,265 - INFO - Training: cls_zice: 103.81408897298851; reg_zipnll: -178.98926038299965; cnt_loss: 18.40998061445375; +2025-06-07 08:08:14,266 - INFO - Evaluation: +Curr mae: 91.2269; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 158.0788; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1433; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:08:14,267 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 +2025-06-07 08:09:33,108 - INFO - Training: cls_zice: 103.74393811762728; reg_zipnll: -157.5354430849189; cnt_loss: 16.82103164227593; +2025-06-07 08:09:33,110 - INFO - Evaluation: +Curr mae: 85.0130; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 147.9652; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1231; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:09:33,110 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 +2025-06-07 08:10:58,584 - INFO - Training: cls_zice: 104.63957473615937; reg_zipnll: -179.15648658701915; cnt_loss: 17.79538901436408; +2025-06-07 08:10:58,585 - INFO - Evaluation: +Curr mae: 87.9772; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 159.7363; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1287; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:10:58,585 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 +2025-06-07 08:12:16,963 - INFO - Training: cls_zice: 107.32702444720742; reg_zipnll: -186.24672122980584; cnt_loss: 18.55693019304844; +2025-06-07 08:12:16,964 - INFO - Evaluation: +Curr mae: 94.0018; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 164.4688; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1418; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:12:16,964 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 +2025-06-07 08:13:35,358 - INFO - Training: cls_zice: 104.4648569372316; reg_zipnll: -160.52520504376747; cnt_loss: 16.330327855040697; +2025-06-07 08:13:35,359 - INFO - Evaluation: +Curr mae: 86.4784; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 157.4616; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1178; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:13:39,590 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 +2025-06-07 08:14:57,813 - INFO - Training: cls_zice: 104.85672080437868; reg_zipnll: -163.14616578462108; cnt_loss: 15.626320933664083; +2025-06-07 08:14:57,814 - INFO - Evaluation: +Curr mae: 90.8058; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 173.3062; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1340; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:14:57,814 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 +2025-06-07 08:16:16,287 - INFO - Training: cls_zice: 105.54212387034435; reg_zipnll: -186.18214018613298; cnt_loss: 16.98804851557245; +2025-06-07 08:16:16,289 - INFO - Evaluation: +Curr mae: 81.5791; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 148.3513; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1141; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:16:16,289 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 +2025-06-07 08:17:34,937 - INFO - Training: cls_zice: 99.04249706647254; reg_zipnll: -149.79259478335348; cnt_loss: 16.124501187280313; +2025-06-07 08:17:34,939 - INFO - Evaluation: +Curr mae: 87.3411; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 161.1837; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1277; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:17:34,939 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 +2025-06-07 08:18:53,057 - INFO - Training: cls_zice: 97.10189360814378; reg_zipnll: -137.31460368554323; cnt_loss: 12.50395836103831; +2025-06-07 08:18:53,059 - INFO - Evaluation: +Curr mae: 87.8834; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 160.9290; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1296; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:18:53,059 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 +2025-06-07 08:20:11,737 - INFO - Training: cls_zice: 101.44699392255568; reg_zipnll: -168.76421324622552; cnt_loss: 15.393880097281853; +2025-06-07 08:20:11,739 - INFO - Evaluation: +Curr mae: 84.1940; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 160.5299; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1134; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1132; + + + +2025-06-07 08:20:11,739 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 +2025-06-07 08:21:29,936 - INFO - Training: cls_zice: 98.35434170906117; reg_zipnll: -149.4921542382398; cnt_loss: 15.819011320341502; +2025-06-07 08:21:31,072 - INFO - Evaluation: +Curr mae: 85.4236; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 164.2590; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1131; Best nae: 0.1114; 0.1121; 0.1126; 0.1127; 0.1131; + + + +2025-06-07 08:21:31,073 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 +2025-06-07 08:22:49,607 - INFO - Training: cls_zice: 101.73115046924313; reg_zipnll: -188.74232047125204; cnt_loss: 15.900280087199432; +2025-06-07 08:22:50,731 - INFO - Evaluation: +Curr mae: 83.6439; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 153.8066; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1110; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1127; + + + +2025-06-07 08:22:50,731 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 +2025-06-07 08:24:09,469 - INFO - Training: cls_zice: 101.8448970996781; reg_zipnll: -154.2920534752852; cnt_loss: 15.213012829521634; +2025-06-07 08:24:10,474 - INFO - Evaluation: +Curr mae: 85.1581; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 160.4309; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1126; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1126; + + + +2025-06-07 08:24:10,474 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 +2025-06-07 08:25:28,628 - INFO - Training: cls_zice: 105.48591285351885; reg_zipnll: -162.08782473936776; cnt_loss: 17.694783476014802; +2025-06-07 08:25:28,629 - INFO - Evaluation: +Curr mae: 83.2861; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 140.1606; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1245; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1126; + + + +2025-06-07 08:25:28,629 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 +2025-06-07 08:26:47,143 - INFO - Training: cls_zice: 104.19615178392424; reg_zipnll: -144.1255084789352; cnt_loss: 18.80845447091867; +2025-06-07 08:26:47,144 - INFO - Evaluation: +Curr mae: 83.1767; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 142.8693; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1246; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1126; + + + +2025-06-07 08:26:47,144 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 +2025-06-07 08:28:05,535 - INFO - Training: cls_zice: 101.90462188215446; reg_zipnll: -163.40887841483615; cnt_loss: 14.18319827831344; +2025-06-07 08:28:05,536 - INFO - Evaluation: +Curr mae: 88.2569; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 159.3719; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1238; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1126; + + + +2025-06-07 08:28:05,536 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 +2025-06-07 08:29:23,514 - INFO - Training: cls_zice: 101.81046021063597; reg_zipnll: -167.9526831835311; cnt_loss: 13.328122036346537; +2025-06-07 08:29:23,515 - INFO - Evaluation: +Curr mae: 86.4969; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 164.1012; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1222; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1126; + + + +2025-06-07 08:29:23,515 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 +2025-06-07 08:30:41,893 - INFO - Training: cls_zice: 101.27583871298279; reg_zipnll: -181.83973194905465; cnt_loss: 14.304966115004179; +2025-06-07 08:30:41,894 - INFO - Evaluation: +Curr mae: 85.6048; Best mae: 78.7006; 79.4922; 80.6480; 80.8688; 80.8925; +Curr rmse: 156.7467; Best rmse: 131.3253; 136.1255; 137.5489; 138.8989; 139.6584; +Curr nae: 0.1210; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1126; + + + +2025-06-07 08:30:41,894 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 +2025-06-07 08:32:00,509 - INFO - Training: cls_zice: 103.2956494716619; reg_zipnll: -174.9142235951708; cnt_loss: 15.059981903493009; +2025-06-07 08:32:02,634 - INFO - Evaluation: +Curr mae: 78.0804; Best mae: 78.0804; 78.7006; 79.4922; 80.6480; 80.8688; +Curr rmse: 134.3570; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1160; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1126; + + + +2025-06-07 08:32:02,634 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 +2025-06-07 08:33:24,610 - INFO - Training: cls_zice: 99.14021840632357; reg_zipnll: -158.92498581614714; cnt_loss: 13.925453874449067; +2025-06-07 08:33:24,611 - INFO - Evaluation: +Curr mae: 89.5952; Best mae: 78.0804; 78.7006; 79.4922; 80.6480; 80.8688; +Curr rmse: 152.2073; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1529; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1126; + + + +2025-06-07 08:33:24,611 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 +2025-06-07 08:34:53,282 - INFO - Training: cls_zice: 100.74212959744283; reg_zipnll: -195.19436192354618; cnt_loss: 15.361173149765722; +2025-06-07 08:34:53,284 - INFO - Evaluation: +Curr mae: 83.9047; Best mae: 78.0804; 78.7006; 79.4922; 80.6480; 80.8688; +Curr rmse: 145.5990; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1190; Best nae: 0.1110; 0.1114; 0.1121; 0.1126; 0.1126; + + + +2025-06-07 08:34:53,284 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 +2025-06-07 08:36:11,906 - INFO - Training: cls_zice: 101.11709265045772; reg_zipnll: -168.09884390294158; cnt_loss: 14.07536225997849; +2025-06-07 08:36:13,033 - INFO - Evaluation: +Curr mae: 81.7279; Best mae: 78.0804; 78.7006; 79.4922; 80.6480; 80.8688; +Curr rmse: 144.1343; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1120; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:36:13,033 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 +2025-06-07 08:37:31,453 - INFO - Training: cls_zice: 100.80218358071434; reg_zipnll: -185.06037332522158; cnt_loss: 12.806302530086594; +2025-06-07 08:37:31,454 - INFO - Evaluation: +Curr mae: 84.3050; Best mae: 78.0804; 78.7006; 79.4922; 80.6480; 80.8688; +Curr rmse: 151.4598; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1162; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:37:31,454 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 +2025-06-07 08:38:49,986 - INFO - Training: cls_zice: 99.07901806862938; reg_zipnll: -148.51440453687252; cnt_loss: 13.438882696707518; +2025-06-07 08:38:49,987 - INFO - Evaluation: +Curr mae: 82.8155; Best mae: 78.0804; 78.7006; 79.4922; 80.6480; 80.8688; +Curr rmse: 145.9287; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1188; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:38:49,987 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 +2025-06-07 08:40:08,135 - INFO - Training: cls_zice: 99.86753557217831; reg_zipnll: -150.104694025406; cnt_loss: 12.04838090700819; +2025-06-07 08:40:09,206 - INFO - Evaluation: +Curr mae: 80.5237; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 145.0070; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1128; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:40:09,206 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 +2025-06-07 08:41:27,468 - INFO - Training: cls_zice: 98.14688364717344; reg_zipnll: -141.80606040575645; cnt_loss: 13.897420998440673; +2025-06-07 08:41:27,469 - INFO - Evaluation: +Curr mae: 82.2612; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 145.7295; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1134; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:41:27,469 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 +2025-06-07 08:42:45,829 - INFO - Training: cls_zice: 99.92883314675842; reg_zipnll: -152.2668249496561; cnt_loss: 13.374294334689512; +2025-06-07 08:42:45,830 - INFO - Evaluation: +Curr mae: 91.2532; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 163.6244; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1288; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:42:45,830 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 +2025-06-07 08:44:04,403 - INFO - Training: cls_zice: 101.70703366260655; reg_zipnll: -162.57835133028345; cnt_loss: 14.29418890839381; +2025-06-07 08:44:04,404 - INFO - Evaluation: +Curr mae: 83.5162; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 150.8027; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1157; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:44:04,404 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 +2025-06-07 08:45:23,947 - INFO - Training: cls_zice: 97.64793848833501; reg_zipnll: -148.64280884155374; cnt_loss: 13.081082839839507; +2025-06-07 08:45:23,948 - INFO - Evaluation: +Curr mae: 85.3167; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 155.4071; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1206; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:45:23,948 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 +2025-06-07 08:46:42,061 - INFO - Training: cls_zice: 103.65767467574568; reg_zipnll: -178.9064487053069; cnt_loss: 14.081638533548015; +2025-06-07 08:46:42,062 - INFO - Evaluation: +Curr mae: 83.5777; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 151.6301; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1139; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:46:42,062 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 +2025-06-07 08:48:00,511 - INFO - Training: cls_zice: 100.30907523553103; reg_zipnll: -159.9398306789777; cnt_loss: 14.112956369160027; +2025-06-07 08:48:00,512 - INFO - Evaluation: +Curr mae: 87.9324; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 160.6990; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1200; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:48:00,512 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 +2025-06-07 08:49:19,189 - INFO - Training: cls_zice: 97.04456210610093; reg_zipnll: -165.68906700058488; cnt_loss: 13.162399794092241; +2025-06-07 08:49:19,190 - INFO - Evaluation: +Curr mae: 85.3651; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 157.6380; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1173; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:49:19,190 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 +2025-06-07 08:50:37,747 - INFO - Training: cls_zice: 99.58022974026913; reg_zipnll: -191.98176740179; cnt_loss: 14.923927363970423; +2025-06-07 08:50:37,748 - INFO - Evaluation: +Curr mae: 84.2202; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 146.2428; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1182; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:50:37,748 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 +2025-06-07 08:51:56,030 - INFO - Training: cls_zice: 99.7009826938048; reg_zipnll: -176.1814169725835; cnt_loss: 13.87655346125167; +2025-06-07 08:51:56,031 - INFO - Evaluation: +Curr mae: 82.6697; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 145.4800; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1163; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:51:56,031 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 +2025-06-07 08:53:14,221 - INFO - Training: cls_zice: 100.17638265849739; reg_zipnll: -153.5837004958399; cnt_loss: 14.048307505664447; +2025-06-07 08:53:14,223 - INFO - Evaluation: +Curr mae: 86.5312; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 154.1269; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1233; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:53:14,223 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 +2025-06-07 08:54:32,850 - INFO - Training: cls_zice: 99.23655046374593; reg_zipnll: -145.5866473747405; cnt_loss: 13.052102733132065; +2025-06-07 08:54:32,851 - INFO - Evaluation: +Curr mae: 88.1970; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 155.1584; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1267; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:54:32,852 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 +2025-06-07 08:55:51,432 - INFO - Training: cls_zice: 99.39095758602319; reg_zipnll: -166.99668654384993; cnt_loss: 12.590619685634083; +2025-06-07 08:55:51,433 - INFO - Evaluation: +Curr mae: 80.9100; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 143.7076; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1135; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:55:51,433 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 +2025-06-07 08:57:09,968 - INFO - Training: cls_zice: 98.17017167451365; reg_zipnll: -167.7060723336327; cnt_loss: 14.640558443322087; +2025-06-07 08:57:09,969 - INFO - Evaluation: +Curr mae: 83.1799; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 140.8506; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1269; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:57:09,969 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 +2025-06-07 08:58:28,161 - INFO - Training: cls_zice: 101.51708223961836; reg_zipnll: -190.8017534293876; cnt_loss: 13.228303242992881; +2025-06-07 08:58:28,162 - INFO - Evaluation: +Curr mae: 86.0231; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 149.7806; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1257; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:58:28,162 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 +2025-06-07 08:59:46,609 - INFO - Training: cls_zice: 97.75521283433928; reg_zipnll: -167.6390588899322; cnt_loss: 13.509427779557688; +2025-06-07 08:59:46,610 - INFO - Evaluation: +Curr mae: 84.0383; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 154.6973; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1165; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 08:59:46,610 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 +2025-06-07 09:01:04,975 - INFO - Training: cls_zice: 98.7931437208163; reg_zipnll: -171.61115202998482; cnt_loss: 12.803918805343425; +2025-06-07 09:01:04,976 - INFO - Evaluation: +Curr mae: 83.9613; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 154.4731; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1188; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 09:01:04,977 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 +2025-06-07 09:02:23,219 - INFO - Training: cls_zice: 100.29371558435706; reg_zipnll: -182.0402747905807; cnt_loss: 13.83587980744065; +2025-06-07 09:02:23,221 - INFO - Evaluation: +Curr mae: 83.9189; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 154.7998; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1165; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 09:02:23,221 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 +2025-06-07 09:03:41,903 - INFO - Training: cls_zice: 101.29212451454819; reg_zipnll: -206.20697454743038; cnt_loss: 14.543381623084972; +2025-06-07 09:03:41,904 - INFO - Evaluation: +Curr mae: 86.8958; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 154.4645; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1196; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 09:03:41,904 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 +2025-06-07 09:05:00,477 - INFO - Training: cls_zice: 101.41382448562723; reg_zipnll: -163.59364932104452; cnt_loss: 13.829594684752408; +2025-06-07 09:05:00,478 - INFO - Evaluation: +Curr mae: 84.6851; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 160.4142; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1154; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 09:05:00,478 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 +2025-06-07 09:06:19,051 - INFO - Training: cls_zice: 95.49767414623538; reg_zipnll: -174.8607570130304; cnt_loss: 12.48695055064776; +2025-06-07 09:06:19,052 - INFO - Evaluation: +Curr mae: 87.0004; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 171.2592; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1157; Best nae: 0.1110; 0.1114; 0.1120; 0.1121; 0.1126; + + + +2025-06-07 09:06:19,052 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 +2025-06-07 09:07:37,456 - INFO - Training: cls_zice: 99.82084308396901; reg_zipnll: -164.13622749088617; cnt_loss: 12.495357014485542; +2025-06-07 09:07:38,579 - INFO - Evaluation: +Curr mae: 82.4133; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 159.2205; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1117; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:07:38,579 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 +2025-06-07 09:08:57,727 - INFO - Training: cls_zice: 98.9701830946057; reg_zipnll: -173.00862628103093; cnt_loss: 13.353133124231503; +2025-06-07 09:08:57,728 - INFO - Evaluation: +Curr mae: 82.5964; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 152.9004; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1155; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:08:57,728 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 +2025-06-07 09:10:16,300 - INFO - Training: cls_zice: 96.1376298310741; reg_zipnll: -147.14977098300756; cnt_loss: 13.146778818787329; +2025-06-07 09:10:16,301 - INFO - Evaluation: +Curr mae: 90.8568; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 170.1408; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1368; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:10:16,301 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 +2025-06-07 09:11:34,890 - INFO - Training: cls_zice: 96.42365626783561; reg_zipnll: -174.79261503156448; cnt_loss: 13.539164235260312; +2025-06-07 09:11:34,891 - INFO - Evaluation: +Curr mae: 86.7026; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 165.2426; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1201; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:11:34,891 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 +2025-06-07 09:12:53,593 - INFO - Training: cls_zice: 96.32099209715989; reg_zipnll: -148.30730424969403; cnt_loss: 11.435985326766968; +2025-06-07 09:12:53,594 - INFO - Evaluation: +Curr mae: 82.9147; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 146.9554; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1217; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:12:53,594 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 +2025-06-07 09:14:12,275 - INFO - Training: cls_zice: 97.72797218221703; reg_zipnll: -184.5348159903722; cnt_loss: 13.519406947079084; +2025-06-07 09:14:12,276 - INFO - Evaluation: +Curr mae: 84.8777; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 150.3668; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1241; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:14:12,276 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 +2025-06-07 09:15:30,762 - INFO - Training: cls_zice: 101.06611230357593; reg_zipnll: -184.40360429271166; cnt_loss: 13.636922286835727; +2025-06-07 09:15:30,763 - INFO - Evaluation: +Curr mae: 83.8784; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 152.3471; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1177; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:15:30,763 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 +2025-06-07 09:16:49,008 - INFO - Training: cls_zice: 98.49473679144651; reg_zipnll: -153.93587928418293; cnt_loss: 12.23961698061583; +2025-06-07 09:16:49,009 - INFO - Evaluation: +Curr mae: 90.1559; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 168.0311; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1261; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:16:49,009 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 +2025-06-07 09:18:07,150 - INFO - Training: cls_zice: 99.62787823961271; reg_zipnll: -182.6649954713733; cnt_loss: 13.795611959419503; +2025-06-07 09:18:07,151 - INFO - Evaluation: +Curr mae: 87.1299; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 161.1025; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1191; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:18:07,152 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 +2025-06-07 09:19:25,809 - INFO - Training: cls_zice: 99.26453076293137; reg_zipnll: -159.87643827981506; cnt_loss: 12.140649948688532; +2025-06-07 09:19:25,811 - INFO - Evaluation: +Curr mae: 86.8626; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 163.3177; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1183; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:19:29,196 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 +2025-06-07 09:20:47,587 - INFO - Training: cls_zice: 100.59284419887113; reg_zipnll: -172.82757526675596; cnt_loss: 12.188897595500315; +2025-06-07 09:20:47,587 - INFO - Evaluation: +Curr mae: 83.9813; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 155.1300; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1178; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:20:47,588 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 +2025-06-07 09:22:05,722 - INFO - Training: cls_zice: 97.96631830733344; reg_zipnll: -141.46463535005682; cnt_loss: 11.337643230198235; +2025-06-07 09:22:05,724 - INFO - Evaluation: +Curr mae: 85.4387; Best mae: 78.0804; 78.7006; 79.4922; 80.5237; 80.6480; +Curr rmse: 155.7892; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1205; Best nae: 0.1110; 0.1114; 0.1117; 0.1120; 0.1121; + + + +2025-06-07 09:22:05,724 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 +2025-06-07 09:23:24,173 - INFO - Training: cls_zice: 98.48796391013443; reg_zipnll: -164.1723228700903; cnt_loss: 12.578937772094019; +2025-06-07 09:23:26,459 - INFO - Evaluation: +Curr mae: 79.9400; Best mae: 78.0804; 78.7006; 79.4922; 79.9400; 80.5237; +Curr rmse: 141.7348; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 138.8989; +Curr nae: 0.1110; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:23:26,459 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 +2025-06-07 09:24:44,873 - INFO - Training: cls_zice: 97.1476819499439; reg_zipnll: -178.16515296658145; cnt_loss: 11.177260141498994; +2025-06-07 09:24:46,965 - INFO - Evaluation: +Curr mae: 78.9672; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 137.9809; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1134; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:24:46,966 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 +2025-06-07 09:26:05,345 - INFO - Training: cls_zice: 98.09326877341366; reg_zipnll: -168.49934944253883; cnt_loss: 13.53869122069403; +2025-06-07 09:26:05,346 - INFO - Evaluation: +Curr mae: 83.8282; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.0197; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1189; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:26:05,346 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 +2025-06-07 09:27:23,384 - INFO - Training: cls_zice: 98.73997223456175; reg_zipnll: -168.98963935801524; cnt_loss: 12.41364292751085; +2025-06-07 09:27:23,385 - INFO - Evaluation: +Curr mae: 85.2447; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 159.0422; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1193; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:27:23,385 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 +2025-06-07 09:28:41,699 - INFO - Training: cls_zice: 95.10676606285651; reg_zipnll: -159.6023664158701; cnt_loss: 11.149655155788194; +2025-06-07 09:28:41,700 - INFO - Evaluation: +Curr mae: 84.9965; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 158.8509; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1162; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:28:41,700 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 +2025-06-07 09:30:00,220 - INFO - Training: cls_zice: 98.39589297060935; reg_zipnll: -183.7485169290707; cnt_loss: 12.36471037359427; +2025-06-07 09:30:00,221 - INFO - Evaluation: +Curr mae: 85.4272; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 161.0480; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1166; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:30:00,221 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 +2025-06-07 09:31:18,906 - INFO - Training: cls_zice: 97.90616133197254; reg_zipnll: -180.87287800201517; cnt_loss: 11.773357280832252; +2025-06-07 09:31:18,908 - INFO - Evaluation: +Curr mae: 90.5708; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 171.7188; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1253; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:31:18,908 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 +2025-06-07 09:32:37,316 - INFO - Training: cls_zice: 97.6085983554259; reg_zipnll: -172.9925139471395; cnt_loss: 11.694386644868661; +2025-06-07 09:32:37,317 - INFO - Evaluation: +Curr mae: 85.1562; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 159.8956; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1173; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:32:37,317 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 +2025-06-07 09:33:55,596 - INFO - Training: cls_zice: 95.97346689053718; reg_zipnll: -139.82304370324343; cnt_loss: 11.269333116266111; +2025-06-07 09:33:55,598 - INFO - Evaluation: +Curr mae: 88.8791; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 165.0495; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1233; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:33:55,598 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 +2025-06-07 09:35:13,671 - INFO - Training: cls_zice: 97.65133211312704; reg_zipnll: -177.0354916591518; cnt_loss: 11.526462517037297; +2025-06-07 09:35:13,672 - INFO - Evaluation: +Curr mae: 87.1694; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 165.4181; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1191; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:35:13,672 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 +2025-06-07 09:36:32,155 - INFO - Training: cls_zice: 99.73093831144422; reg_zipnll: -163.82598096329644; cnt_loss: 12.057306774404665; +2025-06-07 09:36:32,157 - INFO - Evaluation: +Curr mae: 83.9461; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 161.7265; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1136; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:36:32,157 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 +2025-06-07 09:37:50,594 - INFO - Training: cls_zice: 97.04604496229564; reg_zipnll: -153.82618378013964; cnt_loss: 10.970639078822357; +2025-06-07 09:37:50,596 - INFO - Evaluation: +Curr mae: 84.8789; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 159.6058; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1155; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:37:50,596 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 +2025-06-07 09:39:09,004 - INFO - Training: cls_zice: 95.04366954272946; reg_zipnll: -176.60014043264832; cnt_loss: 11.807142782684982; +2025-06-07 09:39:09,005 - INFO - Evaluation: +Curr mae: 86.0421; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 157.3681; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1176; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:39:09,005 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 +2025-06-07 09:40:27,692 - INFO - Training: cls_zice: 96.63928204972223; reg_zipnll: -163.06050935959973; cnt_loss: 11.442916671171883; +2025-06-07 09:40:27,693 - INFO - Evaluation: +Curr mae: 87.6743; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 163.1027; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1212; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:40:27,693 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 +2025-06-07 09:41:47,087 - INFO - Training: cls_zice: 94.8028037848062; reg_zipnll: -165.42040003530238; cnt_loss: 9.893907168053634; +2025-06-07 09:41:47,088 - INFO - Evaluation: +Curr mae: 83.3153; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.2793; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1144; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:41:47,089 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 +2025-06-07 09:43:05,572 - INFO - Training: cls_zice: 98.3931503169584; reg_zipnll: -165.88327105313738; cnt_loss: 11.060478721233393; +2025-06-07 09:43:05,574 - INFO - Evaluation: +Curr mae: 86.0718; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 158.7632; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1199; Best nae: 0.1110; 0.1110; 0.1114; 0.1117; 0.1120; + + + +2025-06-07 09:43:05,574 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 +2025-06-07 09:44:24,256 - INFO - Training: cls_zice: 95.63156942658077; reg_zipnll: -160.25403828020916; cnt_loss: 10.626195274441448; +2025-06-07 09:44:25,325 - INFO - Evaluation: +Curr mae: 83.1537; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.1177; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1115; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:44:25,325 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 +2025-06-07 09:45:43,573 - INFO - Training: cls_zice: 96.79291411898784; reg_zipnll: -178.2426044262008; cnt_loss: 10.020106779818503; +2025-06-07 09:45:43,574 - INFO - Evaluation: +Curr mae: 84.4263; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 157.0959; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1155; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:45:43,574 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 +2025-06-07 09:47:01,830 - INFO - Training: cls_zice: 94.9465714385178; reg_zipnll: -155.1641883723783; cnt_loss: 11.208065327429614; +2025-06-07 09:47:01,831 - INFO - Evaluation: +Curr mae: 84.5915; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 158.5879; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1156; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:47:01,831 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 +2025-06-07 09:48:20,019 - INFO - Training: cls_zice: 101.3566079929175; reg_zipnll: -143.84553982564157; cnt_loss: 13.350322974438699; +2025-06-07 09:48:20,020 - INFO - Evaluation: +Curr mae: 84.3109; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.6971; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1138; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:48:20,020 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 +2025-06-07 09:49:38,887 - INFO - Training: cls_zice: 97.41772231045148; reg_zipnll: -145.82658512544947; cnt_loss: 10.440822724474977; +2025-06-07 09:49:38,889 - INFO - Evaluation: +Curr mae: 83.0934; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.3980; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1133; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:49:38,889 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 +2025-06-07 09:50:57,579 - INFO - Training: cls_zice: 96.89538776321916; reg_zipnll: -164.08223234896627; cnt_loss: 10.283006611249304; +2025-06-07 09:50:57,580 - INFO - Evaluation: +Curr mae: 84.7111; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 159.3399; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1155; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:50:57,581 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 +2025-06-07 09:52:16,035 - INFO - Training: cls_zice: 97.90139870296251; reg_zipnll: -175.60487493931853; cnt_loss: 11.949780165754406; +2025-06-07 09:52:16,037 - INFO - Evaluation: +Curr mae: 80.9038; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 148.8164; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1139; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:52:16,037 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 +2025-06-07 09:53:34,382 - INFO - Training: cls_zice: 96.07147809211781; reg_zipnll: -169.29154416267446; cnt_loss: 10.148523188584688; +2025-06-07 09:53:34,383 - INFO - Evaluation: +Curr mae: 86.2791; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.1329; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1256; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:53:34,384 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 +2025-06-07 09:54:52,597 - INFO - Training: cls_zice: 95.68143519976282; reg_zipnll: -162.63809676517715; cnt_loss: 10.464699307814339; +2025-06-07 09:54:52,598 - INFO - Evaluation: +Curr mae: 86.1768; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 164.4726; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1169; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:54:52,598 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 +2025-06-07 09:56:10,806 - INFO - Training: cls_zice: 97.2787517901288; reg_zipnll: -193.2990778550407; cnt_loss: 11.063445912291671; +2025-06-07 09:56:10,807 - INFO - Evaluation: +Curr mae: 84.3068; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 162.2015; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1122; Best nae: 0.1110; 0.1110; 0.1114; 0.1115; 0.1117; + + + +2025-06-07 09:56:10,807 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 +2025-06-07 09:57:29,220 - INFO - Training: cls_zice: 95.38523696747836; reg_zipnll: -200.77713069536827; cnt_loss: 10.457957023026927; +2025-06-07 09:57:30,353 - INFO - Evaluation: +Curr mae: 81.4574; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.3925; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1106; Best nae: 0.1106; 0.1110; 0.1110; 0.1114; 0.1115; + + + +2025-06-07 09:57:30,354 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 +2025-06-07 09:58:48,602 - INFO - Training: cls_zice: 94.42038769279884; reg_zipnll: -147.58942628696263; cnt_loss: 10.023375261698337; +2025-06-07 09:58:49,785 - INFO - Evaluation: +Curr mae: 81.4180; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 151.0990; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1088; Best nae: 0.1088; 0.1106; 0.1110; 0.1110; 0.1114; + + + +2025-06-07 09:58:49,786 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 +2025-06-07 10:00:08,125 - INFO - Training: cls_zice: 93.86835448157709; reg_zipnll: -146.6084149468024; cnt_loss: 9.66703002026539; +2025-06-07 10:00:08,126 - INFO - Evaluation: +Curr mae: 84.9823; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 161.0668; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1136; Best nae: 0.1088; 0.1106; 0.1110; 0.1110; 0.1114; + + + +2025-06-07 10:00:08,126 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 +2025-06-07 10:01:26,467 - INFO - Training: cls_zice: 97.82350759948326; reg_zipnll: -168.80848395745485; cnt_loss: 10.063264267334086; +2025-06-07 10:01:26,468 - INFO - Evaluation: +Curr mae: 84.4209; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 160.8292; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1147; Best nae: 0.1088; 0.1106; 0.1110; 0.1110; 0.1114; + + + +2025-06-07 10:01:26,468 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 +2025-06-07 10:02:49,855 - INFO - Training: cls_zice: 95.05506958550964; reg_zipnll: -200.60634811982413; cnt_loss: 10.655088080475663; +2025-06-07 10:02:50,516 - INFO - Evaluation: +Curr mae: 85.5603; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 160.6712; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1183; Best nae: 0.1088; 0.1106; 0.1110; 0.1110; 0.1114; + + + +2025-06-07 10:02:50,516 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 +2025-06-07 10:04:10,230 - INFO - Training: cls_zice: 97.65162739532673; reg_zipnll: -194.31094966029488; cnt_loss: 9.50911619331663; +2025-06-07 10:04:10,231 - INFO - Evaluation: +Curr mae: 84.9945; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.6173; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1204; Best nae: 0.1088; 0.1106; 0.1110; 0.1110; 0.1114; + + + +2025-06-07 10:04:10,231 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 +2025-06-07 10:05:28,829 - INFO - Training: cls_zice: 96.55339060398127; reg_zipnll: -167.15527549011028; cnt_loss: 11.482013842917436; +2025-06-07 10:05:29,947 - INFO - Evaluation: +Curr mae: 81.6228; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 151.5104; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1099; Best nae: 0.1088; 0.1099; 0.1106; 0.1110; 0.1110; + + + +2025-06-07 10:05:29,947 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 +2025-06-07 10:06:49,949 - INFO - Training: cls_zice: 94.97230047263847; reg_zipnll: -159.6932874389042; cnt_loss: 9.700803668293732; +2025-06-07 10:06:49,949 - INFO - Evaluation: +Curr mae: 81.8505; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 149.9804; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1115; Best nae: 0.1088; 0.1099; 0.1106; 0.1110; 0.1110; + + + +2025-06-07 10:06:49,950 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 +2025-06-07 10:08:09,769 - INFO - Training: cls_zice: 94.22771213859912; reg_zipnll: -152.84500412593613; cnt_loss: 9.043295039246415; +2025-06-07 10:08:09,771 - INFO - Evaluation: +Curr mae: 84.9550; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.3541; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1151; Best nae: 0.1088; 0.1099; 0.1106; 0.1110; 0.1110; + + + +2025-06-07 10:08:09,771 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 +2025-06-07 10:09:28,114 - INFO - Training: cls_zice: 92.89237717129537; reg_zipnll: -126.66674108063148; cnt_loss: 9.712568903600932; +2025-06-07 10:09:28,115 - INFO - Evaluation: +Curr mae: 83.1672; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.3302; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1130; Best nae: 0.1088; 0.1099; 0.1106; 0.1110; 0.1110; + + + +2025-06-07 10:09:28,115 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 +2025-06-07 10:10:46,423 - INFO - Training: cls_zice: 94.69694541779575; reg_zipnll: -168.960021063192; cnt_loss: 9.576994343309213; +2025-06-07 10:10:46,424 - INFO - Evaluation: +Curr mae: 83.4719; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 157.0187; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1136; Best nae: 0.1088; 0.1099; 0.1106; 0.1110; 0.1110; + + + +2025-06-07 10:10:46,424 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 +2025-06-07 10:12:04,904 - INFO - Training: cls_zice: 94.60076829771333; reg_zipnll: -171.4597541101721; cnt_loss: 10.614919419320215; +2025-06-07 10:12:06,194 - INFO - Evaluation: +Curr mae: 82.5345; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.2258; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1107; Best nae: 0.1088; 0.1099; 0.1106; 0.1107; 0.1110; + + + +2025-06-07 10:12:06,194 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 +2025-06-07 10:13:24,690 - INFO - Training: cls_zice: 98.13736308015734; reg_zipnll: -165.63545077999697; cnt_loss: 10.851749868582417; +2025-06-07 10:13:24,691 - INFO - Evaluation: +Curr mae: 81.5603; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.0583; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1120; Best nae: 0.1088; 0.1099; 0.1106; 0.1107; 0.1110; + + + +2025-06-07 10:13:24,691 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 +2025-06-07 10:14:43,117 - INFO - Training: cls_zice: 93.94963604251281; reg_zipnll: -164.83568059213903; cnt_loss: 9.931527112493452; +2025-06-07 10:14:43,118 - INFO - Evaluation: +Curr mae: 82.9126; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 154.4011; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1158; Best nae: 0.1088; 0.1099; 0.1106; 0.1107; 0.1110; + + + +2025-06-07 10:14:43,118 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 +2025-06-07 10:16:01,465 - INFO - Training: cls_zice: 96.74196319074821; reg_zipnll: -163.8708163065626; cnt_loss: 9.934480922901077; +2025-06-07 10:16:01,466 - INFO - Evaluation: +Curr mae: 81.2872; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 151.8100; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1116; Best nae: 0.1088; 0.1099; 0.1106; 0.1107; 0.1110; + + + +2025-06-07 10:16:01,466 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 +2025-06-07 10:17:19,845 - INFO - Training: cls_zice: 95.05023022834828; reg_zipnll: -175.11526613046001; cnt_loss: 9.59786605992854; +2025-06-07 10:17:20,881 - INFO - Evaluation: +Curr mae: 80.7695; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 147.7368; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1100; Best nae: 0.1088; 0.1099; 0.1100; 0.1106; 0.1107; + + + +2025-06-07 10:17:20,881 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 +2025-06-07 10:18:39,177 - INFO - Training: cls_zice: 93.95651189538816; reg_zipnll: -172.81232953861058; cnt_loss: 9.345323132363376; +2025-06-07 10:18:40,629 - INFO - Evaluation: +Curr mae: 80.8942; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 149.7232; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1100; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:18:40,630 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 +2025-06-07 10:19:59,190 - INFO - Training: cls_zice: 96.8040437382578; reg_zipnll: -155.25376618618998; cnt_loss: 9.52793224126298; +2025-06-07 10:19:59,191 - INFO - Evaluation: +Curr mae: 84.4107; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 158.0038; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1134; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:19:59,191 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 +2025-06-07 10:21:17,234 - INFO - Training: cls_zice: 98.08539092461794; reg_zipnll: -172.08611907074783; cnt_loss: 9.560881622579714; +2025-06-07 10:21:17,235 - INFO - Evaluation: +Curr mae: 84.7536; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 157.4538; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1143; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:21:17,235 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 +2025-06-07 10:22:35,333 - INFO - Training: cls_zice: 94.43812048198372; reg_zipnll: -162.2126583453046; cnt_loss: 9.069680757080482; +2025-06-07 10:22:35,334 - INFO - Evaluation: +Curr mae: 83.3171; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 153.3619; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1138; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:22:35,335 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 +2025-06-07 10:23:53,633 - INFO - Training: cls_zice: 94.03188395973862; reg_zipnll: -155.43773157865007; cnt_loss: 8.049380264534856; +2025-06-07 10:23:53,634 - INFO - Evaluation: +Curr mae: 84.0908; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.4762; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1164; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:23:53,634 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 +2025-06-07 10:25:12,059 - INFO - Training: cls_zice: 92.15770837644868; reg_zipnll: -149.76585362289126; cnt_loss: 9.530501195137074; +2025-06-07 10:25:12,060 - INFO - Evaluation: +Curr mae: 82.6347; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 153.4076; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1130; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:25:15,258 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 +2025-06-07 10:26:33,427 - INFO - Training: cls_zice: 95.85265206343291; reg_zipnll: -182.01624379568543; cnt_loss: 9.05680116754494; +2025-06-07 10:26:33,428 - INFO - Evaluation: +Curr mae: 82.4868; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.8180; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1107; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:26:33,428 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 +2025-06-07 10:27:51,487 - INFO - Training: cls_zice: 96.37483744589699; reg_zipnll: -155.89625151425798; cnt_loss: 9.523695546270206; +2025-06-07 10:27:51,488 - INFO - Evaluation: +Curr mae: 82.4509; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.3919; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1126; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:27:51,489 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 +2025-06-07 10:29:09,509 - INFO - Training: cls_zice: 95.65845730288929; reg_zipnll: -172.19130479421048; cnt_loss: 9.648656848250635; +2025-06-07 10:29:09,511 - INFO - Evaluation: +Curr mae: 85.5836; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 159.5783; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1169; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:29:09,511 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 +2025-06-07 10:30:27,475 - INFO - Training: cls_zice: 93.49009001018196; reg_zipnll: -175.59207417317575; cnt_loss: 9.01412878999647; +2025-06-07 10:30:27,476 - INFO - Evaluation: +Curr mae: 83.7528; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 157.2908; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1149; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:30:27,476 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 +2025-06-07 10:31:45,473 - INFO - Training: cls_zice: 100.3169182657406; reg_zipnll: -222.7139571676191; cnt_loss: 12.104369010356878; +2025-06-07 10:31:45,474 - INFO - Evaluation: +Curr mae: 84.2448; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 151.5519; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1171; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:31:45,474 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 +2025-06-07 10:33:03,601 - INFO - Training: cls_zice: 95.29394959456084; reg_zipnll: -156.53155805575136; cnt_loss: 9.339779700664495; +2025-06-07 10:33:03,603 - INFO - Evaluation: +Curr mae: 80.0803; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 147.9459; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1114; Best nae: 0.1088; 0.1099; 0.1100; 0.1100; 0.1106; + + + +2025-06-07 10:33:03,603 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 +2025-06-07 10:34:21,888 - INFO - Training: cls_zice: 95.74179012728054; reg_zipnll: -172.0695661077436; cnt_loss: 9.064815696501574; +2025-06-07 10:34:23,007 - INFO - Evaluation: +Curr mae: 81.6120; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.3085; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1095; Best nae: 0.1088; 0.1095; 0.1099; 0.1100; 0.1100; + + + +2025-06-07 10:34:23,007 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 +2025-06-07 10:35:41,209 - INFO - Training: cls_zice: 93.56580751936957; reg_zipnll: -168.35302737532862; cnt_loss: 9.228773541797866; +2025-06-07 10:35:41,210 - INFO - Evaluation: +Curr mae: 82.6032; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 153.6943; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1138; Best nae: 0.1088; 0.1095; 0.1099; 0.1100; 0.1100; + + + +2025-06-07 10:35:41,210 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 +2025-06-07 10:36:59,476 - INFO - Training: cls_zice: 95.10746944503279; reg_zipnll: -153.49626527874676; cnt_loss: 9.551211655534656; +2025-06-07 10:36:59,477 - INFO - Evaluation: +Curr mae: 83.3789; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.6188; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1127; Best nae: 0.1088; 0.1095; 0.1099; 0.1100; 0.1100; + + + +2025-06-07 10:36:59,477 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 +2025-06-07 10:38:17,884 - INFO - Training: cls_zice: 94.01162105838195; reg_zipnll: -170.83318250542445; cnt_loss: 8.70044489806851; +2025-06-07 10:38:17,885 - INFO - Evaluation: +Curr mae: 82.7488; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.6160; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1133; Best nae: 0.1088; 0.1095; 0.1099; 0.1100; 0.1100; + + + +2025-06-07 10:38:17,885 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 +2025-06-07 10:39:36,354 - INFO - Training: cls_zice: 94.11145490684257; reg_zipnll: -149.4226939062409; cnt_loss: 8.678504615430011; +2025-06-07 10:39:36,355 - INFO - Evaluation: +Curr mae: 85.2461; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 159.5147; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1158; Best nae: 0.1088; 0.1095; 0.1099; 0.1100; 0.1100; + + + +2025-06-07 10:39:36,355 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 +2025-06-07 10:40:54,449 - INFO - Training: cls_zice: 94.14221145933037; reg_zipnll: -192.54602265515865; cnt_loss: 8.897574592110336; +2025-06-07 10:40:54,451 - INFO - Evaluation: +Curr mae: 81.5917; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.6188; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1123; Best nae: 0.1088; 0.1095; 0.1099; 0.1100; 0.1100; + + + +2025-06-07 10:40:54,451 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 +2025-06-07 10:42:12,622 - INFO - Training: cls_zice: 97.61115749940177; reg_zipnll: -188.29507231554447; cnt_loss: 9.597783623941687; +2025-06-07 10:42:13,739 - INFO - Evaluation: +Curr mae: 82.6102; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 153.2509; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1096; Best nae: 0.1088; 0.1095; 0.1096; 0.1099; 0.1100; + + + +2025-06-07 10:42:13,739 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 +2025-06-07 10:43:32,207 - INFO - Training: cls_zice: 92.73885746823241; reg_zipnll: -167.930932569188; cnt_loss: 8.718938364887869; +2025-06-07 10:43:33,328 - INFO - Evaluation: +Curr mae: 81.3490; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.2930; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1097; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:43:33,329 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 +2025-06-07 10:44:51,848 - INFO - Training: cls_zice: 94.72443239578348; reg_zipnll: -152.18606618540176; cnt_loss: 8.383057433248355; +2025-06-07 10:44:51,849 - INFO - Evaluation: +Curr mae: 82.3593; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.8882; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1107; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:44:51,849 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 +2025-06-07 10:46:09,843 - INFO - Training: cls_zice: 93.97320869268961; reg_zipnll: -196.263363970826; cnt_loss: 9.296572738925352; +2025-06-07 10:46:09,846 - INFO - Evaluation: +Curr mae: 83.7842; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 157.7876; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1141; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:46:09,846 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 +2025-06-07 10:47:28,176 - INFO - Training: cls_zice: 93.65092139844073; reg_zipnll: -177.35651472862193; cnt_loss: 9.07333961859444; +2025-06-07 10:47:28,177 - INFO - Evaluation: +Curr mae: 84.7478; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 157.3431; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1151; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:47:28,177 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 +2025-06-07 10:48:46,806 - INFO - Training: cls_zice: 94.7264566737295; reg_zipnll: -170.49748686923095; cnt_loss: 8.369633467781624; +2025-06-07 10:48:46,807 - INFO - Evaluation: +Curr mae: 82.2026; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 151.0458; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1114; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:48:46,807 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 +2025-06-07 10:50:04,940 - INFO - Training: cls_zice: 96.36472084348564; reg_zipnll: -169.74741333841487; cnt_loss: 8.810702724962045; +2025-06-07 10:50:04,941 - INFO - Evaluation: +Curr mae: 83.7334; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.1389; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1131; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:50:04,941 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 +2025-06-07 10:51:22,885 - INFO - Training: cls_zice: 94.72592101191843; reg_zipnll: -192.5152096843088; cnt_loss: 8.45332849104673; +2025-06-07 10:51:22,886 - INFO - Evaluation: +Curr mae: 83.8376; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.9171; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1140; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:51:22,886 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 +2025-06-07 10:52:41,206 - INFO - Training: cls_zice: 91.98929498685116; reg_zipnll: -190.78629731816173; cnt_loss: 8.954950013697543; +2025-06-07 10:52:42,313 - INFO - Evaluation: +Curr mae: 81.9434; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.4778; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1099; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:52:42,314 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 +2025-06-07 10:54:00,815 - INFO - Training: cls_zice: 99.78760440144318; reg_zipnll: -181.6733807033261; cnt_loss: 17.118307617326447; +2025-06-07 10:54:00,817 - INFO - Evaluation: +Curr mae: 81.6149; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 148.4328; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1099; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:54:00,817 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 +2025-06-07 10:55:18,891 - INFO - Training: cls_zice: 95.13145544039493; reg_zipnll: -178.67441717994134; cnt_loss: 8.906813915202159; +2025-06-07 10:55:18,892 - INFO - Evaluation: +Curr mae: 83.2906; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 154.9782; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1117; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:55:18,892 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 +2025-06-07 10:56:38,123 - INFO - Training: cls_zice: 98.17334070268846; reg_zipnll: -157.89310755319153; cnt_loss: 8.700854576186629; +2025-06-07 10:56:38,124 - INFO - Evaluation: +Curr mae: 82.5567; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.5379; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1141; Best nae: 0.1088; 0.1095; 0.1096; 0.1097; 0.1099; + + + +2025-06-07 10:56:38,124 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 +2025-06-07 10:57:56,393 - INFO - Training: cls_zice: 92.46517284816464; reg_zipnll: -163.3537828369646; cnt_loss: 8.588432566219607; +2025-06-07 10:57:57,512 - INFO - Evaluation: +Curr mae: 81.3272; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.7598; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1086; Best nae: 0.1086; 0.1088; 0.1095; 0.1096; 0.1097; + + + +2025-06-07 10:57:57,513 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 +2025-06-07 10:59:15,682 - INFO - Training: cls_zice: 94.77801166149165; reg_zipnll: -173.60012439070948; cnt_loss: 8.754841926871546; +2025-06-07 10:59:15,683 - INFO - Evaluation: +Curr mae: 81.8023; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.8425; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1103; Best nae: 0.1086; 0.1088; 0.1095; 0.1096; 0.1097; + + + +2025-06-07 10:59:15,684 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 +2025-06-07 11:00:33,794 - INFO - Training: cls_zice: 93.36956711320687; reg_zipnll: -206.71959042707027; cnt_loss: 9.012528501599041; +2025-06-07 11:00:33,795 - INFO - Evaluation: +Curr mae: 83.6281; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.8528; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1127; Best nae: 0.1086; 0.1088; 0.1095; 0.1096; 0.1097; + + + +2025-06-07 11:00:33,795 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 +2025-06-07 11:01:51,881 - INFO - Training: cls_zice: 96.00607908640477; reg_zipnll: -176.3360646039445; cnt_loss: 9.029775081091369; +2025-06-07 11:01:51,883 - INFO - Evaluation: +Curr mae: 82.0559; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.8802; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1108; Best nae: 0.1086; 0.1088; 0.1095; 0.1096; 0.1097; + + + +2025-06-07 11:01:51,883 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 +2025-06-07 11:03:10,013 - INFO - Training: cls_zice: 92.68905581543777; reg_zipnll: -191.3586891755363; cnt_loss: 8.622419745716828; +2025-06-07 11:03:10,015 - INFO - Evaluation: +Curr mae: 82.5960; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.8024; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1114; Best nae: 0.1086; 0.1088; 0.1095; 0.1096; 0.1097; + + + +2025-06-07 11:03:10,015 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 +2025-06-07 11:04:30,779 - INFO - Training: cls_zice: 106.48761607795362; reg_zipnll: -161.33777149781486; cnt_loss: 15.685578114149587; +2025-06-07 11:04:34,052 - INFO - Evaluation: +Curr mae: 80.6993; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 145.9051; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1095; Best nae: 0.1086; 0.1088; 0.1095; 0.1095; 0.1096; + + + +2025-06-07 11:04:34,052 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 +2025-06-07 11:05:53,433 - INFO - Training: cls_zice: 94.05243772544608; reg_zipnll: -193.44209991227711; cnt_loss: 8.51641651968293; +2025-06-07 11:05:53,434 - INFO - Evaluation: +Curr mae: 81.8786; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.0503; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1106; Best nae: 0.1086; 0.1088; 0.1095; 0.1095; 0.1096; + + + +2025-06-07 11:05:53,434 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 +2025-06-07 11:07:12,437 - INFO - Training: cls_zice: 92.15161269547923; reg_zipnll: -186.29690620599203; cnt_loss: 8.275521254697383; +2025-06-07 11:07:14,387 - INFO - Evaluation: +Curr mae: 81.1359; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 149.9795; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1094; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:07:14,388 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 +2025-06-07 11:08:32,633 - INFO - Training: cls_zice: 95.28933986133298; reg_zipnll: -190.58343983012318; cnt_loss: 8.421215935258676; +2025-06-07 11:08:32,634 - INFO - Evaluation: +Curr mae: 83.0852; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 154.4877; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1119; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:08:32,635 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 +2025-06-07 11:09:50,972 - INFO - Training: cls_zice: 94.51186902633566; reg_zipnll: -172.5483547172799; cnt_loss: 8.210231477061644; +2025-06-07 11:09:50,973 - INFO - Evaluation: +Curr mae: 81.2490; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 149.3017; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1118; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:09:50,973 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 +2025-06-07 11:11:09,976 - INFO - Training: cls_zice: 95.40542265279403; reg_zipnll: -191.03358995046048; cnt_loss: 9.063183468698666; +2025-06-07 11:11:09,977 - INFO - Evaluation: +Curr mae: 82.0920; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 151.9757; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1096; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:11:09,977 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 +2025-06-07 11:12:28,464 - INFO - Training: cls_zice: 93.49728888707445; reg_zipnll: -150.32081381690423; cnt_loss: 8.659524052348358; +2025-06-07 11:12:28,466 - INFO - Evaluation: +Curr mae: 83.3991; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.0189; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1138; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:12:28,466 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 +2025-06-07 11:13:46,801 - INFO - Training: cls_zice: 93.28284533923825; reg_zipnll: -165.36644177721035; cnt_loss: 8.092706542930856; +2025-06-07 11:13:46,802 - INFO - Evaluation: +Curr mae: 82.7938; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 154.3172; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1122; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:13:46,802 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 +2025-06-07 11:15:05,086 - INFO - Training: cls_zice: 105.63078156528094; reg_zipnll: -178.8287068581739; cnt_loss: 17.982146968115245; +2025-06-07 11:15:05,087 - INFO - Evaluation: +Curr mae: 81.5997; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 147.8133; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1102; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:15:05,087 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 +2025-06-07 11:16:23,413 - INFO - Training: cls_zice: 96.04411446021882; reg_zipnll: -151.8130149462365; cnt_loss: 8.772520432409072; +2025-06-07 11:16:23,414 - INFO - Evaluation: +Curr mae: 83.1169; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 154.4688; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1128; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:16:23,414 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 +2025-06-07 11:17:41,967 - INFO - Training: cls_zice: 96.49265041730261; reg_zipnll: -200.4465283621226; cnt_loss: 9.077203886398417; +2025-06-07 11:17:41,968 - INFO - Evaluation: +Curr mae: 81.1166; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 149.1773; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1105; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:17:41,968 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 +2025-06-07 11:19:00,466 - INFO - Training: cls_zice: 93.82272138027166; reg_zipnll: -171.77196136373558; cnt_loss: 8.267745580104803; +2025-06-07 11:19:00,467 - INFO - Evaluation: +Curr mae: 83.3781; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.5845; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1125; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:19:00,467 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 +2025-06-07 11:20:18,881 - INFO - Training: cls_zice: 92.21707834155355; reg_zipnll: -179.6556681512997; cnt_loss: 7.973925221045286; +2025-06-07 11:20:18,883 - INFO - Evaluation: +Curr mae: 83.7894; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.7094; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1142; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:20:18,883 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 +2025-06-07 11:21:37,881 - INFO - Training: cls_zice: 95.68715881196078; reg_zipnll: -154.3768653459107; cnt_loss: 8.034777901030534; +2025-06-07 11:21:37,882 - INFO - Evaluation: +Curr mae: 84.2864; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 159.1245; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1126; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:21:37,883 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 +2025-06-07 11:22:56,244 - INFO - Training: cls_zice: 91.9229723696677; reg_zipnll: -159.53492169664395; cnt_loss: 7.756260616100387; +2025-06-07 11:22:56,246 - INFO - Evaluation: +Curr mae: 81.9803; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.4406; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1099; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:22:56,246 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 +2025-06-07 11:24:14,296 - INFO - Training: cls_zice: 90.68756415512388; reg_zipnll: -157.49679667112844; cnt_loss: 7.991487897784505; +2025-06-07 11:24:14,297 - INFO - Evaluation: +Curr mae: 81.8896; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.7571; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1105; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:24:14,297 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 +2025-06-07 11:25:32,529 - INFO - Training: cls_zice: 93.08016092414098; reg_zipnll: -190.48864796619543; cnt_loss: 7.704029323249463; +2025-06-07 11:25:32,530 - INFO - Evaluation: +Curr mae: 82.5987; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 155.1154; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1112; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:25:32,530 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 +2025-06-07 11:26:50,960 - INFO - Training: cls_zice: 93.84554393717785; reg_zipnll: -153.4709407730608; cnt_loss: 7.8757367899875765; +2025-06-07 11:26:50,961 - INFO - Evaluation: +Curr mae: 82.6044; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.9642; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1114; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:26:50,961 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 +2025-06-07 11:28:09,236 - INFO - Training: cls_zice: 94.73650843891876; reg_zipnll: -195.19582396627263; cnt_loss: 8.010650909499617; +2025-06-07 11:28:09,237 - INFO - Evaluation: +Curr mae: 83.8203; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.8750; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1122; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:28:09,237 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 +2025-06-07 11:29:27,510 - INFO - Training: cls_zice: 95.99629544896005; reg_zipnll: -167.4767838345458; cnt_loss: 7.705618349921624; +2025-06-07 11:29:27,511 - INFO - Evaluation: +Curr mae: 82.2365; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 153.5438; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1100; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:29:27,511 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 +2025-06-07 11:30:47,113 - INFO - Training: cls_zice: 93.63492652438335; reg_zipnll: -164.38790543032007; cnt_loss: 7.721887452712911; +2025-06-07 11:30:47,114 - INFO - Evaluation: +Curr mae: 81.9052; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 153.2617; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1097; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:30:51,175 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 +2025-06-07 11:32:13,021 - INFO - Training: cls_zice: 95.50136897106044; reg_zipnll: -184.29047072328478; cnt_loss: 8.632678998227151; +2025-06-07 11:32:13,022 - INFO - Evaluation: +Curr mae: 82.1545; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.7199; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1111; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:32:13,022 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 +2025-06-07 11:33:31,262 - INFO - Training: cls_zice: 95.46678812140661; reg_zipnll: -195.3711952499996; cnt_loss: 8.366016992670021; +2025-06-07 11:33:31,264 - INFO - Evaluation: +Curr mae: 82.3397; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.0664; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1111; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:33:31,264 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 +2025-06-07 11:34:49,911 - INFO - Training: cls_zice: 89.93696250662899; reg_zipnll: -152.2651511186006; cnt_loss: 7.166496912375191; +2025-06-07 11:34:49,913 - INFO - Evaluation: +Curr mae: 82.3133; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 152.0767; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1103; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:34:49,913 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 +2025-06-07 11:36:08,318 - INFO - Training: cls_zice: 94.56148356001898; reg_zipnll: -185.44744108844276; cnt_loss: 7.65013939971166; +2025-06-07 11:36:08,320 - INFO - Evaluation: +Curr mae: 83.4758; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 154.8817; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1128; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:36:08,320 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 +2025-06-07 11:37:26,997 - INFO - Training: cls_zice: 95.62831820557449; reg_zipnll: -196.52530169960679; cnt_loss: 7.760290677184301; +2025-06-07 11:37:26,998 - INFO - Evaluation: +Curr mae: 86.1248; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 160.4143; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1157; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:37:26,998 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 +2025-06-07 11:38:45,693 - INFO - Training: cls_zice: 93.73432153108104; reg_zipnll: -179.31910617777842; cnt_loss: 7.903035705452723; +2025-06-07 11:38:45,694 - INFO - Evaluation: +Curr mae: 82.0657; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 151.6537; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1101; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:38:45,694 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 +2025-06-07 11:40:04,726 - INFO - Training: cls_zice: 93.34738603806653; reg_zipnll: -187.1172335984691; cnt_loss: 8.109918261205912; +2025-06-07 11:40:04,728 - INFO - Evaluation: +Curr mae: 82.4221; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 151.8092; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1103; Best nae: 0.1086; 0.1088; 0.1094; 0.1095; 0.1095; + + + +2025-06-07 11:40:04,728 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 +2025-06-07 11:41:22,982 - INFO - Training: cls_zice: 93.77667708744276; reg_zipnll: -161.62623896188293; cnt_loss: 7.671924355803736; +2025-06-07 11:41:24,079 - INFO - Evaluation: +Curr mae: 81.0320; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.3352; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1085; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:41:24,079 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 +2025-06-07 11:42:42,557 - INFO - Training: cls_zice: 91.69769303530258; reg_zipnll: -164.6711613800352; cnt_loss: 7.720698050315806; +2025-06-07 11:42:42,558 - INFO - Evaluation: +Curr mae: 81.3708; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 149.3643; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1103; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:42:42,558 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 +2025-06-07 11:44:01,146 - INFO - Training: cls_zice: 96.45871572936608; reg_zipnll: -182.26632220539827; cnt_loss: 8.246694016140818; +2025-06-07 11:44:01,147 - INFO - Evaluation: +Curr mae: 83.8705; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.7381; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1132; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:44:01,147 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 +2025-06-07 11:45:19,943 - INFO - Training: cls_zice: 99.82649588427007; reg_zipnll: -173.9003654189457; cnt_loss: 16.245113134384155; +2025-06-07 11:45:19,944 - INFO - Evaluation: +Curr mae: 89.7952; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 158.6618; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1205; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:45:19,945 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 +2025-06-07 11:46:38,708 - INFO - Training: cls_zice: 107.99870832708498; reg_zipnll: -209.69001045605995; cnt_loss: 28.016341976772082; +2025-06-07 11:46:38,710 - INFO - Evaluation: +Curr mae: 83.0966; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 144.5117; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1157; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:46:38,710 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 +2025-06-07 11:47:57,279 - INFO - Training: cls_zice: 105.4641104312922; reg_zipnll: -198.24010447950553; cnt_loss: 24.539615050056913; +2025-06-07 11:47:57,281 - INFO - Evaluation: +Curr mae: 88.0148; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.8334; Best rmse: 131.3253; 134.3570; 136.1255; 137.5489; 137.9809; +Curr nae: 0.1304; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:47:57,281 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 +2025-06-07 11:49:15,905 - INFO - Training: cls_zice: 102.56224907628747; reg_zipnll: -144.83198994516536; cnt_loss: 21.8468680539668; +2025-06-07 11:49:17,028 - INFO - Evaluation: +Curr mae: 80.3245; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 136.3630; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1135; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:49:17,028 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 +2025-06-07 11:50:35,182 - INFO - Training: cls_zice: 103.69068220277495; reg_zipnll: -149.7395280054863; cnt_loss: 21.963292485041332; +2025-06-07 11:50:35,183 - INFO - Evaluation: +Curr mae: 97.8137; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 192.1334; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1410; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:50:35,183 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 +2025-06-07 11:51:53,679 - INFO - Training: cls_zice: 103.1757737342885; reg_zipnll: -156.55021801373817; cnt_loss: 22.02141910199298; +2025-06-07 11:51:53,680 - INFO - Evaluation: +Curr mae: 113.4856; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 221.7419; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1563; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:51:53,681 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 +2025-06-07 11:53:11,863 - INFO - Training: cls_zice: 103.72208230227035; reg_zipnll: -175.875128373405; cnt_loss: 22.551404427218912; +2025-06-07 11:53:11,864 - INFO - Evaluation: +Curr mae: 100.6074; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 199.6995; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1405; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:53:11,864 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 +2025-06-07 11:54:30,222 - INFO - Training: cls_zice: 104.05872176972446; reg_zipnll: -148.63613684445818; cnt_loss: 22.929761446074934; +2025-06-07 11:54:30,223 - INFO - Evaluation: +Curr mae: 97.5736; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 190.7592; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1291; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:54:30,223 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 +2025-06-07 11:55:48,854 - INFO - Training: cls_zice: 102.2723701173896; reg_zipnll: -168.81569813103076; cnt_loss: 21.443643329948777; +2025-06-07 11:55:48,855 - INFO - Evaluation: +Curr mae: 100.3222; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 186.9494; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1374; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:55:48,855 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 +2025-06-07 11:57:07,160 - INFO - Training: cls_zice: 100.39481122604269; reg_zipnll: -129.41081772103215; cnt_loss: 18.781728027672166; +2025-06-07 11:57:07,161 - INFO - Evaluation: +Curr mae: 91.1862; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 163.8742; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1246; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:57:07,161 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 +2025-06-07 11:58:25,859 - INFO - Training: cls_zice: 103.66414407389054; reg_zipnll: -160.1710505201327; cnt_loss: 19.399153122049295; +2025-06-07 11:58:25,860 - INFO - Evaluation: +Curr mae: 94.8490; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 169.8836; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1487; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:58:25,860 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 +2025-06-07 11:59:44,279 - INFO - Training: cls_zice: 103.62602367780066; reg_zipnll: -145.2432847623004; cnt_loss: 22.985615553445374; +2025-06-07 11:59:44,280 - INFO - Evaluation: +Curr mae: 81.7458; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 142.1567; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1147; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 11:59:44,280 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 +2025-06-07 12:01:02,625 - INFO - Training: cls_zice: 101.77052406917345; reg_zipnll: -152.77806478462472; cnt_loss: 21.708925345086104; +2025-06-07 12:01:02,626 - INFO - Evaluation: +Curr mae: 89.2602; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 166.9465; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1314; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:01:02,626 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 +2025-06-07 12:02:21,086 - INFO - Training: cls_zice: 103.78618066042465; reg_zipnll: -169.04387441218293; cnt_loss: 21.654962364411514; +2025-06-07 12:02:21,087 - INFO - Evaluation: +Curr mae: 95.6798; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 169.0447; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1395; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:02:21,088 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 +2025-06-07 12:03:40,813 - INFO - Training: cls_zice: 106.28615763329512; reg_zipnll: -162.41335228421042; cnt_loss: 24.462681115068346; +2025-06-07 12:03:40,814 - INFO - Evaluation: +Curr mae: 90.9498; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 164.2228; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1260; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:03:40,815 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 +2025-06-07 12:04:59,261 - INFO - Training: cls_zice: 103.61510184584864; reg_zipnll: -124.46247466826281; cnt_loss: 23.644584092083356; +2025-06-07 12:04:59,263 - INFO - Evaluation: +Curr mae: 103.8972; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 189.5419; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1479; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:04:59,263 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 +2025-06-07 12:06:17,782 - INFO - Training: cls_zice: 102.1648708684555; reg_zipnll: -156.85635753656854; cnt_loss: 21.20050083880393; +2025-06-07 12:06:17,783 - INFO - Evaluation: +Curr mae: 88.3012; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 150.0214; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1312; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:06:17,783 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 +2025-06-07 12:07:36,226 - INFO - Training: cls_zice: 103.98968630910709; reg_zipnll: -161.11096317720728; cnt_loss: 21.115463995775638; +2025-06-07 12:07:36,227 - INFO - Evaluation: +Curr mae: 97.1033; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 176.7935; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 137.5489; +Curr nae: 0.1504; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:07:36,227 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 +2025-06-07 12:08:54,706 - INFO - Training: cls_zice: 105.00030598419391; reg_zipnll: -156.24266721712831; cnt_loss: 20.99426146058847; +2025-06-07 12:08:55,819 - INFO - Evaluation: +Curr mae: 80.9447; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 136.8702; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1191; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:08:55,819 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 +2025-06-07 12:10:13,837 - INFO - Training: cls_zice: 100.84734885108392; reg_zipnll: -174.2846170766464; cnt_loss: 21.621062970319333; +2025-06-07 12:10:13,839 - INFO - Evaluation: +Curr mae: 84.5020; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 164.3048; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1161; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:10:13,839 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 +2025-06-07 12:11:32,316 - INFO - Training: cls_zice: 104.33600234985352; reg_zipnll: -150.38967750877734; cnt_loss: 20.909574650770782; +2025-06-07 12:11:32,317 - INFO - Evaluation: +Curr mae: 100.2978; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 175.7506; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1512; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:11:32,317 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 +2025-06-07 12:12:51,909 - INFO - Training: cls_zice: 105.15078996822534; reg_zipnll: -152.7251339716627; cnt_loss: 20.969778288279148; +2025-06-07 12:12:51,911 - INFO - Evaluation: +Curr mae: 82.9937; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 145.4121; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1180; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:12:51,911 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 +2025-06-07 12:14:10,378 - INFO - Training: cls_zice: 100.13959518331566; reg_zipnll: -149.32297777340113; cnt_loss: 19.72515299778111; +2025-06-07 12:14:10,379 - INFO - Evaluation: +Curr mae: 90.0564; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 165.1336; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1212; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:14:10,379 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 +2025-06-07 12:15:28,724 - INFO - Training: cls_zice: 104.7574059947437; reg_zipnll: -167.4569596296904; cnt_loss: 21.730727303107052; +2025-06-07 12:15:28,725 - INFO - Evaluation: +Curr mae: 103.3342; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 180.6290; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1465; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:15:28,725 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 +2025-06-07 12:16:47,153 - INFO - Training: cls_zice: 106.4128616029853; reg_zipnll: -142.33238700209864; cnt_loss: 25.49571276658418; +2025-06-07 12:16:47,154 - INFO - Evaluation: +Curr mae: 87.6982; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 148.8306; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1296; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:16:47,154 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 +2025-06-07 12:18:05,319 - INFO - Training: cls_zice: 103.69773638643176; reg_zipnll: -147.64165313670176; cnt_loss: 19.87033803415614; +2025-06-07 12:18:05,320 - INFO - Evaluation: +Curr mae: 81.9511; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 144.0678; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1170; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:18:05,320 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 +2025-06-07 12:19:23,596 - INFO - Training: cls_zice: 104.26116662941232; reg_zipnll: -163.11333713784123; cnt_loss: 21.236191815887857; +2025-06-07 12:19:23,597 - INFO - Evaluation: +Curr mae: 87.5992; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 161.1716; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1258; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:19:23,598 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 +2025-06-07 12:20:41,885 - INFO - Training: cls_zice: 104.92780171324875; reg_zipnll: -166.39639119280884; cnt_loss: 21.054139006216793; +2025-06-07 12:20:41,887 - INFO - Evaluation: +Curr mae: 83.3347; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 140.2998; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1369; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:20:41,887 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 +2025-06-07 12:22:00,169 - INFO - Training: cls_zice: 102.31531388238565; reg_zipnll: -158.37147554814422; cnt_loss: 21.39475815501434; +2025-06-07 12:22:00,171 - INFO - Evaluation: +Curr mae: 87.6222; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 160.1052; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1234; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:22:00,171 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 +2025-06-07 12:23:18,413 - INFO - Training: cls_zice: 106.03890909106526; reg_zipnll: -192.1362888765651; cnt_loss: 22.89034241714225; +2025-06-07 12:23:18,415 - INFO - Evaluation: +Curr mae: 82.6018; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 141.7115; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1207; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:23:18,415 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 +2025-06-07 12:24:37,512 - INFO - Training: cls_zice: 105.1485309853459; reg_zipnll: -169.39820581398263; cnt_loss: 21.55028807406394; +2025-06-07 12:24:37,513 - INFO - Evaluation: +Curr mae: 84.6674; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 149.8692; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1224; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:24:37,513 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 +2025-06-07 12:25:56,059 - INFO - Training: cls_zice: 102.0345065262144; reg_zipnll: -169.6292078763444; cnt_loss: 21.752892764198858; +2025-06-07 12:25:56,060 - INFO - Evaluation: +Curr mae: 85.3650; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 145.9410; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1269; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:25:56,060 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 +2025-06-07 12:27:14,603 - INFO - Training: cls_zice: 101.89567967598012; reg_zipnll: -180.23709470862585; cnt_loss: 21.126911018068427; +2025-06-07 12:27:14,605 - INFO - Evaluation: +Curr mae: 85.5503; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 153.5291; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1269; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:27:14,605 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 +2025-06-07 12:28:32,858 - INFO - Training: cls_zice: 100.5923948856379; reg_zipnll: -166.24807554838674; cnt_loss: 20.13102479644169; +2025-06-07 12:28:32,859 - INFO - Evaluation: +Curr mae: 98.4902; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 173.3237; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1562; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:28:32,860 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 +2025-06-07 12:29:51,291 - INFO - Training: cls_zice: 100.56832660902415; reg_zipnll: -166.50337562813664; cnt_loss: 20.33740411531057; +2025-06-07 12:29:51,292 - INFO - Evaluation: +Curr mae: 83.7849; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 147.3713; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1178; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:29:51,292 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 +2025-06-07 12:31:09,741 - INFO - Training: cls_zice: 99.75726723828852; reg_zipnll: -175.49338792965113; cnt_loss: 20.30660910795856; +2025-06-07 12:31:09,742 - INFO - Evaluation: +Curr mae: 90.4671; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 156.5600; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1315; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:31:09,742 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 +2025-06-07 12:32:28,196 - INFO - Training: cls_zice: 102.26767504609973; reg_zipnll: -154.5865355106379; cnt_loss: 19.284497873672585; +2025-06-07 12:32:28,197 - INFO - Evaluation: +Curr mae: 95.7778; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 184.9522; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1286; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:32:28,197 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 +2025-06-07 12:33:46,810 - INFO - Training: cls_zice: 104.91812352313111; reg_zipnll: -199.79514648109082; cnt_loss: 23.30361939266028; +2025-06-07 12:33:46,811 - INFO - Evaluation: +Curr mae: 90.5897; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 151.0061; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1382; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:33:46,811 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 +2025-06-07 12:35:05,556 - INFO - Training: cls_zice: 99.68192070051535; reg_zipnll: -149.04450707719815; cnt_loss: 19.669787817443442; +2025-06-07 12:35:05,557 - INFO - Evaluation: +Curr mae: 100.9080; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 192.2950; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1340; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:35:05,557 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 +2025-06-07 12:36:23,939 - INFO - Training: cls_zice: 104.3375309824154; reg_zipnll: -181.12636429742471; cnt_loss: 20.752706019294184; +2025-06-07 12:36:23,941 - INFO - Evaluation: +Curr mae: 83.8245; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 159.8999; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1137; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:36:26,741 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 +2025-06-07 12:37:45,296 - INFO - Training: cls_zice: 101.75776758257128; reg_zipnll: -145.8765784352031; cnt_loss: 21.972902076923294; +2025-06-07 12:37:45,297 - INFO - Evaluation: +Curr mae: 94.4384; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 169.6493; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1367; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:37:45,298 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 +2025-06-07 12:39:03,612 - INFO - Training: cls_zice: 101.81858863577938; reg_zipnll: -146.9131801365227; cnt_loss: 20.077534978752894; +2025-06-07 12:39:03,613 - INFO - Evaluation: +Curr mae: 88.4423; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 168.8543; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1180; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:39:03,614 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 +2025-06-07 12:40:22,240 - INFO - Training: cls_zice: 103.85702345387035; reg_zipnll: -169.19513575446527; cnt_loss: 23.516341466777373; +2025-06-07 12:40:22,241 - INFO - Evaluation: +Curr mae: 91.3752; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 176.9839; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1216; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:40:22,241 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 +2025-06-07 12:41:40,727 - INFO - Training: cls_zice: 102.07667418978862; reg_zipnll: -166.0865263591539; cnt_loss: 19.389403835827153; +2025-06-07 12:41:40,728 - INFO - Evaluation: +Curr mae: 82.7474; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 143.9890; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1147; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:41:40,728 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 +2025-06-07 12:42:59,119 - INFO - Training: cls_zice: 107.38474045052433; reg_zipnll: -160.1756041697319; cnt_loss: 22.300481341532524; +2025-06-07 12:42:59,120 - INFO - Evaluation: +Curr mae: 92.4138; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 166.2403; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1378; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:42:59,120 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 +2025-06-07 12:44:17,521 - INFO - Training: cls_zice: 104.53706683228347; reg_zipnll: -198.01354201108416; cnt_loss: 22.25279666098538; +2025-06-07 12:44:17,522 - INFO - Evaluation: +Curr mae: 100.8665; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 184.1002; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1424; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:44:17,522 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 +2025-06-07 12:45:35,661 - INFO - Training: cls_zice: 101.41822259157699; reg_zipnll: -167.22477391855605; cnt_loss: 20.46213541599299; +2025-06-07 12:45:35,662 - INFO - Evaluation: +Curr mae: 107.7221; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 185.6895; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1693; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:45:35,662 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 +2025-06-07 12:46:53,909 - INFO - Training: cls_zice: 104.57879479515631; reg_zipnll: -189.47142453225243; cnt_loss: 20.973681685150854; +2025-06-07 12:46:53,910 - INFO - Evaluation: +Curr mae: 89.0850; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 154.8168; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1367; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:46:53,910 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 +2025-06-07 12:48:12,376 - INFO - Training: cls_zice: 103.64164392837625; reg_zipnll: -172.66674699846482; cnt_loss: 22.00159470135013; +2025-06-07 12:48:12,377 - INFO - Evaluation: +Curr mae: 89.6400; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.9400; +Curr rmse: 166.1157; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1157; Best nae: 0.1085; 0.1086; 0.1088; 0.1094; 0.1095; + + + +2025-06-07 12:48:12,377 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 +2025-06-07 12:49:30,724 - INFO - Training: cls_zice: 99.18492473829662; reg_zipnll: -129.1767188065889; cnt_loss: 17.848114656296787; +2025-06-07 12:49:32,954 - INFO - Evaluation: +Curr mae: 79.8206; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 142.1436; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1085; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 12:49:32,954 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 +2025-06-07 12:50:51,279 - INFO - Training: cls_zice: 102.25190403919346; reg_zipnll: -182.19836362308223; cnt_loss: 20.104954078497475; +2025-06-07 12:50:51,279 - INFO - Evaluation: +Curr mae: 109.5192; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 200.7180; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1544; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 12:50:51,280 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 +2025-06-07 12:52:09,889 - INFO - Training: cls_zice: 101.39777921209271; reg_zipnll: -153.58807731779996; cnt_loss: 18.28851101098471; +2025-06-07 12:52:09,890 - INFO - Evaluation: +Curr mae: 85.5387; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 151.7378; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1183; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 12:52:09,890 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 +2025-06-07 12:53:28,383 - INFO - Training: cls_zice: 103.2138434530094; reg_zipnll: -183.19182621090619; cnt_loss: 20.31659696591611; +2025-06-07 12:53:28,384 - INFO - Evaluation: +Curr mae: 82.4892; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 143.0418; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1285; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 12:53:28,384 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 +2025-06-07 12:54:47,105 - INFO - Training: cls_zice: 102.51688673006778; reg_zipnll: -173.93370053626055; cnt_loss: 20.58114839547517; +2025-06-07 12:54:47,107 - INFO - Evaluation: +Curr mae: 85.5825; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 147.9107; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1182; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 12:54:47,107 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 +2025-06-07 12:56:05,519 - INFO - Training: cls_zice: 102.42466838154571; reg_zipnll: -167.47071218174815; cnt_loss: 20.37086110399259; +2025-06-07 12:56:05,520 - INFO - Evaluation: +Curr mae: 88.4814; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 161.5072; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1156; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 12:56:05,520 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 +2025-06-07 12:57:24,024 - INFO - Training: cls_zice: 101.62253232981196; reg_zipnll: -167.09599678090078; cnt_loss: 19.388494614733766; +2025-06-07 12:57:24,026 - INFO - Evaluation: +Curr mae: 87.8684; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 161.8809; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1176; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 12:57:24,026 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 +2025-06-07 12:58:42,589 - INFO - Training: cls_zice: 99.85491196840805; reg_zipnll: -164.46240437741312; cnt_loss: 18.899630799198782; +2025-06-07 12:58:42,590 - INFO - Evaluation: +Curr mae: 88.3447; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 154.8060; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1227; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 12:58:42,590 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 +2025-06-07 13:00:04,506 - INFO - Training: cls_zice: 98.45009068621705; reg_zipnll: -158.91398395134124; cnt_loss: 18.481736094746367; +2025-06-07 13:00:04,507 - INFO - Evaluation: +Curr mae: 81.3981; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 138.7336; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1149; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:00:04,507 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 +2025-06-07 13:01:32,349 - INFO - Training: cls_zice: 100.68855462484802; reg_zipnll: -180.71640693588762; cnt_loss: 20.614936913875553; +2025-06-07 13:01:32,351 - INFO - Evaluation: +Curr mae: 82.3748; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 145.5838; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1145; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:01:32,351 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 +2025-06-07 13:02:52,002 - INFO - Training: cls_zice: 101.24686916932365; reg_zipnll: -187.40583677481342; cnt_loss: 20.25756073313833; +2025-06-07 13:02:52,003 - INFO - Evaluation: +Curr mae: 87.2069; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 143.8681; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1318; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:02:52,003 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 +2025-06-07 13:04:10,182 - INFO - Training: cls_zice: 99.46605255430107; reg_zipnll: -167.6585062355395; cnt_loss: 20.338342870308075; +2025-06-07 13:04:10,183 - INFO - Evaluation: +Curr mae: 97.6716; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 184.0722; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1315; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:04:10,183 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 +2025-06-07 13:05:28,828 - INFO - Training: cls_zice: 99.3287330021132; reg_zipnll: -150.84050400841315; cnt_loss: 20.37196022311583; +2025-06-07 13:05:28,829 - INFO - Evaluation: +Curr mae: 93.2387; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 190.7679; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1244; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:05:28,829 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 +2025-06-07 13:06:47,088 - INFO - Training: cls_zice: 100.61765802143425; reg_zipnll: -190.6877347807221; cnt_loss: 20.852928273725194; +2025-06-07 13:06:47,090 - INFO - Evaluation: +Curr mae: 81.9806; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 146.8558; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1131; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:06:47,090 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 +2025-06-07 13:08:05,314 - INFO - Training: cls_zice: 98.99060052278026; reg_zipnll: -139.77510243851617; cnt_loss: 18.8631572944439; +2025-06-07 13:08:05,316 - INFO - Evaluation: +Curr mae: 94.8954; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 172.3320; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1373; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:08:05,316 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 +2025-06-07 13:09:23,361 - INFO - Training: cls_zice: 100.56791579644411; reg_zipnll: -185.10101839406602; cnt_loss: 20.613682601625555; +2025-06-07 13:09:23,363 - INFO - Evaluation: +Curr mae: 92.6681; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 175.5692; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1247; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:09:23,363 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 +2025-06-07 13:10:41,812 - INFO - Training: cls_zice: 101.37266562000805; reg_zipnll: -165.9073163436738; cnt_loss: 19.559642122281307; +2025-06-07 13:10:41,814 - INFO - Evaluation: +Curr mae: 93.3137; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 172.2508; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1340; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:10:41,814 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 +2025-06-07 13:12:00,274 - INFO - Training: cls_zice: 101.04107819487717; reg_zipnll: -161.96089415202866; cnt_loss: 20.05986936518688; +2025-06-07 13:12:00,275 - INFO - Evaluation: +Curr mae: 82.6023; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 146.8243; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1119; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:12:00,275 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 +2025-06-07 13:13:18,627 - INFO - Training: cls_zice: 102.41375405267374; reg_zipnll: -173.62149391742733; cnt_loss: 20.410873826765854; +2025-06-07 13:13:18,629 - INFO - Evaluation: +Curr mae: 90.8962; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 159.1091; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1265; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:13:18,629 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 +2025-06-07 13:14:36,960 - INFO - Training: cls_zice: 103.58030401318278; reg_zipnll: -172.0346528299597; cnt_loss: 21.708599388994127; +2025-06-07 13:14:36,962 - INFO - Evaluation: +Curr mae: 81.7071; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 143.8702; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1159; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:14:36,962 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 +2025-06-07 13:15:55,567 - INFO - Training: cls_zice: 103.32555743084838; reg_zipnll: -178.74455330387647; cnt_loss: 20.803690766656636; +2025-06-07 13:15:55,568 - INFO - Evaluation: +Curr mae: 84.1691; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 147.7617; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1313; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:15:55,568 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 +2025-06-07 13:17:14,126 - INFO - Training: cls_zice: 103.1659302111493; reg_zipnll: -151.57020541058472; cnt_loss: 20.477774561635705; +2025-06-07 13:17:14,127 - INFO - Evaluation: +Curr mae: 105.5629; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 179.7231; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1728; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:17:14,127 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 +2025-06-07 13:18:32,617 - INFO - Training: cls_zice: 101.25341756454367; reg_zipnll: -163.27716356871144; cnt_loss: 20.1842192245635; +2025-06-07 13:18:32,618 - INFO - Evaluation: +Curr mae: 89.1639; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 158.0100; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1340; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:18:32,618 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 +2025-06-07 13:19:51,121 - INFO - Training: cls_zice: 102.37639017926146; reg_zipnll: -166.55021486219192; cnt_loss: 21.27959213825251; +2025-06-07 13:19:51,122 - INFO - Evaluation: +Curr mae: 96.3337; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 170.9494; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1477; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:19:51,122 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 +2025-06-07 13:21:09,582 - INFO - Training: cls_zice: 101.49097773570888; reg_zipnll: -183.06819515986157; cnt_loss: 20.165864603408913; +2025-06-07 13:21:09,583 - INFO - Evaluation: +Curr mae: 97.2407; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 160.5882; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1410; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:21:09,583 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 +2025-06-07 13:22:28,186 - INFO - Training: cls_zice: 98.67590160243559; reg_zipnll: -145.97687059996144; cnt_loss: 19.066911258444883; +2025-06-07 13:22:28,188 - INFO - Evaluation: +Curr mae: 94.9241; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 174.2467; Best rmse: 131.3253; 134.3570; 136.1255; 136.3630; 136.8702; +Curr nae: 0.1276; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:22:28,188 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 +2025-06-07 13:23:46,543 - INFO - Training: cls_zice: 99.31448274574532; reg_zipnll: -205.46171453614897; cnt_loss: 21.174878085685883; +2025-06-07 13:23:47,735 - INFO - Evaluation: +Curr mae: 81.1092; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 135.6428; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1168; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:23:47,735 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 +2025-06-07 13:25:06,183 - INFO - Training: cls_zice: 98.88841511555854; reg_zipnll: -158.13423648733178; cnt_loss: 18.369189066602694; +2025-06-07 13:25:06,184 - INFO - Evaluation: +Curr mae: 83.6408; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 146.0737; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1245; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:25:06,184 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 +2025-06-07 13:26:24,176 - INFO - Training: cls_zice: 101.66155667415518; reg_zipnll: -196.95501729826265; cnt_loss: 19.943997632588772; +2025-06-07 13:26:24,177 - INFO - Evaluation: +Curr mae: 100.3019; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 181.1611; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1540; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:26:24,178 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 +2025-06-07 13:27:45,043 - INFO - Training: cls_zice: 100.16226304919515; reg_zipnll: -179.06230920197947; cnt_loss: 17.913525358730595; +2025-06-07 13:27:45,044 - INFO - Evaluation: +Curr mae: 90.6846; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 154.6104; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1424; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:27:45,044 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 +2025-06-07 13:29:03,252 - INFO - Training: cls_zice: 98.78936455581362; reg_zipnll: -147.00110669483414; cnt_loss: 17.015490416659425; +2025-06-07 13:29:03,253 - INFO - Evaluation: +Curr mae: 86.7456; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 153.8172; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1209; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:29:03,253 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 +2025-06-07 13:30:21,373 - INFO - Training: cls_zice: 100.1994288741358; reg_zipnll: -181.0632221082978; cnt_loss: 21.01328546795624; +2025-06-07 13:30:21,375 - INFO - Evaluation: +Curr mae: 95.5614; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 172.9280; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1437; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:30:21,375 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 +2025-06-07 13:31:39,176 - INFO - Training: cls_zice: 101.93634247306167; reg_zipnll: -158.3983215748869; cnt_loss: 20.06605347260734; +2025-06-07 13:31:39,178 - INFO - Evaluation: +Curr mae: 89.8181; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 159.5946; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1400; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:31:39,178 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 +2025-06-07 13:32:57,602 - INFO - Training: cls_zice: 100.40194223416562; reg_zipnll: -174.1100286205873; cnt_loss: 19.98086005015089; +2025-06-07 13:32:57,604 - INFO - Evaluation: +Curr mae: 102.0641; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 179.7779; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1524; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:32:57,604 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 +2025-06-07 13:34:15,797 - INFO - Training: cls_zice: 100.10642717374081; reg_zipnll: -152.69687207960925; cnt_loss: 19.950843277356483; +2025-06-07 13:34:15,798 - INFO - Evaluation: +Curr mae: 89.2834; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 167.6946; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1182; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:34:15,798 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 +2025-06-07 13:35:34,345 - INFO - Training: cls_zice: 98.69440321259151; reg_zipnll: -148.97422113481736; cnt_loss: 17.525712837446605; +2025-06-07 13:35:34,346 - INFO - Evaluation: +Curr mae: 90.3787; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 147.0446; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1503; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:35:34,346 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 +2025-06-07 13:36:52,753 - INFO - Training: cls_zice: 99.09015562044864; reg_zipnll: -166.79920155480997; cnt_loss: 20.49175125242069; +2025-06-07 13:36:52,755 - INFO - Evaluation: +Curr mae: 83.5445; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 138.1902; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1274; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:36:52,756 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 +2025-06-07 13:38:10,812 - INFO - Training: cls_zice: 99.78555511323032; reg_zipnll: -172.92928155684314; cnt_loss: 17.354293412720132; +2025-06-07 13:38:10,813 - INFO - Evaluation: +Curr mae: 87.5768; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 156.7637; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1195; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:38:10,813 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 +2025-06-07 13:39:29,028 - INFO - Training: cls_zice: 102.99192203749095; reg_zipnll: -165.1684725679309; cnt_loss: 19.030998659449697; +2025-06-07 13:39:29,029 - INFO - Evaluation: +Curr mae: 97.4446; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 164.7678; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1427; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:39:29,030 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 +2025-06-07 13:40:47,234 - INFO - Training: cls_zice: 101.15063460141617; reg_zipnll: -130.48415277493712; cnt_loss: 19.51328500532946; +2025-06-07 13:40:47,235 - INFO - Evaluation: +Curr mae: 122.2754; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 459.0258; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.2431; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:40:47,235 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 +2025-06-07 13:42:05,312 - INFO - Training: cls_zice: 100.50029220959998; reg_zipnll: -171.11740880928292; cnt_loss: 20.171373616780667; +2025-06-07 13:42:05,313 - INFO - Evaluation: +Curr mae: 88.3684; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 154.8124; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1311; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:42:10,025 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 +2025-06-07 13:43:27,977 - INFO - Training: cls_zice: 99.825265139144; reg_zipnll: -175.46499103268252; cnt_loss: 18.283677600077446; +2025-06-07 13:43:27,978 - INFO - Evaluation: +Curr mae: 82.6820; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 145.8379; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1165; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:43:27,978 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 +2025-06-07 13:44:46,486 - INFO - Training: cls_zice: 98.9299259185791; reg_zipnll: -166.79349294245637; cnt_loss: 17.447237681079386; +2025-06-07 13:44:46,487 - INFO - Evaluation: +Curr mae: 87.1009; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 149.2843; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1243; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:44:46,487 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 +2025-06-07 13:46:04,557 - INFO - Training: cls_zice: 103.28951399847372; reg_zipnll: -184.29084220153607; cnt_loss: 19.470433160958702; +2025-06-07 13:46:04,559 - INFO - Evaluation: +Curr mae: 84.7419; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 145.4639; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1240; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:46:04,559 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 +2025-06-07 13:47:22,866 - INFO - Training: cls_zice: 99.86151598936675; reg_zipnll: -168.78231366896472; cnt_loss: 19.263175943829367; +2025-06-07 13:47:22,867 - INFO - Evaluation: +Curr mae: 86.2316; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 151.6087; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1201; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:47:22,868 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 +2025-06-07 13:48:42,156 - INFO - Training: cls_zice: 102.09997935010897; reg_zipnll: -190.1663207881498; cnt_loss: 20.064800395081374; +2025-06-07 13:48:42,157 - INFO - Evaluation: +Curr mae: 81.9430; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 143.3672; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1135; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:48:42,158 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 +2025-06-07 13:50:00,326 - INFO - Training: cls_zice: 97.96282846564489; reg_zipnll: -166.9201581588644; cnt_loss: 18.26652271700221; +2025-06-07 13:50:00,328 - INFO - Evaluation: +Curr mae: 87.3956; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 160.6689; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1244; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:50:00,328 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 +2025-06-07 13:51:19,354 - INFO - Training: cls_zice: 97.8285136870201; reg_zipnll: -165.4119282495107; cnt_loss: 18.777983207576323; +2025-06-07 13:51:19,356 - INFO - Evaluation: +Curr mae: 89.9459; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8206; +Curr rmse: 162.1821; Best rmse: 131.3253; 134.3570; 135.6428; 136.1255; 136.3630; +Curr nae: 0.1246; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:51:19,356 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 +2025-06-07 13:52:37,494 - INFO - Training: cls_zice: 99.86012695009346; reg_zipnll: -175.61193944918398; cnt_loss: 18.241908480789487; +2025-06-07 13:52:39,730 - INFO - Evaluation: +Curr mae: 79.8205; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 135.1309; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1228; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:52:39,731 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 +2025-06-07 13:53:57,724 - INFO - Training: cls_zice: 99.98838623233189; reg_zipnll: -194.73461939956968; cnt_loss: 20.331667577983527; +2025-06-07 13:53:57,726 - INFO - Evaluation: +Curr mae: 84.1164; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 153.9469; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1117; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:53:57,726 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 +2025-06-07 13:55:16,367 - INFO - Training: cls_zice: 101.63131631762776; reg_zipnll: -167.3957392143098; cnt_loss: 19.814145501875718; +2025-06-07 13:55:16,369 - INFO - Evaluation: +Curr mae: 95.0830; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 166.9925; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1411; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:55:16,369 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 +2025-06-07 13:56:34,753 - INFO - Training: cls_zice: 102.11524514962505; reg_zipnll: -202.05898325964316; cnt_loss: 23.61088952323459; +2025-06-07 13:56:34,754 - INFO - Evaluation: +Curr mae: 92.9597; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 170.1316; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1365; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:56:34,754 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 +2025-06-07 13:57:53,433 - INFO - Training: cls_zice: 100.84510136282208; reg_zipnll: -181.0275376553567; cnt_loss: 20.66424303181124; +2025-06-07 13:57:53,434 - INFO - Evaluation: +Curr mae: 80.9720; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 146.5091; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1171; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:57:53,434 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 +2025-06-07 13:59:12,782 - INFO - Training: cls_zice: 101.92616978070593; reg_zipnll: -186.70704386250074; cnt_loss: 19.640775118442562; +2025-06-07 13:59:12,783 - INFO - Evaluation: +Curr mae: 84.3903; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 153.3290; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1177; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 13:59:12,783 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 +2025-06-07 14:00:31,934 - INFO - Training: cls_zice: 98.87847148503688; reg_zipnll: -178.59093498709976; cnt_loss: 20.63804075102143; +2025-06-07 14:00:31,935 - INFO - Evaluation: +Curr mae: 89.1094; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 175.3736; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1166; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:00:31,935 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 +2025-06-07 14:01:50,043 - INFO - Training: cls_zice: 99.78396741601804; reg_zipnll: -178.21315070019654; cnt_loss: 19.58623879161102; +2025-06-07 14:01:50,044 - INFO - Evaluation: +Curr mae: 98.3981; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 186.2319; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1303; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:01:50,044 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 +2025-06-07 14:03:08,169 - INFO - Training: cls_zice: 98.91479423582949; reg_zipnll: -175.2356670897528; cnt_loss: 17.271139778048788; +2025-06-07 14:03:08,172 - INFO - Evaluation: +Curr mae: 90.8016; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 162.4768; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1285; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:03:08,172 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 +2025-06-07 14:04:26,406 - INFO - Training: cls_zice: 98.64260415841412; reg_zipnll: -140.88627474829062; cnt_loss: 17.53763072222274; +2025-06-07 14:04:26,408 - INFO - Evaluation: +Curr mae: 94.4592; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 176.3326; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1254; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:04:26,408 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 +2025-06-07 14:05:44,833 - INFO - Training: cls_zice: 101.21073351474787; reg_zipnll: -200.0020233242717; cnt_loss: 18.06658561340231; +2025-06-07 14:05:44,834 - INFO - Evaluation: +Curr mae: 83.6410; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 149.1502; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1176; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:05:44,834 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 +2025-06-07 14:07:03,435 - INFO - Training: cls_zice: 100.83222588798068; reg_zipnll: -171.70347516899866; cnt_loss: 20.07479174879213; +2025-06-07 14:07:03,436 - INFO - Evaluation: +Curr mae: 83.2500; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 155.3479; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1159; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:07:03,436 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 +2025-06-07 14:08:21,565 - INFO - Training: cls_zice: 99.75275662403233; reg_zipnll: -191.3273288398389; cnt_loss: 18.512934065023007; +2025-06-07 14:08:21,567 - INFO - Evaluation: +Curr mae: 101.6829; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 207.3195; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1455; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:08:21,567 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 +2025-06-07 14:09:40,010 - INFO - Training: cls_zice: 99.46620091065665; reg_zipnll: -172.0931821595754; cnt_loss: 17.894537445725195; +2025-06-07 14:09:40,011 - INFO - Evaluation: +Curr mae: 92.8589; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 175.6924; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1374; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:09:40,012 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 +2025-06-07 14:10:58,730 - INFO - Training: cls_zice: 98.53406683814447; reg_zipnll: -153.4058658524065; cnt_loss: 18.388315857640954; +2025-06-07 14:10:58,731 - INFO - Evaluation: +Curr mae: 111.2492; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 205.7718; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1583; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:10:58,731 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 +2025-06-07 14:12:16,994 - INFO - Training: cls_zice: 96.85991897330379; reg_zipnll: -153.05039269403116; cnt_loss: 18.3165471680117; +2025-06-07 14:12:16,996 - INFO - Evaluation: +Curr mae: 88.3193; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 158.8594; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1262; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:12:16,996 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 +2025-06-07 14:13:35,391 - INFO - Training: cls_zice: 96.49374029652172; reg_zipnll: -147.2082961758241; cnt_loss: 15.520683822252893; +2025-06-07 14:13:35,393 - INFO - Evaluation: +Curr mae: 87.2509; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 160.4249; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1223; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:13:35,393 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 +2025-06-07 14:14:53,588 - INFO - Training: cls_zice: 95.05944982901315; reg_zipnll: -156.17941152181058; cnt_loss: 16.03525077112463; +2025-06-07 14:14:53,589 - INFO - Evaluation: +Curr mae: 89.8520; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 157.8215; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1340; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:14:53,590 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 +2025-06-07 14:16:11,921 - INFO - Training: cls_zice: 96.52418229437822; reg_zipnll: -152.27307583006802; cnt_loss: 16.510240212181547; +2025-06-07 14:16:11,923 - INFO - Evaluation: +Curr mae: 80.5770; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 143.7420; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1160; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:16:11,923 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 +2025-06-07 14:17:30,129 - INFO - Training: cls_zice: 96.89768547411786; reg_zipnll: -165.02842696613033; cnt_loss: 17.190849395777217; +2025-06-07 14:17:30,130 - INFO - Evaluation: +Curr mae: 92.0926; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 167.9388; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1397; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:17:30,131 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 +2025-06-07 14:18:48,466 - INFO - Training: cls_zice: 97.7478207720826; reg_zipnll: -150.6297692368362; cnt_loss: 18.819739111211916; +2025-06-07 14:18:48,467 - INFO - Evaluation: +Curr mae: 85.6332; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 149.6168; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1188; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:18:48,468 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 +2025-06-07 14:20:07,103 - INFO - Training: cls_zice: 97.51003601377373; reg_zipnll: -171.9054471893816; cnt_loss: 18.553391518182313; +2025-06-07 14:20:07,104 - INFO - Evaluation: +Curr mae: 91.8152; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 166.1496; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1290; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:20:07,105 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 +2025-06-07 14:21:25,167 - INFO - Training: cls_zice: 98.85701967706744; reg_zipnll: -178.51357157498796; cnt_loss: 17.430757121534537; +2025-06-07 14:21:25,168 - INFO - Evaluation: +Curr mae: 90.1016; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 152.9188; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1296; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:21:25,169 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 +2025-06-07 14:22:43,431 - INFO - Training: cls_zice: 99.66309293532214; reg_zipnll: -172.46665791644165; cnt_loss: 17.665458748672183; +2025-06-07 14:22:43,433 - INFO - Evaluation: +Curr mae: 89.0728; Best mae: 78.0804; 78.7006; 78.9672; 79.4922; 79.8205; +Curr rmse: 155.0953; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1363; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1094; + + + +2025-06-07 14:22:43,433 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 +2025-06-07 14:24:01,644 - INFO - Training: cls_zice: 98.51792427719823; reg_zipnll: -172.9048334715382; cnt_loss: 18.84091134576608; +2025-06-07 14:24:03,880 - INFO - Evaluation: +Curr mae: 79.0889; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 138.4813; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1093; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:24:03,881 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 +2025-06-07 14:25:21,777 - INFO - Training: cls_zice: 97.23089473847521; reg_zipnll: -178.50706729509972; cnt_loss: 19.39959019383058; +2025-06-07 14:25:21,778 - INFO - Evaluation: +Curr mae: 89.4052; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 161.8295; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1171; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:25:21,778 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 +2025-06-07 14:26:40,076 - INFO - Training: cls_zice: 97.91603239166815; reg_zipnll: -175.3981516440183; cnt_loss: 18.44018916262696; +2025-06-07 14:26:40,077 - INFO - Evaluation: +Curr mae: 86.8399; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 157.3054; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1144; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:26:40,077 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 +2025-06-07 14:27:58,436 - INFO - Training: cls_zice: 98.85995720869658; reg_zipnll: -174.07962383813415; cnt_loss: 18.852779857370237; +2025-06-07 14:27:58,438 - INFO - Evaluation: +Curr mae: 100.4096; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 174.5991; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1339; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:27:58,438 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 +2025-06-07 14:29:18,345 - INFO - Training: cls_zice: 97.03190131534804; reg_zipnll: -171.09196844795682; cnt_loss: 17.395847210031473; +2025-06-07 14:29:18,346 - INFO - Evaluation: +Curr mae: 83.6641; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 148.9633; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1198; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:29:18,346 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 +2025-06-07 14:30:38,583 - INFO - Training: cls_zice: 96.80571007886469; reg_zipnll: -143.37856969770218; cnt_loss: 16.523019699071416; +2025-06-07 14:30:38,584 - INFO - Evaluation: +Curr mae: 90.3318; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 151.8598; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1284; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:30:38,584 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 +2025-06-07 14:31:56,964 - INFO - Training: cls_zice: 98.7001354773313; reg_zipnll: -156.4794613604514; cnt_loss: 19.427992558637204; +2025-06-07 14:31:56,966 - INFO - Evaluation: +Curr mae: 88.2241; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 153.2898; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1211; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:31:56,966 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 +2025-06-07 14:33:15,580 - INFO - Training: cls_zice: 99.75583990993879; reg_zipnll: -178.70394416202774; cnt_loss: 19.115894996567278; +2025-06-07 14:33:15,581 - INFO - Evaluation: +Curr mae: 95.2699; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 172.6070; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1263; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:33:15,581 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 +2025-06-07 14:34:33,850 - INFO - Training: cls_zice: 99.70196337415682; reg_zipnll: -145.8762514228063; cnt_loss: 18.053440769776604; +2025-06-07 14:34:33,852 - INFO - Evaluation: +Curr mae: 85.0539; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 154.1910; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1114; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:34:33,852 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 +2025-06-07 14:35:52,211 - INFO - Training: cls_zice: 96.37223771707902; reg_zipnll: -175.28646264486756; cnt_loss: 17.821769288044102; +2025-06-07 14:35:52,212 - INFO - Evaluation: +Curr mae: 85.4451; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 161.4132; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1130; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:35:52,212 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 +2025-06-07 14:37:10,167 - INFO - Training: cls_zice: 97.0235731238561; reg_zipnll: -157.48210826141155; cnt_loss: 17.503790905933506; +2025-06-07 14:37:10,168 - INFO - Evaluation: +Curr mae: 87.3536; Best mae: 78.0804; 78.7006; 78.9672; 79.0889; 79.4922; +Curr rmse: 155.1611; Best rmse: 131.3253; 134.3570; 135.1309; 135.6428; 136.1255; +Curr nae: 0.1283; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:37:10,168 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 +2025-06-07 14:38:28,206 - INFO - Training: cls_zice: 96.8930868186698; reg_zipnll: -173.3554650553015; cnt_loss: 16.83859186772479; +2025-06-07 14:38:30,444 - INFO - Evaluation: +Curr mae: 78.9647; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 135.3572; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1144; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:38:30,444 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 +2025-06-07 14:39:48,877 - INFO - Training: cls_zice: 97.18754746898121; reg_zipnll: -162.21240072692467; cnt_loss: 17.5126394925528; +2025-06-07 14:39:48,878 - INFO - Evaluation: +Curr mae: 81.7217; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 144.3816; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1096; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:39:48,878 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 +2025-06-07 14:41:07,086 - INFO - Training: cls_zice: 97.97404300613908; reg_zipnll: -161.96168660170196; cnt_loss: 18.68657856113863; +2025-06-07 14:41:07,087 - INFO - Evaluation: +Curr mae: 88.3436; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 160.0455; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1248; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:41:07,087 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 +2025-06-07 14:42:25,178 - INFO - Training: cls_zice: 94.7947186602662; reg_zipnll: -158.4021473436166; cnt_loss: 16.206640968259595; +2025-06-07 14:42:25,180 - INFO - Evaluation: +Curr mae: 87.2438; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 154.5908; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1207; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:42:25,180 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 +2025-06-07 14:43:43,374 - INFO - Training: cls_zice: 96.67481427476896; reg_zipnll: -130.44171081947175; cnt_loss: 17.5614499161575; +2025-06-07 14:43:43,375 - INFO - Evaluation: +Curr mae: 85.0388; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 147.3071; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1237; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:43:43,375 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 +2025-06-07 14:45:01,438 - INFO - Training: cls_zice: 100.96630509483893; reg_zipnll: -192.10048437434315; cnt_loss: 20.18423187495857; +2025-06-07 14:45:01,440 - INFO - Evaluation: +Curr mae: 89.7690; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 156.6990; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1305; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:45:01,440 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 +2025-06-07 14:46:19,452 - INFO - Training: cls_zice: 102.58720741524601; reg_zipnll: -172.57759490865746; cnt_loss: 19.430620645055708; +2025-06-07 14:46:19,454 - INFO - Evaluation: +Curr mae: 86.2910; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 146.9300; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1274; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:46:19,454 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 +2025-06-07 14:47:37,876 - INFO - Training: cls_zice: 96.6365258741063; reg_zipnll: -173.69409122214412; cnt_loss: 16.513870779252212; +2025-06-07 14:47:37,877 - INFO - Evaluation: +Curr mae: 81.4951; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 146.5504; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1122; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:47:41,202 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 +2025-06-07 14:48:59,297 - INFO - Training: cls_zice: 98.92370194946693; reg_zipnll: -166.95513997488464; cnt_loss: 19.804453873476444; +2025-06-07 14:48:59,298 - INFO - Evaluation: +Curr mae: 80.8611; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 145.4466; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1114; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:48:59,298 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 +2025-06-07 14:50:18,015 - INFO - Training: cls_zice: 97.9546433758262; reg_zipnll: -172.29566963145274; cnt_loss: 16.061438808378004; +2025-06-07 14:50:18,017 - INFO - Evaluation: +Curr mae: 87.6923; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 153.9830; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1229; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:50:18,017 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 +2025-06-07 14:51:36,102 - INFO - Training: cls_zice: 96.38370582125835; reg_zipnll: -176.78731562759702; cnt_loss: 17.029827504758014; +2025-06-07 14:51:36,104 - INFO - Evaluation: +Curr mae: 79.8505; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 140.1375; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1095; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:51:36,104 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 +2025-06-07 14:52:54,410 - INFO - Training: cls_zice: 100.58074323388914; reg_zipnll: -197.10053985797805; cnt_loss: 17.99294272321739; +2025-06-07 14:52:54,411 - INFO - Evaluation: +Curr mae: 80.1289; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 140.5133; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1105; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:52:54,411 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 +2025-06-07 14:54:13,090 - INFO - Training: cls_zice: 95.74319000749398; reg_zipnll: -183.01108283870266; cnt_loss: 17.116251610762237; +2025-06-07 14:54:13,092 - INFO - Evaluation: +Curr mae: 91.9403; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 163.5576; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1303; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:54:13,092 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 +2025-06-07 14:55:31,260 - INFO - Training: cls_zice: 97.8275633553006; reg_zipnll: -174.5596421664914; cnt_loss: 16.772732463104045; +2025-06-07 14:55:31,261 - INFO - Evaluation: +Curr mae: 80.7759; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 138.3944; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1120; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:55:31,261 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 +2025-06-07 14:56:49,661 - INFO - Training: cls_zice: 99.79352160321166; reg_zipnll: -185.97085286449914; cnt_loss: 17.921221420464928; +2025-06-07 14:56:49,663 - INFO - Evaluation: +Curr mae: 94.9081; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 160.8285; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1468; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:56:49,663 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 +2025-06-07 14:58:09,811 - INFO - Training: cls_zice: 96.05613814600257; reg_zipnll: -166.09971282024256; cnt_loss: 16.912191406780522; +2025-06-07 14:58:09,812 - INFO - Evaluation: +Curr mae: 83.4893; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 150.8266; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1180; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:58:09,812 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 +2025-06-07 14:59:28,179 - INFO - Training: cls_zice: 95.10539533602481; reg_zipnll: -176.08796210004795; cnt_loss: 17.565794647924157; +2025-06-07 14:59:28,180 - INFO - Evaluation: +Curr mae: 86.0240; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 149.5399; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1287; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 14:59:28,181 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 +2025-06-07 15:00:46,479 - INFO - Training: cls_zice: 95.58168867250151; reg_zipnll: -154.372375791436; cnt_loss: 19.01087613611032; +2025-06-07 15:00:46,480 - INFO - Evaluation: +Curr mae: 85.5873; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 148.4969; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1205; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 15:00:46,480 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 +2025-06-07 15:02:05,012 - INFO - Training: cls_zice: 94.8224498136154; reg_zipnll: -149.4789629235173; cnt_loss: 15.697299690436054; +2025-06-07 15:02:05,013 - INFO - Evaluation: +Curr mae: 82.0153; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 143.9688; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1222; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 15:02:05,013 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 +2025-06-07 15:03:23,358 - INFO - Training: cls_zice: 96.92990932085657; reg_zipnll: -191.80859092055567; cnt_loss: 18.182860012875487; +2025-06-07 15:03:23,360 - INFO - Evaluation: +Curr mae: 91.3408; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 164.5112; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1344; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 15:03:23,360 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 +2025-06-07 15:04:41,337 - INFO - Training: cls_zice: 95.39546581925146; reg_zipnll: -166.17856680636373; cnt_loss: 17.243871300425752; +2025-06-07 15:04:41,338 - INFO - Evaluation: +Curr mae: 98.2144; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 161.9990; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1574; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 15:04:41,338 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 +2025-06-07 15:05:59,625 - INFO - Training: cls_zice: 97.5520665377181; reg_zipnll: -169.6534516164009; cnt_loss: 17.376431679094075; +2025-06-07 15:05:59,626 - INFO - Evaluation: +Curr mae: 80.3377; Best mae: 78.0804; 78.7006; 78.9647; 78.9672; 79.0889; +Curr rmse: 136.9496; Best rmse: 131.3253; 134.3570; 135.1309; 135.3572; 135.6428; +Curr nae: 0.1176; Best nae: 0.1085; 0.1085; 0.1086; 0.1088; 0.1093; + + + +2025-06-07 15:05:59,626 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 +2025-06-07 15:07:18,091 - INFO - Training: cls_zice: 95.59237708792782; reg_zipnll: -193.82582007654455; cnt_loss: 15.261559652176913; +2025-06-07 15:07:21,246 - INFO - Evaluation: +Curr mae: 74.9088; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 131.6354; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1070; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:07:21,246 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 +2025-06-07 15:08:39,433 - INFO - Training: cls_zice: 95.34905739335824; reg_zipnll: -171.7204780704928; cnt_loss: 17.038055533604908; +2025-06-07 15:08:39,434 - INFO - Evaluation: +Curr mae: 90.8043; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 168.2830; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1264; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:08:39,434 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 +2025-06-07 15:09:59,411 - INFO - Training: cls_zice: 97.83445603326456; reg_zipnll: -193.14758259729044; cnt_loss: 19.534958362579346; +2025-06-07 15:09:59,412 - INFO - Evaluation: +Curr mae: 80.2949; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 145.4125; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1105; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:09:59,412 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 +2025-06-07 15:11:17,906 - INFO - Training: cls_zice: 96.65310624735245; reg_zipnll: -168.11252774939632; cnt_loss: 16.45392723746647; +2025-06-07 15:11:17,907 - INFO - Evaluation: +Curr mae: 80.6628; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 147.5758; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1106; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:11:17,908 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 +2025-06-07 15:12:38,599 - INFO - Training: cls_zice: 94.82948036699105; reg_zipnll: -186.19616871638013; cnt_loss: 16.084137038679312; +2025-06-07 15:12:38,600 - INFO - Evaluation: +Curr mae: 83.7360; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 144.2653; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1259; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:12:38,601 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 +2025-06-07 15:13:56,989 - INFO - Training: cls_zice: 99.75392133194879; reg_zipnll: -187.9273971974455; cnt_loss: 17.894078538907284; +2025-06-07 15:13:56,991 - INFO - Evaluation: +Curr mae: 86.1702; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 156.1751; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1169; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:13:56,991 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 +2025-06-07 15:15:15,453 - INFO - Training: cls_zice: 98.5068699539892; reg_zipnll: -177.32864916719348; cnt_loss: 17.890223158905837; +2025-06-07 15:15:15,454 - INFO - Evaluation: +Curr mae: 81.1725; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 140.4105; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1189; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:15:15,454 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 +2025-06-07 15:16:33,748 - INFO - Training: cls_zice: 94.93569399663154; reg_zipnll: -195.07336094837316; cnt_loss: 18.095102804386062; +2025-06-07 15:16:33,749 - INFO - Evaluation: +Curr mae: 85.5115; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 149.0711; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1212; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:16:33,749 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 +2025-06-07 15:17:51,635 - INFO - Training: cls_zice: 97.06924625500938; reg_zipnll: -177.0635671489286; cnt_loss: 17.305626190261336; +2025-06-07 15:17:51,636 - INFO - Evaluation: +Curr mae: 89.2618; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 155.7546; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1239; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:17:51,636 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 +2025-06-07 15:19:10,196 - INFO - Training: cls_zice: 94.50149681394463; reg_zipnll: -182.74693348865637; cnt_loss: 16.903831631932036; +2025-06-07 15:19:10,197 - INFO - Evaluation: +Curr mae: 111.0460; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 219.8984; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1439; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:19:10,197 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 +2025-06-07 15:20:28,446 - INFO - Training: cls_zice: 96.38333602298964; reg_zipnll: -159.28127001452918; cnt_loss: 15.756746445270563; +2025-06-07 15:20:28,447 - INFO - Evaluation: +Curr mae: 81.0933; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 143.8861; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1101; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:20:28,447 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 +2025-06-07 15:21:47,003 - INFO - Training: cls_zice: 95.64945683416151; reg_zipnll: -166.71029064671094; cnt_loss: 16.618764504691622; +2025-06-07 15:21:47,005 - INFO - Evaluation: +Curr mae: 91.5558; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 165.4286; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1323; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:21:47,005 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 +2025-06-07 15:23:05,353 - INFO - Training: cls_zice: 92.41368498549556; reg_zipnll: -177.27817407822766; cnt_loss: 15.590029991225691; +2025-06-07 15:23:05,354 - INFO - Evaluation: +Curr mae: 85.2807; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 151.2453; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1189; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:23:05,354 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 +2025-06-07 15:24:23,883 - INFO - Training: cls_zice: 95.68774565639875; reg_zipnll: -173.3805992240148; cnt_loss: 16.57928223641503; +2025-06-07 15:24:23,884 - INFO - Evaluation: +Curr mae: 83.8172; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 153.0257; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1183; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:24:23,885 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 +2025-06-07 15:25:41,987 - INFO - Training: cls_zice: 94.17664426367804; reg_zipnll: -185.67458280980193; cnt_loss: 16.976810835844635; +2025-06-07 15:25:41,988 - INFO - Evaluation: +Curr mae: 79.9004; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 142.4843; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1152; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:25:41,988 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 +2025-06-07 15:27:00,481 - INFO - Training: cls_zice: 92.92763266658152; reg_zipnll: -153.28032326856197; cnt_loss: 15.662582446407798; +2025-06-07 15:27:00,483 - INFO - Evaluation: +Curr mae: 84.6224; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 147.3951; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1302; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:27:00,483 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 +2025-06-07 15:28:19,012 - INFO - Training: cls_zice: 94.02609621767967; reg_zipnll: -175.782320572051; cnt_loss: 15.479578755549248; +2025-06-07 15:28:19,013 - INFO - Evaluation: +Curr mae: 85.9098; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 155.1697; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1217; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:28:19,014 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 +2025-06-07 15:29:37,135 - INFO - Training: cls_zice: 94.024284476476; reg_zipnll: -159.79121919341435; cnt_loss: 16.201480331799843; +2025-06-07 15:29:37,136 - INFO - Evaluation: +Curr mae: 91.5283; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 167.5265; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1293; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:29:37,137 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 +2025-06-07 15:30:55,586 - INFO - Training: cls_zice: 96.31986792355973; reg_zipnll: -177.78876352625966; cnt_loss: 18.37025817340573; +2025-06-07 15:30:55,588 - INFO - Evaluation: +Curr mae: 88.0223; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 161.7639; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1165; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:30:55,588 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 +2025-06-07 15:32:14,128 - INFO - Training: cls_zice: 95.20002528057982; reg_zipnll: -161.00053915440643; cnt_loss: 16.536194428702853; +2025-06-07 15:32:14,129 - INFO - Evaluation: +Curr mae: 89.2365; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 159.4095; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1281; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:32:14,129 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 +2025-06-07 15:33:32,587 - INFO - Training: cls_zice: 96.85812446139506; reg_zipnll: -174.32432211313815; cnt_loss: 17.341918106900145; +2025-06-07 15:33:32,588 - INFO - Evaluation: +Curr mae: 95.3081; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 178.3049; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1380; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:33:32,588 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 +2025-06-07 15:34:50,624 - INFO - Training: cls_zice: 97.48910047518497; reg_zipnll: -171.4708130375439; cnt_loss: 17.839216731241997; +2025-06-07 15:34:50,626 - INFO - Evaluation: +Curr mae: 88.1499; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 156.9644; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1288; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:34:50,626 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 +2025-06-07 15:36:08,885 - INFO - Training: cls_zice: 96.53381126605912; reg_zipnll: -211.31161874809013; cnt_loss: 16.826856111059126; +2025-06-07 15:36:08,887 - INFO - Evaluation: +Curr mae: 84.0756; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 150.5936; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1215; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:36:08,887 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 +2025-06-07 15:37:27,385 - INFO - Training: cls_zice: 96.96779840355677; reg_zipnll: -202.27397708387565; cnt_loss: 18.265963072808372; +2025-06-07 15:37:27,387 - INFO - Evaluation: +Curr mae: 85.1258; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 153.6299; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1167; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:37:27,387 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 +2025-06-07 15:38:45,571 - INFO - Training: cls_zice: 92.71752745268361; reg_zipnll: -189.57343327920168; cnt_loss: 16.109899495611128; +2025-06-07 15:38:45,572 - INFO - Evaluation: +Curr mae: 80.6957; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 146.2886; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1102; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:38:45,572 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 +2025-06-07 15:40:03,980 - INFO - Training: cls_zice: 94.10585129339964; reg_zipnll: -164.76274862984158; cnt_loss: 16.826115750319122; +2025-06-07 15:40:03,981 - INFO - Evaluation: +Curr mae: 82.2033; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 143.0264; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1170; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:40:03,981 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 +2025-06-07 15:41:22,133 - INFO - Training: cls_zice: 94.21287718513943; reg_zipnll: -187.47368106463097; cnt_loss: 16.74996166671349; +2025-06-07 15:41:22,134 - INFO - Evaluation: +Curr mae: 84.7886; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 150.9705; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1176; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:41:22,134 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 +2025-06-07 15:42:40,215 - INFO - Training: cls_zice: 92.99931591867612; reg_zipnll: -158.17252769217586; cnt_loss: 16.179354571348785; +2025-06-07 15:42:40,216 - INFO - Evaluation: +Curr mae: 83.5076; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 146.1200; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1225; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:42:40,217 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 +2025-06-07 15:43:58,729 - INFO - Training: cls_zice: 94.03613872401762; reg_zipnll: -186.37319403768376; cnt_loss: 15.169583895348556; +2025-06-07 15:43:58,730 - INFO - Evaluation: +Curr mae: 80.6349; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 140.7299; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1121; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:43:58,730 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 +2025-06-07 15:45:17,006 - INFO - Training: cls_zice: 92.51648296583568; reg_zipnll: -158.15098826932592; cnt_loss: 15.493584359718474; +2025-06-07 15:45:17,008 - INFO - Evaluation: +Curr mae: 80.9012; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 143.0155; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1126; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:45:17,009 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 +2025-06-07 15:46:35,497 - INFO - Training: cls_zice: 94.47601525515121; reg_zipnll: -176.569700329509; cnt_loss: 16.753413167220867; +2025-06-07 15:46:35,499 - INFO - Evaluation: +Curr mae: 92.2829; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 163.6686; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1343; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:46:35,499 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 +2025-06-07 15:47:53,637 - INFO - Training: cls_zice: 96.05884395371999; reg_zipnll: -196.79354603874762; cnt_loss: 15.024610394673632; +2025-06-07 15:47:53,638 - INFO - Evaluation: +Curr mae: 84.4229; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 144.6609; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1190; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:47:53,638 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 +2025-06-07 15:49:12,032 - INFO - Training: cls_zice: 93.90373473767413; reg_zipnll: -179.1735923400778; cnt_loss: 14.657506964854058; +2025-06-07 15:49:12,034 - INFO - Evaluation: +Curr mae: 84.5419; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 150.7380; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1171; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:49:12,034 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 +2025-06-07 15:50:30,544 - INFO - Training: cls_zice: 95.29677071476614; reg_zipnll: -156.64451549858447; cnt_loss: 16.81130998024088; +2025-06-07 15:50:30,546 - INFO - Evaluation: +Curr mae: 87.5693; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 155.0112; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1162; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:50:30,546 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 +2025-06-07 15:51:49,172 - INFO - Training: cls_zice: 96.67850507016213; reg_zipnll: -170.12640868433263; cnt_loss: 14.795570272483573; +2025-06-07 15:51:49,173 - INFO - Evaluation: +Curr mae: 84.7017; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 153.4361; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1146; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:51:49,173 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 +2025-06-07 15:53:07,798 - INFO - Training: cls_zice: 96.24093750454732; reg_zipnll: -191.87805859142583; cnt_loss: 17.869123812542846; +2025-06-07 15:53:07,800 - INFO - Evaluation: +Curr mae: 84.8085; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 149.8319; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1161; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:53:10,839 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 +2025-06-07 15:54:29,146 - INFO - Training: cls_zice: 93.3276779256909; reg_zipnll: -184.89427874104078; cnt_loss: 14.499014598644333; +2025-06-07 15:54:29,146 - INFO - Evaluation: +Curr mae: 81.6332; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 143.8822; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1125; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:54:29,147 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 +2025-06-07 15:55:47,849 - INFO - Training: cls_zice: 93.80145403880947; reg_zipnll: -190.1518247995945; cnt_loss: 16.040641694668903; +2025-06-07 15:55:47,850 - INFO - Evaluation: +Curr mae: 97.7802; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 169.7710; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1408; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:55:47,850 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 +2025-06-07 15:57:06,535 - INFO - Training: cls_zice: 96.81155243930438; reg_zipnll: -186.8429509661845; cnt_loss: 17.57865942708704; +2025-06-07 15:57:06,537 - INFO - Evaluation: +Curr mae: 83.1656; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 144.6439; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1150; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:57:06,537 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 +2025-06-07 15:58:24,919 - INFO - Training: cls_zice: 95.515365827952; reg_zipnll: -172.11427252182108; cnt_loss: 15.53276596637751; +2025-06-07 15:58:24,921 - INFO - Evaluation: +Curr mae: 86.0749; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 149.4740; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1183; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:58:24,921 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 +2025-06-07 15:59:47,255 - INFO - Training: cls_zice: 95.19761484664008; reg_zipnll: -149.3782548399161; cnt_loss: 14.241109818022773; +2025-06-07 15:59:47,256 - INFO - Evaluation: +Curr mae: 81.1162; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 139.5624; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1157; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 15:59:47,256 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 +2025-06-07 16:01:06,025 - INFO - Training: cls_zice: 92.49720934684703; reg_zipnll: -180.40230949035544; cnt_loss: 15.529391364546012; +2025-06-07 16:01:06,026 - INFO - Evaluation: +Curr mae: 88.2058; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 147.7562; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1329; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 16:01:06,026 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 +2025-06-07 16:02:24,533 - INFO - Training: cls_zice: 95.81177769591477; reg_zipnll: -198.60000362143612; cnt_loss: 15.863393147260147; +2025-06-07 16:02:24,534 - INFO - Evaluation: +Curr mae: 80.4235; Best mae: 74.9088; 78.0804; 78.7006; 78.9647; 78.9672; +Curr rmse: 137.1820; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1139; Best nae: 0.1070; 0.1085; 0.1085; 0.1086; 0.1088; + + + +2025-06-07 16:02:24,534 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 +2025-06-07 16:03:44,569 - INFO - Training: cls_zice: 91.42163360039919; reg_zipnll: -169.1606451122966; cnt_loss: 13.92497197681705; +2025-06-07 16:03:46,794 - INFO - Evaluation: +Curr mae: 78.0002; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 136.0701; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1079; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:03:46,794 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 +2025-06-07 16:05:05,016 - INFO - Training: cls_zice: 93.16125153547881; reg_zipnll: -186.36680735657546; cnt_loss: 18.94672937266874; +2025-06-07 16:05:05,017 - INFO - Evaluation: +Curr mae: 86.7709; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 151.4087; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1304; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:05:05,017 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 +2025-06-07 16:06:23,094 - INFO - Training: cls_zice: 94.99951365136153; reg_zipnll: -174.98704609018287; cnt_loss: 16.37497593393389; +2025-06-07 16:06:23,096 - INFO - Evaluation: +Curr mae: 84.8838; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 151.8272; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1167; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:06:23,096 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 +2025-06-07 16:07:42,106 - INFO - Training: cls_zice: 89.56693747185713; reg_zipnll: -158.00117157942412; cnt_loss: 15.517111602997938; +2025-06-07 16:07:42,108 - INFO - Evaluation: +Curr mae: 86.7361; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 155.1426; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1227; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:07:42,108 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 +2025-06-07 16:09:00,798 - INFO - Training: cls_zice: 93.80664024605656; reg_zipnll: -163.71375647285916; cnt_loss: 15.22089766350803; +2025-06-07 16:09:00,799 - INFO - Evaluation: +Curr mae: 86.8552; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 156.3675; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1163; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:09:00,799 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 +2025-06-07 16:10:18,977 - INFO - Training: cls_zice: 93.95642342472708; reg_zipnll: -175.38883672802655; cnt_loss: 15.882465536231237; +2025-06-07 16:10:18,978 - INFO - Evaluation: +Curr mae: 83.1134; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 144.7413; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1227; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:10:18,978 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 +2025-06-07 16:11:37,302 - INFO - Training: cls_zice: 95.20358624363577; reg_zipnll: -185.997554955893; cnt_loss: 16.818495671480697; +2025-06-07 16:11:37,303 - INFO - Evaluation: +Curr mae: 85.8396; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 149.7744; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1261; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:11:37,303 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 +2025-06-07 16:12:55,682 - INFO - Training: cls_zice: 94.03589677179096; reg_zipnll: -138.9127340506244; cnt_loss: 15.282690416108693; +2025-06-07 16:12:55,683 - INFO - Evaluation: +Curr mae: 82.0109; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 148.5353; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1115; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:12:55,683 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 +2025-06-07 16:14:13,908 - INFO - Training: cls_zice: 95.5102137287721; reg_zipnll: -161.0742349372005; cnt_loss: 14.249566209237306; +2025-06-07 16:14:13,909 - INFO - Evaluation: +Curr mae: 80.1850; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 143.0100; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1143; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:14:13,909 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 +2025-06-07 16:15:32,350 - INFO - Training: cls_zice: 92.7412076154292; reg_zipnll: -195.46153933796663; cnt_loss: 15.063720679441035; +2025-06-07 16:15:32,352 - INFO - Evaluation: +Curr mae: 80.2617; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 140.9110; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1092; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:15:32,352 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 +2025-06-07 16:16:50,704 - INFO - Training: cls_zice: 94.35504323441461; reg_zipnll: -179.8612072420436; cnt_loss: 15.250173500831554; +2025-06-07 16:16:50,706 - INFO - Evaluation: +Curr mae: 94.8714; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 162.7595; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1408; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:16:50,706 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 +2025-06-07 16:18:08,837 - INFO - Training: cls_zice: 92.56124164252881; reg_zipnll: -187.14952371609922; cnt_loss: 14.083602783695751; +2025-06-07 16:18:08,838 - INFO - Evaluation: +Curr mae: 81.6127; Best mae: 74.9088; 78.0002; 78.0804; 78.7006; 78.9647; +Curr rmse: 141.3632; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1163; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:18:08,838 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 +2025-06-07 16:19:27,095 - INFO - Training: cls_zice: 94.57158898359893; reg_zipnll: -207.10951005544095; cnt_loss: 15.412428008010055; +2025-06-07 16:19:28,225 - INFO - Evaluation: +Curr mae: 78.4864; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 136.8723; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1109; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:19:28,225 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 +2025-06-07 16:20:46,713 - INFO - Training: cls_zice: 91.38560178895659; reg_zipnll: -171.36271358641568; cnt_loss: 14.33218840100118; +2025-06-07 16:20:46,714 - INFO - Evaluation: +Curr mae: 96.9962; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 174.4926; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1358; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:20:46,714 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 +2025-06-07 16:22:05,202 - INFO - Training: cls_zice: 90.73295506736301; reg_zipnll: -168.3805589360117; cnt_loss: 14.234223575781513; +2025-06-07 16:22:05,203 - INFO - Evaluation: +Curr mae: 83.8293; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 150.9936; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1181; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:22:05,203 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 +2025-06-07 16:23:23,787 - INFO - Training: cls_zice: 92.38574980426309; reg_zipnll: -145.01312385331715; cnt_loss: 15.45099487683631; +2025-06-07 16:23:23,788 - INFO - Evaluation: +Curr mae: 85.5335; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 148.1930; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1269; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:23:23,788 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 +2025-06-07 16:24:42,166 - INFO - Training: cls_zice: 91.14408124203713; reg_zipnll: -181.79876415934783; cnt_loss: 14.58036834988373; +2025-06-07 16:24:42,168 - INFO - Evaluation: +Curr mae: 83.9584; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 147.8763; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1187; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:24:42,168 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 +2025-06-07 16:26:00,168 - INFO - Training: cls_zice: 92.47208867483582; reg_zipnll: -158.1734995684087; cnt_loss: 14.38442955585505; +2025-06-07 16:26:00,169 - INFO - Evaluation: +Curr mae: 87.3843; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 160.0308; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1200; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:26:00,169 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 +2025-06-07 16:27:17,860 - INFO - Training: cls_zice: 93.33241681231569; reg_zipnll: -193.69667390482314; cnt_loss: 15.25524233982263; +2025-06-07 16:27:17,861 - INFO - Evaluation: +Curr mae: 82.1938; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 151.7042; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1129; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:27:17,861 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 +2025-06-07 16:28:36,317 - INFO - Training: cls_zice: 90.72331577578917; reg_zipnll: -148.8746569677694; cnt_loss: 15.12339517612331; +2025-06-07 16:28:36,318 - INFO - Evaluation: +Curr mae: 91.6318; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 162.3329; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1337; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:28:36,319 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 +2025-06-07 16:29:54,375 - INFO - Training: cls_zice: 93.0617534940606; reg_zipnll: -167.94242364997106; cnt_loss: 14.961343822100305; +2025-06-07 16:29:54,376 - INFO - Evaluation: +Curr mae: 81.9653; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 144.9511; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1194; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:29:54,377 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 +2025-06-07 16:31:12,499 - INFO - Training: cls_zice: 97.40613399278249; reg_zipnll: -165.20625159282557; cnt_loss: 15.90802585526018; +2025-06-07 16:31:12,500 - INFO - Evaluation: +Curr mae: 86.6990; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 152.5823; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1195; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:31:12,500 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 +2025-06-07 16:32:31,023 - INFO - Training: cls_zice: 91.47010105966733; reg_zipnll: -168.9994800864466; cnt_loss: 14.973333646130088; +2025-06-07 16:32:31,025 - INFO - Evaluation: +Curr mae: 84.6999; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 151.4903; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1223; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:32:31,025 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 +2025-06-07 16:33:49,037 - INFO - Training: cls_zice: 92.46438642763934; reg_zipnll: -161.49584373575172; cnt_loss: 14.420523105078185; +2025-06-07 16:33:49,038 - INFO - Evaluation: +Curr mae: 81.1066; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 145.2193; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1104; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:33:49,039 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 +2025-06-07 16:35:07,127 - INFO - Training: cls_zice: 91.8854746281706; reg_zipnll: -142.27076017619757; cnt_loss: 14.810994249305978; +2025-06-07 16:35:07,128 - INFO - Evaluation: +Curr mae: 83.1785; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 147.4234; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1253; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:35:07,129 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 +2025-06-07 16:36:25,248 - INFO - Training: cls_zice: 92.6310334742464; reg_zipnll: -169.22164981412573; cnt_loss: 14.548183769579754; +2025-06-07 16:36:25,249 - INFO - Evaluation: +Curr mae: 85.5056; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 152.2765; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1250; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:36:25,249 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 +2025-06-07 16:37:43,263 - INFO - Training: cls_zice: 91.97614702562623; reg_zipnll: -189.03104938734447; cnt_loss: 17.5493989464463; +2025-06-07 16:37:43,264 - INFO - Evaluation: +Curr mae: 81.9838; Best mae: 74.9088; 78.0002; 78.0804; 78.4864; 78.7006; +Curr rmse: 147.8461; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1099; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:37:43,265 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 +2025-06-07 16:39:02,081 - INFO - Training: cls_zice: 94.05912492764706; reg_zipnll: -189.05025180286128; cnt_loss: 16.01776993195742; +2025-06-07 16:39:03,001 - INFO - Evaluation: +Curr mae: 78.3833; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 142.2787; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1157; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:39:03,001 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 +2025-06-07 16:40:21,028 - INFO - Training: cls_zice: 92.14744730816771; reg_zipnll: -178.7762833525803; cnt_loss: 15.087178549229703; +2025-06-07 16:40:21,029 - INFO - Evaluation: +Curr mae: 84.6101; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 150.1377; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1244; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:40:21,029 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 +2025-06-07 16:41:39,072 - INFO - Training: cls_zice: 92.20251301898072; reg_zipnll: -189.5031917900439; cnt_loss: 14.272312247989984; +2025-06-07 16:41:39,074 - INFO - Evaluation: +Curr mae: 88.6886; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 162.7667; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1226; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:41:39,074 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 +2025-06-07 16:42:57,651 - INFO - Training: cls_zice: 97.37404439307207; reg_zipnll: -161.02404027269375; cnt_loss: 14.282802877047205; +2025-06-07 16:42:57,652 - INFO - Evaluation: +Curr mae: 84.5797; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 148.2253; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1277; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:42:57,652 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 +2025-06-07 16:44:16,114 - INFO - Training: cls_zice: 95.30118299320044; reg_zipnll: -184.52430577783394; cnt_loss: 16.71670515489894; +2025-06-07 16:44:16,115 - INFO - Evaluation: +Curr mae: 81.2913; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 147.9724; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1122; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:44:16,116 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 +2025-06-07 16:45:34,543 - INFO - Training: cls_zice: 90.78684832086627; reg_zipnll: -157.79018923146836; cnt_loss: 14.340469871925203; +2025-06-07 16:45:34,545 - INFO - Evaluation: +Curr mae: 86.7149; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 151.3107; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1198; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:45:34,545 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 +2025-06-07 16:46:53,108 - INFO - Training: cls_zice: 95.97509315945454; reg_zipnll: -177.00956985334687; cnt_loss: 15.294265761280691; +2025-06-07 16:46:53,109 - INFO - Evaluation: +Curr mae: 86.2254; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 152.8803; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1221; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:46:53,109 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 +2025-06-07 16:48:11,711 - INFO - Training: cls_zice: 91.31539429418298; reg_zipnll: -175.33559472671408; cnt_loss: 14.21365923281537; +2025-06-07 16:48:11,712 - INFO - Evaluation: +Curr mae: 89.4547; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 159.0422; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1192; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:48:11,712 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 +2025-06-07 16:49:29,872 - INFO - Training: cls_zice: 92.75540819231249; reg_zipnll: -190.01915490232557; cnt_loss: 14.080420937759197; +2025-06-07 16:49:29,872 - INFO - Evaluation: +Curr mae: 82.3737; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 147.4296; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1155; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:49:29,873 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 +2025-06-07 16:50:47,932 - INFO - Training: cls_zice: 91.0412179681639; reg_zipnll: -171.0851927624633; cnt_loss: 13.603465844463829; +2025-06-07 16:50:47,933 - INFO - Evaluation: +Curr mae: 88.3768; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 164.8922; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1159; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:50:47,933 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 +2025-06-07 16:52:06,105 - INFO - Training: cls_zice: 92.56317979926305; reg_zipnll: -184.660908553774; cnt_loss: 13.652388615324007; +2025-06-07 16:52:06,106 - INFO - Evaluation: +Curr mae: 94.6382; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 167.1758; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1359; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:52:06,106 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 +2025-06-07 16:53:24,400 - INFO - Training: cls_zice: 91.20571198368704; reg_zipnll: -157.9596389239987; cnt_loss: 13.338543198756035; +2025-06-07 16:53:24,401 - INFO - Evaluation: +Curr mae: 89.8078; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 158.1683; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1294; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:53:24,401 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 +2025-06-07 16:54:43,053 - INFO - Training: cls_zice: 91.12296046326492; reg_zipnll: -181.34443860969796; cnt_loss: 13.467570928548346; +2025-06-07 16:54:43,054 - INFO - Evaluation: +Curr mae: 84.3364; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 149.5408; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1220; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:54:43,054 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 +2025-06-07 16:56:01,458 - INFO - Training: cls_zice: 91.84278989627661; reg_zipnll: -175.78510112636135; cnt_loss: 13.472817973585318; +2025-06-07 16:56:01,459 - INFO - Evaluation: +Curr mae: 79.1997; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 140.5742; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1180; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:56:01,459 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 +2025-06-07 16:57:19,743 - INFO - Training: cls_zice: 90.6533558068686; reg_zipnll: -187.31121986591262; cnt_loss: 12.841740336639202; +2025-06-07 16:57:19,744 - INFO - Evaluation: +Curr mae: 90.7438; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 163.0876; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1241; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:57:19,744 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 +2025-06-07 16:58:38,205 - INFO - Training: cls_zice: 91.1267041086361; reg_zipnll: -177.0182076005746; cnt_loss: 13.619107184820617; +2025-06-07 16:58:38,207 - INFO - Evaluation: +Curr mae: 79.5052; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 142.7324; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1102; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:58:41,511 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 +2025-06-07 16:59:59,830 - INFO - Training: cls_zice: 93.6295893081766; reg_zipnll: -179.83096197898814; cnt_loss: 15.004793209745394; +2025-06-07 16:59:59,831 - INFO - Evaluation: +Curr mae: 81.8434; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 146.1644; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1179; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 16:59:59,832 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 +2025-06-07 17:01:18,087 - INFO - Training: cls_zice: 88.58393031240298; reg_zipnll: -160.32442224262567; cnt_loss: 13.197388246359415; +2025-06-07 17:01:18,088 - INFO - Evaluation: +Curr mae: 94.1237; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 169.7847; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1357; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:01:18,088 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 +2025-06-07 17:02:36,096 - INFO - Training: cls_zice: 91.08089598598859; reg_zipnll: -149.2443095737735; cnt_loss: 13.228824820739543; +2025-06-07 17:02:36,098 - INFO - Evaluation: +Curr mae: 84.6708; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 156.4435; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1219; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:02:36,098 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 +2025-06-07 17:03:55,821 - INFO - Training: cls_zice: 91.55896545561734; reg_zipnll: -179.1568230635283; cnt_loss: 14.434154767863799; +2025-06-07 17:03:55,822 - INFO - Evaluation: +Curr mae: 81.8060; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 149.9711; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1123; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:03:55,822 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 +2025-06-07 17:05:14,835 - INFO - Training: cls_zice: 91.06568611062914; reg_zipnll: -163.8551186820529; cnt_loss: 13.689678004245884; +2025-06-07 17:05:14,836 - INFO - Evaluation: +Curr mae: 81.1302; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 144.0144; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1151; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:05:14,837 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 +2025-06-07 17:06:34,265 - INFO - Training: cls_zice: 92.27535198540087; reg_zipnll: -192.361148960543; cnt_loss: 14.450523910143518; +2025-06-07 17:06:34,266 - INFO - Evaluation: +Curr mae: 90.9245; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 159.8468; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1331; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:06:34,267 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 +2025-06-07 17:07:52,782 - INFO - Training: cls_zice: 89.98028580874008; reg_zipnll: -169.84417746082838; cnt_loss: 14.269618284623354; +2025-06-07 17:07:52,783 - INFO - Evaluation: +Curr mae: 79.8512; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 143.5367; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1092; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:07:52,783 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 +2025-06-07 17:09:11,593 - INFO - Training: cls_zice: 93.28784717787181; reg_zipnll: -198.7904246058685; cnt_loss: 16.499048308820914; +2025-06-07 17:09:11,594 - INFO - Evaluation: +Curr mae: 83.5677; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 148.3346; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1149; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:09:11,595 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 +2025-06-07 17:10:30,045 - INFO - Training: cls_zice: 91.58548272998128; reg_zipnll: -178.1430599515801; cnt_loss: 14.31908941426814; +2025-06-07 17:10:30,047 - INFO - Evaluation: +Curr mae: 82.9792; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 147.7351; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1169; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:10:30,047 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 +2025-06-07 17:11:49,659 - INFO - Training: cls_zice: 89.88035013817793; reg_zipnll: -206.7395128477488; cnt_loss: 13.763097755166868; +2025-06-07 17:11:49,661 - INFO - Evaluation: +Curr mae: 85.8923; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 150.5112; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1284; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:11:49,661 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 +2025-06-07 17:13:09,029 - INFO - Training: cls_zice: 89.58263975737111; reg_zipnll: -173.34075416160735; cnt_loss: 13.564773209047633; +2025-06-07 17:13:09,030 - INFO - Evaluation: +Curr mae: 85.3622; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 151.8178; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1276; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:13:09,030 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 +2025-06-07 17:14:28,385 - INFO - Training: cls_zice: 91.06330825635139; reg_zipnll: -165.40663591599622; cnt_loss: 13.836568856081426; +2025-06-07 17:14:28,387 - INFO - Evaluation: +Curr mae: 98.4532; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 188.9401; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1273; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:14:28,387 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 +2025-06-07 17:15:46,973 - INFO - Training: cls_zice: 91.31433417465513; reg_zipnll: -173.9315644952635; cnt_loss: 12.02528182560245; +2025-06-07 17:15:46,974 - INFO - Evaluation: +Curr mae: 85.4735; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 154.7675; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1198; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:15:46,974 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 +2025-06-07 17:17:05,197 - INFO - Training: cls_zice: 91.37720695394555; reg_zipnll: -192.8378430549672; cnt_loss: 14.964318711236613; +2025-06-07 17:17:05,198 - INFO - Evaluation: +Curr mae: 80.8195; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 142.3821; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1182; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:17:05,199 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 +2025-06-07 17:18:25,118 - INFO - Training: cls_zice: 89.85474328805279; reg_zipnll: -173.39027226365954; cnt_loss: 13.45320970175282; +2025-06-07 17:18:25,120 - INFO - Evaluation: +Curr mae: 89.8563; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 158.6004; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1316; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:18:25,120 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 +2025-06-07 17:19:43,615 - INFO - Training: cls_zice: 89.37780295618323; reg_zipnll: -181.4821260149116; cnt_loss: 13.165593657272542; +2025-06-07 17:19:43,617 - INFO - Evaluation: +Curr mae: 81.5671; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 142.1018; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1168; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:19:43,617 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 +2025-06-07 17:21:02,283 - INFO - Training: cls_zice: 90.66655260048165; reg_zipnll: -203.14541293769483; cnt_loss: 14.607394775017998; +2025-06-07 17:21:02,284 - INFO - Evaluation: +Curr mae: 83.2335; Best mae: 74.9088; 78.0002; 78.0804; 78.3833; 78.4864; +Curr rmse: 148.5669; Best rmse: 131.3253; 131.6354; 134.3570; 135.1309; 135.3572; +Curr nae: 0.1135; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:21:02,284 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 +2025-06-07 17:22:20,990 - INFO - Training: cls_zice: 90.89164042314947; reg_zipnll: -182.6360335002672; cnt_loss: 13.900160601596959; +2025-06-07 17:22:23,226 - INFO - Evaluation: +Curr mae: 77.6849; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 133.3162; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1128; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:22:23,226 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 +2025-06-07 17:23:41,773 - INFO - Training: cls_zice: 93.30162470230204; reg_zipnll: -187.72081806959696; cnt_loss: 14.592432375775267; +2025-06-07 17:23:41,775 - INFO - Evaluation: +Curr mae: 84.9952; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 153.1749; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1168; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:23:41,775 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 +2025-06-07 17:25:00,637 - INFO - Training: cls_zice: 90.6527093317335; reg_zipnll: -194.90890781453115; cnt_loss: 14.586664477720955; +2025-06-07 17:25:00,638 - INFO - Evaluation: +Curr mae: 83.8819; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 154.1385; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1161; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:25:00,638 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 +2025-06-07 17:26:19,204 - INFO - Training: cls_zice: 91.17540135920443; reg_zipnll: -180.1020780778089; cnt_loss: 13.11692401273361; +2025-06-07 17:26:19,205 - INFO - Evaluation: +Curr mae: 81.0723; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 144.1264; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1134; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:26:19,206 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 +2025-06-07 17:27:37,714 - INFO - Training: cls_zice: 88.98241702452401; reg_zipnll: -157.8197754360982; cnt_loss: 14.250963024745714; +2025-06-07 17:27:37,716 - INFO - Evaluation: +Curr mae: 84.1730; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 150.6962; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1183; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:27:37,716 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 +2025-06-07 17:29:01,913 - INFO - Training: cls_zice: 91.6384135745219; reg_zipnll: -177.92905011713898; cnt_loss: 13.577720692615635; +2025-06-07 17:29:01,914 - INFO - Evaluation: +Curr mae: 84.7892; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 157.3045; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1177; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:29:01,915 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 +2025-06-07 17:30:20,662 - INFO - Training: cls_zice: 92.36950017916446; reg_zipnll: -185.01178887348303; cnt_loss: 14.75825736696357; +2025-06-07 17:30:20,663 - INFO - Evaluation: +Curr mae: 96.8870; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 171.4505; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1442; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:30:20,663 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 +2025-06-07 17:31:41,602 - INFO - Training: cls_zice: 89.60951992060176; reg_zipnll: -176.5852292199798; cnt_loss: 12.962604559020491; +2025-06-07 17:31:41,603 - INFO - Evaluation: +Curr mae: 89.7875; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 162.5529; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1248; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:31:41,603 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 +2025-06-07 17:32:59,983 - INFO - Training: cls_zice: 89.21008506673851; reg_zipnll: -159.43606988010026; cnt_loss: 12.180077134378699; +2025-06-07 17:32:59,984 - INFO - Evaluation: +Curr mae: 84.3697; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 147.4338; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1159; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:32:59,984 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 +2025-06-07 17:34:19,598 - INFO - Training: cls_zice: 89.52489145544192; reg_zipnll: -168.16810876328424; cnt_loss: 12.003426896025802; +2025-06-07 17:34:19,600 - INFO - Evaluation: +Curr mae: 82.1058; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 147.4161; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1135; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:34:19,600 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 +2025-06-07 17:35:42,435 - INFO - Training: cls_zice: 91.12654104927518; reg_zipnll: -170.51143931710956; cnt_loss: 13.445380292980877; +2025-06-07 17:35:42,436 - INFO - Evaluation: +Curr mae: 86.5514; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 150.9334; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1188; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:35:42,436 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 +2025-06-07 17:37:03,165 - INFO - Training: cls_zice: 88.78029169625793; reg_zipnll: -154.6384282585801; cnt_loss: 12.17585290504607; +2025-06-07 17:37:03,165 - INFO - Evaluation: +Curr mae: 86.0271; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 154.6089; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1219; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:37:03,166 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 +2025-06-07 17:38:21,190 - INFO - Training: cls_zice: 90.59125071645572; reg_zipnll: -180.47349970230204; cnt_loss: 13.227009329574788; +2025-06-07 17:38:21,191 - INFO - Evaluation: +Curr mae: 87.5719; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 161.0148; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1156; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:38:21,191 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 +2025-06-07 17:39:40,824 - INFO - Training: cls_zice: 88.56854200047373; reg_zipnll: -175.9027755181521; cnt_loss: 12.649089020609066; +2025-06-07 17:39:40,826 - INFO - Evaluation: +Curr mae: 87.1423; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 150.8687; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1256; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:39:40,826 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 +2025-06-07 17:41:02,155 - INFO - Training: cls_zice: 88.98890840770393; reg_zipnll: -175.99550168245833; cnt_loss: 13.711796937399352; +2025-06-07 17:41:02,156 - INFO - Evaluation: +Curr mae: 85.4554; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 161.1180; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1164; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:41:02,157 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 +2025-06-07 17:42:20,990 - INFO - Training: cls_zice: 89.53909506071483; reg_zipnll: -160.6127256431327; cnt_loss: 13.14454442617909; +2025-06-07 17:42:20,991 - INFO - Evaluation: +Curr mae: 84.6957; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 152.5526; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1208; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:42:20,991 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 +2025-06-07 17:43:39,494 - INFO - Training: cls_zice: 89.33086723681318; reg_zipnll: -171.07496440331667; cnt_loss: 13.387065604822524; +2025-06-07 17:43:39,495 - INFO - Evaluation: +Curr mae: 90.0336; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 161.1609; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1227; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:43:39,495 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 +2025-06-07 17:44:57,879 - INFO - Training: cls_zice: 89.07419524287546; reg_zipnll: -193.70908095505064; cnt_loss: 13.934686479189539; +2025-06-07 17:44:57,880 - INFO - Evaluation: +Curr mae: 87.9547; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 163.5963; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1225; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:44:57,880 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 +2025-06-07 17:46:17,136 - INFO - Training: cls_zice: 89.66162222426459; reg_zipnll: -211.79543512230677; cnt_loss: 13.504604603281084; +2025-06-07 17:46:17,137 - INFO - Evaluation: +Curr mae: 91.5768; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 169.8636; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1243; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:46:17,137 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 +2025-06-07 17:47:35,556 - INFO - Training: cls_zice: 90.51740310365791; reg_zipnll: -181.70727748112964; cnt_loss: 13.823566049929486; +2025-06-07 17:47:35,557 - INFO - Evaluation: +Curr mae: 87.4973; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 154.5668; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1227; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:47:35,557 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 +2025-06-07 17:48:55,292 - INFO - Training: cls_zice: 89.95115569411524; reg_zipnll: -155.90067397363927; cnt_loss: 12.060213970032748; +2025-06-07 17:48:55,293 - INFO - Evaluation: +Curr mae: 86.7328; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 158.9627; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1177; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:48:55,293 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 +2025-06-07 17:50:13,968 - INFO - Training: cls_zice: 89.55675610169669; reg_zipnll: -179.29984081975672; cnt_loss: 12.443957185113668; +2025-06-07 17:50:13,969 - INFO - Evaluation: +Curr mae: 82.8036; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 148.6525; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1161; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:50:13,969 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 +2025-06-07 17:51:32,462 - INFO - Training: cls_zice: 87.35711203821448; reg_zipnll: -167.90723569503683; cnt_loss: 13.1409655454143; +2025-06-07 17:51:32,463 - INFO - Evaluation: +Curr mae: 89.4232; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 163.5007; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1261; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:51:32,463 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 +2025-06-07 17:52:52,718 - INFO - Training: cls_zice: 87.77853658815093; reg_zipnll: -198.83637547019302; cnt_loss: 12.243827281408752; +2025-06-07 17:52:52,719 - INFO - Evaluation: +Curr mae: 78.6869; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 137.9899; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1126; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:52:52,719 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 +2025-06-07 17:54:12,727 - INFO - Training: cls_zice: 90.08067535248813; reg_zipnll: -195.5660778513018; cnt_loss: 12.764091258017432; +2025-06-07 17:54:12,728 - INFO - Evaluation: +Curr mae: 82.0420; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 147.1612; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1139; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:54:12,728 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 +2025-06-07 17:55:30,756 - INFO - Training: cls_zice: 88.205638108664; reg_zipnll: -169.63232239350577; cnt_loss: 12.856640104426454; +2025-06-07 17:55:30,757 - INFO - Evaluation: +Curr mae: 83.4010; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 142.8516; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1232; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:55:30,757 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 +2025-06-07 17:56:53,559 - INFO - Training: cls_zice: 88.28631058749774; reg_zipnll: -178.24726819044707; cnt_loss: 12.702037726017023; +2025-06-07 17:56:53,560 - INFO - Evaluation: +Curr mae: 84.7139; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 148.5141; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1172; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:56:53,560 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 +2025-06-07 17:58:13,662 - INFO - Training: cls_zice: 87.03881048366723; reg_zipnll: -175.8999839871135; cnt_loss: 13.129493473381396; +2025-06-07 17:58:13,664 - INFO - Evaluation: +Curr mae: 82.7774; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 144.7480; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1137; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:58:13,664 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 +2025-06-07 17:59:32,418 - INFO - Training: cls_zice: 88.3962348028524; reg_zipnll: -164.78610259807664; cnt_loss: 12.459420279951285; +2025-06-07 17:59:32,419 - INFO - Evaluation: +Curr mae: 81.2025; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 144.8381; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1131; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 17:59:32,419 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 +2025-06-07 18:00:52,304 - INFO - Training: cls_zice: 87.85111935091335; reg_zipnll: -186.99787319259138; cnt_loss: 13.410537111838133; +2025-06-07 18:00:52,305 - INFO - Evaluation: +Curr mae: 85.3113; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 150.6181; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1142; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:00:52,306 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 +2025-06-07 18:02:10,650 - INFO - Training: cls_zice: 89.37291715003008; reg_zipnll: -176.11979556557358; cnt_loss: 12.761800420205324; +2025-06-07 18:02:10,651 - INFO - Evaluation: +Curr mae: 81.0408; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 139.3168; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1188; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:02:10,651 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 +2025-06-07 18:03:28,740 - INFO - Training: cls_zice: 88.70916696257939; reg_zipnll: -177.0755361531744; cnt_loss: 13.998946658822874; +2025-06-07 18:03:28,741 - INFO - Evaluation: +Curr mae: 80.8305; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 144.4223; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1107; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:03:28,741 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 +2025-06-07 18:04:47,401 - INFO - Training: cls_zice: 102.65712221410891; reg_zipnll: -195.44684003362593; cnt_loss: 19.776993236794375; +2025-06-07 18:04:47,402 - INFO - Evaluation: +Curr mae: 87.5695; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 152.8033; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1234; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:04:51,477 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 +2025-06-07 18:06:09,541 - INFO - Training: cls_zice: 93.00652240601596; reg_zipnll: -191.2197128763262; cnt_loss: 15.302152632088061; +2025-06-07 18:06:09,542 - INFO - Evaluation: +Curr mae: 83.4501; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 143.0288; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1175; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:06:09,542 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 +2025-06-07 18:07:27,609 - INFO - Training: cls_zice: 88.3338085578767; reg_zipnll: -168.66093900819487; cnt_loss: 12.919737509544323; +2025-06-07 18:07:27,610 - INFO - Evaluation: +Curr mae: 84.0123; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 148.9474; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1162; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:07:27,610 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 +2025-06-07 18:08:46,183 - INFO - Training: cls_zice: 87.9997630340374; reg_zipnll: -184.43366391769308; cnt_loss: 11.742132047943722; +2025-06-07 18:08:46,185 - INFO - Evaluation: +Curr mae: 84.5975; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 149.7311; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1184; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:08:46,185 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 +2025-06-07 18:10:04,620 - INFO - Training: cls_zice: 87.30291110158755; reg_zipnll: -152.2852912928095; cnt_loss: 11.53382740273381; +2025-06-07 18:10:04,621 - INFO - Evaluation: +Curr mae: 83.5495; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 148.4827; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1171; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:10:04,621 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 +2025-06-07 18:11:22,922 - INFO - Training: cls_zice: 87.37928786183035; reg_zipnll: -186.66307933756846; cnt_loss: 13.03242090679952; +2025-06-07 18:11:22,924 - INFO - Evaluation: +Curr mae: 80.1662; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 141.6376; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1117; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:11:22,924 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 +2025-06-07 18:12:41,385 - INFO - Training: cls_zice: 87.6439953418757; reg_zipnll: -171.78601226427696; cnt_loss: 11.659662876697565; +2025-06-07 18:12:41,387 - INFO - Evaluation: +Curr mae: 84.8571; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 147.6389; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1208; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:12:41,387 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 +2025-06-07 18:14:00,540 - INFO - Training: cls_zice: 88.72366324797372; reg_zipnll: -203.9850298489956; cnt_loss: 12.164656871201975; +2025-06-07 18:14:00,541 - INFO - Evaluation: +Curr mae: 82.2647; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 144.2010; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1133; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:14:00,541 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 +2025-06-07 18:15:18,577 - INFO - Training: cls_zice: 87.84313686951896; reg_zipnll: -181.09685280149347; cnt_loss: 13.11015617768496; +2025-06-07 18:15:18,578 - INFO - Evaluation: +Curr mae: 80.5910; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 144.7448; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1115; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:15:18,578 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 +2025-06-07 18:16:37,094 - INFO - Training: cls_zice: 89.21509740210527; reg_zipnll: -202.84370339627299; cnt_loss: 13.592178118939431; +2025-06-07 18:16:37,095 - INFO - Evaluation: +Curr mae: 85.0105; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 148.0329; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1189; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:16:37,095 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 +2025-06-07 18:17:55,543 - INFO - Training: cls_zice: 87.96350360390366; reg_zipnll: -151.85664988511445; cnt_loss: 11.464187063128742; +2025-06-07 18:17:55,544 - INFO - Evaluation: +Curr mae: 81.7857; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 141.6821; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1222; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:17:55,544 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 +2025-06-07 18:19:14,145 - INFO - Training: cls_zice: 86.32235240304706; reg_zipnll: -178.19116591775654; cnt_loss: 11.169468958646256; +2025-06-07 18:19:14,146 - INFO - Evaluation: +Curr mae: 80.4536; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 141.9051; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1130; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:19:14,146 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 +2025-06-07 18:20:32,455 - INFO - Training: cls_zice: 87.55162590228959; reg_zipnll: -191.873566981183; cnt_loss: 12.019614987025987; +2025-06-07 18:20:32,457 - INFO - Evaluation: +Curr mae: 90.3921; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 167.5647; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1204; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:20:32,457 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 +2025-06-07 18:21:51,267 - INFO - Training: cls_zice: 87.26798307658821; reg_zipnll: -167.14205877038816; cnt_loss: 12.56174043551186; +2025-06-07 18:21:51,269 - INFO - Evaluation: +Curr mae: 79.1038; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 138.6674; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1130; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:21:51,269 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 +2025-06-07 18:23:09,522 - INFO - Training: cls_zice: 87.11163716916217; reg_zipnll: -188.54774849935873; cnt_loss: 12.61202383199275; +2025-06-07 18:23:09,523 - INFO - Evaluation: +Curr mae: 86.4116; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 158.3330; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1177; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:23:09,524 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 +2025-06-07 18:24:27,656 - INFO - Training: cls_zice: 87.77382382020255; reg_zipnll: -165.50089374441185; cnt_loss: 11.667073109292037; +2025-06-07 18:24:27,657 - INFO - Evaluation: +Curr mae: 81.6084; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 139.6536; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1188; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:24:27,657 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 +2025-06-07 18:25:48,095 - INFO - Training: cls_zice: 87.10456380780958; reg_zipnll: -177.8437805681039; cnt_loss: 11.740682085618278; +2025-06-07 18:25:48,096 - INFO - Evaluation: +Curr mae: 81.8689; Best mae: 74.9088; 77.6849; 78.0002; 78.0804; 78.3833; +Curr rmse: 144.8064; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 135.1309; +Curr nae: 0.1178; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:25:48,096 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 +2025-06-07 18:27:06,143 - INFO - Training: cls_zice: 86.43970243188718; reg_zipnll: -174.90698126293967; cnt_loss: 12.077091889665617; +2025-06-07 18:27:09,971 - INFO - Evaluation: +Curr mae: 77.6860; Best mae: 74.9088; 77.6849; 77.6860; 78.0002; 78.0804; +Curr rmse: 134.7112; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1109; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:27:09,971 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 +2025-06-07 18:28:27,874 - INFO - Training: cls_zice: 91.32250958878473; reg_zipnll: -183.68769344430885; cnt_loss: 13.01134590439449; +2025-06-07 18:28:28,999 - INFO - Evaluation: +Curr mae: 77.8632; Best mae: 74.9088; 77.6849; 77.6860; 77.8632; 78.0002; +Curr rmse: 138.3989; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1111; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:28:29,000 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 +2025-06-07 18:29:46,866 - INFO - Training: cls_zice: 88.14683456926156; reg_zipnll: -180.79647075577287; cnt_loss: 11.801917114005184; +2025-06-07 18:29:46,867 - INFO - Evaluation: +Curr mae: 82.1913; Best mae: 74.9088; 77.6849; 77.6860; 77.8632; 78.0002; +Curr rmse: 146.1767; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1157; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:29:46,867 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 +2025-06-07 18:31:05,169 - INFO - Training: cls_zice: 88.72333049142597; reg_zipnll: -177.74524326198147; cnt_loss: 11.947685561432744; +2025-06-07 18:31:05,171 - INFO - Evaluation: +Curr mae: 80.6841; Best mae: 74.9088; 77.6849; 77.6860; 77.8632; 78.0002; +Curr rmse: 143.8387; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1118; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:31:05,171 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 +2025-06-07 18:32:23,449 - INFO - Training: cls_zice: 89.17406608884697; reg_zipnll: -215.9876625427347; cnt_loss: 12.59428458971693; +2025-06-07 18:32:23,450 - INFO - Evaluation: +Curr mae: 80.8624; Best mae: 74.9088; 77.6849; 77.6860; 77.8632; 78.0002; +Curr rmse: 143.8883; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1114; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:32:23,450 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 +2025-06-07 18:33:41,776 - INFO - Training: cls_zice: 87.63203754488207; reg_zipnll: -171.55130984767382; cnt_loss: 12.195559708487908; +2025-06-07 18:33:41,777 - INFO - Evaluation: +Curr mae: 80.9696; Best mae: 74.9088; 77.6849; 77.6860; 77.8632; 78.0002; +Curr rmse: 141.8432; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1147; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:33:41,777 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 +2025-06-07 18:34:59,862 - INFO - Training: cls_zice: 88.69980186816083; reg_zipnll: -198.1114572878705; cnt_loss: 12.764491551759226; +2025-06-07 18:34:59,863 - INFO - Evaluation: +Curr mae: 84.6051; Best mae: 74.9088; 77.6849; 77.6860; 77.8632; 78.0002; +Curr rmse: 152.5266; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1204; Best nae: 0.1070; 0.1079; 0.1085; 0.1085; 0.1086; + + + +2025-06-07 18:34:59,863 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 +2025-06-07 18:36:20,071 - INFO - Training: cls_zice: 86.14669468860752; reg_zipnll: -181.28168890492017; cnt_loss: 13.16955460065248; +2025-06-07 18:36:22,308 - INFO - Evaluation: +Curr mae: 76.4356; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 136.7942; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1073; Best nae: 0.1070; 0.1073; 0.1079; 0.1085; 0.1085; + + + +2025-06-07 18:36:22,308 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 +2025-06-07 18:37:40,621 - INFO - Training: cls_zice: 86.61881967254033; reg_zipnll: -201.10316940964452; cnt_loss: 12.101337893909177; +2025-06-07 18:37:40,623 - INFO - Evaluation: +Curr mae: 79.4272; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 137.5951; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1125; Best nae: 0.1070; 0.1073; 0.1079; 0.1085; 0.1085; + + + +2025-06-07 18:37:40,623 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 +2025-06-07 18:38:58,470 - INFO - Training: cls_zice: 86.48817604267045; reg_zipnll: -202.08591091080217; cnt_loss: 13.236346990856903; +2025-06-07 18:38:58,471 - INFO - Evaluation: +Curr mae: 80.7920; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 147.0114; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1121; Best nae: 0.1070; 0.1073; 0.1079; 0.1085; 0.1085; + + + +2025-06-07 18:38:58,471 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 +2025-06-07 18:40:16,440 - INFO - Training: cls_zice: 87.72401859586601; reg_zipnll: -162.15872919322638; cnt_loss: 11.416640182204594; +2025-06-07 18:40:16,441 - INFO - Evaluation: +Curr mae: 82.3411; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 140.8295; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1226; Best nae: 0.1070; 0.1073; 0.1079; 0.1085; 0.1085; + + + +2025-06-07 18:40:16,442 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 +2025-06-07 18:41:34,433 - INFO - Training: cls_zice: 87.86002982689055; reg_zipnll: -189.69801832034887; cnt_loss: 11.96551286779492; +2025-06-07 18:41:34,435 - INFO - Evaluation: +Curr mae: 81.0664; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 142.5303; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1146; Best nae: 0.1070; 0.1073; 0.1079; 0.1085; 0.1085; + + + +2025-06-07 18:41:34,435 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 +2025-06-07 18:42:52,721 - INFO - Training: cls_zice: 88.94200649324632; reg_zipnll: -175.05304667491785; cnt_loss: 11.7263876618139; +2025-06-07 18:42:52,723 - INFO - Evaluation: +Curr mae: 89.0844; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 166.9522; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1219; Best nae: 0.1070; 0.1073; 0.1079; 0.1085; 0.1085; + + + +2025-06-07 18:42:52,723 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 +2025-06-07 18:44:10,388 - INFO - Training: cls_zice: 84.5794689607936; reg_zipnll: -170.77985800181003; cnt_loss: 11.987617323730166; +2025-06-07 18:44:10,390 - INFO - Evaluation: +Curr mae: 78.6427; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 138.0717; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1091; Best nae: 0.1070; 0.1073; 0.1079; 0.1085; 0.1085; + + + +2025-06-07 18:44:10,390 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 +2025-06-07 18:45:28,241 - INFO - Training: cls_zice: 88.92496445005303; reg_zipnll: -190.51718943640097; cnt_loss: 11.738570915152694; +2025-06-07 18:45:28,242 - INFO - Evaluation: +Curr mae: 97.5433; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 177.8328; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1348; Best nae: 0.1070; 0.1073; 0.1079; 0.1085; 0.1085; + + + +2025-06-07 18:45:28,242 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 +2025-06-07 18:46:49,869 - INFO - Training: cls_zice: 86.9739221800242; reg_zipnll: -199.02794124274854; cnt_loss: 12.459985630401713; +2025-06-07 18:46:50,994 - INFO - Evaluation: +Curr mae: 78.1374; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 138.7464; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1082; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:46:50,994 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 +2025-06-07 18:48:09,069 - INFO - Training: cls_zice: 87.89069848976388; reg_zipnll: -191.81075070867476; cnt_loss: 12.574274615736197; +2025-06-07 18:48:09,070 - INFO - Evaluation: +Curr mae: 82.7581; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 147.4994; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1188; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:48:09,071 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 +2025-06-07 18:49:26,941 - INFO - Training: cls_zice: 87.88559146906367; reg_zipnll: -177.18105755104924; cnt_loss: 11.020373922310128; +2025-06-07 18:49:26,943 - INFO - Evaluation: +Curr mae: 88.6583; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 157.9646; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1283; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:49:26,943 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 +2025-06-07 18:50:48,607 - INFO - Training: cls_zice: 86.48556058769984; reg_zipnll: -173.11320376869858; cnt_loss: 11.72673382032786; +2025-06-07 18:50:48,608 - INFO - Evaluation: +Curr mae: 84.4461; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 153.2584; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1115; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:50:48,609 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 +2025-06-07 18:52:08,390 - INFO - Training: cls_zice: 83.54416239024788; reg_zipnll: -163.514411206277; cnt_loss: 11.105767123746556; +2025-06-07 18:52:08,391 - INFO - Evaluation: +Curr mae: 83.9945; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 151.2412; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1199; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:52:08,392 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 +2025-06-07 18:53:26,707 - INFO - Training: cls_zice: 85.18152762406709; reg_zipnll: -161.3471901243096; cnt_loss: 10.87646903107498; +2025-06-07 18:53:26,709 - INFO - Evaluation: +Curr mae: 84.9118; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 149.4419; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1185; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:53:26,709 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 +2025-06-07 18:54:44,696 - INFO - Training: cls_zice: 91.46214058225517; reg_zipnll: -231.5095769680099; cnt_loss: 16.435421356302225; +2025-06-07 18:54:44,697 - INFO - Evaluation: +Curr mae: 81.5125; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 144.0142; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1140; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:54:44,697 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 +2025-06-07 18:56:02,944 - INFO - Training: cls_zice: 85.76331310477478; reg_zipnll: -181.61402418123964; cnt_loss: 12.216370481528983; +2025-06-07 18:56:02,945 - INFO - Evaluation: +Curr mae: 85.3704; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 150.6445; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1196; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:56:02,945 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 +2025-06-07 18:57:21,220 - INFO - Training: cls_zice: 85.85905070020662; reg_zipnll: -169.5766770318644; cnt_loss: 10.663877082976285; +2025-06-07 18:57:21,221 - INFO - Evaluation: +Curr mae: 85.0505; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 149.2586; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1217; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:57:21,221 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 +2025-06-07 18:58:49,307 - INFO - Training: cls_zice: 89.03408336007831; reg_zipnll: -152.38931352097467; cnt_loss: 11.091303882219934; +2025-06-07 18:58:49,309 - INFO - Evaluation: +Curr mae: 88.1886; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 163.6873; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1139; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 18:58:49,309 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 +2025-06-07 19:00:10,056 - INFO - Training: cls_zice: 87.74423998396918; reg_zipnll: -193.2018047484341; cnt_loss: 12.406281914932048; +2025-06-07 19:00:10,057 - INFO - Evaluation: +Curr mae: 83.5588; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 150.7451; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1159; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:00:10,057 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 +2025-06-07 19:01:28,348 - INFO - Training: cls_zice: 85.0562195367371; reg_zipnll: -168.58223808364363; cnt_loss: 11.31501557179634; +2025-06-07 19:01:28,349 - INFO - Evaluation: +Curr mae: 85.3978; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 149.6947; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1252; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:01:28,349 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 +2025-06-07 19:02:46,771 - INFO - Training: cls_zice: 85.99844962871627; reg_zipnll: -181.6838071962066; cnt_loss: 11.51044882685933; +2025-06-07 19:02:46,772 - INFO - Evaluation: +Curr mae: 83.9890; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 152.2662; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1139; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:02:46,772 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 +2025-06-07 19:04:05,870 - INFO - Training: cls_zice: 87.28941687527082; reg_zipnll: -192.90644020434246; cnt_loss: 12.39711383320638; +2025-06-07 19:04:05,871 - INFO - Evaluation: +Curr mae: 79.0548; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 136.8518; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1110; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:04:05,872 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 +2025-06-07 19:05:23,912 - INFO - Training: cls_zice: 87.18158299401895; reg_zipnll: -202.28937683358097; cnt_loss: 12.175842777782718; +2025-06-07 19:05:23,914 - INFO - Evaluation: +Curr mae: 81.9242; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 147.2586; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1131; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:05:23,914 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 +2025-06-07 19:06:41,848 - INFO - Training: cls_zice: 85.9311496279887; reg_zipnll: -164.4319467165612; cnt_loss: 10.563435900290282; +2025-06-07 19:06:41,849 - INFO - Evaluation: +Curr mae: 78.2610; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 139.0504; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1091; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:06:41,849 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 +2025-06-07 19:07:59,980 - INFO - Training: cls_zice: 86.22316182370217; reg_zipnll: -204.81590229312314; cnt_loss: 11.605749023671182; +2025-06-07 19:07:59,981 - INFO - Evaluation: +Curr mae: 83.6688; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 147.4343; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1188; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:07:59,981 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 +2025-06-07 19:09:17,997 - INFO - Training: cls_zice: 83.24224784042661; reg_zipnll: -185.73282480555653; cnt_loss: 10.526126831572578; +2025-06-07 19:09:17,998 - INFO - Evaluation: +Curr mae: 81.1434; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 146.0657; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1116; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:09:17,998 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 +2025-06-07 19:10:35,980 - INFO - Training: cls_zice: 86.83887008010157; reg_zipnll: -182.18992370327578; cnt_loss: 10.128010651923173; +2025-06-07 19:10:35,982 - INFO - Evaluation: +Curr mae: 80.6697; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 141.3925; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1127; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:10:39,312 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 +2025-06-07 19:11:57,164 - INFO - Training: cls_zice: 86.08868075996045; reg_zipnll: -157.307502152904; cnt_loss: 10.210031900974299; +2025-06-07 19:11:57,166 - INFO - Evaluation: +Curr mae: 81.0812; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 147.6418; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1140; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:11:57,166 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 +2025-06-07 19:13:15,246 - INFO - Training: cls_zice: 85.06606649563012; reg_zipnll: -171.7439655373428; cnt_loss: 10.415743194668499; +2025-06-07 19:13:15,248 - INFO - Evaluation: +Curr mae: 87.4000; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 155.2363; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1245; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:13:15,248 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 +2025-06-07 19:14:33,539 - INFO - Training: cls_zice: 85.69257630101892; reg_zipnll: -194.5800258055428; cnt_loss: 10.381838621682679; +2025-06-07 19:14:33,541 - INFO - Evaluation: +Curr mae: 86.1390; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 151.8848; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1210; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:14:33,541 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 +2025-06-07 19:15:52,301 - INFO - Training: cls_zice: 85.39866737340459; reg_zipnll: -189.54008280520407; cnt_loss: 11.469947181790081; +2025-06-07 19:15:52,302 - INFO - Evaluation: +Curr mae: 85.1447; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 152.8562; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1157; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:15:52,302 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 +2025-06-07 19:17:10,547 - INFO - Training: cls_zice: 83.8950051313994; reg_zipnll: -169.1133267674225; cnt_loss: 11.343377197815093; +2025-06-07 19:17:10,548 - INFO - Evaluation: +Curr mae: 86.8951; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 157.5116; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1216; Best nae: 0.1070; 0.1073; 0.1079; 0.1082; 0.1085; + + + +2025-06-07 19:17:10,548 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 +2025-06-07 19:18:29,267 - INFO - Training: cls_zice: 84.61558838395882; reg_zipnll: -178.66729532330243; cnt_loss: 10.311531302155249; +2025-06-07 19:18:30,400 - INFO - Evaluation: +Curr mae: 78.3620; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 138.1513; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1069; Best nae: 0.1069; 0.1070; 0.1073; 0.1079; 0.1082; + + + +2025-06-07 19:18:30,400 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 +2025-06-07 19:19:48,290 - INFO - Training: cls_zice: 83.62290237123604; reg_zipnll: -175.4269247939255; cnt_loss: 9.817922980580109; +2025-06-07 19:19:48,291 - INFO - Evaluation: +Curr mae: 80.8065; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 145.1833; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1126; Best nae: 0.1069; 0.1070; 0.1073; 0.1079; 0.1082; + + + +2025-06-07 19:19:48,291 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 +2025-06-07 19:21:06,629 - INFO - Training: cls_zice: 84.05501287346644; reg_zipnll: -180.3644882353726; cnt_loss: 10.793706402873362; +2025-06-07 19:21:06,630 - INFO - Evaluation: +Curr mae: 80.4079; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 138.5565; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1140; Best nae: 0.1069; 0.1070; 0.1073; 0.1079; 0.1082; + + + +2025-06-07 19:21:06,630 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 +2025-06-07 19:22:24,902 - INFO - Training: cls_zice: 84.94562521675564; reg_zipnll: -174.39707140259395; cnt_loss: 11.294418644431412; +2025-06-07 19:22:24,903 - INFO - Evaluation: +Curr mae: 78.2638; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 138.5143; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1116; Best nae: 0.1069; 0.1070; 0.1073; 0.1079; 0.1082; + + + +2025-06-07 19:22:24,903 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 +2025-06-07 19:23:43,088 - INFO - Training: cls_zice: 83.72112796164507; reg_zipnll: -200.47413498202695; cnt_loss: 10.859709656001716; +2025-06-07 19:23:43,089 - INFO - Evaluation: +Curr mae: 78.1936; Best mae: 74.9088; 76.4356; 77.6849; 77.6860; 77.8632; +Curr rmse: 139.9217; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1086; Best nae: 0.1069; 0.1070; 0.1073; 0.1079; 0.1082; + + + +2025-06-07 19:23:43,090 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 +2025-06-07 19:25:01,351 - INFO - Training: cls_zice: 86.56791995219048; reg_zipnll: -168.3374473622303; cnt_loss: 10.966555589082224; +2025-06-07 19:25:03,586 - INFO - Evaluation: +Curr mae: 77.5511; Best mae: 74.9088; 76.4356; 77.5511; 77.6849; 77.6860; +Curr rmse: 138.5744; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1065; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1079; + + + +2025-06-07 19:25:03,586 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 +2025-06-07 19:26:21,909 - INFO - Training: cls_zice: 84.98494845510318; reg_zipnll: -172.53639919078904; cnt_loss: 10.349659000800935; +2025-06-07 19:26:21,910 - INFO - Evaluation: +Curr mae: 80.7037; Best mae: 74.9088; 76.4356; 77.5511; 77.6849; 77.6860; +Curr rmse: 146.5415; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1085; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1079; + + + +2025-06-07 19:26:21,910 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 +2025-06-07 19:27:40,068 - INFO - Training: cls_zice: 84.93384692526811; reg_zipnll: -175.33541827801838; cnt_loss: 10.298228541746834; +2025-06-07 19:27:40,069 - INFO - Evaluation: +Curr mae: 80.7990; Best mae: 74.9088; 76.4356; 77.5511; 77.6849; 77.6860; +Curr rmse: 143.3971; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1096; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1079; + + + +2025-06-07 19:27:40,069 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 +2025-06-07 19:28:57,820 - INFO - Training: cls_zice: 85.1633324275743; reg_zipnll: -158.48377645884128; cnt_loss: 9.905725613335111; +2025-06-07 19:28:57,821 - INFO - Evaluation: +Curr mae: 87.1116; Best mae: 74.9088; 76.4356; 77.5511; 77.6849; 77.6860; +Curr rmse: 159.4192; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1202; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1079; + + + +2025-06-07 19:28:57,821 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 +2025-06-07 19:30:15,913 - INFO - Training: cls_zice: 85.30790230454198; reg_zipnll: -163.51762878973753; cnt_loss: 10.245792033656544; +2025-06-07 19:30:18,137 - INFO - Evaluation: +Curr mae: 77.6211; Best mae: 74.9088; 76.4356; 77.5511; 77.6211; 77.6849; +Curr rmse: 136.6408; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1073; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:30:18,138 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 +2025-06-07 19:31:36,452 - INFO - Training: cls_zice: 85.38430654765754; reg_zipnll: -174.74296065197876; cnt_loss: 10.590222025549174; +2025-06-07 19:31:36,453 - INFO - Evaluation: +Curr mae: 79.0255; Best mae: 74.9088; 76.4356; 77.5511; 77.6211; 77.6849; +Curr rmse: 140.8431; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1089; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:31:36,453 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 +2025-06-07 19:32:54,342 - INFO - Training: cls_zice: 87.36080754513772; reg_zipnll: -194.02454563797704; cnt_loss: 10.23631611722984; +2025-06-07 19:32:54,343 - INFO - Evaluation: +Curr mae: 78.5623; Best mae: 74.9088; 76.4356; 77.5511; 77.6211; 77.6849; +Curr rmse: 139.7465; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1098; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:32:54,344 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 +2025-06-07 19:34:12,309 - INFO - Training: cls_zice: 85.97118996626494; reg_zipnll: -185.23057374891067; cnt_loss: 11.015223138379735; +2025-06-07 19:34:12,310 - INFO - Evaluation: +Curr mae: 81.2919; Best mae: 74.9088; 76.4356; 77.5511; 77.6211; 77.6849; +Curr rmse: 139.6067; Best rmse: 131.3253; 131.6354; 133.3162; 134.3570; 134.7112; +Curr nae: 0.1168; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:34:12,310 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 +2025-06-07 19:35:30,649 - INFO - Training: cls_zice: 84.28075652722491; reg_zipnll: -157.74897731692585; cnt_loss: 10.037025339556056; +2025-06-07 19:35:32,893 - INFO - Evaluation: +Curr mae: 76.1319; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 133.2850; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1078; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:35:32,893 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 +2025-06-07 19:36:51,019 - INFO - Training: cls_zice: 91.34786720781136; reg_zipnll: -184.55492653752006; cnt_loss: 14.790558159746082; +2025-06-07 19:36:51,020 - INFO - Evaluation: +Curr mae: 81.3134; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 141.1546; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1137; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:36:51,020 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 +2025-06-07 19:38:09,201 - INFO - Training: cls_zice: 83.56487078382479; reg_zipnll: -158.12214937904812; cnt_loss: 10.660358480270336; +2025-06-07 19:38:09,202 - INFO - Evaluation: +Curr mae: 84.1942; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 144.2762; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1256; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:38:09,202 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 +2025-06-07 19:39:27,489 - INFO - Training: cls_zice: 83.53221479630628; reg_zipnll: -190.82790467912787; cnt_loss: 11.810733803060671; +2025-06-07 19:39:27,490 - INFO - Evaluation: +Curr mae: 85.4891; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 149.2658; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1236; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:39:27,490 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 +2025-06-07 19:40:45,615 - INFO - Training: cls_zice: 82.23331865727506; reg_zipnll: -184.71164495581823; cnt_loss: 10.244085687675224; +2025-06-07 19:40:45,617 - INFO - Evaluation: +Curr mae: 86.4480; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 156.1492; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1221; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:40:45,617 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 +2025-06-07 19:42:03,617 - INFO - Training: cls_zice: 86.91804049662407; reg_zipnll: -162.04798813371468; cnt_loss: 10.312519694795672; +2025-06-07 19:42:03,618 - INFO - Evaluation: +Curr mae: 85.7344; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 153.2349; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1174; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:42:03,618 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 +2025-06-07 19:43:21,667 - INFO - Training: cls_zice: 85.64601778194604; reg_zipnll: -194.8388255731949; cnt_loss: 9.979256538365851; +2025-06-07 19:43:21,668 - INFO - Evaluation: +Curr mae: 81.5367; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 142.8051; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1123; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:43:21,668 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 +2025-06-07 19:44:39,953 - INFO - Training: cls_zice: 82.85781593828011; reg_zipnll: -160.98602358710687; cnt_loss: 10.086203742500961; +2025-06-07 19:44:39,955 - INFO - Evaluation: +Curr mae: 83.6399; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 152.5525; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1145; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:44:39,955 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 +2025-06-07 19:45:58,220 - INFO - Training: cls_zice: 83.72398165519664; reg_zipnll: -190.73483669205217; cnt_loss: 9.81100825916063; +2025-06-07 19:45:58,222 - INFO - Evaluation: +Curr mae: 79.0882; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 138.0077; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1116; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:45:58,222 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 +2025-06-07 19:47:16,519 - INFO - Training: cls_zice: 85.20181672304672; reg_zipnll: -178.48928968164304; cnt_loss: 11.079444510257797; +2025-06-07 19:47:16,520 - INFO - Evaluation: +Curr mae: 80.0483; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 138.1512; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1128; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:47:16,520 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 +2025-06-07 19:48:34,630 - INFO - Training: cls_zice: 86.36702398590694; reg_zipnll: -199.42931772067845; cnt_loss: 9.925703797908808; +2025-06-07 19:48:34,631 - INFO - Evaluation: +Curr mae: 81.2266; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 147.6095; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1089; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:48:34,631 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 +2025-06-07 19:49:56,784 - INFO - Training: cls_zice: 84.9221179532689; reg_zipnll: -186.0322712651941; cnt_loss: 10.670668426728406; +2025-06-07 19:49:56,785 - INFO - Evaluation: +Curr mae: 84.0509; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 151.7771; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1134; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:49:56,785 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 +2025-06-07 19:51:15,052 - INFO - Training: cls_zice: 84.60942318897374; reg_zipnll: -178.3070581006688; cnt_loss: 9.984915384393654; +2025-06-07 19:51:15,054 - INFO - Evaluation: +Curr mae: 79.4709; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 141.6294; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1105; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:51:15,054 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 +2025-06-07 19:52:33,238 - INFO - Training: cls_zice: 84.68974633880009; reg_zipnll: -176.64752278106891; cnt_loss: 10.955747720421545; +2025-06-07 19:52:33,239 - INFO - Evaluation: +Curr mae: 85.0105; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 153.3243; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1166; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:52:33,239 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 +2025-06-07 19:53:51,458 - INFO - Training: cls_zice: 81.9946761099708; reg_zipnll: -167.59893324517256; cnt_loss: 9.621696183223598; +2025-06-07 19:53:51,460 - INFO - Evaluation: +Curr mae: 79.8391; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 143.5040; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1093; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:53:51,460 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 +2025-06-07 19:55:09,454 - INFO - Training: cls_zice: 83.69919211027639; reg_zipnll: -204.09902193056826; cnt_loss: 10.904690341444205; +2025-06-07 19:55:09,455 - INFO - Evaluation: +Curr mae: 83.4953; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 152.3888; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1134; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:55:09,455 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 +2025-06-07 19:56:27,737 - INFO - Training: cls_zice: 81.25434784305017; reg_zipnll: -164.09155209017115; cnt_loss: 9.554186873088609; +2025-06-07 19:56:27,738 - INFO - Evaluation: +Curr mae: 86.1060; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 158.3909; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1175; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:56:27,738 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 +2025-06-07 19:57:45,758 - INFO - Training: cls_zice: 83.63616853676095; reg_zipnll: -175.0450067172777; cnt_loss: 9.543842916457068; +2025-06-07 19:57:45,760 - INFO - Evaluation: +Curr mae: 82.1570; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 147.4076; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1132; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:57:45,760 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 +2025-06-07 19:59:03,899 - INFO - Training: cls_zice: 88.53169423539117; reg_zipnll: -176.45863505862405; cnt_loss: 11.126465330060745; +2025-06-07 19:59:03,900 - INFO - Evaluation: +Curr mae: 84.7921; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 157.2154; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1129; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 19:59:03,900 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 +2025-06-07 20:00:22,688 - INFO - Training: cls_zice: 83.53599219922198; reg_zipnll: -161.83256604655688; cnt_loss: 9.884953966203904; +2025-06-07 20:00:22,690 - INFO - Evaluation: +Curr mae: 85.5340; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 150.7376; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1209; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:00:22,690 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 +2025-06-07 20:01:40,785 - INFO - Training: cls_zice: 84.38124666782404; reg_zipnll: -186.25231352547146; cnt_loss: 9.4385851045318; +2025-06-07 20:01:40,786 - INFO - Evaluation: +Curr mae: 79.7412; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 143.6974; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1102; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:01:40,786 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 +2025-06-07 20:02:58,808 - INFO - Training: cls_zice: 82.20589823438631; reg_zipnll: -171.60062102766227; cnt_loss: 9.734984870778014; +2025-06-07 20:02:58,810 - INFO - Evaluation: +Curr mae: 82.1388; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 146.5777; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1135; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:02:58,810 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 +2025-06-07 20:04:16,685 - INFO - Training: cls_zice: 87.19260670491401; reg_zipnll: -239.37141448140935; cnt_loss: 14.538761276283012; +2025-06-07 20:04:16,686 - INFO - Evaluation: +Curr mae: 86.3765; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 155.2795; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1203; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:04:16,686 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 +2025-06-07 20:05:34,810 - INFO - Training: cls_zice: 86.67071617833825; reg_zipnll: -196.78995256234478; cnt_loss: 10.691236683864467; +2025-06-07 20:05:34,811 - INFO - Evaluation: +Curr mae: 86.3915; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 152.7639; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1233; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:05:34,811 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 +2025-06-07 20:06:52,781 - INFO - Training: cls_zice: 84.84262456325506; reg_zipnll: -197.89269563535981; cnt_loss: 8.711302098848963; +2025-06-07 20:06:52,782 - INFO - Evaluation: +Curr mae: 79.2379; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 136.9640; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1130; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:06:52,782 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 +2025-06-07 20:08:11,666 - INFO - Training: cls_zice: 83.78289605450156; reg_zipnll: -132.73404053820678; cnt_loss: 8.423818882727465; +2025-06-07 20:08:11,668 - INFO - Evaluation: +Curr mae: 78.6187; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 139.6895; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1106; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:08:11,668 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 +2025-06-07 20:09:30,018 - INFO - Training: cls_zice: 84.4084674127844; reg_zipnll: -179.94699845092975; cnt_loss: 8.784262355589709; +2025-06-07 20:09:30,020 - INFO - Evaluation: +Curr mae: 79.8066; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 140.0000; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1117; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:09:30,020 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 +2025-06-07 20:10:48,198 - INFO - Training: cls_zice: 84.2106521934863; reg_zipnll: -192.30444822879818; cnt_loss: 9.098574495473445; +2025-06-07 20:10:48,199 - INFO - Evaluation: +Curr mae: 78.5583; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 138.5697; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1104; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:10:48,200 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 +2025-06-07 20:12:06,623 - INFO - Training: cls_zice: 81.87815733145405; reg_zipnll: -177.50877291319387; cnt_loss: 8.393865471644117; +2025-06-07 20:12:06,625 - INFO - Evaluation: +Curr mae: 83.3287; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 146.9434; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1142; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:12:06,625 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 +2025-06-07 20:13:24,711 - INFO - Training: cls_zice: 82.99231880390091; reg_zipnll: -177.46918334076736; cnt_loss: 8.78038804104786; +2025-06-07 20:13:24,713 - INFO - Evaluation: +Curr mae: 83.8591; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 152.1243; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1149; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:13:24,713 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 +2025-06-07 20:14:43,070 - INFO - Training: cls_zice: 84.03161806776033; reg_zipnll: -215.79894377853697; cnt_loss: 9.263932902291911; +2025-06-07 20:14:43,071 - INFO - Evaluation: +Curr mae: 81.9442; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 148.1609; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1119; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:14:43,071 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 +2025-06-07 20:16:01,749 - INFO - Training: cls_zice: 85.62801500661483; reg_zipnll: -199.4141352887185; cnt_loss: 9.533189478299475; +2025-06-07 20:16:01,750 - INFO - Evaluation: +Curr mae: 83.1865; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 148.9858; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1134; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:16:04,886 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 +2025-06-07 20:17:22,834 - INFO - Training: cls_zice: 82.22629777011493; reg_zipnll: -174.85015732089414; cnt_loss: 8.199971652978304; +2025-06-07 20:17:22,835 - INFO - Evaluation: +Curr mae: 83.3186; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 151.3614; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1123; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:17:22,835 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 +2025-06-07 20:18:41,186 - INFO - Training: cls_zice: 83.5507076212902; reg_zipnll: -190.71284525915488; cnt_loss: 8.579940476954379; +2025-06-07 20:18:41,187 - INFO - Evaluation: +Curr mae: 81.0007; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 144.4208; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1110; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:18:41,187 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 +2025-06-07 20:19:59,100 - INFO - Training: cls_zice: 84.45486603035832; reg_zipnll: -164.12711269492345; cnt_loss: 9.272530564409218; +2025-06-07 20:19:59,101 - INFO - Evaluation: +Curr mae: 84.5788; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 152.4941; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1142; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:19:59,102 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 +2025-06-07 20:21:17,003 - INFO - Training: cls_zice: 80.96611179579173; reg_zipnll: -196.03590482749686; cnt_loss: 9.729075509980815; +2025-06-07 20:21:17,004 - INFO - Evaluation: +Curr mae: 84.7850; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 152.8483; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1160; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:21:17,004 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 +2025-06-07 20:22:35,119 - INFO - Training: cls_zice: 84.82304115800667; reg_zipnll: -195.642508481512; cnt_loss: 8.881830258085238; +2025-06-07 20:22:35,120 - INFO - Evaluation: +Curr mae: 82.1527; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 146.4609; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1093; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:22:35,120 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 +2025-06-07 20:23:55,636 - INFO - Training: cls_zice: 79.30867179182192; reg_zipnll: -167.61673119526037; cnt_loss: 9.180925141896633; +2025-06-07 20:23:55,637 - INFO - Evaluation: +Curr mae: 82.7518; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 146.8863; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1166; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:23:55,637 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 +2025-06-07 20:25:13,981 - INFO - Training: cls_zice: 83.07221506762978; reg_zipnll: -171.16396882518237; cnt_loss: 8.375387730187928; +2025-06-07 20:25:13,982 - INFO - Evaluation: +Curr mae: 79.9889; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 143.5669; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1110; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:25:13,982 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 +2025-06-07 20:26:32,541 - INFO - Training: cls_zice: 83.38169452844076; reg_zipnll: -186.35896133271274; cnt_loss: 8.555559343060121; +2025-06-07 20:26:32,542 - INFO - Evaluation: +Curr mae: 80.6051; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 144.7929; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1108; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:26:32,542 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 +2025-06-07 20:27:56,120 - INFO - Training: cls_zice: 83.81605005580069; reg_zipnll: -198.1849356013418; cnt_loss: 8.924341752039675; +2025-06-07 20:27:56,121 - INFO - Evaluation: +Curr mae: 80.2731; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 141.7186; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1108; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:27:56,121 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 +2025-06-07 20:29:17,872 - INFO - Training: cls_zice: 84.62133256015399; reg_zipnll: -178.58451046217357; cnt_loss: 9.493256201017772; +2025-06-07 20:29:17,873 - INFO - Evaluation: +Curr mae: 87.1455; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 154.3453; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1210; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:29:17,873 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 +2025-06-07 20:30:38,694 - INFO - Training: cls_zice: 84.98839797721004; reg_zipnll: -171.06296687726154; cnt_loss: 8.896196388250944; +2025-06-07 20:30:38,695 - INFO - Evaluation: +Curr mae: 84.0483; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 152.1360; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1125; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:30:38,695 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 +2025-06-07 20:31:56,708 - INFO - Training: cls_zice: 83.22206794031409; reg_zipnll: -191.29538595123796; cnt_loss: 9.531297367140157; +2025-06-07 20:31:56,709 - INFO - Evaluation: +Curr mae: 79.3741; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 140.2137; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1088; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:31:56,709 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 +2025-06-07 20:33:14,986 - INFO - Training: cls_zice: 83.35014886413978; reg_zipnll: -196.21716907008593; cnt_loss: 9.19434920841495; +2025-06-07 20:33:14,987 - INFO - Evaluation: +Curr mae: 86.8404; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 158.1758; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1160; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:33:14,987 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 +2025-06-07 20:34:33,701 - INFO - Training: cls_zice: 84.57656583722853; reg_zipnll: -196.44230587435084; cnt_loss: 9.274866565173825; +2025-06-07 20:34:33,702 - INFO - Evaluation: +Curr mae: 81.9973; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 146.6094; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1095; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:34:33,703 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 +2025-06-07 20:35:51,983 - INFO - Training: cls_zice: 84.46302033733848; reg_zipnll: -166.6452803643334; cnt_loss: 8.215198423688776; +2025-06-07 20:35:51,984 - INFO - Evaluation: +Curr mae: 82.6717; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 144.8212; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1135; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:35:51,985 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 +2025-06-07 20:37:10,128 - INFO - Training: cls_zice: 88.17721622037571; reg_zipnll: -178.77123909122898; cnt_loss: 10.47109712512288; +2025-06-07 20:37:10,129 - INFO - Evaluation: +Curr mae: 82.7328; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 145.4002; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1144; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:37:10,130 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 +2025-06-07 20:38:28,928 - INFO - Training: cls_zice: 85.41231070764807; reg_zipnll: -180.23764739762868; cnt_loss: 8.346223022764093; +2025-06-07 20:38:28,930 - INFO - Evaluation: +Curr mae: 79.2706; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 140.7821; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1091; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:38:28,930 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 +2025-06-07 20:39:46,953 - INFO - Training: cls_zice: 81.81730139018684; reg_zipnll: -173.2163484396524; cnt_loss: 8.440246420980289; +2025-06-07 20:39:46,954 - INFO - Evaluation: +Curr mae: 83.4274; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 150.2634; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1142; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:39:46,955 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 +2025-06-07 20:41:05,801 - INFO - Training: cls_zice: 83.0835140809318; reg_zipnll: -196.31647598190813; cnt_loss: 8.116018493443924; +2025-06-07 20:41:05,802 - INFO - Evaluation: +Curr mae: 80.4337; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 140.9650; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1116; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:41:05,803 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 +2025-06-07 20:42:24,558 - INFO - Training: cls_zice: 79.95578026929438; reg_zipnll: -205.94590276756034; cnt_loss: 9.110493718393592; +2025-06-07 20:42:24,559 - INFO - Evaluation: +Curr mae: 80.9557; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 143.4323; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1107; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:42:24,560 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 +2025-06-07 20:43:43,690 - INFO - Training: cls_zice: 82.09588108946946; reg_zipnll: -169.98247332920303; cnt_loss: 8.770673865514086; +2025-06-07 20:43:43,691 - INFO - Evaluation: +Curr mae: 78.1139; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 138.7078; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1081; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:43:43,691 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 +2025-06-07 20:45:02,144 - INFO - Training: cls_zice: 81.09401745827782; reg_zipnll: -184.1402962665684; cnt_loss: 8.422143887210366; +2025-06-07 20:45:03,265 - INFO - Evaluation: +Curr mae: 80.2212; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 147.0777; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1073; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:45:03,265 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 +2025-06-07 20:46:21,289 - INFO - Training: cls_zice: 82.62501865664855; reg_zipnll: -187.6413182896494; cnt_loss: 8.47901101222891; +2025-06-07 20:46:21,290 - INFO - Evaluation: +Curr mae: 78.6155; Best mae: 74.9088; 76.1319; 76.4356; 77.5511; 77.6211; +Curr rmse: 139.5860; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1088; Best nae: 0.1065; 0.1069; 0.1070; 0.1073; 0.1073; + + + +2025-06-07 20:46:21,290 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 +2025-06-07 20:47:39,623 - INFO - Training: cls_zice: 82.2695578834079; reg_zipnll: -198.65608367225192; cnt_loss: 9.717191432485517; +2025-06-07 20:47:43,520 - INFO - Evaluation: +Curr mae: 77.1459; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 137.4175; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1049; Best nae: 0.1049; 0.1065; 0.1069; 0.1070; 0.1073; + + + +2025-06-07 20:47:43,520 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 +2025-06-07 20:49:03,685 - INFO - Training: cls_zice: 85.0429891876827; reg_zipnll: -186.47451506229427; cnt_loss: 9.514137203330236; +2025-06-07 20:49:03,686 - INFO - Evaluation: +Curr mae: 86.5750; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 155.4802; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1180; Best nae: 0.1049; 0.1065; 0.1069; 0.1070; 0.1073; + + + +2025-06-07 20:49:03,686 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 +2025-06-07 20:50:21,580 - INFO - Training: cls_zice: 81.56148611788718; reg_zipnll: -166.34762550189794; cnt_loss: 8.760555954958429; +2025-06-07 20:50:22,694 - INFO - Evaluation: +Curr mae: 78.3212; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 140.0520; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1066; Best nae: 0.1049; 0.1065; 0.1066; 0.1069; 0.1070; + + + +2025-06-07 20:50:22,695 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 +2025-06-07 20:51:40,693 - INFO - Training: cls_zice: 81.53810685517772; reg_zipnll: -190.39322648458923; cnt_loss: 8.700778373029848; +2025-06-07 20:51:40,694 - INFO - Evaluation: +Curr mae: 86.0143; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 154.3716; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1196; Best nae: 0.1049; 0.1065; 0.1066; 0.1069; 0.1070; + + + +2025-06-07 20:51:40,694 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 +2025-06-07 20:52:58,633 - INFO - Training: cls_zice: 83.48378984817606; reg_zipnll: -184.17309577259797; cnt_loss: 8.568552129316014; +2025-06-07 20:52:58,634 - INFO - Evaluation: +Curr mae: 82.6036; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 148.0798; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1133; Best nae: 0.1049; 0.1065; 0.1066; 0.1069; 0.1070; + + + +2025-06-07 20:52:58,634 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 +2025-06-07 20:54:17,664 - INFO - Training: cls_zice: 81.43279793088799; reg_zipnll: -160.87802857594775; cnt_loss: 8.09413527021345; +2025-06-07 20:54:17,665 - INFO - Evaluation: +Curr mae: 81.0966; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 145.9610; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1126; Best nae: 0.1049; 0.1065; 0.1066; 0.1069; 0.1070; + + + +2025-06-07 20:54:17,665 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 +2025-06-07 20:55:36,023 - INFO - Training: cls_zice: 82.22176959419882; reg_zipnll: -174.8518436381359; cnt_loss: 8.416107556677812; +2025-06-07 20:55:36,025 - INFO - Evaluation: +Curr mae: 81.1019; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 149.4632; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1109; Best nae: 0.1049; 0.1065; 0.1066; 0.1069; 0.1070; + + + +2025-06-07 20:55:36,025 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 +2025-06-07 20:56:54,763 - INFO - Training: cls_zice: 83.04577164302599; reg_zipnll: -185.4740130317132; cnt_loss: 9.354658106304951; +2025-06-07 20:56:54,765 - INFO - Evaluation: +Curr mae: 82.5409; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 153.7929; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1092; Best nae: 0.1049; 0.1065; 0.1066; 0.1069; 0.1070; + + + +2025-06-07 20:56:54,765 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 +2025-06-07 20:58:12,778 - INFO - Training: cls_zice: 80.72344140816998; reg_zipnll: -141.9000068500342; cnt_loss: 8.145482606445716; +2025-06-07 20:58:13,958 - INFO - Evaluation: +Curr mae: 77.8117; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 140.8578; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1058; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 20:58:13,958 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 +2025-06-07 20:59:31,894 - INFO - Training: cls_zice: 82.54003677620793; reg_zipnll: -168.20606480528977; cnt_loss: 8.0299544302833; +2025-06-07 20:59:31,896 - INFO - Evaluation: +Curr mae: 79.0621; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 144.5262; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1077; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 20:59:31,896 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 +2025-06-07 21:00:50,261 - INFO - Training: cls_zice: 80.69933228145372; reg_zipnll: -176.1171825484724; cnt_loss: 8.34794334938984; +2025-06-07 21:00:50,262 - INFO - Evaluation: +Curr mae: 81.9345; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 150.5594; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1095; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:00:50,262 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 +2025-06-07 21:02:08,434 - INFO - Training: cls_zice: 82.11250176492906; reg_zipnll: -178.08352740079363; cnt_loss: 9.105710094338221; +2025-06-07 21:02:08,436 - INFO - Evaluation: +Curr mae: 82.5238; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 151.0436; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1097; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:02:08,436 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 +2025-06-07 21:03:26,897 - INFO - Training: cls_zice: 81.55019261189643; reg_zipnll: -182.15713592870347; cnt_loss: 8.006824138938196; +2025-06-07 21:03:26,899 - INFO - Evaluation: +Curr mae: 84.7321; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 160.2163; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1124; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:03:26,899 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 +2025-06-07 21:04:45,017 - INFO - Training: cls_zice: 80.6907880669398; reg_zipnll: -194.45052650906393; cnt_loss: 8.69709049944846; +2025-06-07 21:04:45,019 - INFO - Evaluation: +Curr mae: 83.2891; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 159.6058; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1101; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:04:45,019 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 +2025-06-07 21:06:03,292 - INFO - Training: cls_zice: 79.94056066298327; reg_zipnll: -179.97729390504344; cnt_loss: 8.004477909858654; +2025-06-07 21:06:03,294 - INFO - Evaluation: +Curr mae: 81.7863; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 150.9306; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1108; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:06:03,294 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 +2025-06-07 21:07:21,487 - INFO - Training: cls_zice: 85.06831705964953; reg_zipnll: -198.44025937768797; cnt_loss: 8.998597952703767; +2025-06-07 21:07:21,488 - INFO - Evaluation: +Curr mae: 83.4948; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 151.8277; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1155; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:07:21,488 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 +2025-06-07 21:08:39,714 - INFO - Training: cls_zice: 85.35202668044741; reg_zipnll: -192.81446883220545; cnt_loss: 9.128413340113811; +2025-06-07 21:08:39,716 - INFO - Evaluation: +Curr mae: 80.6953; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 148.3963; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1079; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:08:39,716 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 +2025-06-07 21:09:57,520 - INFO - Training: cls_zice: 83.02510240062183; reg_zipnll: -173.31046513058493; cnt_loss: 9.066272482966745; +2025-06-07 21:09:57,521 - INFO - Evaluation: +Curr mae: 82.0340; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 149.7306; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1105; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:09:57,521 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 +2025-06-07 21:11:15,882 - INFO - Training: cls_zice: 82.20553871890567; reg_zipnll: -198.81340729795545; cnt_loss: 9.076969194096446; +2025-06-07 21:11:15,884 - INFO - Evaluation: +Curr mae: 82.2421; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 148.1558; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1141; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:11:15,884 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 +2025-06-07 21:12:36,081 - INFO - Training: cls_zice: 85.06174033209189; reg_zipnll: -196.94879262178938; cnt_loss: 8.650192067323141; +2025-06-07 21:12:36,082 - INFO - Evaluation: +Curr mae: 81.0851; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 147.5419; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1088; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:12:36,083 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 +2025-06-07 21:13:56,537 - INFO - Training: cls_zice: 81.21513384383246; reg_zipnll: -172.51779648483983; cnt_loss: 8.4332997356819; +2025-06-07 21:13:56,539 - INFO - Evaluation: +Curr mae: 81.6603; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 146.8542; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1112; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:13:56,539 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 +2025-06-07 21:15:14,661 - INFO - Training: cls_zice: 80.40141782697462; reg_zipnll: -185.0472015545068; cnt_loss: 8.019935252650685; +2025-06-07 21:15:14,663 - INFO - Evaluation: +Curr mae: 79.9046; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 143.2452; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1106; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:15:14,663 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 +2025-06-07 21:16:34,964 - INFO - Training: cls_zice: 82.59916349752059; reg_zipnll: -199.73805545023734; cnt_loss: 8.415526586652591; +2025-06-07 21:16:34,966 - INFO - Evaluation: +Curr mae: 82.3248; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 151.2544; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1113; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:16:34,966 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 +2025-06-07 21:17:53,245 - INFO - Training: cls_zice: 80.11478889699013; reg_zipnll: -205.10944413191436; cnt_loss: 8.482416010060847; +2025-06-07 21:17:53,246 - INFO - Evaluation: +Curr mae: 81.6862; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 148.2583; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1104; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:17:53,246 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 +2025-06-07 21:19:11,809 - INFO - Training: cls_zice: 79.23272596447673; reg_zipnll: -176.33347071401332; cnt_loss: 8.803944496129523; +2025-06-07 21:19:11,810 - INFO - Evaluation: +Curr mae: 80.3383; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 145.3910; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1091; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:19:11,810 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 +2025-06-07 21:20:30,003 - INFO - Training: cls_zice: 85.62817247656008; reg_zipnll: -169.27124506274595; cnt_loss: 8.278969984180879; +2025-06-07 21:20:30,004 - INFO - Evaluation: +Curr mae: 81.2039; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 146.9499; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1108; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:20:30,004 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 +2025-06-07 21:21:49,976 - INFO - Training: cls_zice: 81.03573575556673; reg_zipnll: -178.39883434851438; cnt_loss: 7.157627370973296; +2025-06-07 21:21:49,977 - INFO - Evaluation: +Curr mae: 81.8240; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 149.4950; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1129; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:21:53,287 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 +2025-06-07 21:23:11,525 - INFO - Training: cls_zice: 83.54747197249078; reg_zipnll: -188.71075901448333; cnt_loss: 8.963402895737957; +2025-06-07 21:23:11,526 - INFO - Evaluation: +Curr mae: 81.8119; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 148.3023; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1118; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:23:11,526 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 +2025-06-07 21:24:29,461 - INFO - Training: cls_zice: 81.74317034032961; reg_zipnll: -188.0505767405428; cnt_loss: 8.443114490698505; +2025-06-07 21:24:29,463 - INFO - Evaluation: +Curr mae: 81.2270; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 146.7757; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1106; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:24:29,463 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 +2025-06-07 21:25:49,859 - INFO - Training: cls_zice: 80.71095342194008; reg_zipnll: -179.6638232666925; cnt_loss: 7.4160078661331275; +2025-06-07 21:25:49,860 - INFO - Evaluation: +Curr mae: 83.1760; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 150.0004; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1140; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:25:49,860 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 +2025-06-07 21:27:07,872 - INFO - Training: cls_zice: 83.09737565501636; reg_zipnll: -162.25676061617617; cnt_loss: 7.983992101340894; +2025-06-07 21:27:07,873 - INFO - Evaluation: +Curr mae: 80.8221; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 144.4899; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1119; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:27:07,874 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 +2025-06-07 21:28:29,381 - INFO - Training: cls_zice: 83.14882257600493; reg_zipnll: -164.49059758596863; cnt_loss: 7.656683138664195; +2025-06-07 21:28:29,382 - INFO - Evaluation: +Curr mae: 79.2760; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 140.1064; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1083; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:28:29,382 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 +2025-06-07 21:29:48,293 - INFO - Training: cls_zice: 78.49656003042563; reg_zipnll: -151.58992676387558; cnt_loss: 7.798231870922821; +2025-06-07 21:29:48,294 - INFO - Evaluation: +Curr mae: 83.9656; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 152.7030; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1138; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:29:48,294 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 +2025-06-07 21:31:06,828 - INFO - Training: cls_zice: 78.20495157604975; reg_zipnll: -194.9432552602907; cnt_loss: 8.186989741609587; +2025-06-07 21:31:06,829 - INFO - Evaluation: +Curr mae: 81.2359; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 143.4384; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1124; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:31:06,829 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 +2025-06-07 21:32:29,714 - INFO - Training: cls_zice: 84.35673846314285; reg_zipnll: -225.85956496434497; cnt_loss: 9.429932371670047; +2025-06-07 21:32:29,715 - INFO - Evaluation: +Curr mae: 79.2487; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 140.6998; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1097; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:32:29,715 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 +2025-06-07 21:33:47,545 - INFO - Training: cls_zice: 82.53686868276027; reg_zipnll: -180.26944270986596; cnt_loss: 7.252283433415243; +2025-06-07 21:33:47,547 - INFO - Evaluation: +Curr mae: 81.5164; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 148.1074; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1107; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:33:47,547 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 +2025-06-07 21:35:05,628 - INFO - Training: cls_zice: 82.36567141046588; reg_zipnll: -218.85432569238523; cnt_loss: 8.682682349192385; +2025-06-07 21:35:05,630 - INFO - Evaluation: +Curr mae: 83.3880; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 151.7603; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1116; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:35:05,630 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 +2025-06-07 21:36:24,660 - INFO - Training: cls_zice: 78.95475108418243; reg_zipnll: -165.71912501505668; cnt_loss: 7.572840378773923; +2025-06-07 21:36:24,661 - INFO - Evaluation: +Curr mae: 82.5243; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 149.5325; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1116; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:36:24,661 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 +2025-06-07 21:37:42,794 - INFO - Training: cls_zice: 89.51724320847467; reg_zipnll: -196.3628473660804; cnt_loss: 11.500987990013021; +2025-06-07 21:37:42,795 - INFO - Evaluation: +Curr mae: 80.4191; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 140.9382; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1121; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:37:42,795 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 +2025-06-07 21:39:04,407 - INFO - Training: cls_zice: 84.36646566327833; reg_zipnll: -197.60465654158435; cnt_loss: 8.100870039289362; +2025-06-07 21:39:04,408 - INFO - Evaluation: +Curr mae: 81.3754; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 146.3428; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1115; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:39:04,408 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 +2025-06-07 21:40:24,151 - INFO - Training: cls_zice: 80.51220619757444; reg_zipnll: -167.89621752303168; cnt_loss: 7.571433062584984; +2025-06-07 21:40:24,152 - INFO - Evaluation: +Curr mae: 84.6830; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 154.0415; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1136; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:40:24,152 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 +2025-06-07 21:41:42,240 - INFO - Training: cls_zice: 80.51024487476475; reg_zipnll: -189.2219370406195; cnt_loss: 8.441836571851313; +2025-06-07 21:41:42,242 - INFO - Evaluation: +Curr mae: 82.6150; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 146.8531; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1142; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:41:42,242 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 +2025-06-07 21:43:02,783 - INFO - Training: cls_zice: 79.42774794117504; reg_zipnll: -186.08953472162713; cnt_loss: 7.196965867320434; +2025-06-07 21:43:02,784 - INFO - Evaluation: +Curr mae: 81.8869; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 146.4732; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1125; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:43:02,784 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 +2025-06-07 21:44:21,066 - INFO - Training: cls_zice: 79.54461744447417; reg_zipnll: -152.55664647651824; cnt_loss: 7.219482262402971; +2025-06-07 21:44:21,067 - INFO - Evaluation: +Curr mae: 83.1944; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 146.8660; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1167; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:44:21,068 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 +2025-06-07 21:45:40,549 - INFO - Training: cls_zice: 80.69399325894993; reg_zipnll: -161.86920189383804; cnt_loss: 7.573992924184989; +2025-06-07 21:45:40,550 - INFO - Evaluation: +Curr mae: 80.1108; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 140.4283; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1111; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:45:40,550 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 +2025-06-07 21:47:01,449 - INFO - Training: cls_zice: 85.60118144711122; reg_zipnll: -182.3595590654588; cnt_loss: 9.169191572050385; +2025-06-07 21:47:01,450 - INFO - Evaluation: +Curr mae: 80.1868; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 142.1732; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1109; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:47:01,450 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 +2025-06-07 21:48:20,899 - INFO - Training: cls_zice: 80.98789601610197; reg_zipnll: -178.24555377454948; cnt_loss: 7.6391228113742855; +2025-06-07 21:48:20,900 - INFO - Evaluation: +Curr mae: 80.2696; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 141.4625; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1123; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:48:20,900 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 +2025-06-07 21:49:39,097 - INFO - Training: cls_zice: 81.38707489367353; reg_zipnll: -191.89488107163385; cnt_loss: 8.180687283838033; +2025-06-07 21:49:39,099 - INFO - Evaluation: +Curr mae: 79.7557; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 141.8326; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1102; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:49:39,099 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 +2025-06-07 21:50:58,273 - INFO - Training: cls_zice: 79.8897503353902; reg_zipnll: -186.0847744720661; cnt_loss: 7.330976279366095; +2025-06-07 21:50:58,274 - INFO - Evaluation: +Curr mae: 81.3889; Best mae: 74.9088; 76.1319; 76.4356; 77.1459; 77.5511; +Curr rmse: 146.0581; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 134.3570; +Curr nae: 0.1108; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:50:58,274 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 +2025-06-07 21:52:17,845 - INFO - Training: cls_zice: 80.87040230454198; reg_zipnll: -187.33707059456023; cnt_loss: 7.5029073448370625; +2025-06-07 21:52:20,271 - INFO - Evaluation: +Curr mae: 76.8607; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 133.6463; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1088; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:52:20,272 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 +2025-06-07 21:53:37,918 - INFO - Training: cls_zice: 79.06546021770957; reg_zipnll: -192.19092052661819; cnt_loss: 7.869502268090153; +2025-06-07 21:53:37,919 - INFO - Evaluation: +Curr mae: 81.9432; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.6137; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1108; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:53:37,920 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 +2025-06-07 21:54:59,431 - INFO - Training: cls_zice: 81.3008188285575; reg_zipnll: -181.7500158524671; cnt_loss: 7.268880695696698; +2025-06-07 21:54:59,432 - INFO - Evaluation: +Curr mae: 82.1492; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.5690; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1142; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:54:59,432 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 +2025-06-07 21:56:17,656 - INFO - Training: cls_zice: 82.00419635646391; reg_zipnll: -181.73141288757324; cnt_loss: 7.629366994693579; +2025-06-07 21:56:17,657 - INFO - Evaluation: +Curr mae: 84.6966; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 150.8676; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1181; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:56:17,657 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 +2025-06-07 21:57:42,534 - INFO - Training: cls_zice: 81.22221070093825; reg_zipnll: -159.91210566767003; cnt_loss: 7.439034555132026; +2025-06-07 21:57:42,536 - INFO - Evaluation: +Curr mae: 80.7335; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.0714; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1110; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:57:42,536 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 +2025-06-07 21:59:08,354 - INFO - Training: cls_zice: 82.08124167082326; reg_zipnll: -170.55873311592254; cnt_loss: 6.9230542230290295; +2025-06-07 21:59:08,356 - INFO - Evaluation: +Curr mae: 81.1796; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.7236; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1134; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 21:59:08,356 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 +2025-06-07 22:00:29,135 - INFO - Training: cls_zice: 80.57875770922529; reg_zipnll: -180.6428456495929; cnt_loss: 7.552395202466194; +2025-06-07 22:00:29,137 - INFO - Evaluation: +Curr mae: 81.6101; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.8245; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1116; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:00:29,137 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 +2025-06-07 22:01:47,112 - INFO - Training: cls_zice: 78.5321481519977; reg_zipnll: -177.3295731576073; cnt_loss: 6.945540084744131; +2025-06-07 22:01:47,113 - INFO - Evaluation: +Curr mae: 80.2947; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.1580; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1130; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:01:47,113 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 +2025-06-07 22:03:05,790 - INFO - Training: cls_zice: 79.4572922409765; reg_zipnll: -193.12798584691737; cnt_loss: 7.59696318140093; +2025-06-07 22:03:05,792 - INFO - Evaluation: +Curr mae: 79.8915; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 141.3769; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1090; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:03:05,792 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 +2025-06-07 22:04:23,906 - INFO - Training: cls_zice: 78.22319652228956; reg_zipnll: -182.30517376653407; cnt_loss: 7.567094448386439; +2025-06-07 22:04:23,907 - INFO - Evaluation: +Curr mae: 80.2294; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 141.7874; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1116; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:04:23,907 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 +2025-06-07 22:05:41,956 - INFO - Training: cls_zice: 81.00633177851999; reg_zipnll: -156.24283475117969; cnt_loss: 7.6537044237781044; +2025-06-07 22:05:41,957 - INFO - Evaluation: +Curr mae: 82.3688; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.3162; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1130; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:05:41,957 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 +2025-06-07 22:07:03,554 - INFO - Training: cls_zice: 79.76719301741645; reg_zipnll: -161.2175306358085; cnt_loss: 7.243996356496748; +2025-06-07 22:07:03,556 - INFO - Evaluation: +Curr mae: 82.9634; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 150.6011; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1121; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:07:03,556 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 +2025-06-07 22:08:25,332 - INFO - Training: cls_zice: 80.90570658247992; reg_zipnll: -187.32764765758387; cnt_loss: 7.668242923471312; +2025-06-07 22:08:25,334 - INFO - Evaluation: +Curr mae: 84.2231; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 155.0310; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1143; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:08:25,334 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 +2025-06-07 22:09:43,481 - INFO - Training: cls_zice: 81.85675613453846; reg_zipnll: -205.60110076373775; cnt_loss: 7.382289597530239; +2025-06-07 22:09:43,483 - INFO - Evaluation: +Curr mae: 80.3094; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.9160; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1084; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:09:43,483 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 +2025-06-07 22:11:01,771 - INFO - Training: cls_zice: 79.04449312576395; reg_zipnll: -166.01643727788863; cnt_loss: 7.511636057436861; +2025-06-07 22:11:01,772 - INFO - Evaluation: +Curr mae: 79.9061; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.9078; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1084; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:11:01,772 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 +2025-06-07 22:12:19,819 - INFO - Training: cls_zice: 79.78626027644076; reg_zipnll: -170.07827679842512; cnt_loss: 7.154550757629193; +2025-06-07 22:12:19,820 - INFO - Evaluation: +Curr mae: 79.2454; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 141.1863; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1093; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:12:19,820 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 +2025-06-07 22:13:38,009 - INFO - Training: cls_zice: 79.99659537005898; reg_zipnll: -157.31785603074837; cnt_loss: 6.966745994738396; +2025-06-07 22:13:38,010 - INFO - Evaluation: +Curr mae: 78.3961; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 138.9442; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1092; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:13:38,010 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 +2025-06-07 22:14:56,568 - INFO - Training: cls_zice: 83.15095074129421; reg_zipnll: -196.7700046008786; cnt_loss: 7.655189711526529; +2025-06-07 22:14:56,569 - INFO - Evaluation: +Curr mae: 79.4894; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 141.4739; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1084; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:14:56,569 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 +2025-06-07 22:16:14,604 - INFO - Training: cls_zice: 83.56659243754204; reg_zipnll: -139.0016286357349; cnt_loss: 6.807039653228609; +2025-06-07 22:16:14,606 - INFO - Evaluation: +Curr mae: 83.0136; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.6648; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1127; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:16:14,606 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 +2025-06-07 22:17:33,507 - INFO - Training: cls_zice: 79.00413018030837; reg_zipnll: -166.15862907637035; cnt_loss: 6.985331336394051; +2025-06-07 22:17:33,509 - INFO - Evaluation: +Curr mae: 83.0026; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.8418; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1134; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:17:33,509 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 +2025-06-07 22:18:52,617 - INFO - Training: cls_zice: 79.99921391973432; reg_zipnll: -191.84761766092666; cnt_loss: 7.618890512858005; +2025-06-07 22:18:52,618 - INFO - Evaluation: +Curr mae: 80.8099; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.6806; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1094; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:18:52,618 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 +2025-06-07 22:20:10,778 - INFO - Training: cls_zice: 82.70306728691455; reg_zipnll: -195.3799898766524; cnt_loss: 6.87842346974556; +2025-06-07 22:20:10,780 - INFO - Evaluation: +Curr mae: 80.7419; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.0544; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1096; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:20:10,780 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 +2025-06-07 22:21:28,703 - INFO - Training: cls_zice: 80.78073595375415; reg_zipnll: -192.23820484237166; cnt_loss: 7.282889955091161; +2025-06-07 22:21:28,704 - INFO - Evaluation: +Curr mae: 80.0807; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.6312; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1104; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:21:28,704 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 +2025-06-07 22:22:47,180 - INFO - Training: cls_zice: 82.30651830205854; reg_zipnll: -193.49307845286185; cnt_loss: 7.52291914169362; +2025-06-07 22:22:47,182 - INFO - Evaluation: +Curr mae: 79.4853; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.4730; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1098; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:22:47,182 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 +2025-06-07 22:24:06,943 - INFO - Training: cls_zice: 81.13335781223726; reg_zipnll: -204.47890755356542; cnt_loss: 7.868360530461697; +2025-06-07 22:24:06,944 - INFO - Evaluation: +Curr mae: 87.1063; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 160.4395; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1159; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:24:06,944 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 +2025-06-07 22:25:24,883 - INFO - Training: cls_zice: 83.70020871446623; reg_zipnll: -241.45928000140663; cnt_loss: 8.271437356803592; +2025-06-07 22:25:24,885 - INFO - Evaluation: +Curr mae: 83.5154; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 150.1547; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1146; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:25:24,885 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 +2025-06-07 22:26:43,925 - INFO - Training: cls_zice: 78.31492197908312; reg_zipnll: -165.68985186823156; cnt_loss: 6.364122883373539; +2025-06-07 22:26:43,926 - INFO - Evaluation: +Curr mae: 80.5745; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.8369; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1145; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:26:43,926 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 +2025-06-07 22:28:02,030 - INFO - Training: cls_zice: 81.01811781387455; reg_zipnll: -199.91215887764432; cnt_loss: 7.685454441222134; +2025-06-07 22:28:02,031 - INFO - Evaluation: +Curr mae: 83.0556; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.7920; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1197; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:28:04,843 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 +2025-06-07 22:29:23,033 - INFO - Training: cls_zice: 80.09218667516645; reg_zipnll: -172.4134844281026; cnt_loss: 6.472332760198227; +2025-06-07 22:29:23,034 - INFO - Evaluation: +Curr mae: 80.4183; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.5791; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1108; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:29:23,034 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 +2025-06-07 22:30:41,459 - INFO - Training: cls_zice: 79.17347424235565; reg_zipnll: -187.27215275543415; cnt_loss: 7.260471604517754; +2025-06-07 22:30:41,460 - INFO - Evaluation: +Curr mae: 82.7514; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.2232; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1134; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:30:41,461 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 +2025-06-07 22:31:59,877 - INFO - Training: cls_zice: 80.47993541237534; reg_zipnll: -199.4509909168774; cnt_loss: 7.212751560653282; +2025-06-07 22:31:59,878 - INFO - Evaluation: +Curr mae: 79.8638; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 141.3683; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1113; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:31:59,878 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 +2025-06-07 22:33:18,155 - INFO - Training: cls_zice: 78.94992628792264; reg_zipnll: -175.6517641181188; cnt_loss: 6.846531211145666; +2025-06-07 22:33:18,157 - INFO - Evaluation: +Curr mae: 80.0391; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.0639; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1095; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:33:18,157 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 +2025-06-07 22:34:36,246 - INFO - Training: cls_zice: 79.73655482791118; reg_zipnll: -156.7464403379832; cnt_loss: 6.855181092458055; +2025-06-07 22:34:36,247 - INFO - Evaluation: +Curr mae: 80.8230; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.9304; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1103; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:34:36,248 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 +2025-06-07 22:35:54,617 - INFO - Training: cls_zice: 77.34288604685803; reg_zipnll: -161.61404079633044; cnt_loss: 6.201143294770197; +2025-06-07 22:35:54,618 - INFO - Evaluation: +Curr mae: 82.8102; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.0107; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1132; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:35:54,618 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 +2025-06-07 22:37:13,687 - INFO - Training: cls_zice: 80.943300095615; reg_zipnll: -192.2939100265503; cnt_loss: 7.357544647147324; +2025-06-07 22:37:13,688 - INFO - Evaluation: +Curr mae: 81.2601; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.1001; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1105; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:37:14,106 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 +2025-06-07 22:38:32,362 - INFO - Training: cls_zice: 81.27296134493999; reg_zipnll: -193.60196128744164; cnt_loss: 6.684411730987347; +2025-06-07 22:38:32,363 - INFO - Evaluation: +Curr mae: 79.4125; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 139.1691; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1112; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:38:32,364 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 +2025-06-07 22:39:50,117 - INFO - Training: cls_zice: 79.16491800270333; reg_zipnll: -196.06000182802313; cnt_loss: 6.9468227790680945; +2025-06-07 22:39:50,119 - INFO - Evaluation: +Curr mae: 83.5753; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.8903; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1160; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:39:50,119 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 +2025-06-07 22:41:07,918 - INFO - Training: cls_zice: 79.6190730246487; reg_zipnll: -207.32297137557276; cnt_loss: 6.980913054864138; +2025-06-07 22:41:07,919 - INFO - Evaluation: +Curr mae: 81.8069; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.1585; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1112; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:41:07,919 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 +2025-06-07 22:42:25,924 - INFO - Training: cls_zice: 82.10085867572305; reg_zipnll: -208.5750928335632; cnt_loss: 7.370473378541454; +2025-06-07 22:42:25,926 - INFO - Evaluation: +Curr mae: 82.2807; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.7194; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1120; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:42:25,926 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 +2025-06-07 22:43:44,037 - INFO - Training: cls_zice: 79.20396927334615; reg_zipnll: -167.04567688821956; cnt_loss: 6.655226589038672; +2025-06-07 22:43:44,038 - INFO - Evaluation: +Curr mae: 81.0753; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.8204; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1130; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:43:44,038 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 +2025-06-07 22:45:09,409 - INFO - Training: cls_zice: 80.5518969984244; reg_zipnll: -175.19042857909045; cnt_loss: 6.243914360242174; +2025-06-07 22:45:09,410 - INFO - Evaluation: +Curr mae: 81.6613; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.2196; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1143; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:45:09,411 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 +2025-06-07 22:46:31,511 - INFO - Training: cls_zice: 78.45268551403323; reg_zipnll: -192.436913225035; cnt_loss: 6.912990153230579; +2025-06-07 22:46:31,512 - INFO - Evaluation: +Curr mae: 80.5843; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.1182; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1107; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:46:31,513 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 +2025-06-07 22:47:49,351 - INFO - Training: cls_zice: 79.62522414504298; reg_zipnll: -179.5323523685632; cnt_loss: 6.331931698401243; +2025-06-07 22:47:49,353 - INFO - Evaluation: +Curr mae: 79.5510; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.1776; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1091; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:47:49,353 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 +2025-06-07 22:49:07,583 - INFO - Training: cls_zice: 80.01167316310453; reg_zipnll: -167.3108601538551; cnt_loss: 6.302707826854378; +2025-06-07 22:49:07,584 - INFO - Evaluation: +Curr mae: 80.8243; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.5612; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1116; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:49:07,584 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 +2025-06-07 22:50:25,536 - INFO - Training: cls_zice: 79.14720912958613; reg_zipnll: -188.4601776805145; cnt_loss: 6.875224956613502; +2025-06-07 22:50:25,537 - INFO - Evaluation: +Curr mae: 81.6091; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.2005; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1114; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:50:25,537 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 +2025-06-07 22:51:43,527 - INFO - Training: cls_zice: 82.25197882999647; reg_zipnll: -184.07031680732374; cnt_loss: 7.470774628468696; +2025-06-07 22:51:43,528 - INFO - Evaluation: +Curr mae: 82.2344; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 149.7935; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1113; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:51:43,528 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 +2025-06-07 22:53:01,524 - INFO - Training: cls_zice: 81.15651364358055; reg_zipnll: -194.63974979855368; cnt_loss: 7.193301403759331; +2025-06-07 22:53:01,525 - INFO - Evaluation: +Curr mae: 82.8965; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 150.1232; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1143; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:53:01,525 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 +2025-06-07 22:54:19,751 - INFO - Training: cls_zice: 79.1701374306584; reg_zipnll: -188.02727680964185; cnt_loss: 7.102739604103644; +2025-06-07 22:54:19,752 - INFO - Evaluation: +Curr mae: 81.9090; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 149.0067; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1111; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:54:19,752 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 +2025-06-07 22:55:37,817 - INFO - Training: cls_zice: 79.35880328803663; reg_zipnll: -205.57640687677244; cnt_loss: 6.8988861121878715; +2025-06-07 22:55:37,818 - INFO - Evaluation: +Curr mae: 81.9901; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.0859; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1110; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:55:37,818 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 +2025-06-07 22:56:56,037 - INFO - Training: cls_zice: 81.40614846842179; reg_zipnll: -193.50849100453965; cnt_loss: 6.6524571259290175; +2025-06-07 22:56:56,038 - INFO - Evaluation: +Curr mae: 80.2814; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.6395; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1096; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:56:56,038 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 +2025-06-07 22:58:13,991 - INFO - Training: cls_zice: 79.8816972252549; reg_zipnll: -168.25662866807141; cnt_loss: 6.667591881278335; +2025-06-07 22:58:13,992 - INFO - Evaluation: +Curr mae: 79.8666; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.0431; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1106; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:58:13,992 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 +2025-06-07 22:59:32,372 - INFO - Training: cls_zice: 82.10659455305694; reg_zipnll: -196.6370991207906; cnt_loss: 7.364844686937648; +2025-06-07 22:59:32,373 - INFO - Evaluation: +Curr mae: 79.1730; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 139.0342; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1122; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 22:59:32,373 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 +2025-06-07 23:00:50,462 - INFO - Training: cls_zice: 78.13677345680085; reg_zipnll: -165.6400058790548; cnt_loss: 6.493757929233526; +2025-06-07 23:00:50,463 - INFO - Evaluation: +Curr mae: 80.5352; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.1671; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1107; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:00:50,463 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 +2025-06-07 23:02:08,565 - INFO - Training: cls_zice: 78.99052963509465; reg_zipnll: -181.25050632527334; cnt_loss: 6.612831744137189; +2025-06-07 23:02:08,567 - INFO - Evaluation: +Curr mae: 81.1531; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.3318; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1108; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:02:08,567 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 +2025-06-07 23:03:26,361 - INFO - Training: cls_zice: 80.41316352616872; reg_zipnll: -215.29682846574593; cnt_loss: 7.017736592040157; +2025-06-07 23:03:26,363 - INFO - Evaluation: +Curr mae: 79.4914; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 139.6060; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1117; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:03:26,363 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 +2025-06-07 23:04:44,469 - INFO - Training: cls_zice: 79.4385624223987; reg_zipnll: -170.19541316000831; cnt_loss: 6.749950503671406; +2025-06-07 23:04:44,471 - INFO - Evaluation: +Curr mae: 81.2888; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.5417; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1140; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:04:44,471 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 +2025-06-07 23:06:02,456 - INFO - Training: cls_zice: 81.93444009490361; reg_zipnll: -201.60405989830068; cnt_loss: 7.094056337084991; +2025-06-07 23:06:02,458 - INFO - Evaluation: +Curr mae: 79.4181; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 139.3223; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1094; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:06:02,458 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 +2025-06-07 23:07:20,418 - INFO - Training: cls_zice: 80.72272467218488; reg_zipnll: -187.54946093527687; cnt_loss: 6.86533433080509; +2025-06-07 23:07:20,419 - INFO - Evaluation: +Curr mae: 80.5935; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.5773; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1115; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:07:20,419 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 +2025-06-07 23:08:38,456 - INFO - Training: cls_zice: 78.97766151175594; reg_zipnll: -159.62799254158475; cnt_loss: 6.728639824500936; +2025-06-07 23:08:38,458 - INFO - Evaluation: +Curr mae: 80.1946; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.7970; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1095; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:08:38,458 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 +2025-06-07 23:09:56,580 - INFO - Training: cls_zice: 79.53224168865886; reg_zipnll: -160.68483490343914; cnt_loss: 5.9893645940237485; +2025-06-07 23:09:56,581 - INFO - Evaluation: +Curr mae: 81.5273; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.8896; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1115; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:09:56,581 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 +2025-06-07 23:11:14,837 - INFO - Training: cls_zice: 78.8502543493612; reg_zipnll: -197.35784408746176; cnt_loss: 6.657409188763196; +2025-06-07 23:11:14,839 - INFO - Evaluation: +Curr mae: 81.8044; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.0767; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1121; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:11:14,839 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 +2025-06-07 23:12:33,092 - INFO - Training: cls_zice: 81.65802392264865; reg_zipnll: -183.35597668578293; cnt_loss: 5.889292675927774; +2025-06-07 23:12:33,093 - INFO - Evaluation: +Curr mae: 82.2743; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 149.4741; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1115; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:12:33,093 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 +2025-06-07 23:13:51,094 - INFO - Training: cls_zice: 81.00832099156663; reg_zipnll: -202.53903036559655; cnt_loss: 6.791150772808403; +2025-06-07 23:13:51,095 - INFO - Evaluation: +Curr mae: 81.1439; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.9262; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1112; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:13:51,096 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 +2025-06-07 23:15:08,969 - INFO - Training: cls_zice: 79.09549709345332; reg_zipnll: -173.15914291735515; cnt_loss: 5.94562056285656; +2025-06-07 23:15:08,970 - INFO - Evaluation: +Curr mae: 80.8176; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.5814; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1105; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:15:08,970 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 +2025-06-07 23:16:30,338 - INFO - Training: cls_zice: 85.6177106693091; reg_zipnll: -204.44836913355138; cnt_loss: 7.845630585752575; +2025-06-07 23:16:30,339 - INFO - Evaluation: +Curr mae: 81.0396; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.4492; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1107; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:16:30,339 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 +2025-06-07 23:17:48,659 - INFO - Training: cls_zice: 82.89506933704907; reg_zipnll: -197.79554240119379; cnt_loss: 7.031780573705964; +2025-06-07 23:17:48,661 - INFO - Evaluation: +Curr mae: 81.1241; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.2865; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1112; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:17:48,661 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 +2025-06-07 23:19:06,704 - INFO - Training: cls_zice: 80.08140632174663; reg_zipnll: -174.8170541485414; cnt_loss: 6.612204685905911; +2025-06-07 23:19:06,706 - INFO - Evaluation: +Curr mae: 82.0159; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 149.2467; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1111; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:19:06,706 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 +2025-06-07 23:20:25,066 - INFO - Training: cls_zice: 81.78682449795552; reg_zipnll: -157.98486930013493; cnt_loss: 5.920953914819174; +2025-06-07 23:20:25,067 - INFO - Evaluation: +Curr mae: 82.3657; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 150.1023; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1110; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:20:25,067 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 +2025-06-07 23:21:43,096 - INFO - Training: cls_zice: 79.78745594403601; reg_zipnll: -200.07280138786265; cnt_loss: 6.285299564828936; +2025-06-07 23:21:43,097 - INFO - Evaluation: +Curr mae: 80.7438; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.3938; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1089; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:21:43,098 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 +2025-06-07 23:23:01,236 - INFO - Training: cls_zice: 76.72616487465157; reg_zipnll: -156.77239972550348; cnt_loss: 6.54592679589; +2025-06-07 23:23:01,238 - INFO - Evaluation: +Curr mae: 82.3840; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.8723; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1125; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:23:01,238 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 +2025-06-07 23:24:19,019 - INFO - Training: cls_zice: 79.48911584765706; reg_zipnll: -198.1129853899116; cnt_loss: 6.348561814289219; +2025-06-07 23:24:19,020 - INFO - Evaluation: +Curr mae: 81.7007; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.7627; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1102; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:24:19,020 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 +2025-06-07 23:25:37,501 - INFO - Training: cls_zice: 79.10774868845151; reg_zipnll: -188.31398511090816; cnt_loss: 6.3101976699387; +2025-06-07 23:25:37,502 - INFO - Evaluation: +Curr mae: 81.6961; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.9588; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1109; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:25:37,502 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 +2025-06-07 23:27:01,539 - INFO - Training: cls_zice: 78.43761559037972; reg_zipnll: -174.84959867300577; cnt_loss: 6.617257628219806; +2025-06-07 23:27:01,540 - INFO - Evaluation: +Curr mae: 79.2176; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 141.1683; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1094; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:27:01,540 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 +2025-06-07 23:28:28,750 - INFO - Training: cls_zice: 78.55801746545248; reg_zipnll: -183.31476059970475; cnt_loss: 6.6669882441198585; +2025-06-07 23:28:28,751 - INFO - Evaluation: +Curr mae: 82.8999; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 150.6311; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1117; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:28:28,751 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 +2025-06-07 23:29:46,956 - INFO - Training: cls_zice: 81.30351206798427; reg_zipnll: -190.75711226305424; cnt_loss: 6.415464020722749; +2025-06-07 23:29:46,958 - INFO - Evaluation: +Curr mae: 81.4552; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.9604; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1093; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:29:46,958 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 +2025-06-07 23:31:05,847 - INFO - Training: cls_zice: 78.68286895751953; reg_zipnll: -175.9442896053491; cnt_loss: 6.254588347397103; +2025-06-07 23:31:05,848 - INFO - Evaluation: +Curr mae: 81.7470; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.1662; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1113; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:31:05,848 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 +2025-06-07 23:32:24,074 - INFO - Training: cls_zice: 80.7880381274697; reg_zipnll: -213.35120167637504; cnt_loss: 6.097290405374489; +2025-06-07 23:32:24,075 - INFO - Evaluation: +Curr mae: 81.1287; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.5558; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1095; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:32:24,075 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 +2025-06-07 23:33:42,722 - INFO - Training: cls_zice: 79.74629628263563; reg_zipnll: -175.53936880629584; cnt_loss: 6.354320275862485; +2025-06-07 23:33:42,724 - INFO - Evaluation: +Curr mae: 81.3571; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.0147; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1108; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:33:46,041 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 +2025-06-07 23:35:04,137 - INFO - Training: cls_zice: 80.07180423610258; reg_zipnll: -186.95392969901988; cnt_loss: 6.317674374738276; +2025-06-07 23:35:04,139 - INFO - Evaluation: +Curr mae: 81.9462; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 149.8663; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1106; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:35:04,139 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 +2025-06-07 23:36:24,277 - INFO - Training: cls_zice: 78.8498679660014; reg_zipnll: -186.398039590444; cnt_loss: 5.931704773018692; +2025-06-07 23:36:24,278 - INFO - Evaluation: +Curr mae: 79.9375; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.4675; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1089; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:36:24,278 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 +2025-06-07 23:37:42,763 - INFO - Training: cls_zice: 78.34762803450326; reg_zipnll: -175.62375085717005; cnt_loss: 6.318496383578572; +2025-06-07 23:37:42,765 - INFO - Evaluation: +Curr mae: 80.6297; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.4767; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1089; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:37:42,765 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 +2025-06-07 23:39:00,930 - INFO - Training: cls_zice: 80.42084845801853; reg_zipnll: -184.88549298798011; cnt_loss: 6.352191137162265; +2025-06-07 23:39:00,931 - INFO - Evaluation: +Curr mae: 80.5916; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.2277; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1092; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:39:00,931 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 +2025-06-07 23:40:18,973 - INFO - Training: cls_zice: 78.26588743096156; reg_zipnll: -182.14308920601346; cnt_loss: 5.730062982104472; +2025-06-07 23:40:18,974 - INFO - Evaluation: +Curr mae: 79.3592; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.1104; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1082; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:40:18,974 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 +2025-06-07 23:41:37,394 - INFO - Training: cls_zice: 78.68460136691466; reg_zipnll: -164.01875377806607; cnt_loss: 5.932494919821127; +2025-06-07 23:41:37,395 - INFO - Evaluation: +Curr mae: 82.0809; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.5831; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1119; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:41:37,395 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 +2025-06-07 23:42:55,931 - INFO - Training: cls_zice: 78.3776691702028; reg_zipnll: -184.19016267763857; cnt_loss: 6.165711203947762; +2025-06-07 23:42:55,932 - INFO - Evaluation: +Curr mae: 80.0688; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.8091; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1098; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:42:55,932 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 +2025-06-07 23:44:21,173 - INFO - Training: cls_zice: 76.63149805100548; reg_zipnll: -197.41252134335753; cnt_loss: 5.802848564867942; +2025-06-07 23:44:21,174 - INFO - Evaluation: +Curr mae: 81.0694; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.8601; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1111; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:44:21,174 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 +2025-06-07 23:45:39,344 - INFO - Training: cls_zice: 78.32993817882033; reg_zipnll: -181.81534513258777; cnt_loss: 6.577548814925137; +2025-06-07 23:45:39,345 - INFO - Evaluation: +Curr mae: 80.8116; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.7377; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1119; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:45:39,345 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 +2025-06-07 23:46:57,529 - INFO - Training: cls_zice: 79.54520977727624; reg_zipnll: -149.61701895859068; cnt_loss: 5.651879249424335; +2025-06-07 23:46:57,531 - INFO - Evaluation: +Curr mae: 81.9209; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.9011; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1115; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:46:57,531 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 +2025-06-07 23:48:15,979 - INFO - Training: cls_zice: 80.07985971463437; reg_zipnll: -203.43069844530118; cnt_loss: 6.668957020273272; +2025-06-07 23:48:15,980 - INFO - Evaluation: +Curr mae: 81.1598; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.4002; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1098; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:48:15,980 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 +2025-06-07 23:49:34,493 - INFO - Training: cls_zice: 78.230107812692; reg_zipnll: -181.77297253324497; cnt_loss: 6.027659204621978; +2025-06-07 23:49:34,495 - INFO - Evaluation: +Curr mae: 81.3439; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.2235; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1101; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:49:34,495 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 +2025-06-07 23:50:52,973 - INFO - Training: cls_zice: 78.00336028092744; reg_zipnll: -176.26219806292198; cnt_loss: 5.763223082813996; +2025-06-07 23:50:52,974 - INFO - Evaluation: +Curr mae: 80.4517; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.6853; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1096; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:50:52,975 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 +2025-06-07 23:52:11,468 - INFO - Training: cls_zice: 78.135104621483; reg_zipnll: -168.37796345767595; cnt_loss: 5.6524099537868375; +2025-06-07 23:52:11,469 - INFO - Evaluation: +Curr mae: 79.8735; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.6906; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1090; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:52:11,469 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 +2025-06-07 23:53:29,973 - INFO - Training: cls_zice: 77.7968658232531; reg_zipnll: -193.60124574118103; cnt_loss: 5.9287332477948524; +2025-06-07 23:53:29,975 - INFO - Evaluation: +Curr mae: 81.3621; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.8913; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1116; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:53:29,975 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 +2025-06-07 23:54:47,834 - INFO - Training: cls_zice: 78.06559315106726; reg_zipnll: -197.89355498433903; cnt_loss: 5.97408739383647; +2025-06-07 23:54:47,835 - INFO - Evaluation: +Curr mae: 78.7681; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 140.0251; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1069; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:54:47,835 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 +2025-06-07 23:56:05,759 - INFO - Training: cls_zice: 79.39437450636302; reg_zipnll: -190.80791163286625; cnt_loss: 6.290126828957868; +2025-06-07 23:56:05,760 - INFO - Evaluation: +Curr mae: 81.1780; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.6275; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1097; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:56:05,760 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 +2025-06-07 23:57:24,053 - INFO - Training: cls_zice: 80.10004373891464; reg_zipnll: -186.21493714061003; cnt_loss: 6.869565092175212; +2025-06-07 23:57:24,054 - INFO - Evaluation: +Curr mae: 81.7859; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.2106; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1129; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:57:24,054 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 +2025-06-07 23:58:42,393 - INFO - Training: cls_zice: 76.84288766368336; reg_zipnll: -172.0874519727088; cnt_loss: 6.107612264077395; +2025-06-07 23:58:42,394 - INFO - Evaluation: +Curr mae: 80.5492; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.5936; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1092; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-07 23:58:42,394 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 +2025-06-08 00:00:01,014 - INFO - Training: cls_zice: 80.13936416676502; reg_zipnll: -177.2172169590628; cnt_loss: 5.904547017141684; +2025-06-08 00:00:01,015 - INFO - Evaluation: +Curr mae: 80.3852; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.9391; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1109; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:00:01,015 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 +2025-06-08 00:01:18,987 - INFO - Training: cls_zice: 77.57519324094254; reg_zipnll: -179.1280231886352; cnt_loss: 6.226876358717482; +2025-06-08 00:01:18,988 - INFO - Evaluation: +Curr mae: 81.1286; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.1347; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1111; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:01:18,988 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 +2025-06-08 00:02:37,010 - INFO - Training: cls_zice: 80.0723925205256; reg_zipnll: -185.9892418021398; cnt_loss: 5.795242060888682; +2025-06-08 00:02:37,011 - INFO - Evaluation: +Curr mae: 80.6752; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.7536; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1097; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:02:37,012 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 +2025-06-08 00:03:55,312 - INFO - Training: cls_zice: 76.96596687518998; reg_zipnll: -182.60024361263046; cnt_loss: 5.71406059509871; +2025-06-08 00:03:55,313 - INFO - Evaluation: +Curr mae: 81.8687; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.3702; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1106; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:03:55,314 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 +2025-06-08 00:05:13,831 - INFO - Training: cls_zice: 78.31284506589371; reg_zipnll: -173.22141249764044; cnt_loss: 5.444647800053982; +2025-06-08 00:05:13,833 - INFO - Evaluation: +Curr mae: 80.0553; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.7730; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1088; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:05:13,833 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 +2025-06-08 00:06:32,339 - INFO - Training: cls_zice: 79.41305375257075; reg_zipnll: -186.81094403298485; cnt_loss: 5.6825244876722625; +2025-06-08 00:06:32,340 - INFO - Evaluation: +Curr mae: 79.7153; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.6016; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1096; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:06:32,341 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 +2025-06-08 00:07:50,886 - INFO - Training: cls_zice: 78.00614152996745; reg_zipnll: -172.9843965429344; cnt_loss: 5.652853739972146; +2025-06-08 00:07:50,887 - INFO - Evaluation: +Curr mae: 80.1936; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.8479; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1091; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:07:50,888 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 +2025-06-08 00:09:09,051 - INFO - Training: cls_zice: 80.53794433975851; reg_zipnll: -194.54806426345118; cnt_loss: 6.207365730740377; +2025-06-08 00:09:09,052 - INFO - Evaluation: +Curr mae: 81.2976; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.2958; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1099; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:09:09,052 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 +2025-06-08 00:10:27,204 - INFO - Training: cls_zice: 78.75840371491893; reg_zipnll: -201.59197405631969; cnt_loss: 5.629735154821383; +2025-06-08 00:10:27,205 - INFO - Evaluation: +Curr mae: 80.5250; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.4535; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1101; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:10:27,205 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 +2025-06-08 00:11:45,677 - INFO - Training: cls_zice: 77.87965590116994; reg_zipnll: -191.0000697824339; cnt_loss: 5.635043111857989; +2025-06-08 00:11:45,679 - INFO - Evaluation: +Curr mae: 79.7810; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.3655; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1090; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:11:45,679 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 +2025-06-08 00:13:03,939 - INFO - Training: cls_zice: 81.54629530496155; reg_zipnll: -187.62905751790433; cnt_loss: 6.10994221753632; +2025-06-08 00:13:03,940 - INFO - Evaluation: +Curr mae: 79.3519; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.1043; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1090; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:13:03,940 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 +2025-06-08 00:14:22,501 - INFO - Training: cls_zice: 80.8784985068618; reg_zipnll: -196.88588087764006; cnt_loss: 5.5987035699238055; +2025-06-08 00:14:22,503 - INFO - Evaluation: +Curr mae: 79.7846; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.0926; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1085; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:14:22,503 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 +2025-06-08 00:15:40,355 - INFO - Training: cls_zice: 80.35331954071853; reg_zipnll: -175.92457005203954; cnt_loss: 6.409665694299912; +2025-06-08 00:15:40,357 - INFO - Evaluation: +Curr mae: 82.1331; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.3897; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1112; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:15:40,357 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 +2025-06-08 00:16:58,434 - INFO - Training: cls_zice: 79.5453758997633; reg_zipnll: -177.52685391508192; cnt_loss: 5.87106604962949; +2025-06-08 00:16:58,435 - INFO - Evaluation: +Curr mae: 80.8916; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.1363; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1097; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:16:58,435 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 +2025-06-08 00:18:16,585 - INFO - Training: cls_zice: 77.22497120282507; reg_zipnll: -163.5704594826856; cnt_loss: 5.468778261285744; +2025-06-08 00:18:16,587 - INFO - Evaluation: +Curr mae: 80.2216; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.6737; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1096; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:18:16,587 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 +2025-06-08 00:19:34,676 - INFO - Training: cls_zice: 78.97542049079541; reg_zipnll: -181.9274855354764; cnt_loss: 6.370446659871284; +2025-06-08 00:19:34,677 - INFO - Evaluation: +Curr mae: 80.2478; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.0090; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1092; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:19:34,678 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 +2025-06-08 00:20:53,163 - INFO - Training: cls_zice: 81.83988329906337; reg_zipnll: -191.22602959184456; cnt_loss: 6.21939110124348; +2025-06-08 00:20:53,164 - INFO - Evaluation: +Curr mae: 80.6440; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.2643; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1091; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:20:53,164 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 +2025-06-08 00:22:11,225 - INFO - Training: cls_zice: 78.46290213224904; reg_zipnll: -162.31973953752328; cnt_loss: 5.627912025577975; +2025-06-08 00:22:11,226 - INFO - Evaluation: +Curr mae: 81.9145; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 149.7479; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1105; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:22:11,226 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 +2025-06-08 00:23:29,350 - INFO - Training: cls_zice: 80.11491688355704; reg_zipnll: -206.26846507053503; cnt_loss: 6.390341226628284; +2025-06-08 00:23:29,351 - INFO - Evaluation: +Curr mae: 80.4310; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.3032; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1089; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:23:29,351 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 +2025-06-08 00:24:47,322 - INFO - Training: cls_zice: 76.48702997877108; reg_zipnll: -178.12796446819178; cnt_loss: 5.515789273558863; +2025-06-08 00:24:47,324 - INFO - Evaluation: +Curr mae: 80.3697; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.9901; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1100; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:24:47,324 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 +2025-06-08 00:26:05,764 - INFO - Training: cls_zice: 76.84052157875718; reg_zipnll: -179.82385105486736; cnt_loss: 5.236384299417205; +2025-06-08 00:26:05,765 - INFO - Evaluation: +Curr mae: 79.3108; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 141.6195; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1091; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:26:05,765 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 +2025-06-08 00:27:24,109 - INFO - Training: cls_zice: 77.85801714461371; reg_zipnll: -193.07462904469068; cnt_loss: 5.956117273955945; +2025-06-08 00:27:24,111 - INFO - Evaluation: +Curr mae: 80.1913; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.9158; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1090; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:27:24,111 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 +2025-06-08 00:28:41,984 - INFO - Training: cls_zice: 77.84176115326534; reg_zipnll: -193.0073401975316; cnt_loss: 5.285523463558677; +2025-06-08 00:28:41,985 - INFO - Evaluation: +Curr mae: 79.9662; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.1926; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1085; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:28:41,985 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 +2025-06-08 00:30:00,308 - INFO - Training: cls_zice: 78.15286803087652; reg_zipnll: -178.78791760450957; cnt_loss: 5.604989695233225; +2025-06-08 00:30:00,309 - INFO - Evaluation: +Curr mae: 81.5405; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.9193; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1107; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:30:00,309 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 +2025-06-08 00:31:18,425 - INFO - Training: cls_zice: 78.4053879163123; reg_zipnll: -154.33830111547812; cnt_loss: 5.36423938400698; +2025-06-08 00:31:18,426 - INFO - Evaluation: +Curr mae: 80.3142; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.0788; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1096; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:31:18,426 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 +2025-06-08 00:32:36,654 - INFO - Training: cls_zice: 80.02478840808995; reg_zipnll: -184.63107482960683; cnt_loss: 5.695062708380996; +2025-06-08 00:32:36,655 - INFO - Evaluation: +Curr mae: 80.9088; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.0149; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1105; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:32:36,655 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 +2025-06-08 00:33:54,833 - INFO - Training: cls_zice: 77.99133387938241; reg_zipnll: -197.5090629501848; cnt_loss: 5.468175751483993; +2025-06-08 00:33:54,834 - INFO - Evaluation: +Curr mae: 80.9927; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.2957; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1100; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:33:54,834 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 +2025-06-08 00:35:13,350 - INFO - Training: cls_zice: 82.1828490124633; reg_zipnll: -227.59846637422675; cnt_loss: 6.970470178206235; +2025-06-08 00:35:13,351 - INFO - Evaluation: +Curr mae: 80.8923; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.5063; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1100; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:35:13,351 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 +2025-06-08 00:36:31,615 - INFO - Training: cls_zice: 82.64202229076663; reg_zipnll: -171.75875868702568; cnt_loss: 6.834083816863053; +2025-06-08 00:36:31,616 - INFO - Evaluation: +Curr mae: 83.2147; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 149.1170; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1139; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:36:31,616 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 +2025-06-08 00:37:49,710 - INFO - Training: cls_zice: 80.11829446956811; reg_zipnll: -194.88115022671934; cnt_loss: 6.128426438925282; +2025-06-08 00:37:49,712 - INFO - Evaluation: +Curr mae: 80.1891; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.4602; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1097; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:37:49,712 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 +2025-06-08 00:39:07,861 - INFO - Training: cls_zice: 76.55490020095118; reg_zipnll: -187.4370727981163; cnt_loss: 5.583041158732989; +2025-06-08 00:39:07,862 - INFO - Evaluation: +Curr mae: 81.5877; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.4608; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1102; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:39:12,471 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 +2025-06-08 00:40:30,368 - INFO - Training: cls_zice: 78.10767999863782; reg_zipnll: -194.44326652754222; cnt_loss: 5.582303254020135; +2025-06-08 00:40:30,368 - INFO - Evaluation: +Curr mae: 80.7153; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.9423; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1106; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:40:30,369 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 +2025-06-08 00:41:52,314 - INFO - Training: cls_zice: 79.98506711492475; reg_zipnll: -199.62148356911362; cnt_loss: 7.196026636275235; +2025-06-08 00:41:52,316 - INFO - Evaluation: +Curr mae: 80.7917; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.1622; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1103; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:41:52,316 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 +2025-06-08 00:43:13,470 - INFO - Training: cls_zice: 78.34350943328529; reg_zipnll: -157.76823737921305; cnt_loss: 5.541187884791797; +2025-06-08 00:43:13,472 - INFO - Evaluation: +Curr mae: 81.1669; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.2529; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1102; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:43:13,472 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 +2025-06-08 00:44:32,027 - INFO - Training: cls_zice: 78.07628770537724; reg_zipnll: -175.22049014615698; cnt_loss: 6.025001540089285; +2025-06-08 00:44:32,028 - INFO - Evaluation: +Curr mae: 81.5531; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.7859; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1112; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:44:32,028 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 +2025-06-08 00:45:49,948 - INFO - Training: cls_zice: 78.31192015338418; reg_zipnll: -184.1931870946821; cnt_loss: 6.032557088018253; +2025-06-08 00:45:49,949 - INFO - Evaluation: +Curr mae: 80.8749; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.4770; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1106; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:45:49,949 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 +2025-06-08 00:47:07,975 - INFO - Training: cls_zice: 79.00402405719883; reg_zipnll: -187.91590910399987; cnt_loss: 5.912826091248468; +2025-06-08 00:47:07,976 - INFO - Evaluation: +Curr mae: 80.7197; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.7151; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1098; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:47:07,977 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 +2025-06-08 00:48:27,606 - INFO - Training: cls_zice: 79.51289121362547; reg_zipnll: -218.28504450589617; cnt_loss: 5.81471087285225; +2025-06-08 00:48:27,607 - INFO - Evaluation: +Curr mae: 79.7265; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.2325; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1088; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:48:27,607 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 +2025-06-08 00:49:45,817 - INFO - Training: cls_zice: 77.89996123156011; reg_zipnll: -197.526782370561; cnt_loss: 5.118301718440277; +2025-06-08 00:49:45,818 - INFO - Evaluation: +Curr mae: 79.9041; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.4118; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1089; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:49:45,818 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 +2025-06-08 00:51:03,885 - INFO - Training: cls_zice: 78.34776213311201; reg_zipnll: -167.95673180573823; cnt_loss: 5.7429387064169575; +2025-06-08 00:51:03,885 - INFO - Evaluation: +Curr mae: 81.2562; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.9834; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1104; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:51:03,886 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 +2025-06-08 00:52:21,593 - INFO - Training: cls_zice: 78.03601243480152; reg_zipnll: -172.119130810365; cnt_loss: 5.55729287191732; +2025-06-08 00:52:21,594 - INFO - Evaluation: +Curr mae: 80.8273; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.9465; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1101; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:52:21,595 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 +2025-06-08 00:53:39,663 - INFO - Training: cls_zice: 79.1199614164845; reg_zipnll: -189.86495758208218; cnt_loss: 7.298306671988885; +2025-06-08 00:53:39,664 - INFO - Evaluation: +Curr mae: 80.3641; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.7984; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1089; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:53:39,664 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 +2025-06-08 00:54:57,472 - INFO - Training: cls_zice: 81.41291741503785; reg_zipnll: -196.21556616776826; cnt_loss: 5.879326401167358; +2025-06-08 00:54:57,473 - INFO - Evaluation: +Curr mae: 80.6755; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.6750; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1094; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:54:57,474 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 +2025-06-08 00:56:15,622 - INFO - Training: cls_zice: 78.75303411167978; reg_zipnll: -164.45008042948135; cnt_loss: 5.480767767160933; +2025-06-08 00:56:15,623 - INFO - Evaluation: +Curr mae: 80.1075; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.4278; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1092; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:56:15,623 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 +2025-06-08 00:57:35,564 - INFO - Training: cls_zice: 78.96117436491102; reg_zipnll: -206.3666237569013; cnt_loss: 5.285249932712277; +2025-06-08 00:57:35,565 - INFO - Evaluation: +Curr mae: 80.0110; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.8691; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1087; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:57:35,566 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 +2025-06-08 00:58:54,938 - INFO - Training: cls_zice: 77.98204483259593; reg_zipnll: -190.71915082742046; cnt_loss: 5.785831108787991; +2025-06-08 00:58:54,938 - INFO - Evaluation: +Curr mae: 79.7362; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.5096; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1089; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 00:58:54,939 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 +2025-06-08 01:00:13,192 - INFO - Training: cls_zice: 79.26589485825292; reg_zipnll: -178.09298607529394; cnt_loss: 6.201133165927912; +2025-06-08 01:00:13,193 - INFO - Evaluation: +Curr mae: 79.5486; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.7727; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1089; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:00:13,193 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 +2025-06-08 01:01:31,340 - INFO - Training: cls_zice: 79.93804055018141; reg_zipnll: -173.94782085923958; cnt_loss: 5.78914673754711; +2025-06-08 01:01:31,341 - INFO - Evaluation: +Curr mae: 80.6883; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.9884; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1102; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:01:31,342 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 +2025-06-08 01:02:49,480 - INFO - Training: cls_zice: 78.14234891474642; reg_zipnll: -175.7842526530588; cnt_loss: 5.606794953346252; +2025-06-08 01:02:49,481 - INFO - Evaluation: +Curr mae: 80.3095; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.7456; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1087; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:02:49,481 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 +2025-06-08 01:04:07,823 - INFO - Training: cls_zice: 81.15476207859469; reg_zipnll: -182.17453435556777; cnt_loss: 5.4344147341140845; +2025-06-08 01:04:07,824 - INFO - Evaluation: +Curr mae: 80.4730; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.8651; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1090; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:04:07,825 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 +2025-06-08 01:05:26,135 - INFO - Training: cls_zice: 81.36138946962673; reg_zipnll: -238.846903466231; cnt_loss: 9.583296259507438; +2025-06-08 01:05:26,136 - INFO - Evaluation: +Curr mae: 79.1180; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 142.0472; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1070; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:05:26,136 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 +2025-06-08 01:06:44,301 - INFO - Training: cls_zice: 79.18524816652007; reg_zipnll: -167.1626036688192; cnt_loss: 5.041734493331404; +2025-06-08 01:06:44,302 - INFO - Evaluation: +Curr mae: 80.7687; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.3760; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1092; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:06:44,302 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 +2025-06-08 01:08:02,793 - INFO - Training: cls_zice: 83.17076780306583; reg_zipnll: -183.68544931601215; cnt_loss: 5.852205148595848; +2025-06-08 01:08:02,794 - INFO - Evaluation: +Curr mae: 80.4137; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 143.9383; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1088; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:08:02,795 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 +2025-06-08 01:09:21,082 - INFO - Training: cls_zice: 78.42593717811913; reg_zipnll: -172.74696030522026; cnt_loss: 5.7979255346272955; +2025-06-08 01:09:21,083 - INFO - Evaluation: +Curr mae: 81.6488; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.1716; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1113; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:09:21,083 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 +2025-06-08 01:10:39,083 - INFO - Training: cls_zice: 77.86036853206079; reg_zipnll: -204.1669351438813; cnt_loss: 5.650279254313336; +2025-06-08 01:10:39,084 - INFO - Evaluation: +Curr mae: 80.1515; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.9868; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1093; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:10:39,084 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 +2025-06-08 01:11:57,621 - INFO - Training: cls_zice: 78.51385489204861; reg_zipnll: -163.995555890317; cnt_loss: 5.262491715664895; +2025-06-08 01:11:57,622 - INFO - Evaluation: +Curr mae: 80.4608; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.5216; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1090; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:11:57,622 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 +2025-06-08 01:13:15,598 - INFO - Training: cls_zice: 77.13029077668853; reg_zipnll: -179.29958369716113; cnt_loss: 6.021969595492281; +2025-06-08 01:13:15,599 - INFO - Evaluation: +Curr mae: 81.0800; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.6641; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1104; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:13:15,599 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 +2025-06-08 01:14:33,958 - INFO - Training: cls_zice: 87.40759302606646; reg_zipnll: -152.6156872439858; cnt_loss: 9.678143742068714; +2025-06-08 01:14:33,959 - INFO - Evaluation: +Curr mae: 78.8191; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 139.6193; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1073; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:14:33,959 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 +2025-06-08 01:15:52,230 - INFO - Training: cls_zice: 78.55625445637482; reg_zipnll: -192.7848476574121; cnt_loss: 5.971885126158102; +2025-06-08 01:15:52,232 - INFO - Evaluation: +Curr mae: 81.8400; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.4985; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1111; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:15:52,232 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 +2025-06-08 01:17:10,515 - INFO - Training: cls_zice: 78.47412389793143; reg_zipnll: -180.4126775627894; cnt_loss: 5.515028159349959; +2025-06-08 01:17:10,517 - INFO - Evaluation: +Curr mae: 81.4984; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.9059; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1108; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:17:10,517 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 +2025-06-08 01:18:28,747 - INFO - Training: cls_zice: 79.06764204770523; reg_zipnll: -180.32131832640692; cnt_loss: 5.340001723624223; +2025-06-08 01:18:28,749 - INFO - Evaluation: +Curr mae: 80.9857; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.3119; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1098; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:18:28,749 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 +2025-06-08 01:19:46,957 - INFO - Training: cls_zice: 79.00995841247357; reg_zipnll: -213.71365883808264; cnt_loss: 5.918811606255588; +2025-06-08 01:19:46,958 - INFO - Evaluation: +Curr mae: 81.6880; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.4648; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1109; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:19:46,958 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 +2025-06-08 01:21:05,193 - INFO - Training: cls_zice: 76.04456474607353; reg_zipnll: -194.6750476976104; cnt_loss: 5.068690112095005; +2025-06-08 01:21:05,195 - INFO - Evaluation: +Curr mae: 80.8115; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.7444; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1100; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:21:05,195 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 +2025-06-08 01:22:23,527 - INFO - Training: cls_zice: 76.6332959560369; reg_zipnll: -187.5250722904079; cnt_loss: 5.897448692100727; +2025-06-08 01:22:23,528 - INFO - Evaluation: +Curr mae: 80.7636; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.1862; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1109; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:22:23,528 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 +2025-06-08 01:23:41,978 - INFO - Training: cls_zice: 78.44241465638015; reg_zipnll: -183.5284968117215; cnt_loss: 5.264914674474704; +2025-06-08 01:23:41,979 - INFO - Evaluation: +Curr mae: 80.2577; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.2038; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1095; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:23:41,979 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 +2025-06-08 01:25:00,216 - INFO - Training: cls_zice: 77.66014225435573; reg_zipnll: -208.16162978418615; cnt_loss: 5.716171027808789; +2025-06-08 01:25:00,218 - INFO - Evaluation: +Curr mae: 80.7606; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.0711; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1094; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:25:00,218 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 +2025-06-08 01:26:18,604 - INFO - Training: cls_zice: 79.89383636878816; reg_zipnll: -176.07511365018934; cnt_loss: 5.58383557733321; +2025-06-08 01:26:18,605 - INFO - Evaluation: +Curr mae: 81.9732; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.6931; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1116; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:26:18,605 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 +2025-06-08 01:27:36,712 - INFO - Training: cls_zice: 77.32988816065505; reg_zipnll: -185.09352538127771; cnt_loss: 5.5048490170611455; +2025-06-08 01:27:36,713 - INFO - Evaluation: +Curr mae: 81.0209; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.8112; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1109; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:27:36,713 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 +2025-06-08 01:28:54,789 - INFO - Training: cls_zice: 78.41257145862706; reg_zipnll: -167.9609644239312; cnt_loss: 5.233793312350646; +2025-06-08 01:28:54,791 - INFO - Evaluation: +Curr mae: 81.0608; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.2025; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1109; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:28:54,791 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 +2025-06-08 01:30:13,066 - INFO - Training: cls_zice: 78.62213058976937; reg_zipnll: -193.6174350448002; cnt_loss: 5.116148644725219; +2025-06-08 01:30:13,068 - INFO - Evaluation: +Curr mae: 79.2025; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 141.5821; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1084; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:30:13,068 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 +2025-06-08 01:31:31,276 - INFO - Training: cls_zice: 78.83093555399914; reg_zipnll: -182.75998557324442; cnt_loss: 6.241591120397808; +2025-06-08 01:31:31,277 - INFO - Evaluation: +Curr mae: 81.0432; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.7223; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1097; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:31:31,277 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 +2025-06-08 01:32:49,409 - INFO - Training: cls_zice: 76.80278929653547; reg_zipnll: -168.36678419681576; cnt_loss: 5.541669474532273; +2025-06-08 01:32:49,411 - INFO - Evaluation: +Curr mae: 80.2829; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 144.4211; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1095; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:32:49,411 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 +2025-06-08 01:34:07,731 - INFO - Training: cls_zice: 78.26087188720703; reg_zipnll: -151.88317584359882; cnt_loss: 5.715839573879116; +2025-06-08 01:34:07,732 - INFO - Evaluation: +Curr mae: 80.8133; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.8811; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1102; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:34:07,732 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 +2025-06-08 01:35:25,700 - INFO - Training: cls_zice: 78.05067669319001; reg_zipnll: -161.10406337826458; cnt_loss: 5.6293557700731895; +2025-06-08 01:35:25,702 - INFO - Evaluation: +Curr mae: 81.5767; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 148.2232; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1113; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:35:25,702 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 +2025-06-08 01:36:44,085 - INFO - Training: cls_zice: 80.1789730905697; reg_zipnll: -206.21359676083193; cnt_loss: 5.47966428387244; +2025-06-08 01:36:44,086 - INFO - Evaluation: +Curr mae: 82.1641; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 147.7229; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1122; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:36:44,086 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 +2025-06-08 01:38:02,413 - INFO - Training: cls_zice: 79.57945489567636; reg_zipnll: -203.2171807510174; cnt_loss: 5.900333712432558; +2025-06-08 01:38:02,414 - INFO - Evaluation: +Curr mae: 81.1526; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 145.7320; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1114; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:38:02,414 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 +2025-06-08 01:39:20,704 - INFO - Training: cls_zice: 80.69460420419048; reg_zipnll: -165.02417162712047; cnt_loss: 5.958611924127237; +2025-06-08 01:39:20,705 - INFO - Evaluation: +Curr mae: 81.2601; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.0932; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1117; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:39:20,706 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 +2025-06-08 01:40:39,846 - INFO - Training: cls_zice: 78.35690133934779; reg_zipnll: -193.93301848859977; cnt_loss: 5.334397218874749; +2025-06-08 01:40:39,847 - INFO - Evaluation: +Curr mae: 81.2164; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.6068; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1114; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:40:39,847 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 +2025-06-08 01:41:58,978 - INFO - Training: cls_zice: 78.26827367567859; reg_zipnll: -208.1083271077137; cnt_loss: 5.474828519568538; +2025-06-08 01:41:58,980 - INFO - Evaluation: +Curr mae: 81.9149; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 149.1381; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1117; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:41:58,980 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 +2025-06-08 01:43:17,472 - INFO - Training: cls_zice: 76.31276001835501; reg_zipnll: -179.7777600951542; cnt_loss: 5.351812825297678; +2025-06-08 01:43:17,473 - INFO - Evaluation: +Curr mae: 81.4660; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.4752; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1112; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + + +2025-06-08 01:43:17,474 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 +2025-06-08 01:44:35,621 - INFO - Training: cls_zice: 79.57919571494425; reg_zipnll: -166.8970735309929; cnt_loss: 5.963909093907337; +2025-06-08 01:44:35,622 - INFO - Evaluation: +Curr mae: 81.3530; Best mae: 74.9088; 76.1319; 76.4356; 76.8607; 77.1459; +Curr rmse: 146.8099; Best rmse: 131.3253; 131.6354; 133.2850; 133.3162; 133.6463; +Curr nae: 0.1108; Best nae: 0.1049; 0.1058; 0.1065; 0.1066; 0.1069; + + +