diff --git "a/checkpoints/qnrf/best_rmse.log" "b/checkpoints/qnrf/best_rmse.log" new file mode 100644--- /dev/null +++ "b/checkpoints/qnrf/best_rmse.log" @@ -0,0 +1,11021 @@ +2025-06-05 05:33:59,564 - INFO - model_name : mobilenetv4_conv_medium +block_size : 32 +clip_weight_name: None +num_vpt : None +vpt_drop : None +dataset : qnrf +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_t_2_a +total_epochs : 1300 +eval_start : 150 +eval_freq : 1.0 +save_freq : 50 +save_best_k : 5 +amp : True +num_workers : 10 +local_rank : -1 +seed : 42 +nprocs : 1 +ckpt_dir : /dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/qnrf/ebc_t_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] +2025-06-05 05:33:59,570 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 +2025-06-05 05:34:28,313 - INFO - Training: cls_zice: 882.4837131121301; reg_zipnll: 2834.2627397751967; cnt_loss: 3071.428276011486; + + +2025-06-05 05:34:28,313 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 +2025-06-05 05:34:56,320 - INFO - Training: cls_zice: 979.604667006739; reg_zipnll: 1761.414770669495; cnt_loss: 1464.8374629747; + + +2025-06-05 05:34:56,320 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 +2025-06-05 05:35:24,889 - INFO - Training: cls_zice: 927.846032351058; reg_zipnll: 1055.3181362531043; cnt_loss: 598.8980923077918; + + +2025-06-05 05:35:24,889 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 +2025-06-05 05:35:52,726 - INFO - Training: cls_zice: 636.4001029311427; reg_zipnll: 661.1724892925743; cnt_loss: 360.32586356661966; + + +2025-06-05 05:35:52,726 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 +2025-06-05 05:36:21,026 - INFO - Training: cls_zice: 404.75853016834384; reg_zipnll: 392.3575913132421; cnt_loss: 293.23534443836337; + + +2025-06-05 05:36:21,026 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 +2025-06-05 05:36:49,084 - INFO - Training: cls_zice: 310.9286813293861; reg_zipnll: 238.91698652861135; cnt_loss: 238.8034926660803; + + +2025-06-05 05:36:49,084 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 +2025-06-05 05:37:17,184 - INFO - Training: cls_zice: 258.3075620638614; reg_zipnll: 182.93823648920122; cnt_loss: 197.09022787233062; + + +2025-06-05 05:37:17,184 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 +2025-06-05 05:37:45,161 - INFO - Training: cls_zice: 240.00503691616439; reg_zipnll: 101.85387977701149; cnt_loss: 179.24268874111556; + + +2025-06-05 05:37:45,161 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 +2025-06-05 05:38:13,208 - INFO - Training: cls_zice: 219.19908622084864; reg_zipnll: 81.87669741396873; cnt_loss: 169.6947304428808; + + +2025-06-05 05:38:13,208 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 +2025-06-05 05:38:41,319 - INFO - Training: cls_zice: 206.93031091247963; reg_zipnll: 31.962843534962232; cnt_loss: 157.31933454804073; + + +2025-06-05 05:38:41,319 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 +2025-06-05 05:39:09,237 - INFO - Training: cls_zice: 196.0906787581791; reg_zipnll: 56.76736158408866; cnt_loss: 137.7816896501756; + + +2025-06-05 05:39:09,237 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 +2025-06-05 05:39:37,638 - INFO - Training: cls_zice: 190.91489102193063; reg_zipnll: 21.69901554789764; cnt_loss: 136.4884809026655; + + +2025-06-05 05:39:37,638 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 +2025-06-05 05:40:05,714 - INFO - Training: cls_zice: 188.5396884640321; reg_zipnll: -12.102657621269984; cnt_loss: 142.3405859233528; + + +2025-06-05 05:40:05,714 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 +2025-06-05 05:40:33,683 - INFO - Training: cls_zice: 175.9668220621071; reg_zipnll: 20.870590108909354; cnt_loss: 110.47603527599613; + + +2025-06-05 05:40:33,683 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 +2025-06-05 05:41:01,735 - INFO - Training: cls_zice: 180.96120253303982; reg_zipnll: -43.47236006780965; cnt_loss: 120.7526194591396; + + +2025-06-05 05:41:01,735 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 +2025-06-05 05:41:29,720 - INFO - Training: cls_zice: 188.56799169881455; reg_zipnll: -31.305996875889253; cnt_loss: 129.7420405836295; + + +2025-06-05 05:41:29,720 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 +2025-06-05 05:41:57,736 - INFO - Training: cls_zice: 177.71914114541565; reg_zipnll: -56.75802637567583; cnt_loss: 112.7562640360649; + + +2025-06-05 05:41:57,736 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 +2025-06-05 05:42:26,100 - INFO - Training: cls_zice: 174.4357128774883; reg_zipnll: -45.88114753622093; cnt_loss: 114.28592379993161; + + +2025-06-05 05:42:26,100 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 +2025-06-05 05:42:54,178 - INFO - Training: cls_zice: 172.4671726858379; reg_zipnll: -39.000066769833595; cnt_loss: 109.37643927769945; + + +2025-06-05 05:42:54,178 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 +2025-06-05 05:43:22,322 - INFO - Training: cls_zice: 168.65925638565164; reg_zipnll: -50.161253303881516; cnt_loss: 103.97311017371172; + + +2025-06-05 05:43:22,322 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 +2025-06-05 05:43:50,240 - INFO - Training: cls_zice: 168.88906524355048; reg_zipnll: -60.641939605308686; cnt_loss: 102.02616877271639; + + +2025-06-05 05:43:50,241 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 +2025-06-05 05:44:18,205 - INFO - Training: cls_zice: 166.65278716434707; reg_zipnll: -67.76060883730453; cnt_loss: 100.46895192632611; + + +2025-06-05 05:44:18,205 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 +2025-06-05 05:44:46,271 - INFO - Training: cls_zice: 163.85637114063795; reg_zipnll: -76.41970601618685; cnt_loss: 93.28098953954431; + + +2025-06-05 05:44:46,271 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 +2025-06-05 05:45:14,389 - INFO - Training: cls_zice: 160.5280149504049; reg_zipnll: -70.57855593447654; cnt_loss: 92.68730224205169; + + +2025-06-05 05:45:14,389 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 +2025-06-05 05:45:42,204 - INFO - Training: cls_zice: 162.80103883048557; reg_zipnll: -69.11741010400632; cnt_loss: 95.21627808880332; + + +2025-06-05 05:45:42,204 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 +2025-06-05 05:46:10,153 - INFO - Training: cls_zice: 164.7538946795937; reg_zipnll: -73.76769266696955; cnt_loss: 98.05123624738478; + + +2025-06-05 05:46:10,154 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 +2025-06-05 05:46:38,207 - INFO - Training: cls_zice: 156.88356479114253; reg_zipnll: -49.83475507016214; cnt_loss: 89.35733673904116; + + +2025-06-05 05:46:38,208 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 +2025-06-05 05:47:06,248 - INFO - Training: cls_zice: 155.70924978698326; reg_zipnll: -83.41394828013237; cnt_loss: 77.98413819824623; + + +2025-06-05 05:47:06,248 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 +2025-06-05 05:47:34,249 - INFO - Training: cls_zice: 153.60691530341344; reg_zipnll: -81.68653475527732; cnt_loss: 72.06304759852934; + + +2025-06-05 05:47:34,249 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 +2025-06-05 05:48:02,256 - INFO - Training: cls_zice: 153.58857151056756; reg_zipnll: -97.87505220577417; cnt_loss: 69.47085069820581; + + +2025-06-05 05:48:02,256 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 +2025-06-05 05:48:30,203 - INFO - Training: cls_zice: 156.5723592745547; reg_zipnll: -101.83993146908993; cnt_loss: 83.02429128482642; + + +2025-06-05 05:48:30,203 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 +2025-06-05 05:48:58,456 - INFO - Training: cls_zice: 153.4540366115949; reg_zipnll: -94.4167110493641; cnt_loss: 87.14143706946973; + + +2025-06-05 05:48:58,456 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 +2025-06-05 05:49:26,750 - INFO - Training: cls_zice: 161.90378184034336; reg_zipnll: -68.00936672387533; cnt_loss: 80.24725743476918; + + +2025-06-05 05:49:26,750 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 +2025-06-05 05:49:54,655 - INFO - Training: cls_zice: 154.00627500016168; reg_zipnll: -87.63499577629645; cnt_loss: 79.91023892282651; + + +2025-06-05 05:49:54,656 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 +2025-06-05 05:50:22,634 - INFO - Training: cls_zice: 153.44021568550968; reg_zipnll: -72.02259345401991; cnt_loss: 69.98555357093053; + + +2025-06-05 05:50:22,634 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 +2025-06-05 05:50:50,542 - INFO - Training: cls_zice: 148.69138136604764; reg_zipnll: -87.29908953281428; cnt_loss: 69.29370114661211; + + +2025-06-05 05:50:50,542 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 +2025-06-05 05:51:18,825 - INFO - Training: cls_zice: 149.9184088801706; reg_zipnll: -117.38843449219962; cnt_loss: 69.51423150498346; + + +2025-06-05 05:51:18,825 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 +2025-06-05 05:51:47,077 - INFO - Training: cls_zice: 144.49686679461144; reg_zipnll: -63.132954666946105; cnt_loss: 56.64479974405655; + + +2025-06-05 05:51:47,077 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 +2025-06-05 05:52:15,031 - INFO - Training: cls_zice: 143.03447160026096; reg_zipnll: -103.22359232870949; cnt_loss: 57.97852433438333; + + +2025-06-05 05:52:15,031 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 +2025-06-05 05:52:43,216 - INFO - Training: cls_zice: 149.45706755278127; reg_zipnll: -105.53664260510577; cnt_loss: 55.32057445096654; + + +2025-06-05 05:52:43,216 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 +2025-06-05 05:53:11,531 - INFO - Training: cls_zice: 151.04140239993467; reg_zipnll: -60.863928081184035; cnt_loss: 79.67943122055357; + + +2025-06-05 05:53:11,531 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 +2025-06-05 05:53:39,536 - INFO - Training: cls_zice: 154.23686038895158; reg_zipnll: -98.03631829268096; cnt_loss: 80.34520698067368; + + +2025-06-05 05:53:39,536 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 +2025-06-05 05:54:07,573 - INFO - Training: cls_zice: 159.8589179184263; reg_zipnll: -99.12583666921451; cnt_loss: 90.22008545982916; + + +2025-06-05 05:54:07,573 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 +2025-06-05 05:54:35,705 - INFO - Training: cls_zice: 153.2834341289192; reg_zipnll: -81.619854377595; cnt_loss: 80.63200567889687; + + +2025-06-05 05:54:35,705 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 +2025-06-05 05:55:03,838 - INFO - Training: cls_zice: 152.3679253281347; reg_zipnll: -103.78412237862088; cnt_loss: 74.11000143139567; + + +2025-06-05 05:55:03,838 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 +2025-06-05 05:55:31,831 - INFO - Training: cls_zice: 148.8558211421335; reg_zipnll: -102.66835643439893; cnt_loss: 68.72921602615457; + + +2025-06-05 05:55:31,831 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 +2025-06-05 05:55:59,961 - INFO - Training: cls_zice: 150.8158048920284; reg_zipnll: -115.74778805663254; cnt_loss: 74.02279928977916; + + +2025-06-05 05:55:59,961 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 +2025-06-05 05:56:28,045 - INFO - Training: cls_zice: 144.55202074871949; reg_zipnll: -117.9125417999874; cnt_loss: 65.53026304181837; + + +2025-06-05 05:56:28,046 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 +2025-06-05 05:56:56,521 - INFO - Training: cls_zice: 141.9118111970409; reg_zipnll: -104.70262363256998; cnt_loss: 59.14907392287096; + + +2025-06-05 05:56:56,521 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 +2025-06-05 05:57:24,558 - INFO - Training: cls_zice: 145.70275613645845; reg_zipnll: -101.78044961461957; cnt_loss: 59.3006865267722; + + +2025-06-05 05:57:25,751 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 +2025-06-05 05:57:53,522 - INFO - Training: cls_zice: 144.74158300942932; reg_zipnll: -100.50574576775759; cnt_loss: 62.78759641205238; + + +2025-06-05 05:57:53,522 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 +2025-06-05 05:58:21,636 - INFO - Training: cls_zice: 148.68584583610888; reg_zipnll: -117.21260451638935; cnt_loss: 55.94778919851543; + + +2025-06-05 05:58:21,637 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 +2025-06-05 05:58:49,939 - INFO - Training: cls_zice: 142.57700640949983; reg_zipnll: -114.09548513147215; cnt_loss: 54.84768898439723; + + +2025-06-05 05:58:49,939 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 +2025-06-05 05:59:18,193 - INFO - Training: cls_zice: 142.65752456361884; reg_zipnll: -123.69144816114412; cnt_loss: 52.920142350607364; + + +2025-06-05 05:59:18,193 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 +2025-06-05 05:59:46,320 - INFO - Training: cls_zice: 144.5712976013588; reg_zipnll: -140.10557175945763; cnt_loss: 50.05618712444179; + + +2025-06-05 05:59:46,320 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 +2025-06-05 06:00:14,238 - INFO - Training: cls_zice: 138.3867753136237; reg_zipnll: -103.97780918601333; cnt_loss: 45.984537421472815; + + +2025-06-05 06:00:14,238 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 +2025-06-05 06:00:42,425 - INFO - Training: cls_zice: 142.0538292689039; reg_zipnll: -129.28210406271828; cnt_loss: 47.24737178095129; + + +2025-06-05 06:00:42,425 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 +2025-06-05 06:01:10,456 - INFO - Training: cls_zice: 140.09923006525102; reg_zipnll: -115.10345616877474; cnt_loss: 45.9218631074918; + + +2025-06-05 06:01:10,456 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 +2025-06-05 06:01:38,628 - INFO - Training: cls_zice: 143.41542339956524; reg_zipnll: -139.02354014314562; cnt_loss: 42.98490521765702; + + +2025-06-05 06:01:38,628 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 +2025-06-05 06:02:06,594 - INFO - Training: cls_zice: 140.50911902118202; reg_zipnll: -135.27301903276253; cnt_loss: 41.439347927144034; + + +2025-06-05 06:02:06,594 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 +2025-06-05 06:02:34,876 - INFO - Training: cls_zice: 145.4966445569171; reg_zipnll: -115.46031212964594; cnt_loss: 63.2506235893199; + + +2025-06-05 06:02:34,876 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 +2025-06-05 06:03:03,063 - INFO - Training: cls_zice: 150.0620207123409; reg_zipnll: -103.87863474965884; cnt_loss: 73.13128250324174; + + +2025-06-05 06:03:03,064 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 +2025-06-05 06:03:31,277 - INFO - Training: cls_zice: 142.9741189590353; reg_zipnll: -88.83766860204027; cnt_loss: 69.47831757652838; + + +2025-06-05 06:03:31,278 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 +2025-06-05 06:03:59,453 - INFO - Training: cls_zice: 148.8053099272267; reg_zipnll: -114.55467399698219; cnt_loss: 68.48136289861819; + + +2025-06-05 06:03:59,453 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 +2025-06-05 06:04:27,497 - INFO - Training: cls_zice: 147.2249960488831; reg_zipnll: -112.10354491732768; cnt_loss: 70.24494470507894; + + +2025-06-05 06:04:27,497 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 +2025-06-05 06:04:55,696 - INFO - Training: cls_zice: 146.80000925379872; reg_zipnll: -139.5397592380347; cnt_loss: 68.52272173900478; + + +2025-06-05 06:04:55,696 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 +2025-06-05 06:05:23,583 - INFO - Training: cls_zice: 159.2489428993882; reg_zipnll: -94.80816359867323; cnt_loss: 78.53613588194185; + + +2025-06-05 06:05:23,583 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 +2025-06-05 06:05:51,764 - INFO - Training: cls_zice: 150.7071852526128; reg_zipnll: -106.37869414272687; cnt_loss: 74.58741765306486; + + +2025-06-05 06:05:51,764 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 +2025-06-05 06:06:19,824 - INFO - Training: cls_zice: 144.620811058196; reg_zipnll: -89.74403656081648; cnt_loss: 58.216306825347296; + + +2025-06-05 06:06:19,824 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 +2025-06-05 06:06:47,942 - INFO - Training: cls_zice: 148.1716740841897; reg_zipnll: -90.9258394746591; cnt_loss: 77.59563406887433; + + +2025-06-05 06:06:47,942 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 +2025-06-05 06:07:16,020 - INFO - Training: cls_zice: 147.136009481569; reg_zipnll: -111.27191842944417; cnt_loss: 73.86752909224555; + + +2025-06-05 06:07:16,020 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 +2025-06-05 06:07:44,208 - INFO - Training: cls_zice: 142.92006405457755; reg_zipnll: -98.27187340464813; cnt_loss: 58.6369104638005; + + +2025-06-05 06:07:44,208 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 +2025-06-05 06:08:12,275 - INFO - Training: cls_zice: 143.88629823015225; reg_zipnll: -100.04231743465196; cnt_loss: 55.29455123042429; + + +2025-06-05 06:08:12,276 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 +2025-06-05 06:08:40,380 - INFO - Training: cls_zice: 139.4239382964886; reg_zipnll: -100.63043173733136; cnt_loss: 54.78900190694443; + + +2025-06-05 06:08:40,381 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 +2025-06-05 06:09:08,369 - INFO - Training: cls_zice: 140.1915024763701; reg_zipnll: -85.68634585828971; cnt_loss: 52.76940962178818; + + +2025-06-05 06:09:08,370 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 +2025-06-05 06:09:36,551 - INFO - Training: cls_zice: 141.94379192630186; reg_zipnll: -145.48538706318433; cnt_loss: 57.65272784706772; + + +2025-06-05 06:09:36,551 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 +2025-06-05 06:10:04,720 - INFO - Training: cls_zice: 139.2859861108641; reg_zipnll: -118.34964691566316; cnt_loss: 48.828925435906214; + + +2025-06-05 06:10:04,720 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 +2025-06-05 06:10:32,844 - INFO - Training: cls_zice: 140.7591186927644; reg_zipnll: -103.78615597857545; cnt_loss: 49.963565308526654; + + +2025-06-05 06:10:32,844 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 +2025-06-05 06:11:01,113 - INFO - Training: cls_zice: 137.1707872302327; reg_zipnll: -112.40574878414735; cnt_loss: 48.15299610744249; + + +2025-06-05 06:11:01,113 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 +2025-06-05 06:11:29,396 - INFO - Training: cls_zice: 136.5275869432664; reg_zipnll: -97.1091843661883; cnt_loss: 46.398332924242844; + + +2025-06-05 06:11:29,396 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 +2025-06-05 06:11:57,568 - INFO - Training: cls_zice: 138.18494574439447; reg_zipnll: -133.08212933319294; cnt_loss: 46.258445635536646; + + +2025-06-05 06:11:57,568 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 +2025-06-05 06:12:25,602 - INFO - Training: cls_zice: 134.35330846925444; reg_zipnll: -129.00444770332993; cnt_loss: 47.684811683680046; + + +2025-06-05 06:12:25,603 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 +2025-06-05 06:12:53,779 - INFO - Training: cls_zice: 139.3200971085504; reg_zipnll: -162.94613907668764; cnt_loss: 44.345281544110634; + + +2025-06-05 06:12:53,779 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 +2025-06-05 06:13:22,102 - INFO - Training: cls_zice: 136.50313444327045; reg_zipnll: -128.16011154099016; cnt_loss: 42.20485757360395; + + +2025-06-05 06:13:22,102 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 +2025-06-05 06:13:50,081 - INFO - Training: cls_zice: 136.29929704224037; reg_zipnll: -131.92988695056232; cnt_loss: 42.28317831683633; + + +2025-06-05 06:13:50,082 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 +2025-06-05 06:14:18,322 - INFO - Training: cls_zice: 136.24258233379845; reg_zipnll: -110.52944444820581; cnt_loss: 37.629042549638555; + + +2025-06-05 06:14:18,323 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 +2025-06-05 06:14:46,297 - INFO - Training: cls_zice: 135.39205006100485; reg_zipnll: -118.82140887178332; cnt_loss: 38.502236094695846; + + +2025-06-05 06:14:46,297 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 +2025-06-05 06:15:14,450 - INFO - Training: cls_zice: 150.6906256770456; reg_zipnll: -114.96818815951316; cnt_loss: 45.662796986813575; + + +2025-06-05 06:15:14,450 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 +2025-06-05 06:15:42,392 - INFO - Training: cls_zice: 133.08315497518376; reg_zipnll: -115.39787656266168; cnt_loss: 38.20315470284974; + + +2025-06-05 06:15:42,392 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 +2025-06-05 06:16:10,633 - INFO - Training: cls_zice: 133.17292952379643; reg_zipnll: -113.47990239377053; cnt_loss: 35.69914984545171; + + +2025-06-05 06:16:10,633 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 +2025-06-05 06:16:38,686 - INFO - Training: cls_zice: 136.44583032620665; reg_zipnll: -137.19029689466717; cnt_loss: 37.50948663421025; + + +2025-06-05 06:16:38,686 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 +2025-06-05 06:17:06,812 - INFO - Training: cls_zice: 131.8345134810896; reg_zipnll: -100.28738250479793; cnt_loss: 32.60739723736087; + + +2025-06-05 06:17:06,812 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 +2025-06-05 06:17:34,896 - INFO - Training: cls_zice: 132.39659514016662; reg_zipnll: -112.29785938136625; cnt_loss: 34.49055155697248; + + +2025-06-05 06:17:34,896 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 +2025-06-05 06:18:02,904 - INFO - Training: cls_zice: 132.91697222981233; reg_zipnll: -139.99892103435187; cnt_loss: 33.61275190391288; + + +2025-06-05 06:18:02,904 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 +2025-06-05 06:18:30,921 - INFO - Training: cls_zice: 133.9634367077556; reg_zipnll: -111.06900544829716; cnt_loss: 33.46972282674928; + + +2025-06-05 06:18:30,921 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 +2025-06-05 06:18:58,881 - INFO - Training: cls_zice: 134.9089157912905; reg_zipnll: -125.2135616580382; cnt_loss: 32.58948794421771; + + +2025-06-05 06:18:58,881 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 +2025-06-05 06:19:27,150 - INFO - Training: cls_zice: 134.67755707999729; reg_zipnll: -134.1549322399872; cnt_loss: 32.03499704638854; + + +2025-06-05 06:19:27,150 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 +2025-06-05 06:19:55,252 - INFO - Training: cls_zice: 132.91199396146055; reg_zipnll: -138.27629597139673; cnt_loss: 31.606521429605042; + + +2025-06-05 06:19:55,252 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 +2025-06-05 06:20:23,535 - INFO - Training: cls_zice: 134.7940843594785; reg_zipnll: -124.69445673203626; cnt_loss: 30.98533989104214; + + +2025-06-05 06:20:23,535 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 +2025-06-05 06:20:51,658 - INFO - Training: cls_zice: 136.149536006498; reg_zipnll: -150.146897315979; cnt_loss: 32.22137686116806; + + +2025-06-05 06:20:52,536 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 +2025-06-05 06:21:20,547 - INFO - Training: cls_zice: 141.00201956641595; reg_zipnll: -107.13978564028709; cnt_loss: 66.19328713574946; + + +2025-06-05 06:21:20,547 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 +2025-06-05 06:21:48,584 - INFO - Training: cls_zice: 143.30696280271013; reg_zipnll: -122.60541826210275; cnt_loss: 62.41416175160187; + + +2025-06-05 06:21:48,584 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 +2025-06-05 06:22:16,593 - INFO - Training: cls_zice: 142.39691821470956; reg_zipnll: -127.62868744805948; cnt_loss: 59.892030387524734; + + +2025-06-05 06:22:16,593 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 +2025-06-05 06:22:44,619 - INFO - Training: cls_zice: 147.2736766480452; reg_zipnll: -127.64395569807647; cnt_loss: 65.256649680485; + + +2025-06-05 06:22:44,619 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 +2025-06-05 06:23:12,652 - INFO - Training: cls_zice: 143.46535580363494; reg_zipnll: -117.16384944536829; cnt_loss: 66.31906883290272; + + +2025-06-05 06:23:12,652 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 +2025-06-05 06:23:40,921 - INFO - Training: cls_zice: 139.2827598622303; reg_zipnll: -91.77108634544524; cnt_loss: 55.85165692007305; + + +2025-06-05 06:23:40,921 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 +2025-06-05 06:24:09,328 - INFO - Training: cls_zice: 140.8558335588468; reg_zipnll: -120.72608097657462; cnt_loss: 60.12960716272821; + + +2025-06-05 06:24:09,328 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 +2025-06-05 06:24:37,198 - INFO - Training: cls_zice: 141.7115449463295; reg_zipnll: -117.78134774845957; cnt_loss: 56.33937245804742; + + +2025-06-05 06:24:37,198 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 +2025-06-05 06:25:05,265 - INFO - Training: cls_zice: 142.19960898595141; reg_zipnll: -142.1817034822426; cnt_loss: 55.83571320969537; + + +2025-06-05 06:25:05,265 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 +2025-06-05 06:25:33,450 - INFO - Training: cls_zice: 140.35513101034607; reg_zipnll: -100.48447996101632; cnt_loss: 58.2940449683082; + + +2025-06-05 06:25:33,451 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 +2025-06-05 06:26:01,542 - INFO - Training: cls_zice: 138.4331077424106; reg_zipnll: -122.04835885723695; cnt_loss: 48.3731619032803; + + +2025-06-05 06:26:01,542 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 +2025-06-05 06:26:29,752 - INFO - Training: cls_zice: 148.50245239560968; reg_zipnll: -124.85972931211357; cnt_loss: 56.55089064465453; + + +2025-06-05 06:26:29,752 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 +2025-06-05 06:26:57,872 - INFO - Training: cls_zice: 142.12151212881733; reg_zipnll: -131.03037404698253; cnt_loss: 52.98000677374025; + + +2025-06-05 06:26:57,873 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 +2025-06-05 06:27:25,919 - INFO - Training: cls_zice: 140.7654090275038; reg_zipnll: -103.97493035272257; cnt_loss: 59.07269640789916; + + +2025-06-05 06:27:25,919 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 +2025-06-05 06:27:54,016 - INFO - Training: cls_zice: 137.77104064486673; reg_zipnll: -106.13220424525785; cnt_loss: 50.64404341085068; + + +2025-06-05 06:27:54,016 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 +2025-06-05 06:28:22,113 - INFO - Training: cls_zice: 142.5492218977568; reg_zipnll: -132.6736735666035; cnt_loss: 48.29326516587213; + + +2025-06-05 06:28:22,113 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 +2025-06-05 06:28:50,079 - INFO - Training: cls_zice: 140.47457476483277; reg_zipnll: -159.07808252044072; cnt_loss: 55.03627731626397; + + +2025-06-05 06:28:50,079 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 +2025-06-05 06:29:18,270 - INFO - Training: cls_zice: 134.72875185833863; reg_zipnll: -125.17997408860566; cnt_loss: 49.93565179180625; + + +2025-06-05 06:29:18,270 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 +2025-06-05 06:29:46,263 - INFO - Training: cls_zice: 135.23863912418187; reg_zipnll: -138.86957865835026; cnt_loss: 44.10141524889611; + + +2025-06-05 06:29:46,263 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 +2025-06-05 06:30:14,285 - INFO - Training: cls_zice: 137.68093621967645; reg_zipnll: -115.1448517856219; cnt_loss: 46.45866491305117; + + +2025-06-05 06:30:14,285 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 +2025-06-05 06:30:42,318 - INFO - Training: cls_zice: 136.68665619401742; reg_zipnll: -101.97429476352717; cnt_loss: 48.73386017376224; + + +2025-06-05 06:30:42,318 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 +2025-06-05 06:31:10,624 - INFO - Training: cls_zice: 137.07712847981233; reg_zipnll: -126.65546577655716; cnt_loss: 46.44321878382702; + + +2025-06-05 06:31:10,624 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 +2025-06-05 06:31:38,509 - INFO - Training: cls_zice: 138.15949585264093; reg_zipnll: -133.28723302424348; cnt_loss: 51.58973753847034; + + +2025-06-05 06:31:38,509 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 +2025-06-05 06:32:06,867 - INFO - Training: cls_zice: 136.3168434496747; reg_zipnll: -123.9442093324977; cnt_loss: 52.86864152491487; + + +2025-06-05 06:32:06,867 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 +2025-06-05 06:32:34,681 - INFO - Training: cls_zice: 134.00656732976043; reg_zipnll: -119.6931747790204; cnt_loss: 43.8952624339931; + + +2025-06-05 06:32:34,681 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 +2025-06-05 06:33:03,108 - INFO - Training: cls_zice: 133.78860032795282; reg_zipnll: -138.1554605092434; cnt_loss: 42.103638408989305; + + +2025-06-05 06:33:03,108 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 +2025-06-05 06:33:31,045 - INFO - Training: cls_zice: 137.94794226640107; reg_zipnll: -119.6462306597375; cnt_loss: 45.85292929845141; + + +2025-06-05 06:33:31,045 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 +2025-06-05 06:33:59,111 - INFO - Training: cls_zice: 133.0987279273027; reg_zipnll: -85.71779163941642; cnt_loss: 46.36603747614172; + + +2025-06-05 06:33:59,111 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 +2025-06-05 06:34:27,110 - INFO - Training: cls_zice: 132.4260801353202; reg_zipnll: -141.0597724661922; cnt_loss: 49.96458025168109; + + +2025-06-05 06:34:27,110 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 +2025-06-05 06:34:55,102 - INFO - Training: cls_zice: 134.58440874112364; reg_zipnll: -112.1100812463571; cnt_loss: 39.53015110824282; + + +2025-06-05 06:34:55,102 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 +2025-06-05 06:35:23,013 - INFO - Training: cls_zice: 133.485437266874; reg_zipnll: -120.57822209794; cnt_loss: 40.8553684373565; + + +2025-06-05 06:35:23,013 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 +2025-06-05 06:35:51,109 - INFO - Training: cls_zice: 132.85823537182335; reg_zipnll: -117.3168040016629; cnt_loss: 39.84183312093975; + + +2025-06-05 06:35:51,109 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 +2025-06-05 06:36:19,132 - INFO - Training: cls_zice: 136.61456182618804; reg_zipnll: -117.65342673244855; cnt_loss: 42.539279501959186; + + +2025-06-05 06:36:19,133 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 +2025-06-05 06:36:47,165 - INFO - Training: cls_zice: 130.89441048072663; reg_zipnll: -132.9232124934923; cnt_loss: 36.955244866427996; + + +2025-06-05 06:36:47,165 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 +2025-06-05 06:37:14,950 - INFO - Training: cls_zice: 142.76152987195957; reg_zipnll: -127.53307399370813; cnt_loss: 45.84813444503885; + + +2025-06-05 06:37:14,950 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 +2025-06-05 06:37:43,026 - INFO - Training: cls_zice: 133.54652208997715; reg_zipnll: -94.91310167628409; cnt_loss: 42.16306287879186; + + +2025-06-05 06:37:43,026 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 +2025-06-05 06:38:11,178 - INFO - Training: cls_zice: 131.59822551777822; reg_zipnll: -122.58942236489807; cnt_loss: 41.1597576836087; + + +2025-06-05 06:38:11,178 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 +2025-06-05 06:38:39,216 - INFO - Training: cls_zice: 133.40267404973113; reg_zipnll: -125.76517581308124; cnt_loss: 35.37092048442916; + + +2025-06-05 06:38:39,216 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 +2025-06-05 06:39:07,360 - INFO - Training: cls_zice: 130.61083519537718; reg_zipnll: -126.63164939627742; cnt_loss: 31.784387316924846; + + +2025-06-05 06:39:07,361 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 +2025-06-05 06:39:35,330 - INFO - Training: cls_zice: 129.79764753935353; reg_zipnll: -139.67477265414811; cnt_loss: 33.566498683777866; + + +2025-06-05 06:39:35,330 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 +2025-06-05 06:40:03,318 - INFO - Training: cls_zice: 136.11419978362835; reg_zipnll: -134.47817433590922; cnt_loss: 35.473692625563665; + + +2025-06-05 06:40:03,318 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 +2025-06-05 06:40:31,000 - INFO - Training: cls_zice: 128.93400106366897; reg_zipnll: -121.04439077314161; cnt_loss: 35.34258730048376; + + +2025-06-05 06:40:31,000 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 +2025-06-05 06:40:59,053 - INFO - Training: cls_zice: 132.47427408584696; reg_zipnll: -110.43427871552524; cnt_loss: 33.899355623106295; + + +2025-06-05 06:40:59,053 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 +2025-06-05 06:41:26,809 - INFO - Training: cls_zice: 129.66930465192985; reg_zipnll: -123.29153525118797; cnt_loss: 34.25431127737689; + + +2025-06-05 06:41:26,809 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 +2025-06-05 06:41:55,540 - INFO - Training: cls_zice: 131.4946746320914; reg_zipnll: -136.44809810688955; cnt_loss: 36.20082246073034; + + +2025-06-05 06:41:55,540 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 +2025-06-05 06:42:23,443 - INFO - Training: cls_zice: 130.32588114959515; reg_zipnll: -98.99717607561327; cnt_loss: 32.551918522411626; + + +2025-06-05 06:42:23,443 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 +2025-06-05 06:42:51,305 - INFO - Training: cls_zice: 129.5411221586316; reg_zipnll: -105.50303530535162; cnt_loss: 34.083087728513; + + +2025-06-05 06:42:51,305 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 +2025-06-05 06:43:19,075 - INFO - Training: cls_zice: 130.1817134074028; reg_zipnll: -163.2581511491182; cnt_loss: 32.60582229791098; + + +2025-06-05 06:43:19,075 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 +2025-06-05 06:43:47,202 - INFO - Training: cls_zice: 129.20862416400024; reg_zipnll: -150.58929039784616; cnt_loss: 29.42295991506008; + + +2025-06-05 06:43:47,202 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 +2025-06-05 06:44:25,447 - INFO - Training: cls_zice: 126.73517553064207; reg_zipnll: -123.56190268409173; cnt_loss: 30.578565749111554; +2025-06-05 06:44:28,549 - INFO - Evaluation: +Curr mae: 110.5683; Best mae: 110.5683; inf; inf; inf; inf; +Curr rmse: 188.4343; Best rmse: 188.4343; inf; inf; inf; inf; +Curr nae: 0.1861; Best nae: 0.1861; inf; inf; inf; inf; + + + +2025-06-05 06:44:29,417 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 +2025-06-05 06:45:06,671 - INFO - Training: cls_zice: 130.08595720505872; reg_zipnll: -143.8230920974782; cnt_loss: 28.26468158241929; +2025-06-05 06:45:07,549 - INFO - Evaluation: +Curr mae: 113.6336; Best mae: 110.5683; 113.6336; inf; inf; inf; +Curr rmse: 205.4112; Best rmse: 188.4343; 205.4112; inf; inf; inf; +Curr nae: 0.1722; Best nae: 0.1722; 0.1861; inf; inf; inf; + + + +2025-06-05 06:45:07,549 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 +2025-06-05 06:45:44,873 - INFO - Training: cls_zice: 129.09954833984375; reg_zipnll: -139.48860741293194; cnt_loss: 29.018603129102694; +2025-06-05 06:45:45,750 - INFO - Evaluation: +Curr mae: 120.6257; Best mae: 110.5683; 113.6336; 120.6257; inf; inf; +Curr rmse: 242.0534; Best rmse: 188.4343; 205.4112; 242.0534; inf; inf; +Curr nae: 0.1639; Best nae: 0.1639; 0.1722; 0.1861; inf; inf; + + + +2025-06-05 06:45:45,751 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 +2025-06-05 06:46:22,914 - INFO - Training: cls_zice: 128.46958246294236; reg_zipnll: -129.56596490089467; cnt_loss: 33.77300458238614; +2025-06-05 06:46:23,796 - INFO - Evaluation: +Curr mae: 104.8196; Best mae: 104.8196; 110.5683; 113.6336; 120.6257; inf; +Curr rmse: 183.8740; Best rmse: 183.8740; 188.4343; 205.4112; 242.0534; inf; +Curr nae: 0.1518; Best nae: 0.1518; 0.1639; 0.1722; 0.1861; inf; + + + +2025-06-05 06:46:23,797 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 +2025-06-05 06:47:00,999 - INFO - Training: cls_zice: 127.2790967739181; reg_zipnll: -115.25757885610821; cnt_loss: 28.149255683090512; +2025-06-05 06:47:01,873 - INFO - Evaluation: +Curr mae: 116.4528; Best mae: 104.8196; 110.5683; 113.6336; 116.4528; 120.6257; +Curr rmse: 215.8368; Best rmse: 183.8740; 188.4343; 205.4112; 215.8368; 242.0534; +Curr nae: 0.1803; Best nae: 0.1518; 0.1639; 0.1722; 0.1803; 0.1861; + + + +2025-06-05 06:47:01,873 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 +2025-06-05 06:47:39,430 - INFO - Training: cls_zice: 131.73020495484207; reg_zipnll: -115.19857612508812; cnt_loss: 26.985063713907405; +2025-06-05 06:47:40,344 - INFO - Evaluation: +Curr mae: 103.0946; Best mae: 103.0946; 104.8196; 110.5683; 113.6336; 116.4528; +Curr rmse: 176.0598; Best rmse: 176.0598; 183.8740; 188.4343; 205.4112; 215.8368; +Curr nae: 0.1710; Best nae: 0.1518; 0.1639; 0.1710; 0.1722; 0.1803; + + + +2025-06-05 06:47:40,344 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 +2025-06-05 06:48:17,804 - INFO - Training: cls_zice: 127.49500860757385; reg_zipnll: -162.77475778946024; cnt_loss: 27.71359466716943; +2025-06-05 06:48:18,393 - INFO - Evaluation: +Curr mae: 118.6327; Best mae: 103.0946; 104.8196; 110.5683; 113.6336; 116.4528; +Curr rmse: 212.8194; Best rmse: 176.0598; 183.8740; 188.4343; 205.4112; 212.8194; +Curr nae: 0.1679; Best nae: 0.1518; 0.1639; 0.1679; 0.1710; 0.1722; + + + +2025-06-05 06:48:18,393 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 +2025-06-05 06:48:57,328 - INFO - Training: cls_zice: 138.36200259379203; reg_zipnll: -154.63514872418335; cnt_loss: 41.379028323470365; +2025-06-05 06:48:57,328 - INFO - Evaluation: +Curr mae: 116.4588; Best mae: 103.0946; 104.8196; 110.5683; 113.6336; 116.4528; +Curr rmse: 230.8817; Best rmse: 176.0598; 183.8740; 188.4343; 205.4112; 212.8194; +Curr nae: 0.2212; Best nae: 0.1518; 0.1639; 0.1679; 0.1710; 0.1722; + + + +2025-06-05 06:48:57,328 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 +2025-06-05 06:49:34,677 - INFO - Training: cls_zice: 127.80834259892141; reg_zipnll: -143.42191438485455; cnt_loss: 27.44742126022743; +2025-06-05 06:49:34,677 - INFO - Evaluation: +Curr mae: 124.1253; Best mae: 103.0946; 104.8196; 110.5683; 113.6336; 116.4528; +Curr rmse: 308.3361; Best rmse: 176.0598; 183.8740; 188.4343; 205.4112; 212.8194; +Curr nae: 0.2656; Best nae: 0.1518; 0.1639; 0.1679; 0.1710; 0.1722; + + + +2025-06-05 06:49:34,678 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 +2025-06-05 06:50:11,857 - INFO - Training: cls_zice: 133.72584662532174; reg_zipnll: -140.45572493092115; cnt_loss: 28.69382379860278; +2025-06-05 06:50:12,763 - INFO - Evaluation: +Curr mae: 96.3430; Best mae: 96.3430; 103.0946; 104.8196; 110.5683; 113.6336; +Curr rmse: 167.4953; Best rmse: 167.4953; 176.0598; 183.8740; 188.4343; 205.4112; +Curr nae: 0.1466; Best nae: 0.1466; 0.1518; 0.1639; 0.1679; 0.1710; + + + +2025-06-05 06:50:12,763 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 +2025-06-05 06:50:50,256 - INFO - Training: cls_zice: 127.78847939447061; reg_zipnll: -138.8812500341049; cnt_loss: 26.35691222765588; +2025-06-05 06:50:50,257 - INFO - Evaluation: +Curr mae: 149.2975; Best mae: 96.3430; 103.0946; 104.8196; 110.5683; 113.6336; +Curr rmse: 505.9266; Best rmse: 167.4953; 176.0598; 183.8740; 188.4343; 205.4112; +Curr nae: 0.2923; Best nae: 0.1466; 0.1518; 0.1639; 0.1679; 0.1710; + + + +2025-06-05 06:50:50,257 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 +2025-06-05 06:51:27,457 - INFO - Training: cls_zice: 136.3986685670764; reg_zipnll: -129.8091803165461; cnt_loss: 28.038662490465782; +2025-06-05 06:51:28,602 - INFO - Evaluation: +Curr mae: 110.5166; Best mae: 96.3430; 103.0946; 104.8196; 110.5166; 110.5683; +Curr rmse: 203.2259; Best rmse: 167.4953; 176.0598; 183.8740; 188.4343; 203.2259; +Curr nae: 0.1589; Best nae: 0.1466; 0.1518; 0.1589; 0.1639; 0.1679; + + + +2025-06-05 06:51:28,602 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 +2025-06-05 06:52:05,842 - INFO - Training: cls_zice: 128.84372082135536; reg_zipnll: -134.81494134309276; cnt_loss: 28.174170595131173; +2025-06-05 06:52:06,445 - INFO - Evaluation: +Curr mae: 110.0954; Best mae: 96.3430; 103.0946; 104.8196; 110.0954; 110.5166; +Curr rmse: 186.5495; Best rmse: 167.4953; 176.0598; 183.8740; 186.5495; 188.4343; +Curr nae: 0.1818; Best nae: 0.1466; 0.1518; 0.1589; 0.1639; 0.1679; + + + +2025-06-05 06:52:06,445 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 +2025-06-05 06:52:43,646 - INFO - Training: cls_zice: 129.15584432841925; reg_zipnll: -130.16838755828655; cnt_loss: 26.918945817757916; +2025-06-05 06:52:43,647 - INFO - Evaluation: +Curr mae: 113.1510; Best mae: 96.3430; 103.0946; 104.8196; 110.0954; 110.5166; +Curr rmse: 197.3724; Best rmse: 167.4953; 176.0598; 183.8740; 186.5495; 188.4343; +Curr nae: 0.1728; Best nae: 0.1466; 0.1518; 0.1589; 0.1639; 0.1679; + + + +2025-06-05 06:52:43,647 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 +2025-06-05 06:53:21,137 - INFO - Training: cls_zice: 129.99724762013417; reg_zipnll: -157.95157395924954; cnt_loss: 26.473814531667344; +2025-06-05 06:53:24,271 - INFO - Evaluation: +Curr mae: 106.3361; Best mae: 96.3430; 103.0946; 104.8196; 106.3361; 110.0954; +Curr rmse: 180.6979; Best rmse: 167.4953; 176.0598; 180.6979; 183.8740; 186.5495; +Curr nae: 0.1723; Best nae: 0.1466; 0.1518; 0.1589; 0.1639; 0.1679; + + + +2025-06-05 06:53:24,272 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 +2025-06-05 06:54:01,438 - INFO - Training: cls_zice: 127.8710516367527; reg_zipnll: -129.68373244961367; cnt_loss: 25.285641832856943; +2025-06-05 06:54:02,364 - INFO - Evaluation: +Curr mae: 101.7306; Best mae: 96.3430; 101.7306; 103.0946; 104.8196; 106.3361; +Curr rmse: 175.5797; Best rmse: 167.4953; 175.5797; 176.0598; 180.6979; 183.8740; +Curr nae: 0.1566; Best nae: 0.1466; 0.1518; 0.1566; 0.1589; 0.1639; + + + +2025-06-05 06:54:02,364 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 +2025-06-05 06:54:39,905 - INFO - Training: cls_zice: 126.76094536749733; reg_zipnll: -128.83598430583018; cnt_loss: 22.829723743413457; +2025-06-05 06:54:40,502 - INFO - Evaluation: +Curr mae: 102.1673; Best mae: 96.3430; 101.7306; 102.1673; 103.0946; 104.8196; +Curr rmse: 184.0131; Best rmse: 167.4953; 175.5797; 176.0598; 180.6979; 183.8740; +Curr nae: 0.1476; Best nae: 0.1466; 0.1476; 0.1518; 0.1566; 0.1589; + + + +2025-06-05 06:54:40,502 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 +2025-06-05 06:55:18,596 - INFO - Training: cls_zice: 129.594384591311; reg_zipnll: -143.6705544579108; cnt_loss: 25.28294631976955; +2025-06-05 06:55:19,190 - INFO - Evaluation: +Curr mae: 104.5495; Best mae: 96.3430; 101.7306; 102.1673; 103.0946; 104.5495; +Curr rmse: 177.8526; Best rmse: 167.4953; 175.5797; 176.0598; 177.8526; 180.6979; +Curr nae: 0.1650; Best nae: 0.1466; 0.1476; 0.1518; 0.1566; 0.1589; + + + +2025-06-05 06:55:19,190 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 +2025-06-05 06:55:56,564 - INFO - Training: cls_zice: 131.1266820667595; reg_zipnll: -161.0049143784883; cnt_loss: 24.69460947150426; +2025-06-05 06:56:00,117 - INFO - Evaluation: +Curr mae: 98.8293; Best mae: 96.3430; 98.8293; 101.7306; 102.1673; 103.0946; +Curr rmse: 171.1565; Best rmse: 167.4953; 171.1565; 175.5797; 176.0598; 177.8526; +Curr nae: 0.1517; Best nae: 0.1466; 0.1476; 0.1517; 0.1518; 0.1566; + + + +2025-06-05 06:56:00,117 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 +2025-06-05 06:56:37,352 - INFO - Training: cls_zice: 131.35032773807347; reg_zipnll: -127.53515611105408; cnt_loss: 22.601880967222304; +2025-06-05 06:56:37,353 - INFO - Evaluation: +Curr mae: 112.7509; Best mae: 96.3430; 98.8293; 101.7306; 102.1673; 103.0946; +Curr rmse: 194.4086; Best rmse: 167.4953; 171.1565; 175.5797; 176.0598; 177.8526; +Curr nae: 0.1697; Best nae: 0.1466; 0.1476; 0.1517; 0.1518; 0.1566; + + + +2025-06-05 06:56:37,353 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 +2025-06-05 06:57:14,873 - INFO - Training: cls_zice: 126.58515212709541; reg_zipnll: -120.4541623197644; cnt_loss: 23.31152978480257; +2025-06-05 06:57:14,874 - INFO - Evaluation: +Curr mae: 109.6350; Best mae: 96.3430; 98.8293; 101.7306; 102.1673; 103.0946; +Curr rmse: 197.8794; Best rmse: 167.4953; 171.1565; 175.5797; 176.0598; 177.8526; +Curr nae: 0.1629; Best nae: 0.1466; 0.1476; 0.1517; 0.1518; 0.1566; + + + +2025-06-05 06:57:14,874 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 +2025-06-05 06:57:53,208 - INFO - Training: cls_zice: 124.68210094022434; reg_zipnll: -108.61436163037028; cnt_loss: 22.058983427009835; +2025-06-05 06:57:53,209 - INFO - Evaluation: +Curr mae: 108.2709; Best mae: 96.3430; 98.8293; 101.7306; 102.1673; 103.0946; +Curr rmse: 192.0103; Best rmse: 167.4953; 171.1565; 175.5797; 176.0598; 177.8526; +Curr nae: 0.1716; Best nae: 0.1466; 0.1476; 0.1517; 0.1518; 0.1566; + + + +2025-06-05 06:57:53,209 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 +2025-06-05 06:58:30,417 - INFO - Training: cls_zice: 126.74266304875052; reg_zipnll: -149.339342496253; cnt_loss: 23.33376913196993; +2025-06-05 06:58:30,418 - INFO - Evaluation: +Curr mae: 112.1215; Best mae: 96.3430; 98.8293; 101.7306; 102.1673; 103.0946; +Curr rmse: 191.6394; Best rmse: 167.4953; 171.1565; 175.5797; 176.0598; 177.8526; +Curr nae: 0.1779; Best nae: 0.1466; 0.1476; 0.1517; 0.1518; 0.1566; + + + +2025-06-05 06:58:30,418 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 +2025-06-05 06:59:07,709 - INFO - Training: cls_zice: 125.5611729400837; reg_zipnll: -128.75226752173822; cnt_loss: 21.337442161231643; +2025-06-05 06:59:08,607 - INFO - Evaluation: +Curr mae: 97.7267; Best mae: 96.3430; 97.7267; 98.8293; 101.7306; 102.1673; +Curr rmse: 172.8414; Best rmse: 167.4953; 171.1565; 172.8414; 175.5797; 176.0598; +Curr nae: 0.1441; Best nae: 0.1441; 0.1466; 0.1476; 0.1517; 0.1518; + + + +2025-06-05 06:59:08,607 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 +2025-06-05 06:59:48,298 - INFO - Training: cls_zice: 129.05084332093497; reg_zipnll: -130.13008165043712; cnt_loss: 23.078140842993527; +2025-06-05 06:59:48,299 - INFO - Evaluation: +Curr mae: 105.2280; Best mae: 96.3430; 97.7267; 98.8293; 101.7306; 102.1673; +Curr rmse: 185.6783; Best rmse: 167.4953; 171.1565; 172.8414; 175.5797; 176.0598; +Curr nae: 0.1561; Best nae: 0.1441; 0.1466; 0.1476; 0.1517; 0.1518; + + + +2025-06-05 06:59:48,299 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 +2025-06-05 07:00:25,554 - INFO - Training: cls_zice: 125.56320676740431; reg_zipnll: -95.8893125799318; cnt_loss: 21.837091622763122; +2025-06-05 07:00:25,555 - INFO - Evaluation: +Curr mae: 109.5922; Best mae: 96.3430; 97.7267; 98.8293; 101.7306; 102.1673; +Curr rmse: 191.0418; Best rmse: 167.4953; 171.1565; 172.8414; 175.5797; 176.0598; +Curr nae: 0.1721; Best nae: 0.1441; 0.1466; 0.1476; 0.1517; 0.1518; + + + +2025-06-05 07:00:25,555 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 +2025-06-05 07:01:02,949 - INFO - Training: cls_zice: 124.62739725302387; reg_zipnll: -151.7216329069327; cnt_loss: 21.879326785637055; +2025-06-05 07:01:02,950 - INFO - Evaluation: +Curr mae: 113.4568; Best mae: 96.3430; 97.7267; 98.8293; 101.7306; 102.1673; +Curr rmse: 200.1541; Best rmse: 167.4953; 171.1565; 172.8414; 175.5797; 176.0598; +Curr nae: 0.1685; Best nae: 0.1441; 0.1466; 0.1476; 0.1517; 0.1518; + + + +2025-06-05 07:01:02,950 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 +2025-06-05 07:01:40,380 - INFO - Training: cls_zice: 126.90205408563678; reg_zipnll: -115.72783949517256; cnt_loss: 20.19685291770278; +2025-06-05 07:01:40,380 - INFO - Evaluation: +Curr mae: 106.6929; Best mae: 96.3430; 97.7267; 98.8293; 101.7306; 102.1673; +Curr rmse: 184.4794; Best rmse: 167.4953; 171.1565; 172.8414; 175.5797; 176.0598; +Curr nae: 0.1679; Best nae: 0.1441; 0.1466; 0.1476; 0.1517; 0.1518; + + + +2025-06-05 07:01:40,381 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 +2025-06-05 07:02:17,670 - INFO - Training: cls_zice: 128.77478489654743; reg_zipnll: -149.66017294877412; cnt_loss: 23.930538130122304; +2025-06-05 07:02:20,604 - INFO - Evaluation: +Curr mae: 97.9357; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 170.6318; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1495; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:02:20,604 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 +2025-06-05 07:02:58,108 - INFO - Training: cls_zice: 127.09123113771147; reg_zipnll: -121.10141620888615; cnt_loss: 21.84366344300327; +2025-06-05 07:02:58,109 - INFO - Evaluation: +Curr mae: 111.4717; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 200.7094; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1768; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:02:58,109 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 +2025-06-05 07:03:35,491 - INFO - Training: cls_zice: 127.81487629113607; reg_zipnll: -139.6192655184411; cnt_loss: 22.0582556503498; +2025-06-05 07:03:35,492 - INFO - Evaluation: +Curr mae: 106.2584; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 185.6697; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1609; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:03:35,492 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 +2025-06-05 07:04:13,988 - INFO - Training: cls_zice: 134.560285757709; reg_zipnll: -134.34406835669714; cnt_loss: 38.56753495828995; +2025-06-05 07:04:13,989 - INFO - Evaluation: +Curr mae: 122.0098; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 252.0012; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1717; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:04:13,989 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 +2025-06-05 07:04:52,192 - INFO - Training: cls_zice: 133.36354373148734; reg_zipnll: -135.42239390619542; cnt_loss: 46.43430613208291; +2025-06-05 07:04:52,193 - INFO - Evaluation: +Curr mae: 129.5420; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 241.3297; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1928; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:04:52,193 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 +2025-06-05 07:05:29,239 - INFO - Training: cls_zice: 135.62378269473447; reg_zipnll: -112.0433866740852; cnt_loss: 55.818628936413894; +2025-06-05 07:05:29,240 - INFO - Evaluation: +Curr mae: 167.1326; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 256.5980; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.3439; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:05:29,240 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 +2025-06-05 07:06:06,579 - INFO - Training: cls_zice: 139.16439552812386; reg_zipnll: -111.32524686143888; cnt_loss: 55.11535894002346; +2025-06-05 07:06:06,580 - INFO - Evaluation: +Curr mae: 178.8038; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 342.9260; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.3598; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:06:06,580 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 +2025-06-05 07:06:45,510 - INFO - Training: cls_zice: 134.93517844092767; reg_zipnll: -135.5073169682989; cnt_loss: 47.603538096345815; +2025-06-05 07:06:45,510 - INFO - Evaluation: +Curr mae: 136.5228; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 266.1741; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.2749; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:06:45,511 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 +2025-06-05 07:07:22,782 - INFO - Training: cls_zice: 133.24961949026348; reg_zipnll: -123.45740913239536; cnt_loss: 44.86759237579952; +2025-06-05 07:07:22,783 - INFO - Evaluation: +Curr mae: 149.1033; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 274.1787; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.2792; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:07:22,783 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 +2025-06-05 07:08:00,124 - INFO - Training: cls_zice: 133.9563095395928; reg_zipnll: -112.51574725978422; cnt_loss: 43.70479405005246; +2025-06-05 07:08:00,124 - INFO - Evaluation: +Curr mae: 169.1092; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 293.6617; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.3109; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:08:00,124 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 +2025-06-05 07:08:39,147 - INFO - Training: cls_zice: 133.5352287166166; reg_zipnll: -120.81755903382964; cnt_loss: 43.79209508327459; +2025-06-05 07:08:39,147 - INFO - Evaluation: +Curr mae: 121.6501; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 233.6294; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1565; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:08:39,147 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 +2025-06-05 07:09:16,612 - INFO - Training: cls_zice: 135.1616414303811; reg_zipnll: -95.07375553585835; cnt_loss: 41.87203965913381; +2025-06-05 07:09:16,613 - INFO - Evaluation: +Curr mae: 183.8720; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 311.0933; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.3199; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:09:16,613 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 +2025-06-05 07:09:53,952 - INFO - Training: cls_zice: 134.65015521902123; reg_zipnll: -125.777812515663; cnt_loss: 48.64727587731469; +2025-06-05 07:09:53,952 - INFO - Evaluation: +Curr mae: 155.9174; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 255.7385; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.2574; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:09:53,952 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 +2025-06-05 07:10:33,156 - INFO - Training: cls_zice: 131.41756156264552; reg_zipnll: -109.93072551449403; cnt_loss: 41.43820253902713; +2025-06-05 07:10:33,157 - INFO - Evaluation: +Curr mae: 104.7159; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 191.4267; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1566; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:10:33,157 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 +2025-06-05 07:11:10,417 - INFO - Training: cls_zice: 132.2868987708692; reg_zipnll: -129.8071644511444; cnt_loss: 46.93627165484902; +2025-06-05 07:11:10,418 - INFO - Evaluation: +Curr mae: 116.9143; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 220.8699; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1688; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:11:10,418 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 +2025-06-05 07:11:47,684 - INFO - Training: cls_zice: 131.68545652225316; reg_zipnll: -132.39169858465132; cnt_loss: 44.076176763370334; +2025-06-05 07:11:47,685 - INFO - Evaluation: +Curr mae: 136.4659; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 237.0496; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.2073; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:11:47,685 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 +2025-06-05 07:12:25,015 - INFO - Training: cls_zice: 135.11630673440087; reg_zipnll: -133.2961551022056; cnt_loss: 46.88053837517239; +2025-06-05 07:12:25,015 - INFO - Evaluation: +Curr mae: 127.7556; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 230.4997; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1761; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:12:25,015 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 +2025-06-05 07:13:03,678 - INFO - Training: cls_zice: 133.01151290792504; reg_zipnll: -122.10378182644875; cnt_loss: 42.48807955735567; +2025-06-05 07:13:03,679 - INFO - Evaluation: +Curr mae: 187.4301; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 331.2826; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.3520; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1517; + + + +2025-06-05 07:13:03,679 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 +2025-06-05 07:13:41,218 - INFO - Training: cls_zice: 136.23488609364492; reg_zipnll: -150.45798464642456; cnt_loss: 41.288774888247055; +2025-06-05 07:13:41,526 - INFO - Evaluation: +Curr mae: 114.0485; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 211.0217; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1506; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:13:41,526 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 +2025-06-05 07:14:18,831 - INFO - Training: cls_zice: 134.8711280064867; reg_zipnll: -121.86680505133623; cnt_loss: 43.633395608687245; +2025-06-05 07:14:18,832 - INFO - Evaluation: +Curr mae: 112.0908; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 211.2529; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.1682; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:14:18,832 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 +2025-06-05 07:14:57,616 - INFO - Training: cls_zice: 134.03016195234085; reg_zipnll: -160.97029101769655; cnt_loss: 46.588934007859386; +2025-06-05 07:14:57,617 - INFO - Evaluation: +Curr mae: 167.0762; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 101.7306; +Curr rmse: 269.4804; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 175.5797; +Curr nae: 0.2623; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:14:57,617 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 +2025-06-05 07:15:34,924 - INFO - Training: cls_zice: 133.41958342798497; reg_zipnll: -135.0498894445154; cnt_loss: 42.38366692903026; +2025-06-05 07:15:35,515 - INFO - Evaluation: +Curr mae: 100.3173; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 100.3173; +Curr rmse: 174.4413; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.1563; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:15:35,515 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 +2025-06-05 07:16:12,687 - INFO - Training: cls_zice: 128.61045539300173; reg_zipnll: -123.55105538399803; cnt_loss: 36.772416680064424; +2025-06-05 07:16:12,688 - INFO - Evaluation: +Curr mae: 184.0949; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 100.3173; +Curr rmse: 302.7021; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.2929; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:16:14,125 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 +2025-06-05 07:16:51,425 - INFO - Training: cls_zice: 129.70399827515052; reg_zipnll: -104.31555746091122; cnt_loss: 39.88186857084565; +2025-06-05 07:16:51,425 - INFO - Evaluation: +Curr mae: 125.9661; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 100.3173; +Curr rmse: 214.8437; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.2125; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:16:51,425 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 +2025-06-05 07:17:28,462 - INFO - Training: cls_zice: 132.1149415275119; reg_zipnll: -110.34069715588298; cnt_loss: 41.317539306665886; +2025-06-05 07:17:28,463 - INFO - Evaluation: +Curr mae: 117.6794; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 100.3173; +Curr rmse: 199.7982; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.1907; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:17:28,463 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 +2025-06-05 07:18:05,620 - INFO - Training: cls_zice: 131.63402764528792; reg_zipnll: -130.68545081283872; cnt_loss: 39.385874034553176; +2025-06-05 07:18:05,621 - INFO - Evaluation: +Curr mae: 118.4833; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 100.3173; +Curr rmse: 192.7601; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.1782; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:18:05,621 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 +2025-06-05 07:18:42,700 - INFO - Training: cls_zice: 137.93138895603207; reg_zipnll: -148.407781329376; cnt_loss: 44.71632035678586; +2025-06-05 07:18:42,701 - INFO - Evaluation: +Curr mae: 132.3849; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 100.3173; +Curr rmse: 214.6615; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.2321; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:18:42,701 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 +2025-06-05 07:19:19,752 - INFO - Training: cls_zice: 128.4363429593724; reg_zipnll: -108.31842790060486; cnt_loss: 41.970251582316216; +2025-06-05 07:19:19,753 - INFO - Evaluation: +Curr mae: 112.5557; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 100.3173; +Curr rmse: 194.4188; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.2101; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:19:19,753 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 +2025-06-05 07:19:57,204 - INFO - Training: cls_zice: 131.9246981538684; reg_zipnll: -150.3765340893474; cnt_loss: 41.21184510111019; +2025-06-05 07:19:57,205 - INFO - Evaluation: +Curr mae: 115.2747; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 100.3173; +Curr rmse: 192.9116; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.1830; Best nae: 0.1441; 0.1466; 0.1476; 0.1495; 0.1506; + + + +2025-06-05 07:19:57,205 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 +2025-06-05 07:20:34,510 - INFO - Training: cls_zice: 130.76397641920886; reg_zipnll: -129.992657591965; cnt_loss: 39.33894645299343; +2025-06-05 07:20:35,113 - INFO - Evaluation: +Curr mae: 99.2478; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 175.9409; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.1418; Best nae: 0.1418; 0.1441; 0.1466; 0.1476; 0.1495; + + + +2025-06-05 07:20:35,113 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 +2025-06-05 07:21:12,454 - INFO - Training: cls_zice: 131.12972297415828; reg_zipnll: -114.80985746320509; cnt_loss: 36.45007225693456; +2025-06-05 07:21:12,455 - INFO - Evaluation: +Curr mae: 105.0668; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 195.4376; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.1515; Best nae: 0.1418; 0.1441; 0.1466; 0.1476; 0.1495; + + + +2025-06-05 07:21:12,455 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 +2025-06-05 07:21:49,772 - INFO - Training: cls_zice: 130.43726318561477; reg_zipnll: -156.83108501560642; cnt_loss: 37.3939223352647; +2025-06-05 07:21:49,773 - INFO - Evaluation: +Curr mae: 145.0523; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 299.0396; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.2103; Best nae: 0.1418; 0.1441; 0.1466; 0.1476; 0.1495; + + + +2025-06-05 07:21:49,773 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 +2025-06-05 07:22:26,935 - INFO - Training: cls_zice: 133.8106135690449; reg_zipnll: -136.67280853347273; cnt_loss: 42.988230165266835; +2025-06-05 07:22:26,936 - INFO - Evaluation: +Curr mae: 117.5017; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 271.9817; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.1712; Best nae: 0.1418; 0.1441; 0.1466; 0.1476; 0.1495; + + + +2025-06-05 07:22:26,936 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 +2025-06-05 07:23:06,083 - INFO - Training: cls_zice: 135.03807592076183; reg_zipnll: -149.31177712749962; cnt_loss: 41.18892961464181; +2025-06-05 07:23:06,084 - INFO - Evaluation: +Curr mae: 112.0716; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 183.6397; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.1869; Best nae: 0.1418; 0.1441; 0.1466; 0.1476; 0.1495; + + + +2025-06-05 07:23:06,084 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 +2025-06-05 07:23:43,375 - INFO - Training: cls_zice: 132.73508462211154; reg_zipnll: -150.10052089185905; cnt_loss: 40.58650361307409; +2025-06-05 07:23:43,672 - INFO - Evaluation: +Curr mae: 101.2479; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 184.8826; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.1458; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:23:43,672 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 +2025-06-05 07:24:20,821 - INFO - Training: cls_zice: 126.38028589463391; reg_zipnll: -96.43021442084913; cnt_loss: 37.056792139217556; +2025-06-05 07:24:20,821 - INFO - Evaluation: +Curr mae: 125.9863; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 217.2472; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.4413; +Curr nae: 0.2043; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:24:20,821 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 +2025-06-05 07:24:58,101 - INFO - Training: cls_zice: 127.8113108628633; reg_zipnll: -125.64058202781425; cnt_loss: 36.36419989731138; +2025-06-05 07:24:58,400 - INFO - Evaluation: +Curr mae: 101.7532; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 174.3106; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.1489; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:24:58,400 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 +2025-06-05 07:25:35,734 - INFO - Training: cls_zice: 133.36334718615802; reg_zipnll: -160.40762005736497; cnt_loss: 35.636172117776425; +2025-06-05 07:25:35,735 - INFO - Evaluation: +Curr mae: 124.1494; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 227.3629; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.1742; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:25:35,735 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 +2025-06-05 07:26:12,999 - INFO - Training: cls_zice: 129.21011424538315; reg_zipnll: -132.61394296102966; cnt_loss: 37.757522538797744; +2025-06-05 07:26:13,000 - INFO - Evaluation: +Curr mae: 114.9740; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 201.9626; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.1710; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:26:13,000 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 +2025-06-05 07:26:50,167 - INFO - Training: cls_zice: 129.4110005359776; reg_zipnll: -136.5953051080767; cnt_loss: 36.346617326041724; +2025-06-05 07:26:50,167 - INFO - Evaluation: +Curr mae: 219.7942; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 523.6727; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.6352; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:26:50,167 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 +2025-06-05 07:27:27,567 - INFO - Training: cls_zice: 138.25533529622666; reg_zipnll: -165.3620531322151; cnt_loss: 48.40405742695789; +2025-06-05 07:27:27,568 - INFO - Evaluation: +Curr mae: 123.7557; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 218.2044; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.2106; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:27:27,568 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 +2025-06-05 07:28:05,027 - INFO - Training: cls_zice: 134.4071627736881; reg_zipnll: -146.64806273125654; cnt_loss: 43.65920557565247; +2025-06-05 07:28:05,027 - INFO - Evaluation: +Curr mae: 111.0629; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 206.5086; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.1588; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:28:05,028 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 +2025-06-05 07:28:42,545 - INFO - Training: cls_zice: 129.747345362278; reg_zipnll: -137.76073194971147; cnt_loss: 38.49216458971137; +2025-06-05 07:28:42,545 - INFO - Evaluation: +Curr mae: 138.6933; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 234.8126; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.2296; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:28:42,545 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 +2025-06-05 07:29:20,068 - INFO - Training: cls_zice: 130.9641218501211; reg_zipnll: -118.55271217523031; cnt_loss: 37.5563473038326; +2025-06-05 07:29:20,069 - INFO - Evaluation: +Curr mae: 166.6506; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 294.1588; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.2658; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:29:20,069 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 +2025-06-05 07:29:57,284 - INFO - Training: cls_zice: 128.86249754444654; reg_zipnll: -130.08381504728305; cnt_loss: 38.90595009784825; +2025-06-05 07:29:57,285 - INFO - Evaluation: +Curr mae: 107.8554; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 191.9757; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.1497; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:29:57,285 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 +2025-06-05 07:30:34,585 - INFO - Training: cls_zice: 131.7080251428465; reg_zipnll: -139.80110340244724; cnt_loss: 33.27818243077259; +2025-06-05 07:30:34,586 - INFO - Evaluation: +Curr mae: 106.7933; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 181.8116; Best rmse: 167.4953; 170.6318; 171.1565; 172.8414; 174.3106; +Curr nae: 0.1662; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:30:34,586 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 +2025-06-05 07:31:11,700 - INFO - Training: cls_zice: 129.8883437478779; reg_zipnll: -121.12269895439906; cnt_loss: 34.75126179954074; +2025-06-05 07:31:12,007 - INFO - Evaluation: +Curr mae: 103.0430; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 171.8102; Best rmse: 167.4953; 170.6318; 171.1565; 171.8102; 172.8414; +Curr nae: 0.1655; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:31:12,007 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 +2025-06-05 07:31:49,398 - INFO - Training: cls_zice: 130.68955920389945; reg_zipnll: -163.1214186939972; cnt_loss: 35.14122374326188; +2025-06-05 07:31:52,005 - INFO - Evaluation: +Curr mae: 101.3888; Best mae: 96.3430; 97.7267; 97.9357; 98.8293; 99.2478; +Curr rmse: 159.7277; Best rmse: 159.7277; 167.4953; 170.6318; 171.1565; 171.8102; +Curr nae: 0.1702; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:31:52,005 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 +2025-06-05 07:32:29,061 - INFO - Training: cls_zice: 128.14536520345322; reg_zipnll: -141.9149380109168; cnt_loss: 37.03046114081579; +2025-06-05 07:32:29,695 - INFO - Evaluation: +Curr mae: 93.0751; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.8293; +Curr rmse: 156.9517; Best rmse: 156.9517; 159.7277; 167.4953; 170.6318; 171.1565; +Curr nae: 0.1487; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:32:29,695 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 +2025-06-05 07:33:06,869 - INFO - Training: cls_zice: 128.090321963986; reg_zipnll: -116.95133624645258; cnt_loss: 32.586043509426496; +2025-06-05 07:33:06,870 - INFO - Evaluation: +Curr mae: 105.4496; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.8293; +Curr rmse: 182.2185; Best rmse: 156.9517; 159.7277; 167.4953; 170.6318; 171.1565; +Curr nae: 0.1482; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:33:06,870 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 +2025-06-05 07:33:44,249 - INFO - Training: cls_zice: 129.89772715789593; reg_zipnll: -154.04174291219144; cnt_loss: 34.32209827094678; +2025-06-05 07:33:44,249 - INFO - Evaluation: +Curr mae: 104.6215; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.8293; +Curr rmse: 179.8091; Best rmse: 156.9517; 159.7277; 167.4953; 170.6318; 171.1565; +Curr nae: 0.1607; Best nae: 0.1418; 0.1441; 0.1458; 0.1466; 0.1476; + + + +2025-06-05 07:33:44,249 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 +2025-06-05 07:34:21,568 - INFO - Training: cls_zice: 126.46957492196796; reg_zipnll: -116.81863834052686; cnt_loss: 34.650320400465404; +2025-06-05 07:34:21,872 - INFO - Evaluation: +Curr mae: 101.1224; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.8293; +Curr rmse: 183.8555; Best rmse: 156.9517; 159.7277; 167.4953; 170.6318; 171.1565; +Curr nae: 0.1426; Best nae: 0.1418; 0.1426; 0.1441; 0.1458; 0.1466; + + + +2025-06-05 07:34:21,872 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 +2025-06-05 07:34:59,026 - INFO - Training: cls_zice: 128.58072614354015; reg_zipnll: -155.46715371971888; cnt_loss: 33.45785967719476; +2025-06-05 07:34:59,027 - INFO - Evaluation: +Curr mae: 129.5354; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.8293; +Curr rmse: 197.8236; Best rmse: 156.9517; 159.7277; 167.4953; 170.6318; 171.1565; +Curr nae: 0.2295; Best nae: 0.1418; 0.1426; 0.1441; 0.1458; 0.1466; + + + +2025-06-05 07:34:59,027 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 +2025-06-05 07:35:37,377 - INFO - Training: cls_zice: 129.01495886796357; reg_zipnll: -148.34747011298376; cnt_loss: 35.14624078068512; +2025-06-05 07:35:37,970 - INFO - Evaluation: +Curr mae: 98.7281; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.7281; +Curr rmse: 171.2638; Best rmse: 156.9517; 159.7277; 167.4953; 170.6318; 171.1565; +Curr nae: 0.1423; Best nae: 0.1418; 0.1423; 0.1426; 0.1441; 0.1458; + + + +2025-06-05 07:35:37,970 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 +2025-06-05 07:36:15,333 - INFO - Training: cls_zice: 132.7893457728506; reg_zipnll: -164.5464904103058; cnt_loss: 33.322608240392825; +2025-06-05 07:36:15,334 - INFO - Evaluation: +Curr mae: 106.6994; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.7281; +Curr rmse: 191.1563; Best rmse: 156.9517; 159.7277; 167.4953; 170.6318; 171.1565; +Curr nae: 0.1636; Best nae: 0.1418; 0.1423; 0.1426; 0.1441; 0.1458; + + + +2025-06-05 07:36:15,334 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 +2025-06-05 07:36:52,650 - INFO - Training: cls_zice: 128.66313283806605; reg_zipnll: -106.05222768973042; cnt_loss: 31.858129166609405; +2025-06-05 07:36:52,650 - INFO - Evaluation: +Curr mae: 99.9629; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.7281; +Curr rmse: 184.0504; Best rmse: 156.9517; 159.7277; 167.4953; 170.6318; 171.1565; +Curr nae: 0.1515; Best nae: 0.1418; 0.1423; 0.1426; 0.1441; 0.1458; + + + +2025-06-05 07:36:52,651 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 +2025-06-05 07:37:31,532 - INFO - Training: cls_zice: 128.38046567803187; reg_zipnll: -148.67038657333677; cnt_loss: 32.79310723803691; +2025-06-05 07:37:31,835 - INFO - Evaluation: +Curr mae: 106.2084; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.7281; +Curr rmse: 166.6483; Best rmse: 156.9517; 159.7277; 166.6483; 167.4953; 170.6318; +Curr nae: 0.1884; Best nae: 0.1418; 0.1423; 0.1426; 0.1441; 0.1458; + + + +2025-06-05 07:37:31,835 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 +2025-06-05 07:38:09,163 - INFO - Training: cls_zice: 129.78527818452443; reg_zipnll: -162.79222829452414; cnt_loss: 34.754777794642166; +2025-06-05 07:38:09,164 - INFO - Evaluation: +Curr mae: 115.7741; Best mae: 93.0751; 96.3430; 97.7267; 97.9357; 98.7281; +Curr rmse: 182.6589; Best rmse: 156.9517; 159.7277; 166.6483; 167.4953; 170.6318; +Curr nae: 0.1862; Best nae: 0.1418; 0.1423; 0.1426; 0.1441; 0.1458; + + + +2025-06-05 07:38:09,164 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 +2025-06-05 07:38:46,508 - INFO - Training: cls_zice: 128.65093938562254; reg_zipnll: -140.11920667484105; cnt_loss: 30.32092416523308; +2025-06-05 07:38:47,121 - INFO - Evaluation: +Curr mae: 95.0378; Best mae: 93.0751; 95.0378; 96.3430; 97.7267; 97.9357; +Curr rmse: 151.6706; Best rmse: 151.6706; 156.9517; 159.7277; 166.6483; 167.4953; +Curr nae: 0.1577; Best nae: 0.1418; 0.1423; 0.1426; 0.1441; 0.1458; + + + +2025-06-05 07:38:47,122 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 +2025-06-05 07:39:24,421 - INFO - Training: cls_zice: 127.24366325732099; reg_zipnll: -124.59915117870104; cnt_loss: 31.3622377850362; +2025-06-05 07:39:24,721 - INFO - Evaluation: +Curr mae: 98.4719; Best mae: 93.0751; 95.0378; 96.3430; 97.7267; 97.9357; +Curr rmse: 161.6214; Best rmse: 151.6706; 156.9517; 159.7277; 161.6214; 166.6483; +Curr nae: 0.1494; Best nae: 0.1418; 0.1423; 0.1426; 0.1441; 0.1458; + + + +2025-06-05 07:39:24,722 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 +2025-06-05 07:40:03,634 - INFO - Training: cls_zice: 129.13186371405394; reg_zipnll: -128.0813616190525; cnt_loss: 33.41538966728362; +2025-06-05 07:40:03,634 - INFO - Evaluation: +Curr mae: 111.9973; Best mae: 93.0751; 95.0378; 96.3430; 97.7267; 97.9357; +Curr rmse: 181.8790; Best rmse: 151.6706; 156.9517; 159.7277; 161.6214; 166.6483; +Curr nae: 0.1864; Best nae: 0.1418; 0.1423; 0.1426; 0.1441; 0.1458; + + + +2025-06-05 07:40:03,635 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 +2025-06-05 07:40:40,810 - INFO - Training: cls_zice: 128.96719384351314; reg_zipnll: -147.62983634140318; cnt_loss: 32.345235587745314; +2025-06-05 07:40:40,811 - INFO - Evaluation: +Curr mae: 105.1318; Best mae: 93.0751; 95.0378; 96.3430; 97.7267; 97.9357; +Curr rmse: 167.2382; Best rmse: 151.6706; 156.9517; 159.7277; 161.6214; 166.6483; +Curr nae: 0.1704; Best nae: 0.1418; 0.1423; 0.1426; 0.1441; 0.1458; + + + +2025-06-05 07:40:40,811 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 +2025-06-05 07:41:17,925 - INFO - Training: cls_zice: 129.01346690449495; reg_zipnll: -141.24406262580922; cnt_loss: 32.315659952479486; +2025-06-05 07:41:18,862 - INFO - Evaluation: +Curr mae: 92.7123; Best mae: 92.7123; 93.0751; 95.0378; 96.3430; 97.7267; +Curr rmse: 161.4499; Best rmse: 151.6706; 156.9517; 159.7277; 161.4499; 161.6214; +Curr nae: 0.1392; Best nae: 0.1392; 0.1418; 0.1423; 0.1426; 0.1441; + + + +2025-06-05 07:41:18,862 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 +2025-06-05 07:41:57,533 - INFO - Training: cls_zice: 127.91382669613061; reg_zipnll: -143.23693072085348; cnt_loss: 30.756256836139602; +2025-06-05 07:41:57,534 - INFO - Evaluation: +Curr mae: 106.4210; Best mae: 92.7123; 93.0751; 95.0378; 96.3430; 97.7267; +Curr rmse: 192.5773; Best rmse: 151.6706; 156.9517; 159.7277; 161.4499; 161.6214; +Curr nae: 0.1502; Best nae: 0.1392; 0.1418; 0.1423; 0.1426; 0.1441; + + + +2025-06-05 07:41:57,534 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 +2025-06-05 07:42:34,940 - INFO - Training: cls_zice: 126.25162762521909; reg_zipnll: -129.34773384498445; cnt_loss: 32.42387405294456; +2025-06-05 07:42:34,941 - INFO - Evaluation: +Curr mae: 119.0849; Best mae: 92.7123; 93.0751; 95.0378; 96.3430; 97.7267; +Curr rmse: 218.1204; Best rmse: 151.6706; 156.9517; 159.7277; 161.4499; 161.6214; +Curr nae: 0.1670; Best nae: 0.1392; 0.1418; 0.1423; 0.1426; 0.1441; + + + +2025-06-05 07:42:34,941 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 +2025-06-05 07:43:12,138 - INFO - Training: cls_zice: 126.52650840708752; reg_zipnll: -131.2333275056043; cnt_loss: 33.367085172640564; +2025-06-05 07:43:12,138 - INFO - Evaluation: +Curr mae: 148.8983; Best mae: 92.7123; 93.0751; 95.0378; 96.3430; 97.7267; +Curr rmse: 255.1628; Best rmse: 151.6706; 156.9517; 159.7277; 161.4499; 161.6214; +Curr nae: 0.2331; Best nae: 0.1392; 0.1418; 0.1423; 0.1426; 0.1441; + + + +2025-06-05 07:43:12,138 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 +2025-06-05 07:43:49,650 - INFO - Training: cls_zice: 125.85611806957927; reg_zipnll: -113.58754147914861; cnt_loss: 31.50749058439242; +2025-06-05 07:43:50,259 - INFO - Evaluation: +Curr mae: 94.2599; Best mae: 92.7123; 93.0751; 94.2599; 95.0378; 96.3430; +Curr rmse: 164.1530; Best rmse: 151.6706; 156.9517; 159.7277; 161.4499; 161.6214; +Curr nae: 0.1372; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:43:50,259 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 +2025-06-05 07:44:27,657 - INFO - Training: cls_zice: 126.64002038311484; reg_zipnll: -128.36155244688325; cnt_loss: 31.372041857005744; +2025-06-05 07:44:27,658 - INFO - Evaluation: +Curr mae: 115.3271; Best mae: 92.7123; 93.0751; 94.2599; 95.0378; 96.3430; +Curr rmse: 197.3174; Best rmse: 151.6706; 156.9517; 159.7277; 161.4499; 161.6214; +Curr nae: 0.1710; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:44:27,658 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 +2025-06-05 07:45:05,018 - INFO - Training: cls_zice: 129.57637233607815; reg_zipnll: -172.11427962701052; cnt_loss: 33.36066254243156; +2025-06-05 07:45:05,018 - INFO - Evaluation: +Curr mae: 114.8563; Best mae: 92.7123; 93.0751; 94.2599; 95.0378; 96.3430; +Curr rmse: 197.9014; Best rmse: 151.6706; 156.9517; 159.7277; 161.4499; 161.6214; +Curr nae: 0.1657; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:45:05,018 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 +2025-06-05 07:45:42,967 - INFO - Training: cls_zice: 131.1424408716871; reg_zipnll: -142.77785034053372; cnt_loss: 32.75281826865594; +2025-06-05 07:45:42,968 - INFO - Evaluation: +Curr mae: 105.4383; Best mae: 92.7123; 93.0751; 94.2599; 95.0378; 96.3430; +Curr rmse: 166.9485; Best rmse: 151.6706; 156.9517; 159.7277; 161.4499; 161.6214; +Curr nae: 0.1898; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:45:42,968 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 +2025-06-05 07:46:20,167 - INFO - Training: cls_zice: 125.01458060662478; reg_zipnll: -146.65205318248826; cnt_loss: 28.975697981600728; +2025-06-05 07:46:20,168 - INFO - Evaluation: +Curr mae: 96.4702; Best mae: 92.7123; 93.0751; 94.2599; 95.0378; 96.3430; +Curr rmse: 165.4654; Best rmse: 151.6706; 156.9517; 159.7277; 161.4499; 161.6214; +Curr nae: 0.1463; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:46:20,168 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 +2025-06-05 07:46:57,455 - INFO - Training: cls_zice: 128.6825787626355; reg_zipnll: -153.8604497909546; cnt_loss: 29.737551367046027; +2025-06-05 07:46:58,065 - INFO - Evaluation: +Curr mae: 91.8511; Best mae: 91.8511; 92.7123; 93.0751; 94.2599; 95.0378; +Curr rmse: 156.4292; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.4499; +Curr nae: 0.1480; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:46:58,065 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 +2025-06-05 07:47:36,787 - INFO - Training: cls_zice: 128.07321158150174; reg_zipnll: -132.3306876807813; cnt_loss: 30.822762568265397; +2025-06-05 07:47:36,787 - INFO - Evaluation: +Curr mae: 95.7819; Best mae: 91.8511; 92.7123; 93.0751; 94.2599; 95.0378; +Curr rmse: 179.1252; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.4499; +Curr nae: 0.1799; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:47:37,860 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 +2025-06-05 07:48:17,925 - INFO - Training: cls_zice: 134.68590631548142; reg_zipnll: -114.12558761495629; cnt_loss: 36.4915582802122; +2025-06-05 07:48:17,926 - INFO - Evaluation: +Curr mae: 99.6419; Best mae: 91.8511; 92.7123; 93.0751; 94.2599; 95.0378; +Curr rmse: 168.6744; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.4499; +Curr nae: 0.1635; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:48:17,926 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 +2025-06-05 07:48:55,067 - INFO - Training: cls_zice: 124.54543924647452; reg_zipnll: -141.2453339052516; cnt_loss: 29.085092852447207; +2025-06-05 07:48:55,068 - INFO - Evaluation: +Curr mae: 99.5725; Best mae: 91.8511; 92.7123; 93.0751; 94.2599; 95.0378; +Curr rmse: 165.4061; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.4499; +Curr nae: 0.1612; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:48:55,068 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 +2025-06-05 07:49:32,424 - INFO - Training: cls_zice: 125.76717071659517; reg_zipnll: -110.53637841837296; cnt_loss: 28.698365400958536; +2025-06-05 07:49:32,425 - INFO - Evaluation: +Curr mae: 108.5017; Best mae: 91.8511; 92.7123; 93.0751; 94.2599; 95.0378; +Curr rmse: 190.2828; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.4499; +Curr nae: 0.1533; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1426; + + + +2025-06-05 07:49:32,425 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 +2025-06-05 07:50:10,699 - INFO - Training: cls_zice: 124.7718553353619; reg_zipnll: -132.03761713394266; cnt_loss: 26.154660859644807; +2025-06-05 07:50:11,530 - INFO - Evaluation: +Curr mae: 94.3535; Best mae: 91.8511; 92.7123; 93.0751; 94.2599; 94.3535; +Curr rmse: 161.3589; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.3589; +Curr nae: 0.1425; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:50:11,530 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 +2025-06-05 07:50:48,906 - INFO - Training: cls_zice: 125.45253579348129; reg_zipnll: -120.75254491780767; cnt_loss: 27.884651594604087; +2025-06-05 07:50:48,907 - INFO - Evaluation: +Curr mae: 112.0517; Best mae: 91.8511; 92.7123; 93.0751; 94.2599; 94.3535; +Curr rmse: 191.3908; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.3589; +Curr nae: 0.1632; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:50:48,907 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 +2025-06-05 07:51:26,294 - INFO - Training: cls_zice: 125.10286460017527; reg_zipnll: -123.47840049566813; cnt_loss: 27.773390621538983; +2025-06-05 07:51:26,295 - INFO - Evaluation: +Curr mae: 97.3597; Best mae: 91.8511; 92.7123; 93.0751; 94.2599; 94.3535; +Curr rmse: 166.0031; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.3589; +Curr nae: 0.1525; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:51:26,295 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 +2025-06-05 07:52:03,614 - INFO - Training: cls_zice: 122.48205097147961; reg_zipnll: -152.43654059100623; cnt_loss: 28.69587656046381; +2025-06-05 07:52:03,615 - INFO - Evaluation: +Curr mae: 122.2306; Best mae: 91.8511; 92.7123; 93.0751; 94.2599; 94.3535; +Curr rmse: 197.7405; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.3589; +Curr nae: 0.2113; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:52:03,615 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 +2025-06-05 07:52:40,817 - INFO - Training: cls_zice: 124.7729330252338; reg_zipnll: -145.73850193402626; cnt_loss: 29.133577994163463; +2025-06-05 07:52:43,219 - INFO - Evaluation: +Curr mae: 93.6423; Best mae: 91.8511; 92.7123; 93.0751; 93.6423; 94.2599; +Curr rmse: 164.6113; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.3589; +Curr nae: 0.1467; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:52:43,219 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 +2025-06-05 07:53:20,643 - INFO - Training: cls_zice: 126.09979087627487; reg_zipnll: -148.97162442491543; cnt_loss: 29.984071084205677; +2025-06-05 07:53:20,644 - INFO - Evaluation: +Curr mae: 111.9995; Best mae: 91.8511; 92.7123; 93.0751; 93.6423; 94.2599; +Curr rmse: 184.5614; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.3589; +Curr nae: 0.1836; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:53:20,644 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 +2025-06-05 07:53:57,864 - INFO - Training: cls_zice: 125.25444643386942; reg_zipnll: -144.9389195915879; cnt_loss: 27.785781645616947; +2025-06-05 07:53:57,865 - INFO - Evaluation: +Curr mae: 127.6261; Best mae: 91.8511; 92.7123; 93.0751; 93.6423; 94.2599; +Curr rmse: 385.6893; Best rmse: 151.6706; 156.4292; 156.9517; 159.7277; 161.3589; +Curr nae: 0.1956; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:53:57,865 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 +2025-06-05 07:54:35,390 - INFO - Training: cls_zice: 129.24703395919295; reg_zipnll: -141.49629062374697; cnt_loss: 33.0537927387566; +2025-06-05 07:54:35,948 - INFO - Evaluation: +Curr mae: 93.9707; Best mae: 91.8511; 92.7123; 93.0751; 93.6423; 93.9707; +Curr rmse: 158.4609; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 159.7277; +Curr nae: 0.1457; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:54:35,948 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 +2025-06-05 07:55:13,140 - INFO - Training: cls_zice: 125.61049983043544; reg_zipnll: -136.5382569294102; cnt_loss: 30.558888460626665; +2025-06-05 07:55:13,141 - INFO - Evaluation: +Curr mae: 177.6164; Best mae: 91.8511; 92.7123; 93.0751; 93.6423; 93.9707; +Curr rmse: 541.8934; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 159.7277; +Curr nae: 0.4074; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:55:13,141 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 +2025-06-05 07:55:50,444 - INFO - Training: cls_zice: 126.23873487055697; reg_zipnll: -171.70240210855243; cnt_loss: 25.317845290859804; +2025-06-05 07:55:50,444 - INFO - Evaluation: +Curr mae: 111.2293; Best mae: 91.8511; 92.7123; 93.0751; 93.6423; 93.9707; +Curr rmse: 186.4413; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 159.7277; +Curr nae: 0.1854; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:55:50,444 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 +2025-06-05 07:56:28,563 - INFO - Training: cls_zice: 125.12492671233929; reg_zipnll: -141.1398627552765; cnt_loss: 24.648460122923186; +2025-06-05 07:56:28,564 - INFO - Evaluation: +Curr mae: 109.4118; Best mae: 91.8511; 92.7123; 93.0751; 93.6423; 93.9707; +Curr rmse: 179.1456; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 159.7277; +Curr nae: 0.1882; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:56:28,565 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 +2025-06-05 07:57:08,055 - INFO - Training: cls_zice: 121.0926617312905; reg_zipnll: -139.30686698054635; cnt_loss: 23.627029185263527; +2025-06-05 07:57:08,056 - INFO - Evaluation: +Curr mae: 107.6316; Best mae: 91.8511; 92.7123; 93.0751; 93.6423; 93.9707; +Curr rmse: 188.0761; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 159.7277; +Curr nae: 0.1592; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:57:08,056 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 +2025-06-05 07:57:45,514 - INFO - Training: cls_zice: 126.76494987437268; reg_zipnll: -155.1999039618385; cnt_loss: 25.15593041647349; +2025-06-05 07:57:46,121 - INFO - Evaluation: +Curr mae: 93.4757; Best mae: 91.8511; 92.7123; 93.0751; 93.4757; 93.6423; +Curr rmse: 158.8418; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1464; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:57:46,121 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 +2025-06-05 07:58:23,382 - INFO - Training: cls_zice: 131.4026887653679; reg_zipnll: -135.48467489267816; cnt_loss: 26.692206995376687; +2025-06-05 07:58:23,383 - INFO - Evaluation: +Curr mae: 147.9631; Best mae: 91.8511; 92.7123; 93.0751; 93.4757; 93.6423; +Curr rmse: 317.5368; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.2144; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:58:23,383 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 +2025-06-05 07:59:01,292 - INFO - Training: cls_zice: 125.40671135100308; reg_zipnll: -142.51260034295896; cnt_loss: 25.203152703923106; +2025-06-05 07:59:01,293 - INFO - Evaluation: +Curr mae: 106.9461; Best mae: 91.8511; 92.7123; 93.0751; 93.4757; 93.6423; +Curr rmse: 172.4661; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1776; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:59:01,293 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 +2025-06-05 07:59:38,524 - INFO - Training: cls_zice: 124.35081193936581; reg_zipnll: -125.59229622771409; cnt_loss: 25.50170329232879; +2025-06-05 07:59:38,525 - INFO - Evaluation: +Curr mae: 102.9647; Best mae: 91.8511; 92.7123; 93.0751; 93.4757; 93.6423; +Curr rmse: 177.1188; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1529; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 07:59:38,525 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 +2025-06-05 08:00:15,827 - INFO - Training: cls_zice: 125.13172030922593; reg_zipnll: -151.98941969713627; cnt_loss: 25.27826624674513; +2025-06-05 08:00:15,828 - INFO - Evaluation: +Curr mae: 101.2203; Best mae: 91.8511; 92.7123; 93.0751; 93.4757; 93.6423; +Curr rmse: 168.0653; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1697; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 08:00:15,828 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 +2025-06-05 08:00:54,053 - INFO - Training: cls_zice: 119.79081479129412; reg_zipnll: -119.65839504721939; cnt_loss: 23.265701540258547; +2025-06-05 08:00:54,054 - INFO - Evaluation: +Curr mae: 107.6022; Best mae: 91.8511; 92.7123; 93.0751; 93.4757; 93.6423; +Curr rmse: 189.1505; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1624; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 08:00:54,054 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 +2025-06-05 08:01:31,188 - INFO - Training: cls_zice: 128.55922212663864; reg_zipnll: -198.62701714117796; cnt_loss: 29.569464513008167; +2025-06-05 08:01:31,189 - INFO - Evaluation: +Curr mae: 96.2754; Best mae: 91.8511; 92.7123; 93.0751; 93.4757; 93.6423; +Curr rmse: 162.2868; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1517; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 08:01:31,189 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 +2025-06-05 08:02:08,526 - INFO - Training: cls_zice: 124.83559132253887; reg_zipnll: -145.12132500654815; cnt_loss: 25.047873332800453; +2025-06-05 08:02:08,527 - INFO - Evaluation: +Curr mae: 127.3434; Best mae: 91.8511; 92.7123; 93.0751; 93.4757; 93.6423; +Curr rmse: 218.5502; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1924; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 08:02:08,527 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 +2025-06-05 08:02:47,427 - INFO - Training: cls_zice: 125.14870747193595; reg_zipnll: -167.1364804577354; cnt_loss: 24.75893999567095; +2025-06-05 08:02:47,737 - INFO - Evaluation: +Curr mae: 90.3826; Best mae: 90.3826; 91.8511; 92.7123; 93.0751; 93.4757; +Curr rmse: 160.3579; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1455; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 08:02:47,737 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 +2025-06-05 08:03:24,864 - INFO - Training: cls_zice: 124.30412734581145; reg_zipnll: -138.5137136408825; cnt_loss: 22.25390618526383; +2025-06-05 08:03:24,865 - INFO - Evaluation: +Curr mae: 108.9049; Best mae: 90.3826; 91.8511; 92.7123; 93.0751; 93.4757; +Curr rmse: 184.9647; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1650; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 08:03:24,865 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 +2025-06-05 08:04:02,086 - INFO - Training: cls_zice: 122.44777575865487; reg_zipnll: -125.08435328906735; cnt_loss: 21.989562183026447; +2025-06-05 08:04:02,086 - INFO - Evaluation: +Curr mae: 104.4440; Best mae: 90.3826; 91.8511; 92.7123; 93.0751; 93.4757; +Curr rmse: 182.8265; Best rmse: 151.6706; 156.4292; 156.9517; 158.4609; 158.8418; +Curr nae: 0.1525; Best nae: 0.1372; 0.1392; 0.1418; 0.1423; 0.1425; + + + +2025-06-05 08:04:02,086 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 +2025-06-05 08:04:39,199 - INFO - Training: cls_zice: 125.64668655395508; reg_zipnll: -169.38493086644357; cnt_loss: 25.449240722403623; +2025-06-05 08:04:40,116 - INFO - Evaluation: +Curr mae: 83.8768; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 144.1649; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1292; Best nae: 0.1292; 0.1372; 0.1392; 0.1418; 0.1423; + + + +2025-06-05 08:04:40,116 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 +2025-06-05 08:05:18,512 - INFO - Training: cls_zice: 123.5662021384334; reg_zipnll: -131.15723865711135; cnt_loss: 23.372879656734845; +2025-06-05 08:05:18,513 - INFO - Evaluation: +Curr mae: 111.8831; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 186.3756; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1800; Best nae: 0.1292; 0.1372; 0.1392; 0.1418; 0.1423; + + + +2025-06-05 08:05:18,513 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 +2025-06-05 08:05:55,800 - INFO - Training: cls_zice: 124.37453852268244; reg_zipnll: -121.00511166907305; cnt_loss: 20.722144455309735; +2025-06-05 08:05:56,104 - INFO - Evaluation: +Curr mae: 93.7239; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 162.1501; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1384; Best nae: 0.1292; 0.1372; 0.1384; 0.1392; 0.1418; + + + +2025-06-05 08:05:56,104 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 +2025-06-05 08:06:33,401 - INFO - Training: cls_zice: 125.05237193139183; reg_zipnll: -171.28941120375072; cnt_loss: 23.172274671642985; +2025-06-05 08:06:33,402 - INFO - Evaluation: +Curr mae: 104.6683; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 182.4388; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1522; Best nae: 0.1292; 0.1372; 0.1384; 0.1392; 0.1418; + + + +2025-06-05 08:06:33,402 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 +2025-06-05 08:07:10,463 - INFO - Training: cls_zice: 139.7199472338948; reg_zipnll: -113.41161596538215; cnt_loss: 36.04219421803557; +2025-06-05 08:07:10,464 - INFO - Evaluation: +Curr mae: 97.0358; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 159.6309; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1538; Best nae: 0.1292; 0.1372; 0.1384; 0.1392; 0.1418; + + + +2025-06-05 08:07:10,464 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 +2025-06-05 08:07:47,605 - INFO - Training: cls_zice: 123.63502911700319; reg_zipnll: -164.13469296891168; cnt_loss: 22.551660345090145; +2025-06-05 08:07:47,606 - INFO - Evaluation: +Curr mae: 94.7211; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 163.3394; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1463; Best nae: 0.1292; 0.1372; 0.1384; 0.1392; 0.1418; + + + +2025-06-05 08:07:47,606 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 +2025-06-05 08:08:24,899 - INFO - Training: cls_zice: 121.49565067670203; reg_zipnll: -121.71024606085771; cnt_loss: 22.697517914487825; +2025-06-05 08:08:25,605 - INFO - Evaluation: +Curr mae: 96.1133; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 169.7409; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1318; Best nae: 0.1292; 0.1318; 0.1372; 0.1384; 0.1392; + + + +2025-06-05 08:08:25,605 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 +2025-06-05 08:09:02,940 - INFO - Training: cls_zice: 124.18636636544537; reg_zipnll: -137.23795357761003; cnt_loss: 22.587256076320116; +2025-06-05 08:09:02,941 - INFO - Evaluation: +Curr mae: 95.9584; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 162.1849; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1456; Best nae: 0.1292; 0.1318; 0.1372; 0.1384; 0.1392; + + + +2025-06-05 08:09:02,941 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 +2025-06-05 08:09:41,910 - INFO - Training: cls_zice: 122.06699634072007; reg_zipnll: -139.19587738466578; cnt_loss: 22.706833672049818; +2025-06-05 08:09:41,910 - INFO - Evaluation: +Curr mae: 111.1835; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 193.7319; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1599; Best nae: 0.1292; 0.1318; 0.1372; 0.1384; 0.1392; + + + +2025-06-05 08:09:41,910 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 +2025-06-05 08:10:19,068 - INFO - Training: cls_zice: 124.36020584611703; reg_zipnll: -142.84653471637245; cnt_loss: 21.32391702891975; +2025-06-05 08:10:19,370 - INFO - Evaluation: +Curr mae: 94.1867; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 172.2471; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1292; Best nae: 0.1292; 0.1292; 0.1318; 0.1372; 0.1384; + + + +2025-06-05 08:10:19,370 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 +2025-06-05 08:10:56,574 - INFO - Training: cls_zice: 125.1618538660719; reg_zipnll: -123.54867597289433; cnt_loss: 20.647792456165845; +2025-06-05 08:10:56,575 - INFO - Evaluation: +Curr mae: 108.1468; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0751; +Curr rmse: 182.8771; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1652; Best nae: 0.1292; 0.1292; 0.1318; 0.1372; 0.1384; + + + +2025-06-05 08:10:56,575 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 +2025-06-05 08:11:34,056 - INFO - Training: cls_zice: 120.76308511898218; reg_zipnll: -138.10758298280223; cnt_loss: 23.275845167652662; +2025-06-05 08:11:34,354 - INFO - Evaluation: +Curr mae: 93.0148; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0148; +Curr rmse: 158.5070; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1420; Best nae: 0.1292; 0.1292; 0.1318; 0.1372; 0.1384; + + + +2025-06-05 08:11:34,354 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 +2025-06-05 08:12:12,598 - INFO - Training: cls_zice: 122.31008138088201; reg_zipnll: -158.37244400757038; cnt_loss: 30.514903940112386; +2025-06-05 08:12:12,599 - INFO - Evaluation: +Curr mae: 102.9030; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0148; +Curr rmse: 180.6313; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1459; Best nae: 0.1292; 0.1292; 0.1318; 0.1372; 0.1384; + + + +2025-06-05 08:12:12,599 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 +2025-06-05 08:12:49,645 - INFO - Training: cls_zice: 120.6339706774579; reg_zipnll: -117.43242032006876; cnt_loss: 20.188526024092113; +2025-06-05 08:12:49,950 - INFO - Evaluation: +Curr mae: 96.9790; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0148; +Curr rmse: 172.7639; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1375; Best nae: 0.1292; 0.1292; 0.1318; 0.1372; 0.1375; + + + +2025-06-05 08:12:49,951 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 +2025-06-05 08:13:27,251 - INFO - Training: cls_zice: 124.8331822527955; reg_zipnll: -136.28837898709128; cnt_loss: 21.877714204472422; +2025-06-05 08:13:27,252 - INFO - Evaluation: +Curr mae: 117.6389; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0148; +Curr rmse: 198.9537; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1817; Best nae: 0.1292; 0.1292; 0.1318; 0.1372; 0.1375; + + + +2025-06-05 08:13:27,252 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 +2025-06-05 08:14:06,243 - INFO - Training: cls_zice: 124.5124089512604; reg_zipnll: -135.15207857801425; cnt_loss: 20.821550530313655; +2025-06-05 08:14:06,544 - INFO - Evaluation: +Curr mae: 95.0805; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0148; +Curr rmse: 166.4381; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1358; Best nae: 0.1292; 0.1292; 0.1318; 0.1358; 0.1372; + + + +2025-06-05 08:14:06,544 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 +2025-06-05 08:14:43,739 - INFO - Training: cls_zice: 121.47755248972912; reg_zipnll: -109.23841146443853; cnt_loss: 17.55941390991211; +2025-06-05 08:14:43,740 - INFO - Evaluation: +Curr mae: 104.2085; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0148; +Curr rmse: 176.1433; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1614; Best nae: 0.1292; 0.1292; 0.1318; 0.1358; 0.1372; + + + +2025-06-05 08:14:43,740 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 +2025-06-05 08:15:21,018 - INFO - Training: cls_zice: 124.69305858233118; reg_zipnll: -149.39720472752654; cnt_loss: 20.182243145064803; +2025-06-05 08:15:21,019 - INFO - Evaluation: +Curr mae: 105.6197; Best mae: 83.8768; 90.3826; 91.8511; 92.7123; 93.0148; +Curr rmse: 179.2766; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1638; Best nae: 0.1292; 0.1292; 0.1318; 0.1358; 0.1372; + + + +2025-06-05 08:15:21,019 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 +2025-06-05 08:15:58,312 - INFO - Training: cls_zice: 122.22072769316617; reg_zipnll: -124.6021128174485; cnt_loss: 18.369212109521524; +2025-06-05 08:15:58,916 - INFO - Evaluation: +Curr mae: 91.9922; Best mae: 83.8768; 90.3826; 91.8511; 91.9922; 92.7123; +Curr rmse: 162.5437; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1286; Best nae: 0.1286; 0.1292; 0.1292; 0.1318; 0.1358; + + + +2025-06-05 08:15:58,916 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 +2025-06-05 08:16:36,230 - INFO - Training: cls_zice: 124.44195420220987; reg_zipnll: -159.34857638782222; cnt_loss: 20.013718513463505; +2025-06-05 08:16:36,231 - INFO - Evaluation: +Curr mae: 92.7136; Best mae: 83.8768; 90.3826; 91.8511; 91.9922; 92.7123; +Curr rmse: 159.2919; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.4609; +Curr nae: 0.1364; Best nae: 0.1286; 0.1292; 0.1292; 0.1318; 0.1358; + + + +2025-06-05 08:16:36,231 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 +2025-06-05 08:17:13,430 - INFO - Training: cls_zice: 120.98172714536553; reg_zipnll: -130.0907841612961; cnt_loss: 19.393370007837056; +2025-06-05 08:17:14,340 - INFO - Evaluation: +Curr mae: 90.5407; Best mae: 83.8768; 90.3826; 90.5407; 91.8511; 91.9922; +Curr rmse: 158.3683; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1254; Best nae: 0.1254; 0.1286; 0.1292; 0.1292; 0.1318; + + + +2025-06-05 08:17:14,340 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 +2025-06-05 08:17:51,770 - INFO - Training: cls_zice: 120.44735527038574; reg_zipnll: -128.76735923621828; cnt_loss: 18.156339133812104; +2025-06-05 08:17:52,072 - INFO - Evaluation: +Curr mae: 93.4706; Best mae: 83.8768; 90.3826; 90.5407; 91.8511; 91.9922; +Curr rmse: 165.7117; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1311; Best nae: 0.1254; 0.1286; 0.1292; 0.1292; 0.1311; + + + +2025-06-05 08:17:52,073 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 +2025-06-05 08:18:30,797 - INFO - Training: cls_zice: 122.31760335758032; reg_zipnll: -157.30129053734785; cnt_loss: 21.27537035152612; +2025-06-05 08:18:30,798 - INFO - Evaluation: +Curr mae: 103.6340; Best mae: 83.8768; 90.3826; 90.5407; 91.8511; 91.9922; +Curr rmse: 181.1553; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1507; Best nae: 0.1254; 0.1286; 0.1292; 0.1292; 0.1311; + + + +2025-06-05 08:18:30,798 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 +2025-06-05 08:19:08,056 - INFO - Training: cls_zice: 123.42640126462014; reg_zipnll: -149.72470884449436; cnt_loss: 19.28504797954433; +2025-06-05 08:19:08,057 - INFO - Evaluation: +Curr mae: 97.1322; Best mae: 83.8768; 90.3826; 90.5407; 91.8511; 91.9922; +Curr rmse: 168.7286; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1413; Best nae: 0.1254; 0.1286; 0.1292; 0.1292; 0.1311; + + + +2025-06-05 08:19:08,937 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 +2025-06-05 08:19:46,366 - INFO - Training: cls_zice: 121.27074447530785; reg_zipnll: -131.22715772540363; cnt_loss: 18.25009694952049; +2025-06-05 08:19:46,675 - INFO - Evaluation: +Curr mae: 93.3258; Best mae: 83.8768; 90.3826; 90.5407; 91.8511; 91.9922; +Curr rmse: 167.6779; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1273; Best nae: 0.1254; 0.1273; 0.1286; 0.1292; 0.1292; + + + +2025-06-05 08:19:46,675 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 +2025-06-05 08:20:23,811 - INFO - Training: cls_zice: 122.23494839194595; reg_zipnll: -156.42381834825932; cnt_loss: 19.652913832506595; +2025-06-05 08:20:23,811 - INFO - Evaluation: +Curr mae: 92.4896; Best mae: 83.8768; 90.3826; 90.5407; 91.8511; 91.9922; +Curr rmse: 160.0242; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1380; Best nae: 0.1254; 0.1273; 0.1286; 0.1292; 0.1292; + + + +2025-06-05 08:20:23,812 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 +2025-06-05 08:21:01,107 - INFO - Training: cls_zice: 122.33491271063193; reg_zipnll: -160.3471059483408; cnt_loss: 17.78879645644434; +2025-06-05 08:21:01,107 - INFO - Evaluation: +Curr mae: 97.3566; Best mae: 83.8768; 90.3826; 90.5407; 91.8511; 91.9922; +Curr rmse: 169.1039; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1406; Best nae: 0.1254; 0.1273; 0.1286; 0.1292; 0.1292; + + + +2025-06-05 08:21:01,107 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 +2025-06-05 08:21:38,620 - INFO - Training: cls_zice: 119.96410839762909; reg_zipnll: -149.36117899181036; cnt_loss: 18.375542321741975; +2025-06-05 08:21:38,621 - INFO - Evaluation: +Curr mae: 96.0982; Best mae: 83.8768; 90.3826; 90.5407; 91.8511; 91.9922; +Curr rmse: 170.7427; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1330; Best nae: 0.1254; 0.1273; 0.1286; 0.1292; 0.1292; + + + +2025-06-05 08:21:38,621 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 +2025-06-05 08:22:15,835 - INFO - Training: cls_zice: 120.54966524894664; reg_zipnll: -136.7806834795617; cnt_loss: 17.037831821189023; +2025-06-05 08:22:15,836 - INFO - Evaluation: +Curr mae: 99.0265; Best mae: 83.8768; 90.3826; 90.5407; 91.8511; 91.9922; +Curr rmse: 178.0331; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1366; Best nae: 0.1254; 0.1273; 0.1286; 0.1292; 0.1292; + + + +2025-06-05 08:22:15,836 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 +2025-06-05 08:22:55,137 - INFO - Training: cls_zice: 120.43158461716001; reg_zipnll: -161.3248331941516; cnt_loss: 19.63106400129811; +2025-06-05 08:22:55,735 - INFO - Evaluation: +Curr mae: 89.1221; Best mae: 83.8768; 89.1221; 90.3826; 90.5407; 91.8511; +Curr rmse: 161.7004; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1282; Best nae: 0.1254; 0.1273; 0.1282; 0.1286; 0.1292; + + + +2025-06-05 08:22:55,735 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 +2025-06-05 08:23:33,012 - INFO - Training: cls_zice: 120.38285787216086; reg_zipnll: -131.99221676706478; cnt_loss: 17.936325689025274; +2025-06-05 08:23:33,012 - INFO - Evaluation: +Curr mae: 93.1799; Best mae: 83.8768; 89.1221; 90.3826; 90.5407; 91.8511; +Curr rmse: 160.5944; Best rmse: 144.1649; 151.6706; 156.4292; 156.9517; 158.3683; +Curr nae: 0.1343; Best nae: 0.1254; 0.1273; 0.1282; 0.1286; 0.1292; + + + +2025-06-05 08:23:33,012 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 +2025-06-05 08:24:10,330 - INFO - Training: cls_zice: 120.59486622841942; reg_zipnll: -142.87031147811587; cnt_loss: 18.392321318190618; +2025-06-05 08:24:11,222 - INFO - Evaluation: +Curr mae: 88.5959; Best mae: 83.8768; 88.5959; 89.1221; 90.3826; 90.5407; +Curr rmse: 156.1116; Best rmse: 144.1649; 151.6706; 156.1116; 156.4292; 156.9517; +Curr nae: 0.1283; Best nae: 0.1254; 0.1273; 0.1282; 0.1283; 0.1286; + + + +2025-06-05 08:24:11,222 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 +2025-06-05 08:24:48,526 - INFO - Training: cls_zice: 122.37211927199206; reg_zipnll: -132.15981645142006; cnt_loss: 17.15266392562563; +2025-06-05 08:24:48,527 - INFO - Evaluation: +Curr mae: 99.0754; Best mae: 83.8768; 88.5959; 89.1221; 90.3826; 90.5407; +Curr rmse: 170.0527; Best rmse: 144.1649; 151.6706; 156.1116; 156.4292; 156.9517; +Curr nae: 0.1565; Best nae: 0.1254; 0.1273; 0.1282; 0.1283; 0.1286; + + + +2025-06-05 08:24:48,527 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 +2025-06-05 08:25:25,828 - INFO - Training: cls_zice: 123.80649883699733; reg_zipnll: -130.36601129746595; cnt_loss: 17.430727371316873; +2025-06-05 08:25:25,829 - INFO - Evaluation: +Curr mae: 98.0725; Best mae: 83.8768; 88.5959; 89.1221; 90.3826; 90.5407; +Curr rmse: 174.1030; Best rmse: 144.1649; 151.6706; 156.1116; 156.4292; 156.9517; +Curr nae: 0.1371; Best nae: 0.1254; 0.1273; 0.1282; 0.1283; 0.1286; + + + +2025-06-05 08:25:25,829 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 +2025-06-05 08:26:03,071 - INFO - Training: cls_zice: 122.789916385878; reg_zipnll: -146.7835285110979; cnt_loss: 18.73567677491548; +2025-06-05 08:26:03,072 - INFO - Evaluation: +Curr mae: 93.9782; Best mae: 83.8768; 88.5959; 89.1221; 90.3826; 90.5407; +Curr rmse: 163.7040; Best rmse: 144.1649; 151.6706; 156.1116; 156.4292; 156.9517; +Curr nae: 0.1375; Best nae: 0.1254; 0.1273; 0.1282; 0.1283; 0.1286; + + + +2025-06-05 08:26:03,072 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 +2025-06-05 08:26:40,235 - INFO - Training: cls_zice: 121.19160605424287; reg_zipnll: -136.24833894565404; cnt_loss: 16.817657691753464; +2025-06-05 08:26:40,830 - INFO - Evaluation: +Curr mae: 88.0881; Best mae: 83.8768; 88.0881; 88.5959; 89.1221; 90.3826; +Curr rmse: 152.6550; Best rmse: 144.1649; 151.6706; 152.6550; 156.1116; 156.4292; +Curr nae: 0.1302; Best nae: 0.1254; 0.1273; 0.1282; 0.1283; 0.1286; + + + +2025-06-05 08:26:40,831 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 +2025-06-05 08:27:17,921 - INFO - Training: cls_zice: 120.59389619637798; reg_zipnll: -146.2343055649309; cnt_loss: 18.302857929507628; +2025-06-05 08:27:17,922 - INFO - Evaluation: +Curr mae: 95.3710; Best mae: 83.8768; 88.0881; 88.5959; 89.1221; 90.3826; +Curr rmse: 163.8030; Best rmse: 144.1649; 151.6706; 152.6550; 156.1116; 156.4292; +Curr nae: 0.1460; Best nae: 0.1254; 0.1273; 0.1282; 0.1283; 0.1286; + + + +2025-06-05 08:27:17,922 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 +2025-06-05 08:27:55,220 - INFO - Training: cls_zice: 121.82308904382566; reg_zipnll: -160.1682001328626; cnt_loss: 17.743084266485756; +2025-06-05 08:27:55,221 - INFO - Evaluation: +Curr mae: 98.1314; Best mae: 83.8768; 88.0881; 88.5959; 89.1221; 90.3826; +Curr rmse: 168.9321; Best rmse: 144.1649; 151.6706; 152.6550; 156.1116; 156.4292; +Curr nae: 0.1458; Best nae: 0.1254; 0.1273; 0.1282; 0.1283; 0.1286; + + + +2025-06-05 08:27:55,221 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 +2025-06-05 08:28:32,443 - INFO - Training: cls_zice: 121.99860774918108; reg_zipnll: -134.19721115819667; cnt_loss: 17.262316418009878; +2025-06-05 08:28:32,444 - INFO - Evaluation: +Curr mae: 96.5556; Best mae: 83.8768; 88.0881; 88.5959; 89.1221; 90.3826; +Curr rmse: 174.1524; Best rmse: 144.1649; 151.6706; 152.6550; 156.1116; 156.4292; +Curr nae: 0.1349; Best nae: 0.1254; 0.1273; 0.1282; 0.1283; 0.1286; + + + +2025-06-05 08:28:32,444 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 +2025-06-05 08:29:11,192 - INFO - Training: cls_zice: 121.21720057607486; reg_zipnll: -139.90185113616337; cnt_loss: 18.47359011504824; +2025-06-05 08:29:11,794 - INFO - Evaluation: +Curr mae: 90.2238; Best mae: 83.8768; 88.0881; 88.5959; 89.1221; 90.2238; +Curr rmse: 162.3695; Best rmse: 144.1649; 151.6706; 152.6550; 156.1116; 156.4292; +Curr nae: 0.1266; Best nae: 0.1254; 0.1266; 0.1273; 0.1282; 0.1283; + + + +2025-06-05 08:29:11,794 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 +2025-06-05 08:29:48,866 - INFO - Training: cls_zice: 120.90984977317962; reg_zipnll: -169.53499281801135; cnt_loss: 17.28447757177795; +2025-06-05 08:29:48,867 - INFO - Evaluation: +Curr mae: 92.3439; Best mae: 83.8768; 88.0881; 88.5959; 89.1221; 90.2238; +Curr rmse: 164.2778; Best rmse: 144.1649; 151.6706; 152.6550; 156.1116; 156.4292; +Curr nae: 0.1318; Best nae: 0.1254; 0.1266; 0.1273; 0.1282; 0.1283; + + + +2025-06-05 08:29:48,867 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 +2025-06-05 08:30:25,934 - INFO - Training: cls_zice: 118.89360143648868; reg_zipnll: -123.48229589525438; cnt_loss: 15.992117234413197; +2025-06-05 08:30:25,934 - INFO - Evaluation: +Curr mae: 93.9997; Best mae: 83.8768; 88.0881; 88.5959; 89.1221; 90.2238; +Curr rmse: 167.2266; Best rmse: 144.1649; 151.6706; 152.6550; 156.1116; 156.4292; +Curr nae: 0.1328; Best nae: 0.1254; 0.1266; 0.1273; 0.1282; 0.1283; + + + +2025-06-05 08:30:25,934 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 +2025-06-05 08:31:03,352 - INFO - Training: cls_zice: 119.85271220491423; reg_zipnll: -145.46512682074743; cnt_loss: 15.321484152054945; +2025-06-05 08:31:03,952 - INFO - Evaluation: +Curr mae: 88.5776; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 89.1221; +Curr rmse: 157.6864; Best rmse: 144.1649; 151.6706; 152.6550; 156.1116; 156.4292; +Curr nae: 0.1264; Best nae: 0.1254; 0.1264; 0.1266; 0.1273; 0.1282; + + + +2025-06-05 08:31:03,953 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 +2025-06-05 08:31:42,380 - INFO - Training: cls_zice: 143.5117418023924; reg_zipnll: -156.1106027198943; cnt_loss: 36.719948894930205; +2025-06-05 08:31:43,538 - INFO - Evaluation: +Curr mae: 88.8833; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 153.7165; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1256; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:31:43,538 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 +2025-06-05 08:32:20,989 - INFO - Training: cls_zice: 120.87350876915534; reg_zipnll: -130.7226944853928; cnt_loss: 16.94127836290574; +2025-06-05 08:32:20,990 - INFO - Evaluation: +Curr mae: 98.4260; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 174.8101; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1389; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:32:20,990 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 +2025-06-05 08:32:58,285 - INFO - Training: cls_zice: 121.47593767279821; reg_zipnll: -121.40821658380774; cnt_loss: 16.50809716388879; +2025-06-05 08:32:58,286 - INFO - Evaluation: +Curr mae: 93.8047; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 168.2081; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1306; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:32:58,286 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 +2025-06-05 08:33:36,948 - INFO - Training: cls_zice: 122.23769920551224; reg_zipnll: -126.29639709548445; cnt_loss: 15.9987249800701; +2025-06-05 08:33:36,949 - INFO - Evaluation: +Curr mae: 98.3916; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 174.1382; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1405; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:33:36,949 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 +2025-06-05 08:34:14,135 - INFO - Training: cls_zice: 119.05142810644693; reg_zipnll: -118.20221833361695; cnt_loss: 15.280897639445122; +2025-06-05 08:34:14,136 - INFO - Evaluation: +Curr mae: 94.9300; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 169.8517; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1332; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:34:14,136 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 +2025-06-05 08:34:51,118 - INFO - Training: cls_zice: 122.98334064862586; reg_zipnll: -130.20403810210576; cnt_loss: 16.887269149552907; +2025-06-05 08:34:51,118 - INFO - Evaluation: +Curr mae: 96.2463; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 169.6447; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1384; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:34:51,118 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 +2025-06-05 08:35:30,309 - INFO - Training: cls_zice: 118.72242544818398; reg_zipnll: -137.6094002471065; cnt_loss: 17.4962804554314; +2025-06-05 08:35:30,310 - INFO - Evaluation: +Curr mae: 90.6352; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 158.7516; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1289; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:35:30,310 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 +2025-06-05 08:36:07,391 - INFO - Training: cls_zice: 121.68861159267804; reg_zipnll: -160.03689757088162; cnt_loss: 16.109093141871572; +2025-06-05 08:36:07,392 - INFO - Evaluation: +Curr mae: 91.6298; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 160.9676; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1316; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:36:07,392 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 +2025-06-05 08:36:44,644 - INFO - Training: cls_zice: 122.39341319002062; reg_zipnll: -170.0942409464855; cnt_loss: 16.481891897340486; +2025-06-05 08:36:44,645 - INFO - Evaluation: +Curr mae: 93.6072; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 166.5190; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1295; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:36:44,645 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 +2025-06-05 08:37:22,218 - INFO - Training: cls_zice: 124.41490076077694; reg_zipnll: -140.80291919834568; cnt_loss: 16.03749497836789; +2025-06-05 08:37:22,219 - INFO - Evaluation: +Curr mae: 91.7748; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 161.6340; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1321; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:37:22,219 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 +2025-06-05 08:38:00,923 - INFO - Training: cls_zice: 122.79915515318612; reg_zipnll: -151.0982251956763; cnt_loss: 16.7312147917337; +2025-06-05 08:38:00,923 - INFO - Evaluation: +Curr mae: 94.3836; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 167.3068; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1335; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:38:00,923 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 +2025-06-05 08:38:38,126 - INFO - Training: cls_zice: 123.87491903241896; reg_zipnll: -143.00345684203091; cnt_loss: 17.143680956189996; +2025-06-05 08:38:38,126 - INFO - Evaluation: +Curr mae: 95.6639; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 167.8581; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1395; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:38:38,126 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 +2025-06-05 08:39:16,668 - INFO - Training: cls_zice: 123.79414711251164; reg_zipnll: -149.08017577240798; cnt_loss: 15.702383644533473; +2025-06-05 08:39:16,669 - INFO - Evaluation: +Curr mae: 92.3116; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 162.6922; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1304; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1273; + + + +2025-06-05 08:39:16,669 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 +2025-06-05 08:39:54,176 - INFO - Training: cls_zice: 120.40207219913306; reg_zipnll: -111.43248422887942; cnt_loss: 15.331772055846965; +2025-06-05 08:39:54,426 - INFO - Evaluation: +Curr mae: 90.5806; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 161.2879; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1272; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:39:54,426 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 +2025-06-05 08:40:31,644 - INFO - Training: cls_zice: 122.08912340378919; reg_zipnll: -179.45444033793265; cnt_loss: 16.458263648266826; +2025-06-05 08:40:31,645 - INFO - Evaluation: +Curr mae: 91.6865; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 162.0408; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1308; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:40:31,645 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 +2025-06-05 08:41:08,854 - INFO - Training: cls_zice: 118.89003354508355; reg_zipnll: -104.15217151389217; cnt_loss: 16.266624277001185; +2025-06-05 08:41:08,855 - INFO - Evaluation: +Curr mae: 97.1742; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 167.4875; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1446; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:41:08,855 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 +2025-06-05 08:41:46,193 - INFO - Training: cls_zice: 121.8308688536385; reg_zipnll: -152.89095881127363; cnt_loss: 16.603364486568022; +2025-06-05 08:41:46,193 - INFO - Evaluation: +Curr mae: 93.9476; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 163.2607; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1357; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:41:46,193 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 +2025-06-05 08:42:23,399 - INFO - Training: cls_zice: 121.70096658870874; reg_zipnll: -175.99980925250526; cnt_loss: 16.831493215055655; +2025-06-05 08:42:23,400 - INFO - Evaluation: +Curr mae: 96.4947; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 170.0406; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1378; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:42:23,400 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 +2025-06-05 08:43:00,701 - INFO - Training: cls_zice: 120.31020266804474; reg_zipnll: -156.06960078106812; cnt_loss: 16.89219662369482; +2025-06-05 08:43:00,701 - INFO - Evaluation: +Curr mae: 94.8238; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 167.0292; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1389; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:43:00,701 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 +2025-06-05 08:43:38,034 - INFO - Training: cls_zice: 116.07696155522832; reg_zipnll: -145.3997911112198; cnt_loss: 16.139162932010677; +2025-06-05 08:43:38,035 - INFO - Evaluation: +Curr mae: 97.5927; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 170.3789; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1363; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:43:38,035 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 +2025-06-05 08:44:16,454 - INFO - Training: cls_zice: 119.15644847794084; reg_zipnll: -156.21067853005516; cnt_loss: 15.877224124820026; +2025-06-05 08:44:16,454 - INFO - Evaluation: +Curr mae: 94.5337; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 164.1437; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1369; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:44:16,455 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 +2025-06-05 08:44:53,455 - INFO - Training: cls_zice: 124.7925937286276; reg_zipnll: -132.39370395331983; cnt_loss: 29.903732028228557; +2025-06-05 08:44:53,456 - INFO - Evaluation: +Curr mae: 97.6539; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 169.4422; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1330; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:44:53,456 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 +2025-06-05 08:45:30,684 - INFO - Training: cls_zice: 126.22210964935505; reg_zipnll: -152.7801958235684; cnt_loss: 37.20429744152044; +2025-06-05 08:45:30,685 - INFO - Evaluation: +Curr mae: 106.0288; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 214.6011; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1626; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:45:30,685 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 +2025-06-05 08:46:08,364 - INFO - Training: cls_zice: 129.2888944385857; reg_zipnll: -146.8690903076273; cnt_loss: 35.98730406540119; +2025-06-05 08:46:08,365 - INFO - Evaluation: +Curr mae: 98.3270; Best mae: 83.8768; 88.0881; 88.5776; 88.5959; 88.8833; +Curr rmse: 171.7699; Best rmse: 144.1649; 151.6706; 152.6550; 153.7165; 156.1116; +Curr nae: 0.1428; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:46:08,365 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 +2025-06-05 08:46:45,593 - INFO - Training: cls_zice: 134.53520596737894; reg_zipnll: -186.63927640978073; cnt_loss: 47.58933119742286; +2025-06-05 08:46:46,193 - INFO - Evaluation: +Curr mae: 88.0753; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 145.5045; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1354; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:46:46,194 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 +2025-06-05 08:47:23,199 - INFO - Training: cls_zice: 129.36792265026776; reg_zipnll: -142.87176065255474; cnt_loss: 43.409807618880116; +2025-06-05 08:47:23,199 - INFO - Evaluation: +Curr mae: 131.5119; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 225.7551; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.2015; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:47:23,200 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 +2025-06-05 08:48:00,495 - INFO - Training: cls_zice: 128.74494800188683; reg_zipnll: -141.8128045315774; cnt_loss: 36.13658912608166; +2025-06-05 08:48:00,496 - INFO - Evaluation: +Curr mae: 136.4959; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 205.2779; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.2569; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:48:00,496 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 +2025-06-05 08:48:37,769 - INFO - Training: cls_zice: 131.52516555786133; reg_zipnll: -154.24615864406357; cnt_loss: 36.13567239875036; +2025-06-05 08:48:37,769 - INFO - Evaluation: +Curr mae: 147.8937; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 284.8315; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.2751; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:48:37,769 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 +2025-06-05 08:49:15,104 - INFO - Training: cls_zice: 123.99242835644854; reg_zipnll: -109.9172430291081; cnt_loss: 31.82040492114642; +2025-06-05 08:49:15,105 - INFO - Evaluation: +Curr mae: 117.1139; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 196.2755; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.2379; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:49:15,105 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 +2025-06-05 08:49:52,258 - INFO - Training: cls_zice: 125.24051795100534; reg_zipnll: -139.39230179944576; cnt_loss: 33.507936881867465; +2025-06-05 08:49:52,259 - INFO - Evaluation: +Curr mae: 99.4757; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 183.3776; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1360; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:49:52,259 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 +2025-06-05 08:50:31,411 - INFO - Training: cls_zice: 127.37288549562163; reg_zipnll: -124.739131681177; cnt_loss: 33.5186354087678; +2025-06-05 08:50:31,412 - INFO - Evaluation: +Curr mae: 108.1829; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 246.1459; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.2394; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:50:32,294 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 +2025-06-05 08:51:09,351 - INFO - Training: cls_zice: 127.20167660239517; reg_zipnll: -122.40232263021912; cnt_loss: 36.148659548222625; +2025-06-05 08:51:09,352 - INFO - Evaluation: +Curr mae: 119.7059; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 212.2089; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1713; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:51:09,352 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 +2025-06-05 08:51:46,666 - INFO - Training: cls_zice: 131.04841732505142; reg_zipnll: -152.7248404420764; cnt_loss: 40.06057493260364; +2025-06-05 08:51:46,667 - INFO - Evaluation: +Curr mae: 106.2772; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 184.6617; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1932; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:51:46,667 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 +2025-06-05 08:52:25,282 - INFO - Training: cls_zice: 129.84688851059667; reg_zipnll: -140.44907860408554; cnt_loss: 41.428906074422876; +2025-06-05 08:52:25,283 - INFO - Evaluation: +Curr mae: 265.4058; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 490.1099; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.5714; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:52:25,283 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 +2025-06-05 08:53:02,526 - INFO - Training: cls_zice: 128.0206652508666; reg_zipnll: -153.67179830184836; cnt_loss: 38.81190790087972; +2025-06-05 08:53:02,526 - INFO - Evaluation: +Curr mae: 140.7618; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 318.3461; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.3412; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:53:02,526 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 +2025-06-05 08:53:39,854 - INFO - Training: cls_zice: 136.30836922601358; reg_zipnll: -140.02465823154577; cnt_loss: 37.566078056562816; +2025-06-05 08:53:39,854 - INFO - Evaluation: +Curr mae: 109.8545; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 208.2529; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1645; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:53:39,855 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 +2025-06-05 08:54:17,148 - INFO - Training: cls_zice: 130.05558185703708; reg_zipnll: -116.16189970559631; cnt_loss: 39.14246816824603; +2025-06-05 08:54:17,148 - INFO - Evaluation: +Curr mae: 116.6745; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 191.1310; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1895; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:54:17,149 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 +2025-06-05 08:54:55,920 - INFO - Training: cls_zice: 127.4976554011667; reg_zipnll: -128.0063818874738; cnt_loss: 37.503084814311656; +2025-06-05 08:54:55,921 - INFO - Evaluation: +Curr mae: 112.4207; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 198.0993; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1690; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:54:55,921 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 +2025-06-05 08:55:33,263 - INFO - Training: cls_zice: 134.74018316711022; reg_zipnll: -158.15426611742436; cnt_loss: 43.46180790781185; +2025-06-05 08:55:33,264 - INFO - Evaluation: +Curr mae: 146.0019; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 250.7210; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.2548; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:55:33,264 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 +2025-06-05 08:56:10,466 - INFO - Training: cls_zice: 124.68159786754886; reg_zipnll: -122.45305572913972; cnt_loss: 32.10027154076178; +2025-06-05 08:56:10,467 - INFO - Evaluation: +Curr mae: 89.8164; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 160.0722; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1392; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:56:10,467 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 +2025-06-05 08:56:47,678 - INFO - Training: cls_zice: 126.07897306278052; reg_zipnll: -155.0896275627692; cnt_loss: 31.952311901067265; +2025-06-05 08:56:47,679 - INFO - Evaluation: +Curr mae: 123.9456; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 234.6174; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.2365; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:56:47,679 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 +2025-06-05 08:57:25,012 - INFO - Training: cls_zice: 124.31165965503415; reg_zipnll: -124.30965621266144; cnt_loss: 31.92230752603897; +2025-06-05 08:57:25,013 - INFO - Evaluation: +Curr mae: 107.3589; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 191.3259; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1574; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:57:25,013 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 +2025-06-05 08:58:02,157 - INFO - Training: cls_zice: 125.87370162610186; reg_zipnll: -134.84167122998775; cnt_loss: 32.320196050681815; +2025-06-05 08:58:02,158 - INFO - Evaluation: +Curr mae: 121.8003; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 215.2477; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1957; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:58:02,158 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 +2025-06-05 08:58:39,494 - INFO - Training: cls_zice: 125.88272319566335; reg_zipnll: -126.9286060333252; cnt_loss: 31.40201017556601; +2025-06-05 08:58:39,495 - INFO - Evaluation: +Curr mae: 106.8628; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 178.0477; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1713; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:58:39,495 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 +2025-06-05 08:59:16,779 - INFO - Training: cls_zice: 123.89183890740603; reg_zipnll: -134.0276933442678; cnt_loss: 32.67712096346925; +2025-06-05 08:59:16,780 - INFO - Evaluation: +Curr mae: 95.2020; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 165.5030; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1449; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:59:16,780 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 +2025-06-05 08:59:54,513 - INFO - Training: cls_zice: 125.51501467370039; reg_zipnll: -136.67106156001816; cnt_loss: 31.730334585076136; +2025-06-05 08:59:54,514 - INFO - Evaluation: +Curr mae: 116.3788; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 211.9077; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1637; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 08:59:54,514 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 +2025-06-05 09:00:31,887 - INFO - Training: cls_zice: 124.51739408480411; reg_zipnll: -134.714216068091; cnt_loss: 32.37292849307028; +2025-06-05 09:00:31,887 - INFO - Evaluation: +Curr mae: 97.3161; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 176.5598; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1439; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:00:31,887 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 +2025-06-05 09:01:09,293 - INFO - Training: cls_zice: 128.09819212654568; reg_zipnll: -125.89129074046154; cnt_loss: 32.62472087026432; +2025-06-05 09:01:09,294 - INFO - Evaluation: +Curr mae: 96.9027; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 173.0902; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1368; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:01:09,294 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 +2025-06-05 09:01:46,527 - INFO - Training: cls_zice: 126.46527286554804; reg_zipnll: -130.51932707527615; cnt_loss: 32.39804682194792; +2025-06-05 09:01:46,528 - INFO - Evaluation: +Curr mae: 118.3925; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 201.7600; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1934; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:01:46,528 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 +2025-06-05 09:02:23,757 - INFO - Training: cls_zice: 123.88941288625958; reg_zipnll: -144.30246161151405; cnt_loss: 33.28192634298312; +2025-06-05 09:02:23,758 - INFO - Evaluation: +Curr mae: 103.6744; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 185.7375; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1706; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:02:23,758 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 +2025-06-05 09:03:00,925 - INFO - Training: cls_zice: 126.06185582142002; reg_zipnll: -148.97493973788835; cnt_loss: 30.809641784390077; +2025-06-05 09:03:00,926 - INFO - Evaluation: +Curr mae: 100.6240; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 169.7376; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1645; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:03:00,926 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 +2025-06-05 09:03:38,078 - INFO - Training: cls_zice: 126.54626457264881; reg_zipnll: -165.0612915525373; cnt_loss: 36.31455019767711; +2025-06-05 09:03:38,079 - INFO - Evaluation: +Curr mae: 116.8483; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 217.1457; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1606; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:03:38,079 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 +2025-06-05 09:04:16,841 - INFO - Training: cls_zice: 128.36601084273383; reg_zipnll: -129.8120537309457; cnt_loss: 39.12145218312346; +2025-06-05 09:04:16,842 - INFO - Evaluation: +Curr mae: 177.1774; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 337.9835; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.3902; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:04:16,842 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 +2025-06-05 09:04:54,112 - INFO - Training: cls_zice: 128.9214643768917; reg_zipnll: -141.41341369831008; cnt_loss: 32.81917605179035; +2025-06-05 09:04:54,113 - INFO - Evaluation: +Curr mae: 95.0264; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 156.7890; Best rmse: 144.1649; 145.5045; 151.6706; 152.6550; 153.7165; +Curr nae: 0.1548; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:04:54,113 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 +2025-06-05 09:05:31,369 - INFO - Training: cls_zice: 125.49873458154944; reg_zipnll: -138.45276391111463; cnt_loss: 31.804988478982686; +2025-06-05 09:05:31,671 - INFO - Evaluation: +Curr mae: 91.3462; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 151.7789; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1431; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:05:31,671 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 +2025-06-05 09:06:08,941 - INFO - Training: cls_zice: 128.2095429881519; reg_zipnll: -155.52952871259475; cnt_loss: 33.065840493764306; +2025-06-05 09:06:08,941 - INFO - Evaluation: +Curr mae: 100.1192; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 172.8431; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1518; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:06:08,941 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 +2025-06-05 09:06:46,071 - INFO - Training: cls_zice: 126.92377262241793; reg_zipnll: -124.31492227592216; cnt_loss: 32.90507480166606; +2025-06-05 09:06:46,072 - INFO - Evaluation: +Curr mae: 101.3504; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 184.7288; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1454; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:06:46,072 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 +2025-06-05 09:07:23,463 - INFO - Training: cls_zice: 126.754182878709; reg_zipnll: -127.34081499466043; cnt_loss: 33.82924784414026; +2025-06-05 09:07:23,464 - INFO - Evaluation: +Curr mae: 107.2533; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 180.4495; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1745; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:07:23,464 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 +2025-06-05 09:08:00,700 - INFO - Training: cls_zice: 126.38757878739312; reg_zipnll: -129.91946245660844; cnt_loss: 31.826834479704598; +2025-06-05 09:08:00,701 - INFO - Evaluation: +Curr mae: 96.7309; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 170.4927; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1454; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:08:00,701 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 +2025-06-05 09:08:38,976 - INFO - Training: cls_zice: 124.4522993833024; reg_zipnll: -155.91078336349386; cnt_loss: 35.302518929866764; +2025-06-05 09:08:38,976 - INFO - Evaluation: +Curr mae: 110.9903; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 206.3810; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1729; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:08:38,976 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 +2025-06-05 09:09:16,015 - INFO - Training: cls_zice: 124.52266576905913; reg_zipnll: -138.7405357929255; cnt_loss: 29.226461350523085; +2025-06-05 09:09:16,015 - INFO - Evaluation: +Curr mae: 127.7590; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 221.2927; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1909; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:09:16,016 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 +2025-06-05 09:09:53,296 - INFO - Training: cls_zice: 125.17390568209011; reg_zipnll: -134.46547616238627; cnt_loss: 32.77643998569211; +2025-06-05 09:09:53,297 - INFO - Evaluation: +Curr mae: 111.1120; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 201.1488; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1635; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:09:53,297 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 +2025-06-05 09:10:31,181 - INFO - Training: cls_zice: 126.20055682453888; reg_zipnll: -134.36782404286973; cnt_loss: 32.9006353719345; +2025-06-05 09:10:31,182 - INFO - Evaluation: +Curr mae: 120.3671; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 220.7727; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1802; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:10:31,182 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 +2025-06-05 09:11:08,711 - INFO - Training: cls_zice: 124.00233065371482; reg_zipnll: -130.02190197066756; cnt_loss: 33.82667851605952; +2025-06-05 09:11:08,712 - INFO - Evaluation: +Curr mae: 112.7641; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 201.4810; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1617; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:11:08,712 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 +2025-06-05 09:11:45,958 - INFO - Training: cls_zice: 134.03603467878128; reg_zipnll: -128.36189731067378; cnt_loss: 38.31782358055872; +2025-06-05 09:11:45,958 - INFO - Evaluation: +Curr mae: 99.2312; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 186.3936; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1355; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:11:45,958 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 +2025-06-05 09:12:23,102 - INFO - Training: cls_zice: 130.12415098986088; reg_zipnll: -122.26077113562073; cnt_loss: 41.60065506941435; +2025-06-05 09:12:23,103 - INFO - Evaluation: +Curr mae: 101.4076; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 172.1223; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1670; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:12:23,103 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 +2025-06-05 09:13:02,205 - INFO - Training: cls_zice: 126.2567068819968; reg_zipnll: -127.50983979054634; cnt_loss: 30.23677776033515; +2025-06-05 09:13:02,206 - INFO - Evaluation: +Curr mae: 112.4403; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 194.5999; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1868; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:13:02,206 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 +2025-06-05 09:13:39,307 - INFO - Training: cls_zice: 128.35307169276356; reg_zipnll: -131.10164453493837; cnt_loss: 32.776229473139274; +2025-06-05 09:13:39,307 - INFO - Evaluation: +Curr mae: 103.9666; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 179.1768; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1601; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:13:39,307 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 +2025-06-05 09:14:16,780 - INFO - Training: cls_zice: 126.40137671161172; reg_zipnll: -140.44849761432368; cnt_loss: 29.181018977765216; +2025-06-05 09:14:16,781 - INFO - Evaluation: +Curr mae: 109.3925; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 190.4599; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1622; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:14:16,781 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 +2025-06-05 09:14:55,050 - INFO - Training: cls_zice: 121.45219961381116; reg_zipnll: -118.75867402158826; cnt_loss: 29.762485096786197; +2025-06-05 09:14:55,051 - INFO - Evaluation: +Curr mae: 107.3477; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 196.4628; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1451; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:14:55,051 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 +2025-06-05 09:15:32,318 - INFO - Training: cls_zice: 124.00376336306137; reg_zipnll: -117.25316993763904; cnt_loss: 27.41308409962433; +2025-06-05 09:15:32,319 - INFO - Evaluation: +Curr mae: 116.1501; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 219.9057; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1635; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:15:32,319 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 +2025-06-05 09:16:09,549 - INFO - Training: cls_zice: 123.56750317756703; reg_zipnll: -135.9365541571813; cnt_loss: 28.752065083838456; +2025-06-05 09:16:09,549 - INFO - Evaluation: +Curr mae: 102.0885; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 180.9416; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1539; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:16:09,550 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 +2025-06-05 09:16:47,092 - INFO - Training: cls_zice: 123.856291360413; reg_zipnll: -169.69821699407717; cnt_loss: 28.830752840105273; +2025-06-05 09:16:47,093 - INFO - Evaluation: +Curr mae: 107.4157; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 194.1584; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1577; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:16:47,093 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 +2025-06-05 09:17:26,551 - INFO - Training: cls_zice: 122.49434853863242; reg_zipnll: -121.55477991167284; cnt_loss: 28.321401997117807; +2025-06-05 09:17:26,552 - INFO - Evaluation: +Curr mae: 110.7036; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 193.4101; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1591; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:17:26,552 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 +2025-06-05 09:18:03,874 - INFO - Training: cls_zice: 124.28673899568469; reg_zipnll: -122.38957829506981; cnt_loss: 28.014329913436182; +2025-06-05 09:18:03,874 - INFO - Evaluation: +Curr mae: 98.6886; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 191.4904; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1309; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:18:03,874 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 +2025-06-05 09:18:41,217 - INFO - Training: cls_zice: 123.93768803173343; reg_zipnll: -131.30924829268298; cnt_loss: 27.39182830646338; +2025-06-05 09:18:41,218 - INFO - Evaluation: +Curr mae: 111.5920; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 188.3716; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1787; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:18:41,218 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 +2025-06-05 09:19:19,761 - INFO - Training: cls_zice: 141.8137622353257; reg_zipnll: -147.50087730458242; cnt_loss: 42.85361603869508; +2025-06-05 09:19:19,762 - INFO - Evaluation: +Curr mae: 105.4657; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 195.1755; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1538; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:19:19,762 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 +2025-06-05 09:19:56,879 - INFO - Training: cls_zice: 122.22924853950147; reg_zipnll: -146.7856724341184; cnt_loss: 28.025714517429176; +2025-06-05 09:19:56,880 - INFO - Evaluation: +Curr mae: 104.7051; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 177.8442; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1686; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:19:56,880 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 +2025-06-05 09:20:34,164 - INFO - Training: cls_zice: 124.6020212994506; reg_zipnll: -118.65194890357012; cnt_loss: 26.560666172709688; +2025-06-05 09:20:34,165 - INFO - Evaluation: +Curr mae: 104.8500; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 184.9798; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1587; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:20:34,165 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 +2025-06-05 09:21:11,592 - INFO - Training: cls_zice: 121.79272190624515; reg_zipnll: -134.45744544780808; cnt_loss: 29.152466047678562; +2025-06-05 09:21:11,593 - INFO - Evaluation: +Curr mae: 107.8873; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 189.7171; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1550; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:21:11,593 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 +2025-06-05 09:21:48,696 - INFO - Training: cls_zice: 132.4620975469122; reg_zipnll: -159.92423035135332; cnt_loss: 31.700226269020938; +2025-06-05 09:21:48,697 - INFO - Evaluation: +Curr mae: 111.2755; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 186.7204; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1849; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:21:49,899 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 +2025-06-05 09:22:27,124 - INFO - Training: cls_zice: 124.3151921152279; reg_zipnll: -160.34698085911228; cnt_loss: 31.960800357212293; +2025-06-05 09:22:27,125 - INFO - Evaluation: +Curr mae: 101.2525; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 175.4368; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1501; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:22:27,125 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 +2025-06-05 09:23:04,555 - INFO - Training: cls_zice: 124.21458829159768; reg_zipnll: -151.18396545561734; cnt_loss: 28.53307355792317; +2025-06-05 09:23:04,555 - INFO - Evaluation: +Curr mae: 106.0576; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 176.6209; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1924; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:23:04,555 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 +2025-06-05 09:23:43,499 - INFO - Training: cls_zice: 124.22951361043563; reg_zipnll: -150.65964844053156; cnt_loss: 29.441441832788733; +2025-06-05 09:23:43,500 - INFO - Evaluation: +Curr mae: 105.2645; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 177.7041; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1655; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:23:43,500 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 +2025-06-05 09:24:20,941 - INFO - Training: cls_zice: 123.7470360054875; reg_zipnll: -136.9166687782237; cnt_loss: 28.171606190157252; +2025-06-05 09:24:20,942 - INFO - Evaluation: +Curr mae: 113.7766; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 193.6585; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1740; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:24:20,942 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 +2025-06-05 09:24:58,339 - INFO - Training: cls_zice: 123.00357659447272; reg_zipnll: -167.86999343720493; cnt_loss: 26.920294319557037; +2025-06-05 09:24:58,340 - INFO - Evaluation: +Curr mae: 111.8024; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 185.7789; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1743; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:24:58,340 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 +2025-06-05 09:25:35,845 - INFO - Training: cls_zice: 123.51497708251145; reg_zipnll: -145.14945265157334; cnt_loss: 26.039870132673656; +2025-06-05 09:25:35,846 - INFO - Evaluation: +Curr mae: 95.3724; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 164.4766; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1334; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:25:35,846 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 +2025-06-05 09:26:13,190 - INFO - Training: cls_zice: 122.83090261749874; reg_zipnll: -149.76243583729726; cnt_loss: 28.387504129220318; +2025-06-05 09:26:13,191 - INFO - Evaluation: +Curr mae: 89.5138; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 152.8040; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1332; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:26:13,191 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 +2025-06-05 09:26:50,567 - INFO - Training: cls_zice: 125.91982153077788; reg_zipnll: -167.74802364576732; cnt_loss: 29.805372661312685; +2025-06-05 09:26:50,568 - INFO - Evaluation: +Curr mae: 109.2799; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 187.6079; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1669; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:26:50,568 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 +2025-06-05 09:27:29,339 - INFO - Training: cls_zice: 123.76506386055851; reg_zipnll: -132.69131329517492; cnt_loss: 28.668377153131345; +2025-06-05 09:27:29,339 - INFO - Evaluation: +Curr mae: 99.2966; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 188.6045; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1327; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:27:29,339 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 +2025-06-05 09:28:06,516 - INFO - Training: cls_zice: 123.67648938160069; reg_zipnll: -147.5158909646091; cnt_loss: 28.636926572054428; +2025-06-05 09:28:06,516 - INFO - Evaluation: +Curr mae: 94.3910; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 157.3768; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1463; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:28:06,517 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 +2025-06-05 09:28:43,957 - INFO - Training: cls_zice: 121.87376080443528; reg_zipnll: -152.3564038308251; cnt_loss: 28.850059821905678; +2025-06-05 09:28:43,958 - INFO - Evaluation: +Curr mae: 105.2416; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 185.1483; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1483; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:28:43,958 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 +2025-06-05 09:29:21,179 - INFO - Training: cls_zice: 123.76671328765667; reg_zipnll: -103.75143555142232; cnt_loss: 24.811808955590458; +2025-06-05 09:29:21,179 - INFO - Evaluation: +Curr mae: 104.6866; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 185.7025; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1574; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:29:21,180 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 +2025-06-05 09:30:00,166 - INFO - Training: cls_zice: 123.19174972433129; reg_zipnll: -154.3027317097645; cnt_loss: 30.900799552336434; +2025-06-05 09:30:00,167 - INFO - Evaluation: +Curr mae: 90.3815; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 161.9117; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.1288; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:30:00,167 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 +2025-06-05 09:30:37,367 - INFO - Training: cls_zice: 126.29863408069737; reg_zipnll: -140.63320288752877; cnt_loss: 27.806693558661355; +2025-06-05 09:30:37,368 - INFO - Evaluation: +Curr mae: 146.0321; Best mae: 83.8768; 88.0753; 88.0881; 88.5776; 88.5959; +Curr rmse: 238.7109; Best rmse: 144.1649; 145.5045; 151.6706; 151.7789; 152.6550; +Curr nae: 0.2405; Best nae: 0.1254; 0.1256; 0.1264; 0.1266; 0.1272; + + + +2025-06-05 09:30:37,368 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 +2025-06-05 09:31:14,597 - INFO - Training: cls_zice: 121.67072966872462; reg_zipnll: -144.774905981607; cnt_loss: 29.168569438504857; +2025-06-05 09:31:15,549 - INFO - Evaluation: +Curr mae: 84.5671; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.5776; +Curr rmse: 149.5302; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1209; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:31:15,550 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 +2025-06-05 09:31:52,905 - INFO - Training: cls_zice: 123.09694909733652; reg_zipnll: -154.81964254063487; cnt_loss: 32.08211938592772; +2025-06-05 09:31:52,906 - INFO - Evaluation: +Curr mae: 102.1099; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.5776; +Curr rmse: 160.5295; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1663; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:31:52,906 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 +2025-06-05 09:32:30,130 - INFO - Training: cls_zice: 124.36284869869813; reg_zipnll: -152.46054986612685; cnt_loss: 31.653526422993238; +2025-06-05 09:32:30,131 - INFO - Evaluation: +Curr mae: 89.8047; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.5776; +Curr rmse: 157.6342; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1333; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:32:30,131 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 +2025-06-05 09:33:07,206 - INFO - Training: cls_zice: 125.456430473075; reg_zipnll: -157.29027300323082; cnt_loss: 32.636555671691895; +2025-06-05 09:33:07,207 - INFO - Evaluation: +Curr mae: 93.3381; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.5776; +Curr rmse: 155.7097; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1468; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:33:07,207 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 +2025-06-05 09:33:44,534 - INFO - Training: cls_zice: 125.29765044458655; reg_zipnll: -139.98849783512142; cnt_loss: 31.536018838945605; +2025-06-05 09:33:44,535 - INFO - Evaluation: +Curr mae: 96.7939; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.5776; +Curr rmse: 172.3581; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1389; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:33:44,535 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 +2025-06-05 09:34:21,870 - INFO - Training: cls_zice: 123.14700860535072; reg_zipnll: -117.56908128751034; cnt_loss: 29.352210483803653; +2025-06-05 09:34:21,871 - INFO - Evaluation: +Curr mae: 120.0022; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.5776; +Curr rmse: 201.4711; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1960; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:34:21,871 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 +2025-06-05 09:34:59,137 - INFO - Training: cls_zice: 127.72838314637443; reg_zipnll: -157.52491055419114; cnt_loss: 31.032918374270004; +2025-06-05 09:34:59,137 - INFO - Evaluation: +Curr mae: 114.0503; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.5776; +Curr rmse: 183.9721; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1872; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:34:59,138 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 +2025-06-05 09:35:36,143 - INFO - Training: cls_zice: 126.45056974651008; reg_zipnll: -155.47272696716107; cnt_loss: 32.79144944260452; +2025-06-05 09:35:36,438 - INFO - Evaluation: +Curr mae: 88.3539; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.3539; +Curr rmse: 153.6722; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1319; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:35:36,439 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 +2025-06-05 09:36:13,792 - INFO - Training: cls_zice: 121.71055848077432; reg_zipnll: -139.38315894272154; cnt_loss: 29.376203473830063; +2025-06-05 09:36:13,793 - INFO - Evaluation: +Curr mae: 92.0960; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.3539; +Curr rmse: 160.3030; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1501; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:36:13,793 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 +2025-06-05 09:36:50,979 - INFO - Training: cls_zice: 123.83674549582778; reg_zipnll: -147.46579258015615; cnt_loss: 30.17438197925391; +2025-06-05 09:36:50,979 - INFO - Evaluation: +Curr mae: 111.5710; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.3539; +Curr rmse: 185.0686; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1820; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:36:50,979 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 +2025-06-05 09:37:28,414 - INFO - Training: cls_zice: 124.878750238987; reg_zipnll: -175.3500916184179; cnt_loss: 28.137037561429256; +2025-06-05 09:37:28,415 - INFO - Evaluation: +Curr mae: 95.7031; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.3539; +Curr rmse: 164.6128; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1802; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:37:28,415 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 +2025-06-05 09:38:05,744 - INFO - Training: cls_zice: 123.53158138603564; reg_zipnll: -143.14487991585636; cnt_loss: 28.709733435649746; +2025-06-05 09:38:05,745 - INFO - Evaluation: +Curr mae: 105.8375; Best mae: 83.8768; 84.5671; 88.0753; 88.0881; 88.3539; +Curr rmse: 182.6459; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1547; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:38:05,745 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 +2025-06-05 09:38:42,977 - INFO - Training: cls_zice: 127.12276226321593; reg_zipnll: -158.20887098249221; cnt_loss: 29.445149690110163; +2025-06-05 09:38:43,279 - INFO - Evaluation: +Curr mae: 86.9091; Best mae: 83.8768; 84.5671; 86.9091; 88.0753; 88.0881; +Curr rmse: 152.1558; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1309; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:38:43,279 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 +2025-06-05 09:39:20,455 - INFO - Training: cls_zice: 120.58409477385464; reg_zipnll: -116.74531666964096; cnt_loss: 26.234494089290795; +2025-06-05 09:39:20,456 - INFO - Evaluation: +Curr mae: 112.1220; Best mae: 83.8768; 84.5671; 86.9091; 88.0753; 88.0881; +Curr rmse: 186.6459; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1793; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:39:20,456 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 +2025-06-05 09:39:57,648 - INFO - Training: cls_zice: 124.43079969898754; reg_zipnll: -126.89817341431876; cnt_loss: 31.36183268502848; +2025-06-05 09:39:57,649 - INFO - Evaluation: +Curr mae: 93.8136; Best mae: 83.8768; 84.5671; 86.9091; 88.0753; 88.0881; +Curr rmse: 167.3706; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1386; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:39:57,649 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 +2025-06-05 09:40:34,821 - INFO - Training: cls_zice: 125.47862880277317; reg_zipnll: -151.48028767819437; cnt_loss: 31.608388130238513; +2025-06-05 09:40:34,821 - INFO - Evaluation: +Curr mae: 97.2432; Best mae: 83.8768; 84.5671; 86.9091; 88.0753; 88.0881; +Curr rmse: 168.4802; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1559; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:40:34,822 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 +2025-06-05 09:41:11,871 - INFO - Training: cls_zice: 123.36979109404103; reg_zipnll: -148.6780205278207; cnt_loss: 26.725832048630874; +2025-06-05 09:41:11,872 - INFO - Evaluation: +Curr mae: 99.7543; Best mae: 83.8768; 84.5671; 86.9091; 88.0753; 88.0881; +Curr rmse: 166.0691; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1585; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:41:11,872 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 +2025-06-05 09:41:49,039 - INFO - Training: cls_zice: 125.0885641085391; reg_zipnll: -135.8616248440269; cnt_loss: 29.39808652890439; +2025-06-05 09:41:49,039 - INFO - Evaluation: +Curr mae: 101.0712; Best mae: 83.8768; 84.5671; 86.9091; 88.0753; 88.0881; +Curr rmse: 187.0688; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1372; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:41:49,039 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 +2025-06-05 09:42:26,523 - INFO - Training: cls_zice: 124.74201556073119; reg_zipnll: -150.93886864895853; cnt_loss: 29.80261322046747; +2025-06-05 09:42:26,524 - INFO - Evaluation: +Curr mae: 93.7035; Best mae: 83.8768; 84.5671; 86.9091; 88.0753; 88.0881; +Curr rmse: 165.7818; Best rmse: 144.1649; 145.5045; 149.5302; 151.6706; 151.7789; +Curr nae: 0.1375; Best nae: 0.1209; 0.1254; 0.1256; 0.1264; 0.1266; + + + +2025-06-05 09:42:26,524 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 +2025-06-05 09:43:03,859 - INFO - Training: cls_zice: 124.37308079043761; reg_zipnll: -127.33606586708927; cnt_loss: 29.507219213523612; +2025-06-05 09:43:04,765 - INFO - Evaluation: +Curr mae: 83.6727; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 150.5951; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1217; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:43:04,765 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 +2025-06-05 09:43:42,079 - INFO - Training: cls_zice: 123.82908627844805; reg_zipnll: -149.43797707241893; cnt_loss: 28.774445012705215; +2025-06-05 09:43:42,080 - INFO - Evaluation: +Curr mae: 100.5839; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 195.2976; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1324; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:43:42,080 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 +2025-06-05 09:44:19,407 - INFO - Training: cls_zice: 121.72767545687442; reg_zipnll: -137.06473699152863; cnt_loss: 24.6583793084353; +2025-06-05 09:44:19,408 - INFO - Evaluation: +Curr mae: 95.6428; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 169.5373; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1325; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:44:19,408 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 +2025-06-05 09:44:56,838 - INFO - Training: cls_zice: 121.96929315225968; reg_zipnll: -120.51207190002037; cnt_loss: 27.457718782867026; +2025-06-05 09:44:56,839 - INFO - Evaluation: +Curr mae: 92.1638; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 161.7287; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1463; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:44:56,839 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 +2025-06-05 09:45:34,232 - INFO - Training: cls_zice: 122.58722158773055; reg_zipnll: -157.08130360912804; cnt_loss: 28.36569942385945; +2025-06-05 09:45:34,233 - INFO - Evaluation: +Curr mae: 98.7471; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 165.4397; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1579; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:45:34,233 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 +2025-06-05 09:46:11,466 - INFO - Training: cls_zice: 119.80304812121865; reg_zipnll: -146.00945696925484; cnt_loss: 24.38647098099159; +2025-06-05 09:46:11,466 - INFO - Evaluation: +Curr mae: 90.7842; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 152.6310; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1425; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:46:11,466 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 +2025-06-05 09:46:49,106 - INFO - Training: cls_zice: 119.18045667938839; reg_zipnll: -117.3473847117645; cnt_loss: 23.542305362145633; +2025-06-05 09:46:49,107 - INFO - Evaluation: +Curr mae: 95.6238; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 187.1515; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1654; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:46:49,107 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 +2025-06-05 09:47:26,353 - INFO - Training: cls_zice: 123.25172295475637; reg_zipnll: -152.80726454273756; cnt_loss: 27.166657337289774; +2025-06-05 09:47:26,354 - INFO - Evaluation: +Curr mae: 137.5668; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 268.5409; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1947; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:47:26,354 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 +2025-06-05 09:48:03,612 - INFO - Training: cls_zice: 121.75278802581181; reg_zipnll: -160.8445199499067; cnt_loss: 26.899403897342303; +2025-06-05 09:48:03,613 - INFO - Evaluation: +Curr mae: 93.9109; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 176.1166; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1519; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:48:03,613 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 +2025-06-05 09:48:40,936 - INFO - Training: cls_zice: 120.91654465530092; reg_zipnll: -163.46355492547647; cnt_loss: 26.25971370659127; +2025-06-05 09:48:40,937 - INFO - Evaluation: +Curr mae: 94.4036; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 172.7633; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1365; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:48:40,937 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 +2025-06-05 09:49:18,354 - INFO - Training: cls_zice: 122.43821145367149; reg_zipnll: -158.8886027557171; cnt_loss: 26.164156484288096; +2025-06-05 09:49:18,355 - INFO - Evaluation: +Curr mae: 116.5218; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 88.0753; +Curr rmse: 215.5125; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1894; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:49:18,355 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 +2025-06-05 09:49:55,810 - INFO - Training: cls_zice: 118.9365890452404; reg_zipnll: -122.80044094616214; cnt_loss: 24.03364557935702; +2025-06-05 09:49:56,115 - INFO - Evaluation: +Curr mae: 87.1771; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 163.9094; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1443; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:49:56,116 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 +2025-06-05 09:50:33,312 - INFO - Training: cls_zice: 121.40683609918253; reg_zipnll: -169.1842865849173; cnt_loss: 29.23084073035133; +2025-06-05 09:50:33,313 - INFO - Evaluation: +Curr mae: 119.3562; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 223.4576; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.2388; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:50:33,313 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 +2025-06-05 09:51:11,584 - INFO - Training: cls_zice: 124.11600724277118; reg_zipnll: -148.37864122959164; cnt_loss: 25.58884206670799; +2025-06-05 09:51:11,584 - INFO - Evaluation: +Curr mae: 105.5585; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 220.4005; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1895; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:51:11,584 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 +2025-06-05 09:51:49,514 - INFO - Training: cls_zice: 125.3442695314521; reg_zipnll: -162.2578897413039; cnt_loss: 28.1419857653561; +2025-06-05 09:51:49,514 - INFO - Evaluation: +Curr mae: 95.8088; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 185.9695; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1553; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:51:49,515 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 +2025-06-05 09:52:26,746 - INFO - Training: cls_zice: 124.64847324699755; reg_zipnll: -148.04577548930186; cnt_loss: 26.928754020210924; +2025-06-05 09:52:26,746 - INFO - Evaluation: +Curr mae: 99.1820; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 174.8560; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1458; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:52:26,746 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 +2025-06-05 09:53:04,252 - INFO - Training: cls_zice: 123.41359910270236; reg_zipnll: -152.74076503475771; cnt_loss: 25.334879104664783; +2025-06-05 09:53:04,253 - INFO - Evaluation: +Curr mae: 93.7507; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 163.6166; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1554; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:53:05,135 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 +2025-06-05 09:53:44,073 - INFO - Training: cls_zice: 122.48605110471611; reg_zipnll: -130.68563103202163; cnt_loss: 27.049561980544336; +2025-06-05 09:53:44,074 - INFO - Evaluation: +Curr mae: 94.8237; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 171.7791; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1373; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:53:44,074 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 +2025-06-05 09:54:21,319 - INFO - Training: cls_zice: 119.1910538326036; reg_zipnll: -101.42854965917321; cnt_loss: 23.503265339807168; +2025-06-05 09:54:21,320 - INFO - Evaluation: +Curr mae: 97.3460; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 179.3479; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1461; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:54:21,320 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 +2025-06-05 09:54:58,564 - INFO - Training: cls_zice: 123.16020397161016; reg_zipnll: -129.3930488674846; cnt_loss: 24.66383588866682; +2025-06-05 09:54:58,565 - INFO - Evaluation: +Curr mae: 102.6783; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 173.5981; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1666; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:54:58,565 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 +2025-06-05 09:55:37,177 - INFO - Training: cls_zice: 132.96671363375833; reg_zipnll: -168.48947325447537; cnt_loss: 49.57942068655759; +2025-06-05 09:55:37,178 - INFO - Evaluation: +Curr mae: 102.6047; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 159.4491; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1934; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:55:37,178 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 +2025-06-05 09:56:14,593 - INFO - Training: cls_zice: 120.35776118095347; reg_zipnll: -137.20103241749948; cnt_loss: 25.070704273830188; +2025-06-05 09:56:14,593 - INFO - Evaluation: +Curr mae: 107.1430; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 186.1978; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1547; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:56:14,593 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 +2025-06-05 09:56:51,871 - INFO - Training: cls_zice: 120.2611323160841; reg_zipnll: -158.60084310114777; cnt_loss: 26.30919001118237; +2025-06-05 09:56:51,872 - INFO - Evaluation: +Curr mae: 111.1367; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 186.0059; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1713; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:56:51,872 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 +2025-06-05 09:57:30,084 - INFO - Training: cls_zice: 125.86131321989149; reg_zipnll: -159.91533446154057; cnt_loss: 28.0028553356398; +2025-06-05 09:57:30,085 - INFO - Evaluation: +Curr mae: 115.8862; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 199.3601; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1921; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:57:30,085 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 +2025-06-05 09:58:07,352 - INFO - Training: cls_zice: 122.18698531902389; reg_zipnll: -150.82442753520232; cnt_loss: 25.68680115882924; +2025-06-05 09:58:07,353 - INFO - Evaluation: +Curr mae: 91.5344; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 164.1048; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1394; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:58:07,353 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 +2025-06-05 09:58:44,391 - INFO - Training: cls_zice: 122.71275304326947; reg_zipnll: -147.40594063057804; cnt_loss: 24.468203563563872; +2025-06-05 09:58:44,392 - INFO - Evaluation: +Curr mae: 98.2834; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 167.3007; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1516; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:58:44,392 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 +2025-06-05 09:59:21,712 - INFO - Training: cls_zice: 124.12720893708286; reg_zipnll: -156.86275583229317; cnt_loss: 28.72824172468375; +2025-06-05 09:59:21,713 - INFO - Evaluation: +Curr mae: 97.2439; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 156.5667; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1681; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:59:21,713 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 +2025-06-05 09:59:59,025 - INFO - Training: cls_zice: 121.57170946234899; reg_zipnll: -138.1174984609844; cnt_loss: 25.633188055051082; +2025-06-05 09:59:59,025 - INFO - Evaluation: +Curr mae: 99.7790; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 177.7671; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1454; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 09:59:59,025 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 +2025-06-05 10:00:36,520 - INFO - Training: cls_zice: 120.3478645804702; reg_zipnll: -145.90728629030139; cnt_loss: 23.181812502690498; +2025-06-05 10:00:36,521 - INFO - Evaluation: +Curr mae: 95.6394; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 163.4683; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1504; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:00:36,521 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 +2025-06-05 10:01:14,365 - INFO - Training: cls_zice: 122.00429713015525; reg_zipnll: -140.1356394180399; cnt_loss: 23.57055641957466; +2025-06-05 10:01:14,366 - INFO - Evaluation: +Curr mae: 94.2183; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 163.5972; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1351; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:01:14,366 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 +2025-06-05 10:01:51,606 - INFO - Training: cls_zice: 123.85548074987551; reg_zipnll: -160.9120494072011; cnt_loss: 25.577443301282972; +2025-06-05 10:01:51,607 - INFO - Evaluation: +Curr mae: 88.4406; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 158.2206; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1383; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:01:51,608 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 +2025-06-05 10:02:28,847 - INFO - Training: cls_zice: 121.81796484435631; reg_zipnll: -142.3729326614481; cnt_loss: 24.837202744768156; +2025-06-05 10:02:28,847 - INFO - Evaluation: +Curr mae: 93.0749; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 156.9075; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1387; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:02:28,847 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 +2025-06-05 10:03:06,168 - INFO - Training: cls_zice: 121.42730811415919; reg_zipnll: -147.375288868582; cnt_loss: 23.494888147770965; +2025-06-05 10:03:06,169 - INFO - Evaluation: +Curr mae: 98.5254; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 174.3444; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1526; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:03:06,170 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 +2025-06-05 10:03:43,553 - INFO - Training: cls_zice: 124.26437415824032; reg_zipnll: -148.31158859682398; cnt_loss: 22.557329149435688; +2025-06-05 10:03:43,554 - INFO - Evaluation: +Curr mae: 98.2906; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 167.5032; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1581; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:03:43,554 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 +2025-06-05 10:04:20,980 - INFO - Training: cls_zice: 123.16744462070086; reg_zipnll: -145.77853031032132; cnt_loss: 23.67492111155529; +2025-06-05 10:04:20,981 - INFO - Evaluation: +Curr mae: 94.9958; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 162.7966; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1387; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:04:20,981 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 +2025-06-05 10:04:58,526 - INFO - Training: cls_zice: 123.52863708395043; reg_zipnll: -186.06024132659104; cnt_loss: 25.539442264481096; +2025-06-05 10:04:58,527 - INFO - Evaluation: +Curr mae: 100.1158; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 159.3314; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1820; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:04:58,527 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 +2025-06-05 10:05:35,768 - INFO - Training: cls_zice: 125.1667047462716; reg_zipnll: -165.13961574731283; cnt_loss: 26.791426052320872; +2025-06-05 10:05:35,768 - INFO - Evaluation: +Curr mae: 122.8564; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 208.4536; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1959; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:05:35,769 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 +2025-06-05 10:06:13,167 - INFO - Training: cls_zice: 123.0206698613451; reg_zipnll: -164.9483946174975; cnt_loss: 25.03358829889866; +2025-06-05 10:06:13,168 - INFO - Evaluation: +Curr mae: 91.3065; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 158.0905; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1380; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:06:13,168 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 +2025-06-05 10:06:50,460 - INFO - Training: cls_zice: 118.32519191464051; reg_zipnll: -156.85253925828744; cnt_loss: 23.10918775141634; +2025-06-05 10:06:50,460 - INFO - Evaluation: +Curr mae: 110.9817; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 182.3677; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1812; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:06:50,461 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 +2025-06-05 10:07:28,101 - INFO - Training: cls_zice: 120.59899692661715; reg_zipnll: -156.4652218850243; cnt_loss: 21.059014764053142; +2025-06-05 10:07:28,102 - INFO - Evaluation: +Curr mae: 96.8097; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 168.2919; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1445; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:07:28,102 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 +2025-06-05 10:08:05,536 - INFO - Training: cls_zice: 119.58739678591293; reg_zipnll: -147.8633410346429; cnt_loss: 23.195145357523533; +2025-06-05 10:08:05,537 - INFO - Evaluation: +Curr mae: 98.1108; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 174.2266; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1422; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:08:05,537 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 +2025-06-05 10:08:42,705 - INFO - Training: cls_zice: 122.61856802883527; reg_zipnll: -180.78832986339037; cnt_loss: 24.31723024987227; +2025-06-05 10:08:42,706 - INFO - Evaluation: +Curr mae: 104.3135; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 184.0589; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1667; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:08:42,706 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 +2025-06-05 10:09:21,016 - INFO - Training: cls_zice: 118.20196905830838; reg_zipnll: -146.81818600837758; cnt_loss: 21.682568671687548; +2025-06-05 10:09:21,017 - INFO - Evaluation: +Curr mae: 92.4164; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 163.7152; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1390; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:09:21,017 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 +2025-06-05 10:09:58,147 - INFO - Training: cls_zice: 120.11034514572447; reg_zipnll: -142.07455040129605; cnt_loss: 22.375781873993525; +2025-06-05 10:09:58,148 - INFO - Evaluation: +Curr mae: 100.7316; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 174.4448; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1462; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:09:58,148 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 +2025-06-05 10:10:35,388 - INFO - Training: cls_zice: 127.08234226151018; reg_zipnll: -134.72566195355347; cnt_loss: 25.72405017290684; +2025-06-05 10:10:35,388 - INFO - Evaluation: +Curr mae: 102.3041; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 181.0252; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1600; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:10:35,388 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 +2025-06-05 10:11:14,500 - INFO - Training: cls_zice: 120.09092275354246; reg_zipnll: -150.30585787943656; cnt_loss: 22.238101952912793; +2025-06-05 10:11:14,500 - INFO - Evaluation: +Curr mae: 105.4562; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 172.2722; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1848; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:11:14,500 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 +2025-06-05 10:11:51,620 - INFO - Training: cls_zice: 118.25008076547788; reg_zipnll: -148.51064584744688; cnt_loss: 23.32625875094079; +2025-06-05 10:11:51,621 - INFO - Evaluation: +Curr mae: 104.8753; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 183.4371; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1713; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:11:51,621 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 +2025-06-05 10:12:29,132 - INFO - Training: cls_zice: 120.13269351807651; reg_zipnll: -157.4604466861447; cnt_loss: 20.62170696258545; +2025-06-05 10:12:29,132 - INFO - Evaluation: +Curr mae: 97.9021; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 166.7803; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1523; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:12:29,132 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 +2025-06-05 10:13:06,536 - INFO - Training: cls_zice: 119.84835878586927; reg_zipnll: -151.59248785941017; cnt_loss: 23.126000151728952; +2025-06-05 10:13:06,537 - INFO - Evaluation: +Curr mae: 102.2528; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 175.7717; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1693; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:13:06,537 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 +2025-06-05 10:13:43,899 - INFO - Training: cls_zice: 117.79845918566976; reg_zipnll: -128.80978646183647; cnt_loss: 22.405033992615756; +2025-06-05 10:13:43,899 - INFO - Evaluation: +Curr mae: 103.6407; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 182.1242; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1471; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:13:43,899 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 +2025-06-05 10:14:21,173 - INFO - Training: cls_zice: 118.98976435882366; reg_zipnll: -129.88986142897448; cnt_loss: 21.63345117126869; +2025-06-05 10:14:21,174 - INFO - Evaluation: +Curr mae: 108.5094; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 191.8038; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1688; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:14:21,174 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 +2025-06-05 10:14:58,460 - INFO - Training: cls_zice: 117.74254880046213; reg_zipnll: -137.5958632980751; cnt_loss: 20.06170169565062; +2025-06-05 10:14:58,461 - INFO - Evaluation: +Curr mae: 101.6043; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 173.9885; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1567; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:14:58,461 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 +2025-06-05 10:15:36,680 - INFO - Training: cls_zice: 121.94076771767723; reg_zipnll: -156.96954297703624; cnt_loss: 23.877975940704346; +2025-06-05 10:15:36,681 - INFO - Evaluation: +Curr mae: 104.1961; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 185.3956; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1552; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:15:36,681 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 +2025-06-05 10:16:13,739 - INFO - Training: cls_zice: 121.35123049502342; reg_zipnll: -137.69703598527718; cnt_loss: 21.794852869400124; +2025-06-05 10:16:13,740 - INFO - Evaluation: +Curr mae: 106.5554; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 180.8763; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1602; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:16:13,740 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 +2025-06-05 10:16:51,155 - INFO - Training: cls_zice: 126.50287988170093; reg_zipnll: -147.12592132517833; cnt_loss: 27.371304764652884; +2025-06-05 10:16:51,156 - INFO - Evaluation: +Curr mae: 130.4814; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 213.6927; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.2074; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:16:51,156 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 +2025-06-05 10:17:28,616 - INFO - Training: cls_zice: 120.27849029389438; reg_zipnll: -109.85261360698978; cnt_loss: 22.45716275600408; +2025-06-05 10:17:28,617 - INFO - Evaluation: +Curr mae: 95.9590; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 172.1342; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1486; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:17:28,617 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 +2025-06-05 10:18:06,045 - INFO - Training: cls_zice: 120.81612196663357; reg_zipnll: -146.42341050406955; cnt_loss: 21.413348778983615; +2025-06-05 10:18:06,046 - INFO - Evaluation: +Curr mae: 101.4456; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 170.0548; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1631; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:18:06,046 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 +2025-06-05 10:18:43,414 - INFO - Training: cls_zice: 118.48933612116126; reg_zipnll: -159.04800357565975; cnt_loss: 19.178852592872467; +2025-06-05 10:18:43,414 - INFO - Evaluation: +Curr mae: 102.9213; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 165.1097; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1701; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:18:43,415 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 +2025-06-05 10:19:20,703 - INFO - Training: cls_zice: 119.04234797749298; reg_zipnll: -128.12335648441947; cnt_loss: 23.080587551293785; +2025-06-05 10:19:20,704 - INFO - Evaluation: +Curr mae: 95.1918; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 169.6279; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1403; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:19:20,704 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 +2025-06-05 10:19:58,081 - INFO - Training: cls_zice: 121.49673919804049; reg_zipnll: -158.1419941668479; cnt_loss: 22.44252639101041; +2025-06-05 10:19:58,082 - INFO - Evaluation: +Curr mae: 92.0723; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 169.0970; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1332; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:19:58,082 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 +2025-06-05 10:20:35,147 - INFO - Training: cls_zice: 114.85101942352901; reg_zipnll: -122.33314881103718; cnt_loss: 20.00577382536124; +2025-06-05 10:20:35,147 - INFO - Evaluation: +Curr mae: 104.2865; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 177.2621; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1586; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:20:35,147 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 +2025-06-05 10:21:12,402 - INFO - Training: cls_zice: 118.64546457505384; reg_zipnll: -144.69958879458193; cnt_loss: 20.153357477377583; +2025-06-05 10:21:12,403 - INFO - Evaluation: +Curr mae: 90.9309; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 152.9437; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1356; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:21:12,403 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 +2025-06-05 10:21:50,390 - INFO - Training: cls_zice: 120.03243349087948; reg_zipnll: -170.3524460003076; cnt_loss: 20.358424464598396; +2025-06-05 10:21:50,391 - INFO - Evaluation: +Curr mae: 95.3524; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 166.7376; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1381; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:21:50,391 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 +2025-06-05 10:22:27,515 - INFO - Training: cls_zice: 120.74883536787223; reg_zipnll: -146.56758959561785; cnt_loss: 22.156768779880952; +2025-06-05 10:22:27,515 - INFO - Evaluation: +Curr mae: 119.5959; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 197.8114; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1857; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:22:27,516 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 +2025-06-05 10:23:04,672 - INFO - Training: cls_zice: 116.31335210484384; reg_zipnll: -127.08002198768767; cnt_loss: 21.375174493979145; +2025-06-05 10:23:04,673 - INFO - Evaluation: +Curr mae: 106.2592; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 188.5574; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1526; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:23:04,673 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 +2025-06-05 10:23:41,794 - INFO - Training: cls_zice: 118.2723427197791; reg_zipnll: -180.45342605161352; cnt_loss: 20.5722300437902; +2025-06-05 10:23:41,795 - INFO - Evaluation: +Curr mae: 91.8625; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 159.8489; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1413; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:23:41,795 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 +2025-06-05 10:24:20,853 - INFO - Training: cls_zice: 117.07537167277557; reg_zipnll: -134.94175675373205; cnt_loss: 20.34337234181284; +2025-06-05 10:24:20,854 - INFO - Evaluation: +Curr mae: 94.7549; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 87.1771; +Curr rmse: 177.5182; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1363; Best nae: 0.1209; 0.1217; 0.1254; 0.1256; 0.1264; + + + +2025-06-05 10:24:21,629 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 +2025-06-05 10:24:59,247 - INFO - Training: cls_zice: 119.71881045410964; reg_zipnll: -130.21203795805673; cnt_loss: 19.167638968158244; +2025-06-05 10:24:59,847 - INFO - Evaluation: +Curr mae: 86.9544; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 157.5557; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1238; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:24:59,847 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 +2025-06-05 10:25:37,271 - INFO - Training: cls_zice: 118.93157486568224; reg_zipnll: -160.68777386242192; cnt_loss: 19.810947947154773; +2025-06-05 10:25:37,272 - INFO - Evaluation: +Curr mae: 99.5320; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 174.5336; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1437; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:25:37,272 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 +2025-06-05 10:26:14,673 - INFO - Training: cls_zice: 114.7593122318091; reg_zipnll: -122.7743872301468; cnt_loss: 20.086363542948337; +2025-06-05 10:26:14,674 - INFO - Evaluation: +Curr mae: 95.0957; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 165.6344; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1401; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:26:14,674 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 +2025-06-05 10:26:51,873 - INFO - Training: cls_zice: 116.66425696429827; reg_zipnll: -137.79027203060934; cnt_loss: 21.00253517896134; +2025-06-05 10:26:51,874 - INFO - Evaluation: +Curr mae: 105.2460; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 180.9170; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1639; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:26:51,874 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 +2025-06-05 10:27:29,445 - INFO - Training: cls_zice: 118.6992094658858; reg_zipnll: -167.366886208389; cnt_loss: 20.6663109182522; +2025-06-05 10:27:29,446 - INFO - Evaluation: +Curr mae: 92.4586; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 159.3280; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1404; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:27:29,446 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 +2025-06-05 10:28:06,866 - INFO - Training: cls_zice: 116.82934878519829; reg_zipnll: -164.62710729813733; cnt_loss: 19.165298196653655; +2025-06-05 10:28:06,867 - INFO - Evaluation: +Curr mae: 87.6450; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 156.9074; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1290; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:28:06,867 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 +2025-06-05 10:28:46,183 - INFO - Training: cls_zice: 121.65113183836274; reg_zipnll: -142.24399475703964; cnt_loss: 20.399115892435542; +2025-06-05 10:28:46,184 - INFO - Evaluation: +Curr mae: 111.3669; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 188.4428; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1754; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:28:46,184 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 +2025-06-05 10:29:23,305 - INFO - Training: cls_zice: 121.73616965085465; reg_zipnll: -151.90523583683748; cnt_loss: 21.01481739258924; +2025-06-05 10:29:23,306 - INFO - Evaluation: +Curr mae: 98.7405; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 162.8925; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1533; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:29:23,306 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 +2025-06-05 10:30:00,520 - INFO - Training: cls_zice: 120.4840154079412; reg_zipnll: -155.08318746958346; cnt_loss: 20.738854191950615; +2025-06-05 10:30:00,521 - INFO - Evaluation: +Curr mae: 100.5875; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 180.5517; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1428; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:30:00,521 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 +2025-06-05 10:30:37,994 - INFO - Training: cls_zice: 121.37507274450846; reg_zipnll: -138.98676388468962; cnt_loss: 18.925516359063963; +2025-06-05 10:30:37,995 - INFO - Evaluation: +Curr mae: 98.3041; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 169.5269; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1597; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:30:37,995 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 +2025-06-05 10:31:17,112 - INFO - Training: cls_zice: 117.20942161256905; reg_zipnll: -157.9743112286195; cnt_loss: 19.302569932495523; +2025-06-05 10:31:17,113 - INFO - Evaluation: +Curr mae: 96.9192; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 165.2830; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1458; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:31:17,113 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 +2025-06-05 10:31:54,207 - INFO - Training: cls_zice: 116.95690031241108; reg_zipnll: -142.63296155740093; cnt_loss: 18.967082467300212; +2025-06-05 10:31:54,208 - INFO - Evaluation: +Curr mae: 99.3211; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 168.2351; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1531; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:31:54,208 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 +2025-06-05 10:32:31,423 - INFO - Training: cls_zice: 118.16826533639667; reg_zipnll: -163.74521427596642; cnt_loss: 19.60019537155202; +2025-06-05 10:32:31,424 - INFO - Evaluation: +Curr mae: 89.2012; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 155.2268; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1402; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:32:31,424 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 +2025-06-05 10:33:09,062 - INFO - Training: cls_zice: 117.4179369187513; reg_zipnll: -138.2481994155227; cnt_loss: 18.945928819921633; +2025-06-05 10:33:09,063 - INFO - Evaluation: +Curr mae: 97.1234; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 162.8646; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1577; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:33:09,063 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 +2025-06-05 10:33:46,324 - INFO - Training: cls_zice: 119.03986265801436; reg_zipnll: -153.8501300180195; cnt_loss: 19.06337638248671; +2025-06-05 10:33:46,325 - INFO - Evaluation: +Curr mae: 97.1325; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 165.3892; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1542; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:33:46,325 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 +2025-06-05 10:34:23,762 - INFO - Training: cls_zice: 117.9683530946441; reg_zipnll: -138.0631096884115; cnt_loss: 19.711037411595022; +2025-06-05 10:34:23,763 - INFO - Evaluation: +Curr mae: 105.7350; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 178.2952; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1623; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:34:23,763 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 +2025-06-05 10:35:01,504 - INFO - Training: cls_zice: 118.2904597528723; reg_zipnll: -155.49717359984948; cnt_loss: 19.691420286696477; +2025-06-05 10:35:01,505 - INFO - Evaluation: +Curr mae: 93.0059; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 159.2948; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1388; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:35:01,505 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 +2025-06-05 10:35:38,914 - INFO - Training: cls_zice: 116.51058205863498; reg_zipnll: -164.03337358638942; cnt_loss: 19.32154885664681; +2025-06-05 10:35:38,915 - INFO - Evaluation: +Curr mae: 92.8552; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 165.4652; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1348; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:35:38,915 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 +2025-06-05 10:36:16,590 - INFO - Training: cls_zice: 116.93025750671791; reg_zipnll: -143.40111340908024; cnt_loss: 19.14580165155676; +2025-06-05 10:36:16,591 - INFO - Evaluation: +Curr mae: 100.8027; Best mae: 83.6727; 83.8768; 84.5671; 86.9091; 86.9544; +Curr rmse: 172.0349; Best rmse: 144.1649; 145.5045; 149.5302; 150.5951; 151.6706; +Curr nae: 0.1553; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:36:16,592 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 +2025-06-05 10:36:54,561 - INFO - Training: cls_zice: 117.15173289317958; reg_zipnll: -148.04197392242634; cnt_loss: 19.775853589670547; +2025-06-05 10:36:55,175 - INFO - Evaluation: +Curr mae: 86.2061; Best mae: 83.6727; 83.8768; 84.5671; 86.2061; 86.9091; +Curr rmse: 150.2847; Best rmse: 144.1649; 145.5045; 149.5302; 150.2847; 150.5951; +Curr nae: 0.1313; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:36:55,175 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 +2025-06-05 10:37:33,675 - INFO - Training: cls_zice: 117.97150486826108; reg_zipnll: -136.04553740545614; cnt_loss: 19.12403903102243; +2025-06-05 10:37:33,676 - INFO - Evaluation: +Curr mae: 110.2985; Best mae: 83.6727; 83.8768; 84.5671; 86.2061; 86.9091; +Curr rmse: 182.4117; Best rmse: 144.1649; 145.5045; 149.5302; 150.2847; 150.5951; +Curr nae: 0.1763; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:37:33,676 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 +2025-06-05 10:38:12,272 - INFO - Training: cls_zice: 115.47366537637268; reg_zipnll: -143.10472465666714; cnt_loss: 20.282119021510447; +2025-06-05 10:38:12,343 - INFO - Evaluation: +Curr mae: 96.5526; Best mae: 83.6727; 83.8768; 84.5671; 86.2061; 86.9091; +Curr rmse: 167.3426; Best rmse: 144.1649; 145.5045; 149.5302; 150.2847; 150.5951; +Curr nae: 0.1420; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:38:12,344 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 +2025-06-05 10:38:50,601 - INFO - Training: cls_zice: 122.33894840770999; reg_zipnll: -165.84398665649212; cnt_loss: 20.61027121228098; +2025-06-05 10:38:50,904 - INFO - Evaluation: +Curr mae: 89.0709; Best mae: 83.6727; 83.8768; 84.5671; 86.2061; 86.9091; +Curr rmse: 144.1310; Best rmse: 144.1310; 144.1649; 145.5045; 149.5302; 150.2847; +Curr nae: 0.1481; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:38:50,904 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 +2025-06-05 10:39:28,452 - INFO - Training: cls_zice: 116.19010921503535; reg_zipnll: -147.55699009926903; cnt_loss: 18.043210209600183; +2025-06-05 10:39:28,453 - INFO - Evaluation: +Curr mae: 101.8624; Best mae: 83.6727; 83.8768; 84.5671; 86.2061; 86.9091; +Curr rmse: 166.8874; Best rmse: 144.1310; 144.1649; 145.5045; 149.5302; 150.2847; +Curr nae: 0.1668; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:39:28,453 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 +2025-06-05 10:40:06,399 - INFO - Training: cls_zice: 117.60284840665906; reg_zipnll: -136.30915776625375; cnt_loss: 16.99795040863239; +2025-06-05 10:40:06,399 - INFO - Evaluation: +Curr mae: 96.8101; Best mae: 83.6727; 83.8768; 84.5671; 86.2061; 86.9091; +Curr rmse: 165.7288; Best rmse: 144.1310; 144.1649; 145.5045; 149.5302; 150.2847; +Curr nae: 0.1419; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:40:06,399 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 +2025-06-05 10:40:44,521 - INFO - Training: cls_zice: 118.83468216144486; reg_zipnll: -155.82200681926398; cnt_loss: 18.75889445140662; +2025-06-05 10:40:44,522 - INFO - Evaluation: +Curr mae: 90.9893; Best mae: 83.6727; 83.8768; 84.5671; 86.2061; 86.9091; +Curr rmse: 159.1680; Best rmse: 144.1310; 144.1649; 145.5045; 149.5302; 150.2847; +Curr nae: 0.1403; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:40:44,522 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 +2025-06-05 10:41:22,518 - INFO - Training: cls_zice: 114.66404091285554; reg_zipnll: -143.48093741461142; cnt_loss: 19.053032717167937; +2025-06-05 10:41:22,519 - INFO - Evaluation: +Curr mae: 91.5599; Best mae: 83.6727; 83.8768; 84.5671; 86.2061; 86.9091; +Curr rmse: 158.2348; Best rmse: 144.1310; 144.1649; 145.5045; 149.5302; 150.2847; +Curr nae: 0.1387; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:41:22,519 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 +2025-06-05 10:42:01,060 - INFO - Training: cls_zice: 117.1227882839986; reg_zipnll: -161.5701409333589; cnt_loss: 19.956011664788456; +2025-06-05 10:42:01,061 - INFO - Evaluation: +Curr mae: 88.0736; Best mae: 83.6727; 83.8768; 84.5671; 86.2061; 86.9091; +Curr rmse: 151.7117; Best rmse: 144.1310; 144.1649; 145.5045; 149.5302; 150.2847; +Curr nae: 0.1398; Best nae: 0.1209; 0.1217; 0.1238; 0.1254; 0.1256; + + + +2025-06-05 10:42:01,061 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 +2025-06-05 10:42:38,552 - INFO - Training: cls_zice: 118.68229362033061; reg_zipnll: -143.92310565670596; cnt_loss: 18.18524619285634; +2025-06-05 10:42:39,152 - INFO - Evaluation: +Curr mae: 85.5677; Best mae: 83.6727; 83.8768; 84.5671; 85.5677; 86.2061; +Curr rmse: 151.2642; Best rmse: 144.1310; 144.1649; 145.5045; 149.5302; 150.2847; +Curr nae: 0.1228; Best nae: 0.1209; 0.1217; 0.1228; 0.1238; 0.1254; + + + +2025-06-05 10:42:39,152 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 +2025-06-05 10:43:16,978 - INFO - Training: cls_zice: 117.47815938027489; reg_zipnll: -140.21374152354056; cnt_loss: 18.282414799494457; +2025-06-05 10:43:19,956 - INFO - Evaluation: +Curr mae: 84.5206; Best mae: 83.6727; 83.8768; 84.5206; 84.5671; 85.5677; +Curr rmse: 148.3249; Best rmse: 144.1310; 144.1649; 145.5045; 148.3249; 149.5302; +Curr nae: 0.1218; Best nae: 0.1209; 0.1217; 0.1218; 0.1228; 0.1238; + + + +2025-06-05 10:43:19,957 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 +2025-06-05 10:43:59,798 - INFO - Training: cls_zice: 117.3903051212134; reg_zipnll: -177.6351378485067; cnt_loss: 16.82112733259896; +2025-06-05 10:43:59,799 - INFO - Evaluation: +Curr mae: 102.0215; Best mae: 83.6727; 83.8768; 84.5206; 84.5671; 85.5677; +Curr rmse: 177.9496; Best rmse: 144.1310; 144.1649; 145.5045; 148.3249; 149.5302; +Curr nae: 0.1474; Best nae: 0.1209; 0.1217; 0.1218; 0.1228; 0.1238; + + + +2025-06-05 10:43:59,799 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 +2025-06-05 10:44:38,017 - INFO - Training: cls_zice: 117.98173832419693; reg_zipnll: -146.87624677443347; cnt_loss: 17.275283469269606; +2025-06-05 10:44:38,017 - INFO - Evaluation: +Curr mae: 95.0793; Best mae: 83.6727; 83.8768; 84.5206; 84.5671; 85.5677; +Curr rmse: 163.0682; Best rmse: 144.1310; 144.1649; 145.5045; 148.3249; 149.5302; +Curr nae: 0.1416; Best nae: 0.1209; 0.1217; 0.1218; 0.1228; 0.1238; + + + +2025-06-05 10:44:38,017 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 +2025-06-05 10:45:15,444 - INFO - Training: cls_zice: 114.99632849282776; reg_zipnll: -162.1509108132874; cnt_loss: 16.727346549760426; +2025-06-05 10:45:16,600 - INFO - Evaluation: +Curr mae: 83.3690; Best mae: 83.3690; 83.6727; 83.8768; 84.5206; 84.5671; +Curr rmse: 142.5116; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1264; Best nae: 0.1209; 0.1217; 0.1218; 0.1228; 0.1238; + + + +2025-06-05 10:45:16,600 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 +2025-06-05 10:45:53,923 - INFO - Training: cls_zice: 117.96111883706604; reg_zipnll: -151.39124493883145; cnt_loss: 17.89220354888613; +2025-06-05 10:45:53,923 - INFO - Evaluation: +Curr mae: 87.0467; Best mae: 83.3690; 83.6727; 83.8768; 84.5206; 84.5671; +Curr rmse: 153.6938; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1246; Best nae: 0.1209; 0.1217; 0.1218; 0.1228; 0.1238; + + + +2025-06-05 10:45:53,924 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 +2025-06-05 10:46:31,365 - INFO - Training: cls_zice: 115.66616904656618; reg_zipnll: -135.63489966992512; cnt_loss: 16.942951601862116; +2025-06-05 10:46:31,667 - INFO - Evaluation: +Curr mae: 84.2674; Best mae: 83.3690; 83.6727; 83.8768; 84.2674; 84.5206; +Curr rmse: 151.4972; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1257; Best nae: 0.1209; 0.1217; 0.1218; 0.1228; 0.1238; + + + +2025-06-05 10:46:31,667 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 +2025-06-05 10:47:09,102 - INFO - Training: cls_zice: 119.91149652872654; reg_zipnll: -160.99272206919082; cnt_loss: 18.065379134866575; +2025-06-05 10:47:09,103 - INFO - Evaluation: +Curr mae: 92.6490; Best mae: 83.3690; 83.6727; 83.8768; 84.2674; 84.5206; +Curr rmse: 160.6935; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1305; Best nae: 0.1209; 0.1217; 0.1218; 0.1228; 0.1238; + + + +2025-06-05 10:47:09,103 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 +2025-06-05 10:47:46,456 - INFO - Training: cls_zice: 116.55295291168011; reg_zipnll: -194.6999101544058; cnt_loss: 18.030288701025857; +2025-06-05 10:47:47,246 - INFO - Evaluation: +Curr mae: 83.2452; Best mae: 83.2452; 83.3690; 83.6727; 83.8768; 84.2674; +Curr rmse: 149.1248; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1220; Best nae: 0.1209; 0.1217; 0.1218; 0.1220; 0.1228; + + + +2025-06-05 10:47:47,246 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 +2025-06-05 10:48:24,496 - INFO - Training: cls_zice: 116.00831409479609; reg_zipnll: -138.26312145334205; cnt_loss: 17.254807278020493; +2025-06-05 10:48:25,104 - INFO - Evaluation: +Curr mae: 82.4043; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 150.8231; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1159; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:48:25,104 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 +2025-06-05 10:49:02,413 - INFO - Training: cls_zice: 119.10294488565812; reg_zipnll: -151.36065232990595; cnt_loss: 18.405917363451017; +2025-06-05 10:49:02,413 - INFO - Evaluation: +Curr mae: 93.0517; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 155.5699; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1408; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:49:02,413 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 +2025-06-05 10:49:41,208 - INFO - Training: cls_zice: 116.07247702491205; reg_zipnll: -131.80161263295358; cnt_loss: 16.64009989176365; +2025-06-05 10:49:41,209 - INFO - Evaluation: +Curr mae: 85.3714; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 151.3472; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1265; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:49:41,209 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 +2025-06-05 10:50:18,646 - INFO - Training: cls_zice: 116.06415250917144; reg_zipnll: -164.13397353216513; cnt_loss: 19.615172722481734; +2025-06-05 10:50:18,647 - INFO - Evaluation: +Curr mae: 95.5351; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 160.2858; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1511; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:50:18,647 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 +2025-06-05 10:50:55,863 - INFO - Training: cls_zice: 117.17019019221628; reg_zipnll: -147.47485399562; cnt_loss: 16.804364041776847; +2025-06-05 10:50:55,863 - INFO - Evaluation: +Curr mae: 86.3565; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 152.8353; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1271; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:50:55,864 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 +2025-06-05 10:51:33,253 - INFO - Training: cls_zice: 116.44565341646309; reg_zipnll: -145.97987320249445; cnt_loss: 17.493471496152562; +2025-06-05 10:51:33,254 - INFO - Evaluation: +Curr mae: 89.7534; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 154.5424; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1347; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:51:33,254 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 +2025-06-05 10:52:10,615 - INFO - Training: cls_zice: 120.1095557181251; reg_zipnll: -171.9482424211818; cnt_loss: 17.991784507865148; +2025-06-05 10:52:10,615 - INFO - Evaluation: +Curr mae: 90.6891; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 160.3965; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1362; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:52:10,615 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 +2025-06-05 10:52:48,180 - INFO - Training: cls_zice: 116.83296471399977; reg_zipnll: -158.4461275441757; cnt_loss: 17.05973034189237; +2025-06-05 10:52:48,181 - INFO - Evaluation: +Curr mae: 97.5926; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 173.7201; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1391; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:52:48,181 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 +2025-06-05 10:53:25,432 - INFO - Training: cls_zice: 116.60319842408035; reg_zipnll: -146.51500105699955; cnt_loss: 15.636176270364926; +2025-06-05 10:53:25,433 - INFO - Evaluation: +Curr mae: 93.0809; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 159.7951; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1426; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:53:25,433 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 +2025-06-05 10:54:02,627 - INFO - Training: cls_zice: 114.1743157999405; reg_zipnll: -136.02100335683255; cnt_loss: 16.660622056746323; +2025-06-05 10:54:02,628 - INFO - Evaluation: +Curr mae: 89.2171; Best mae: 82.4043; 83.2452; 83.3690; 83.6727; 83.8768; +Curr rmse: 157.1888; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1268; Best nae: 0.1159; 0.1209; 0.1217; 0.1218; 0.1220; + + + +2025-06-05 10:54:02,628 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 +2025-06-05 10:54:39,974 - INFO - Training: cls_zice: 122.19011825915204; reg_zipnll: -173.01209027246134; cnt_loss: 22.862889498274846; +2025-06-05 10:54:40,572 - INFO - Evaluation: +Curr mae: 82.7803; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 151.8748; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1207; Best nae: 0.1159; 0.1207; 0.1209; 0.1217; 0.1218; + + + +2025-06-05 10:54:40,572 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 +2025-06-05 10:55:17,737 - INFO - Training: cls_zice: 114.55818023429012; reg_zipnll: -156.75652217233417; cnt_loss: 18.543163856923186; +2025-06-05 10:55:19,228 - INFO - Evaluation: +Curr mae: 86.2717; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 152.9093; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1213; Best nae: 0.1159; 0.1207; 0.1209; 0.1213; 0.1217; + + + +2025-06-05 10:55:19,228 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 +2025-06-05 10:55:56,685 - INFO - Training: cls_zice: 113.85323270582995; reg_zipnll: -130.00817738463547; cnt_loss: 17.216360908470406; +2025-06-05 10:55:56,685 - INFO - Evaluation: +Curr mae: 88.0471; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.7314; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1266; Best nae: 0.1159; 0.1207; 0.1209; 0.1213; 0.1217; + + + +2025-06-05 10:55:57,712 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 +2025-06-05 10:56:34,776 - INFO - Training: cls_zice: 112.21829511629825; reg_zipnll: -148.28931967627923; cnt_loss: 15.688459030050316; +2025-06-05 10:56:34,776 - INFO - Evaluation: +Curr mae: 97.6253; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 169.2324; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1505; Best nae: 0.1159; 0.1207; 0.1209; 0.1213; 0.1217; + + + +2025-06-05 10:56:34,777 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 +2025-06-05 10:57:11,899 - INFO - Training: cls_zice: 119.20870933785343; reg_zipnll: -138.88262350827654; cnt_loss: 19.833276140768795; +2025-06-05 10:57:11,900 - INFO - Evaluation: +Curr mae: 105.8339; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 173.9374; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1674; Best nae: 0.1159; 0.1207; 0.1209; 0.1213; 0.1217; + + + +2025-06-05 10:57:11,900 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 +2025-06-05 10:57:49,231 - INFO - Training: cls_zice: 116.9244338092425; reg_zipnll: -166.03153046866916; cnt_loss: 18.899736710731556; +2025-06-05 10:57:49,232 - INFO - Evaluation: +Curr mae: 89.6380; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.8004; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1276; Best nae: 0.1159; 0.1207; 0.1209; 0.1213; 0.1217; + + + +2025-06-05 10:57:49,232 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 +2025-06-05 10:58:26,653 - INFO - Training: cls_zice: 115.41855844914518; reg_zipnll: -156.73857317539242; cnt_loss: 15.639854836937607; +2025-06-05 10:58:26,654 - INFO - Evaluation: +Curr mae: 94.5178; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 165.6935; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1328; Best nae: 0.1159; 0.1207; 0.1209; 0.1213; 0.1217; + + + +2025-06-05 10:58:26,654 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 +2025-06-05 10:59:03,684 - INFO - Training: cls_zice: 118.07212342015954; reg_zipnll: -161.84793516500108; cnt_loss: 17.945664661609573; +2025-06-05 10:59:03,685 - INFO - Evaluation: +Curr mae: 97.7346; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 174.8554; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1373; Best nae: 0.1159; 0.1207; 0.1209; 0.1213; 0.1217; + + + +2025-06-05 10:59:03,685 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 +2025-06-05 10:59:40,954 - INFO - Training: cls_zice: 114.49597029022823; reg_zipnll: -130.21502782809023; cnt_loss: 14.708768435661366; +2025-06-05 10:59:41,256 - INFO - Evaluation: +Curr mae: 85.8661; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.2056; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1199; Best nae: 0.1159; 0.1199; 0.1207; 0.1209; 0.1213; + + + +2025-06-05 10:59:41,256 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 +2025-06-05 11:00:18,403 - INFO - Training: cls_zice: 115.22520034992142; reg_zipnll: -153.25047156984442; cnt_loss: 16.43378592169048; +2025-06-05 11:00:18,404 - INFO - Evaluation: +Curr mae: 85.1740; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 150.5602; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1282; Best nae: 0.1159; 0.1199; 0.1207; 0.1209; 0.1213; + + + +2025-06-05 11:00:18,404 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 +2025-06-05 11:00:55,768 - INFO - Training: cls_zice: 117.89922744548873; reg_zipnll: -147.2748729882651; cnt_loss: 16.626205220127737; +2025-06-05 11:00:55,769 - INFO - Evaluation: +Curr mae: 104.5006; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 183.6104; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1506; Best nae: 0.1159; 0.1199; 0.1207; 0.1209; 0.1213; + + + +2025-06-05 11:00:55,769 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 +2025-06-05 11:01:34,092 - INFO - Training: cls_zice: 117.13912059455518; reg_zipnll: -150.9325856973004; cnt_loss: 15.607306748825982; +2025-06-05 11:01:34,092 - INFO - Evaluation: +Curr mae: 94.4036; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 166.8360; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1343; Best nae: 0.1159; 0.1199; 0.1207; 0.1209; 0.1213; + + + +2025-06-05 11:01:34,093 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 +2025-06-05 11:02:11,418 - INFO - Training: cls_zice: 118.73158875522235; reg_zipnll: -170.03632340210163; cnt_loss: 16.16226294656463; +2025-06-05 11:02:11,419 - INFO - Evaluation: +Curr mae: 94.5490; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.7885; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1476; Best nae: 0.1159; 0.1199; 0.1207; 0.1209; 0.1213; + + + +2025-06-05 11:02:11,419 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 +2025-06-05 11:02:49,724 - INFO - Training: cls_zice: 115.20315422917044; reg_zipnll: -148.36426779134385; cnt_loss: 15.5420551410574; +2025-06-05 11:02:49,725 - INFO - Evaluation: +Curr mae: 87.6675; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.8732; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1250; Best nae: 0.1159; 0.1199; 0.1207; 0.1209; 0.1213; + + + +2025-06-05 11:02:49,725 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 +2025-06-05 11:03:27,937 - INFO - Training: cls_zice: 116.50661756502872; reg_zipnll: -149.36287809207738; cnt_loss: 16.15249685893785; +2025-06-05 11:03:27,937 - INFO - Evaluation: +Curr mae: 92.2841; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 166.8915; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1320; Best nae: 0.1159; 0.1199; 0.1207; 0.1209; 0.1213; + + + +2025-06-05 11:03:27,938 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 +2025-06-05 11:04:05,095 - INFO - Training: cls_zice: 114.50184427981345; reg_zipnll: -144.99192871321117; cnt_loss: 15.57867844057399; +2025-06-05 11:04:05,096 - INFO - Evaluation: +Curr mae: 90.4256; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.4990; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1353; Best nae: 0.1159; 0.1199; 0.1207; 0.1209; 0.1213; + + + +2025-06-05 11:04:05,096 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 +2025-06-05 11:04:42,532 - INFO - Training: cls_zice: 116.78423342167936; reg_zipnll: -158.34274908091058; cnt_loss: 16.32256430821703; +2025-06-05 11:04:42,533 - INFO - Evaluation: +Curr mae: 91.3666; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.8888; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1350; Best nae: 0.1159; 0.1199; 0.1207; 0.1209; 0.1213; + + + +2025-06-05 11:04:42,533 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 +2025-06-05 11:05:21,306 - INFO - Training: cls_zice: 114.28611133903857; reg_zipnll: -155.81276826669048; cnt_loss: 15.518161192635038; +2025-06-05 11:05:22,017 - INFO - Evaluation: +Curr mae: 87.6796; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 162.0233; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1201; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:05:22,017 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 +2025-06-05 11:05:59,281 - INFO - Training: cls_zice: 115.50308670902884; reg_zipnll: -171.8229235623846; cnt_loss: 15.03640495388713; +2025-06-05 11:05:59,282 - INFO - Evaluation: +Curr mae: 87.4964; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 153.3339; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1308; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:05:59,282 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 +2025-06-05 11:06:36,530 - INFO - Training: cls_zice: 116.43636814647952; reg_zipnll: -146.721894794742; cnt_loss: 15.69706801862906; +2025-06-05 11:06:36,531 - INFO - Evaluation: +Curr mae: 103.1043; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 182.2204; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1542; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:06:36,531 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 +2025-06-05 11:07:13,837 - INFO - Training: cls_zice: 113.77462810870038; reg_zipnll: -161.45771276713995; cnt_loss: 15.149268418747857; +2025-06-05 11:07:13,838 - INFO - Evaluation: +Curr mae: 94.9008; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 170.7336; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1382; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:07:13,838 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 +2025-06-05 11:07:51,073 - INFO - Training: cls_zice: 114.61304178301073; reg_zipnll: -147.371843148541; cnt_loss: 15.110362218705234; +2025-06-05 11:07:51,074 - INFO - Evaluation: +Curr mae: 91.4564; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 162.6290; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1362; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:07:51,074 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 +2025-06-05 11:08:28,459 - INFO - Training: cls_zice: 114.43940338235817; reg_zipnll: -170.72127401591925; cnt_loss: 15.459824146813904; +2025-06-05 11:08:28,459 - INFO - Evaluation: +Curr mae: 88.2482; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.0553; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1238; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:08:28,460 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 +2025-06-05 11:09:05,654 - INFO - Training: cls_zice: 129.1665224492155; reg_zipnll: -162.81399673184023; cnt_loss: 27.0329927261302; +2025-06-05 11:09:05,655 - INFO - Evaluation: +Curr mae: 97.1066; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.1456; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1508; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:09:05,655 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 +2025-06-05 11:09:42,800 - INFO - Training: cls_zice: 114.90125705390577; reg_zipnll: -173.3485432807973; cnt_loss: 16.35622952158088; +2025-06-05 11:09:42,801 - INFO - Evaluation: +Curr mae: 92.8381; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.4496; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1366; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:09:42,802 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 +2025-06-05 11:10:20,136 - INFO - Training: cls_zice: 114.49707040092014; reg_zipnll: -153.59822194939417; cnt_loss: 15.131290868418105; +2025-06-05 11:10:20,137 - INFO - Evaluation: +Curr mae: 92.1086; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 160.2465; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1361; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:10:20,137 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 +2025-06-05 11:10:57,505 - INFO - Training: cls_zice: 115.64654503121281; reg_zipnll: -183.4098601372826; cnt_loss: 16.731851716704718; +2025-06-05 11:10:57,506 - INFO - Evaluation: +Curr mae: 89.7327; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.5157; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1332; Best nae: 0.1159; 0.1199; 0.1201; 0.1207; 0.1209; + + + +2025-06-05 11:10:57,506 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 +2025-06-05 11:11:34,685 - INFO - Training: cls_zice: 116.31835427189505; reg_zipnll: -155.0700215788077; cnt_loss: 14.85815410424542; +2025-06-05 11:11:34,987 - INFO - Evaluation: +Curr mae: 85.9259; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.6604; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1203; Best nae: 0.1159; 0.1199; 0.1201; 0.1203; 0.1207; + + + +2025-06-05 11:11:34,987 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 +2025-06-05 11:12:12,354 - INFO - Training: cls_zice: 114.50499182189537; reg_zipnll: -162.77935007234282; cnt_loss: 15.542217996736236; +2025-06-05 11:12:12,355 - INFO - Evaluation: +Curr mae: 89.5859; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.8294; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1338; Best nae: 0.1159; 0.1199; 0.1201; 0.1203; 0.1207; + + + +2025-06-05 11:12:12,355 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 +2025-06-05 11:12:49,711 - INFO - Training: cls_zice: 113.89113171684821; reg_zipnll: -165.45982570521878; cnt_loss: 14.489884056002888; +2025-06-05 11:12:49,712 - INFO - Evaluation: +Curr mae: 87.8086; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.0968; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1299; Best nae: 0.1159; 0.1199; 0.1201; 0.1203; 0.1207; + + + +2025-06-05 11:12:49,712 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 +2025-06-05 11:13:27,070 - INFO - Training: cls_zice: 109.92151379111587; reg_zipnll: -147.52614987607035; cnt_loss: 13.572505758298155; +2025-06-05 11:13:27,071 - INFO - Evaluation: +Curr mae: 96.5492; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 172.5248; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1419; Best nae: 0.1159; 0.1199; 0.1201; 0.1203; 0.1207; + + + +2025-06-05 11:13:27,071 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 +2025-06-05 11:14:04,114 - INFO - Training: cls_zice: 113.9140835692551; reg_zipnll: -147.6443995545242; cnt_loss: 15.338559460166275; +2025-06-05 11:14:04,115 - INFO - Evaluation: +Curr mae: 88.1032; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.6226; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1257; Best nae: 0.1159; 0.1199; 0.1201; 0.1203; 0.1207; + + + +2025-06-05 11:14:04,115 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 +2025-06-05 11:14:41,383 - INFO - Training: cls_zice: 115.9460593217256; reg_zipnll: -155.29369817822186; cnt_loss: 15.300515519072677; +2025-06-05 11:14:41,384 - INFO - Evaluation: +Curr mae: 92.1799; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.2756; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1415; Best nae: 0.1159; 0.1199; 0.1201; 0.1203; 0.1207; + + + +2025-06-05 11:14:41,384 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 +2025-06-05 11:15:18,716 - INFO - Training: cls_zice: 116.44076043564752; reg_zipnll: -154.98127496479364; cnt_loss: 14.368155624692804; +2025-06-05 11:15:18,716 - INFO - Evaluation: +Curr mae: 87.5623; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.6232; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1249; Best nae: 0.1159; 0.1199; 0.1201; 0.1203; 0.1207; + + + +2025-06-05 11:15:18,716 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 +2025-06-05 11:15:56,023 - INFO - Training: cls_zice: 116.3259084840484; reg_zipnll: -163.19318153684503; cnt_loss: 14.643105431108285; +2025-06-05 11:15:56,023 - INFO - Evaluation: +Curr mae: 84.7362; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 150.3183; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1266; Best nae: 0.1159; 0.1199; 0.1201; 0.1203; 0.1207; + + + +2025-06-05 11:15:56,024 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 +2025-06-05 11:16:33,451 - INFO - Training: cls_zice: 113.70279027926212; reg_zipnll: -192.74680548787907; cnt_loss: 15.547481685284747; +2025-06-05 11:16:33,452 - INFO - Evaluation: +Curr mae: 88.6552; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.9893; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1269; Best nae: 0.1159; 0.1199; 0.1201; 0.1203; 0.1207; + + + +2025-06-05 11:16:33,452 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 +2025-06-05 11:17:10,597 - INFO - Training: cls_zice: 115.06751471007897; reg_zipnll: -146.0185266014756; cnt_loss: 14.167714134746829; +2025-06-05 11:17:10,895 - INFO - Evaluation: +Curr mae: 84.6414; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 152.8422; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1202; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:17:10,895 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 +2025-06-05 11:17:48,136 - INFO - Training: cls_zice: 114.41219339939143; reg_zipnll: -156.83708717017774; cnt_loss: 15.121489812206748; +2025-06-05 11:17:48,137 - INFO - Evaluation: +Curr mae: 89.0310; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 160.6049; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1224; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:17:48,137 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 +2025-06-05 11:18:25,472 - INFO - Training: cls_zice: 113.44907518096318; reg_zipnll: -176.72607599978414; cnt_loss: 14.778158165761177; +2025-06-05 11:18:25,473 - INFO - Evaluation: +Curr mae: 87.2753; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.1763; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1256; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:18:25,473 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 +2025-06-05 11:19:02,858 - INFO - Training: cls_zice: 116.90969299164828; reg_zipnll: -179.2551329656942; cnt_loss: 14.815599782577413; +2025-06-05 11:19:02,859 - INFO - Evaluation: +Curr mae: 87.2724; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 153.5966; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1298; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:19:02,859 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 +2025-06-05 11:19:40,051 - INFO - Training: cls_zice: 111.69968530515962; reg_zipnll: -138.65184528780298; cnt_loss: 13.9069220719748; +2025-06-05 11:19:40,052 - INFO - Evaluation: +Curr mae: 96.8148; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 178.1242; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1371; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:19:40,052 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 +2025-06-05 11:20:17,410 - INFO - Training: cls_zice: 119.37758136269272; reg_zipnll: -158.48398141039917; cnt_loss: 16.343709801995992; +2025-06-05 11:20:17,411 - INFO - Evaluation: +Curr mae: 90.5822; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 160.7143; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1321; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:20:17,411 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 +2025-06-05 11:20:54,569 - INFO - Training: cls_zice: 115.5382056583632; reg_zipnll: -150.32593729638106; cnt_loss: 14.280690772643942; +2025-06-05 11:20:54,570 - INFO - Evaluation: +Curr mae: 89.4129; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.2986; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1304; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:20:54,570 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 +2025-06-05 11:21:31,943 - INFO - Training: cls_zice: 114.09552312686743; reg_zipnll: -147.14259901741482; cnt_loss: 13.08084977067859; +2025-06-05 11:21:31,944 - INFO - Evaluation: +Curr mae: 88.6635; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.6312; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1275; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:21:31,944 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 +2025-06-05 11:22:09,176 - INFO - Training: cls_zice: 110.75271429605041; reg_zipnll: -149.7104825784039; cnt_loss: 12.296646182900233; +2025-06-05 11:22:09,177 - INFO - Evaluation: +Curr mae: 88.1124; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.3860; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1271; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:22:09,177 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 +2025-06-05 11:22:46,486 - INFO - Training: cls_zice: 116.63079439883201; reg_zipnll: -145.88778371368812; cnt_loss: 13.011487892921398; +2025-06-05 11:22:46,487 - INFO - Evaluation: +Curr mae: 91.1957; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.1325; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1349; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:22:46,487 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 +2025-06-05 11:23:23,875 - INFO - Training: cls_zice: 113.62318169044343; reg_zipnll: -162.81688071876172; cnt_loss: 13.419070174362485; +2025-06-05 11:23:23,876 - INFO - Evaluation: +Curr mae: 90.3499; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.4014; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1296; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:23:23,876 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 +2025-06-05 11:24:01,093 - INFO - Training: cls_zice: 111.57384018550646; reg_zipnll: -155.46334314662099; cnt_loss: 14.306189372050051; +2025-06-05 11:24:01,093 - INFO - Evaluation: +Curr mae: 94.6421; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 162.3667; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1467; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:24:01,093 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 +2025-06-05 11:24:38,283 - INFO - Training: cls_zice: 113.14174562416329; reg_zipnll: -152.55724397874036; cnt_loss: 13.340986866035209; +2025-06-05 11:24:38,283 - INFO - Evaluation: +Curr mae: 85.4105; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 152.3022; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1230; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:24:38,284 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 +2025-06-05 11:25:15,526 - INFO - Training: cls_zice: 114.76524633445487; reg_zipnll: -193.02461360148246; cnt_loss: 13.407937330915438; +2025-06-05 11:25:15,527 - INFO - Evaluation: +Curr mae: 87.9856; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.5575; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1285; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:25:15,527 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 +2025-06-05 11:25:52,710 - INFO - Training: cls_zice: 114.80312985300229; reg_zipnll: -163.91182384112022; cnt_loss: 13.408394155123377; +2025-06-05 11:25:52,710 - INFO - Evaluation: +Curr mae: 94.9102; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 169.7244; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1351; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:25:52,710 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 +2025-06-05 11:26:30,021 - INFO - Training: cls_zice: 113.10654014941083; reg_zipnll: -142.44260519861385; cnt_loss: 13.365940921353978; +2025-06-05 11:26:30,022 - INFO - Evaluation: +Curr mae: 91.0580; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 163.3796; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1348; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:26:30,022 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 +2025-06-05 11:27:07,239 - INFO - Training: cls_zice: 113.94281847113805; reg_zipnll: -201.1780457086121; cnt_loss: 15.344630841387819; +2025-06-05 11:27:07,240 - INFO - Evaluation: +Curr mae: 91.5089; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.7973; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1379; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:27:08,080 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 +2025-06-05 11:27:45,218 - INFO - Training: cls_zice: 113.00455664325234; reg_zipnll: -162.314088252996; cnt_loss: 13.941421205634313; +2025-06-05 11:27:45,219 - INFO - Evaluation: +Curr mae: 95.2049; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 166.6659; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1418; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:27:45,219 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 +2025-06-05 11:28:22,363 - INFO - Training: cls_zice: 112.26419375590142; reg_zipnll: -160.0868171792946; cnt_loss: 14.278704166412354; +2025-06-05 11:28:22,364 - INFO - Evaluation: +Curr mae: 91.8569; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.1708; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1320; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:28:22,364 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 +2025-06-05 11:28:59,625 - INFO - Training: cls_zice: 114.66340299947372; reg_zipnll: -128.93887421311132; cnt_loss: 12.879722502057916; +2025-06-05 11:28:59,625 - INFO - Evaluation: +Curr mae: 92.1671; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 163.4451; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1335; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:28:59,625 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 +2025-06-05 11:29:36,980 - INFO - Training: cls_zice: 111.79819756312087; reg_zipnll: -158.47810703555479; cnt_loss: 12.698982905078408; +2025-06-05 11:29:36,981 - INFO - Evaluation: +Curr mae: 91.0034; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.0320; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1313; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:29:36,981 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 +2025-06-05 11:30:14,310 - INFO - Training: cls_zice: 114.0930649902647; reg_zipnll: -149.93526778947438; cnt_loss: 12.673088504778628; +2025-06-05 11:30:14,311 - INFO - Evaluation: +Curr mae: 93.7429; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 163.8973; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1381; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:30:14,311 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 +2025-06-05 11:30:51,583 - INFO - Training: cls_zice: 117.08988540219944; reg_zipnll: -146.68077590449755; cnt_loss: 12.590791482799101; +2025-06-05 11:30:51,584 - INFO - Evaluation: +Curr mae: 90.6832; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.6812; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1339; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:30:51,584 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 +2025-06-05 11:31:28,751 - INFO - Training: cls_zice: 117.97036421062141; reg_zipnll: -169.02124690377948; cnt_loss: 17.915843051000937; +2025-06-05 11:31:28,752 - INFO - Evaluation: +Curr mae: 90.3959; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 154.1806; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1428; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:31:28,752 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 +2025-06-05 11:32:06,139 - INFO - Training: cls_zice: 113.5386740071884; reg_zipnll: -159.38740875547296; cnt_loss: 14.621188629541965; +2025-06-05 11:32:06,139 - INFO - Evaluation: +Curr mae: 88.9956; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.0677; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1325; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:32:06,139 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 +2025-06-05 11:32:43,194 - INFO - Training: cls_zice: 113.17661565818534; reg_zipnll: -127.53373807313426; cnt_loss: 12.54511286407117; +2025-06-05 11:32:43,195 - INFO - Evaluation: +Curr mae: 87.1364; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 154.4178; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1280; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:32:43,195 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 +2025-06-05 11:33:20,095 - INFO - Training: cls_zice: 113.38981902520388; reg_zipnll: -137.53471766718175; cnt_loss: 12.682746230371741; +2025-06-05 11:33:20,096 - INFO - Evaluation: +Curr mae: 89.4971; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 160.9543; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1291; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:33:20,096 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 +2025-06-05 11:33:57,191 - INFO - Training: cls_zice: 112.70053178900915; reg_zipnll: -138.4348159720566; cnt_loss: 13.196520189575802; +2025-06-05 11:33:57,191 - INFO - Evaluation: +Curr mae: 88.9073; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.6325; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1303; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:33:57,191 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 +2025-06-05 11:34:34,344 - INFO - Training: cls_zice: 114.65691523520363; reg_zipnll: -140.35536225426276; cnt_loss: 12.406354638914399; +2025-06-05 11:34:34,344 - INFO - Evaluation: +Curr mae: 87.3347; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 154.4865; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1259; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:34:34,344 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 +2025-06-05 11:35:11,537 - INFO - Training: cls_zice: 113.72904212901135; reg_zipnll: -153.76578444676684; cnt_loss: 11.846158768167559; +2025-06-05 11:35:11,537 - INFO - Evaluation: +Curr mae: 86.7534; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 151.9529; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1305; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:35:11,538 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 +2025-06-05 11:35:48,645 - INFO - Training: cls_zice: 113.71448303374234; reg_zipnll: -161.6671798655529; cnt_loss: 12.529561222783776; +2025-06-05 11:35:48,647 - INFO - Evaluation: +Curr mae: 89.1024; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.9630; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1277; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:35:48,647 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 +2025-06-05 11:36:25,628 - INFO - Training: cls_zice: 115.8626724015798; reg_zipnll: -157.17561715486033; cnt_loss: 13.01999066839155; +2025-06-05 11:36:25,628 - INFO - Evaluation: +Curr mae: 89.3892; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.2565; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1299; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:36:25,628 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 +2025-06-05 11:37:02,540 - INFO - Training: cls_zice: 111.30570511470567; reg_zipnll: -161.95593943816937; cnt_loss: 13.029236038789055; +2025-06-05 11:37:02,542 - INFO - Evaluation: +Curr mae: 88.3457; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 153.7128; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1288; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:37:02,542 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 +2025-06-05 11:37:39,925 - INFO - Training: cls_zice: 115.63698942929703; reg_zipnll: -144.12888190288416; cnt_loss: 13.679848119912558; +2025-06-05 11:37:39,926 - INFO - Evaluation: +Curr mae: 85.6702; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 151.5270; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1213; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:37:39,926 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 +2025-06-05 11:38:17,197 - INFO - Training: cls_zice: 115.34635594349034; reg_zipnll: -181.99355483528794; cnt_loss: 12.92579813508798; +2025-06-05 11:38:17,197 - INFO - Evaluation: +Curr mae: 89.2477; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.2447; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1303; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:38:17,197 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 +2025-06-05 11:38:54,268 - INFO - Training: cls_zice: 115.65040071752688; reg_zipnll: -182.6061913382928; cnt_loss: 13.105587308769984; +2025-06-05 11:38:54,268 - INFO - Evaluation: +Curr mae: 90.3188; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.7956; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1340; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:38:54,268 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 +2025-06-05 11:39:31,422 - INFO - Training: cls_zice: 115.01107822190846; reg_zipnll: -153.763389183196; cnt_loss: 12.250002889443707; +2025-06-05 11:39:31,423 - INFO - Evaluation: +Curr mae: 93.4727; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 162.6844; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1361; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:39:31,423 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 +2025-06-05 11:40:08,976 - INFO - Training: cls_zice: 114.92910753970115; reg_zipnll: -148.23459995345564; cnt_loss: 12.801687641649057; +2025-06-05 11:40:08,976 - INFO - Evaluation: +Curr mae: 91.0809; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.7068; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1373; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:40:08,977 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 +2025-06-05 11:40:46,294 - INFO - Training: cls_zice: 113.79440181302708; reg_zipnll: -171.67212443320167; cnt_loss: 12.929320483807697; +2025-06-05 11:40:46,295 - INFO - Evaluation: +Curr mae: 88.1040; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.4698; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1322; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:40:46,295 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 +2025-06-05 11:41:23,519 - INFO - Training: cls_zice: 113.13409365723464; reg_zipnll: -168.79417488274984; cnt_loss: 12.862767615855136; +2025-06-05 11:41:23,519 - INFO - Evaluation: +Curr mae: 93.6322; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 162.2199; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1412; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:41:23,520 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 +2025-06-05 11:42:00,706 - INFO - Training: cls_zice: 114.16998101543906; reg_zipnll: -157.92796813889055; cnt_loss: 13.374153616412586; +2025-06-05 11:42:00,707 - INFO - Evaluation: +Curr mae: 92.6781; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.7785; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1383; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:42:00,707 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 +2025-06-05 11:42:37,984 - INFO - Training: cls_zice: 116.15288696541691; reg_zipnll: -146.57723656711198; cnt_loss: 12.33290563356008; +2025-06-05 11:42:37,985 - INFO - Evaluation: +Curr mae: 93.0682; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.6840; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1414; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:42:37,985 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 +2025-06-05 11:43:15,246 - INFO - Training: cls_zice: 116.7122192256498; reg_zipnll: -151.13980083591892; cnt_loss: 12.343273830729604; +2025-06-05 11:43:15,247 - INFO - Evaluation: +Curr mae: 90.8254; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.3644; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1374; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:43:15,247 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 +2025-06-05 11:43:52,420 - INFO - Training: cls_zice: 113.38462263700978; reg_zipnll: -150.4746717838262; cnt_loss: 12.089066240171723; +2025-06-05 11:43:52,420 - INFO - Evaluation: +Curr mae: 90.9617; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 160.5283; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1331; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:43:52,420 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 +2025-06-05 11:44:29,743 - INFO - Training: cls_zice: 119.76546847109763; reg_zipnll: -167.90186687494744; cnt_loss: 13.652550596275077; +2025-06-05 11:44:29,744 - INFO - Evaluation: +Curr mae: 93.0888; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 162.9211; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1385; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:44:29,744 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 +2025-06-05 11:45:06,803 - INFO - Training: cls_zice: 114.7593555324125; reg_zipnll: -174.06004389074465; cnt_loss: 12.851622922531027; +2025-06-05 11:45:06,804 - INFO - Evaluation: +Curr mae: 88.5168; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.0247; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1286; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:45:06,804 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 +2025-06-05 11:45:43,964 - INFO - Training: cls_zice: 116.04980245173373; reg_zipnll: -174.78678786044088; cnt_loss: 13.79958160823544; +2025-06-05 11:45:43,965 - INFO - Evaluation: +Curr mae: 88.4591; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.2446; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1314; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:45:43,965 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 +2025-06-05 11:46:21,033 - INFO - Training: cls_zice: 112.78099097952938; reg_zipnll: -163.76034850947903; cnt_loss: 11.520165790785228; +2025-06-05 11:46:21,033 - INFO - Evaluation: +Curr mae: 87.7259; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 153.7479; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1285; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:46:21,034 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 +2025-06-05 11:46:58,407 - INFO - Training: cls_zice: 113.61766023193763; reg_zipnll: -151.4186618249148; cnt_loss: 12.351954101726708; +2025-06-05 11:46:58,408 - INFO - Evaluation: +Curr mae: 89.0292; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.0338; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1294; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:46:58,408 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 +2025-06-05 11:47:35,488 - INFO - Training: cls_zice: 116.65865305717418; reg_zipnll: -164.07369814487484; cnt_loss: 12.85394231215218; +2025-06-05 11:47:35,488 - INFO - Evaluation: +Curr mae: 90.1924; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.6972; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1372; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:47:35,488 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 +2025-06-05 11:48:12,408 - INFO - Training: cls_zice: 111.92374390166327; reg_zipnll: -151.67863596354098; cnt_loss: 12.64473806943325; +2025-06-05 11:48:12,409 - INFO - Evaluation: +Curr mae: 87.9971; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.3720; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1284; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:48:12,409 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 +2025-06-05 11:48:49,666 - INFO - Training: cls_zice: 115.13490669301014; reg_zipnll: -151.9688650945954; cnt_loss: 12.029563395392815; +2025-06-05 11:48:49,667 - INFO - Evaluation: +Curr mae: 89.9453; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.6949; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1304; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:48:49,667 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 +2025-06-05 11:49:27,795 - INFO - Training: cls_zice: 113.45915257536024; reg_zipnll: -179.48558957687277; cnt_loss: 13.191987184499274; +2025-06-05 11:49:27,796 - INFO - Evaluation: +Curr mae: 87.2536; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.9923; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1246; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:49:27,796 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 +2025-06-05 11:50:04,886 - INFO - Training: cls_zice: 113.80429041780383; reg_zipnll: -151.21752358746056; cnt_loss: 12.494936663583415; +2025-06-05 11:50:04,886 - INFO - Evaluation: +Curr mae: 86.9221; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.7854; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1220; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:50:04,887 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 +2025-06-05 11:50:42,077 - INFO - Training: cls_zice: 112.80905713466619; reg_zipnll: -181.59165921116508; cnt_loss: 12.081916018037607; +2025-06-05 11:50:42,078 - INFO - Evaluation: +Curr mae: 89.1268; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.5299; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1299; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:50:42,078 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 +2025-06-05 11:51:19,077 - INFO - Training: cls_zice: 114.45671847008711; reg_zipnll: -139.60744876103686; cnt_loss: 11.635477735506777; +2025-06-05 11:51:19,077 - INFO - Evaluation: +Curr mae: 90.7060; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.6523; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1322; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:51:19,078 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 +2025-06-05 11:51:56,382 - INFO - Training: cls_zice: 114.72219406532136; reg_zipnll: -143.49820418705215; cnt_loss: 12.15898287691028; +2025-06-05 11:51:56,383 - INFO - Evaluation: +Curr mae: 90.3278; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.5096; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1307; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:51:56,383 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 +2025-06-05 11:52:33,730 - INFO - Training: cls_zice: 112.51034007798756; reg_zipnll: -146.95842672183812; cnt_loss: 11.606624265380253; +2025-06-05 11:52:33,730 - INFO - Evaluation: +Curr mae: 87.5510; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 154.4507; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1268; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:52:33,731 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 +2025-06-05 11:53:10,868 - INFO - Training: cls_zice: 112.84555356865687; reg_zipnll: -147.49416313424015; cnt_loss: 12.146402196378897; +2025-06-05 11:53:10,868 - INFO - Evaluation: +Curr mae: 89.1273; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 154.4982; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1356; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:53:10,869 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 +2025-06-05 11:53:48,111 - INFO - Training: cls_zice: 115.06918202330735; reg_zipnll: -165.30183264751307; cnt_loss: 11.68369172266777; +2025-06-05 11:53:48,111 - INFO - Evaluation: +Curr mae: 89.4893; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.4881; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1279; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:53:48,112 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 +2025-06-05 11:54:25,572 - INFO - Training: cls_zice: 112.80599920007566; reg_zipnll: -149.94475001530932; cnt_loss: 12.335704411102446; +2025-06-05 11:54:25,573 - INFO - Evaluation: +Curr mae: 88.5770; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.6947; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1280; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:54:25,573 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 +2025-06-05 11:55:02,727 - INFO - Training: cls_zice: 113.67849074610022; reg_zipnll: -140.93679609993436; cnt_loss: 12.165088077254643; +2025-06-05 11:55:02,728 - INFO - Evaluation: +Curr mae: 87.1890; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 153.3245; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1256; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:55:02,728 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 +2025-06-05 11:55:39,808 - INFO - Training: cls_zice: 111.35001624656829; reg_zipnll: -141.70502110032845; cnt_loss: 11.37209275305666; +2025-06-05 11:55:39,809 - INFO - Evaluation: +Curr mae: 89.9470; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.9274; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1323; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:55:39,809 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 +2025-06-05 11:56:17,135 - INFO - Training: cls_zice: 116.3053068704163; reg_zipnll: -172.30442892163006; cnt_loss: 11.659620188719389; +2025-06-05 11:56:17,136 - INFO - Evaluation: +Curr mae: 88.4297; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.9262; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1326; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:56:17,136 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 +2025-06-05 11:56:54,338 - INFO - Training: cls_zice: 112.99700379529536; reg_zipnll: -152.78113126438976; cnt_loss: 12.789260010056148; +2025-06-05 11:56:54,339 - INFO - Evaluation: +Curr mae: 89.2273; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.8412; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1290; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:56:54,339 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 +2025-06-05 11:57:31,440 - INFO - Training: cls_zice: 112.53330869864155; reg_zipnll: -144.6486219886123; cnt_loss: 12.714620928101192; +2025-06-05 11:57:31,441 - INFO - Evaluation: +Curr mae: 88.5252; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.3411; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1297; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:57:31,441 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 +2025-06-05 11:58:09,845 - INFO - Training: cls_zice: 137.9421957154937; reg_zipnll: -177.95354047990003; cnt_loss: 52.300134562498684; +2025-06-05 11:58:09,845 - INFO - Evaluation: +Curr mae: 85.3143; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 150.8154; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1301; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:58:10,724 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 +2025-06-05 11:58:48,028 - INFO - Training: cls_zice: 110.87633280722511; reg_zipnll: -147.0979708235785; cnt_loss: 10.667817819986912; +2025-06-05 11:58:48,029 - INFO - Evaluation: +Curr mae: 89.7624; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.8666; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1307; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:58:48,029 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 +2025-06-05 11:59:25,160 - INFO - Training: cls_zice: 115.64133647893438; reg_zipnll: -136.21779000364393; cnt_loss: 11.60955541812821; +2025-06-05 11:59:25,161 - INFO - Evaluation: +Curr mae: 90.6830; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.2027; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1356; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 11:59:25,161 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 +2025-06-05 12:00:02,345 - INFO - Training: cls_zice: 111.90950747357299; reg_zipnll: -161.6538367050373; cnt_loss: 12.434334827574673; +2025-06-05 12:00:02,345 - INFO - Evaluation: +Curr mae: 88.0284; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.1743; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1259; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:00:02,345 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 +2025-06-05 12:00:39,514 - INFO - Training: cls_zice: 113.9687959911018; reg_zipnll: -148.065433233779; cnt_loss: 11.545795014362461; +2025-06-05 12:00:39,515 - INFO - Evaluation: +Curr mae: 90.1333; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.5787; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1323; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:00:39,515 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 +2025-06-05 12:01:16,574 - INFO - Training: cls_zice: 110.22147087703478; reg_zipnll: -142.56118272945582; cnt_loss: 11.149330756522172; +2025-06-05 12:01:16,575 - INFO - Evaluation: +Curr mae: 88.1707; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.3816; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1296; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:01:16,575 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 +2025-06-05 12:01:53,519 - INFO - Training: cls_zice: 112.55327588201358; reg_zipnll: -147.61239219817105; cnt_loss: 11.906945201734834; +2025-06-05 12:01:53,520 - INFO - Evaluation: +Curr mae: 93.6935; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.1296; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1414; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:01:53,520 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 +2025-06-05 12:02:30,638 - INFO - Training: cls_zice: 112.27231960422945; reg_zipnll: -138.56816190125926; cnt_loss: 12.115539324994119; +2025-06-05 12:02:30,639 - INFO - Evaluation: +Curr mae: 89.0635; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.0245; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1347; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:02:30,639 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 +2025-06-05 12:03:07,895 - INFO - Training: cls_zice: 111.36184291965914; reg_zipnll: -144.1620714553934; cnt_loss: 12.001743128757603; +2025-06-05 12:03:07,896 - INFO - Evaluation: +Curr mae: 88.4469; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.9350; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1290; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:03:07,896 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 +2025-06-05 12:03:45,107 - INFO - Training: cls_zice: 113.75080015169864; reg_zipnll: -129.37278171248784; cnt_loss: 13.067558665938725; +2025-06-05 12:03:45,108 - INFO - Evaluation: +Curr mae: 89.3123; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.4383; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1328; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:03:45,108 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 +2025-06-05 12:04:22,308 - INFO - Training: cls_zice: 115.70771837550284; reg_zipnll: -153.56387097946066; cnt_loss: 14.053231436685222; +2025-06-05 12:04:22,309 - INFO - Evaluation: +Curr mae: 90.2363; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.2551; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1376; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:04:22,309 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 +2025-06-05 12:04:59,418 - INFO - Training: cls_zice: 114.48134452617721; reg_zipnll: -140.80783299578735; cnt_loss: 22.659507726201948; +2025-06-05 12:04:59,418 - INFO - Evaluation: +Curr mae: 105.4537; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 180.6349; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1576; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:04:59,418 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 +2025-06-05 12:05:36,752 - INFO - Training: cls_zice: 117.3667554413246; reg_zipnll: -140.10431050306914; cnt_loss: 28.601921807851223; +2025-06-05 12:05:36,753 - INFO - Evaluation: +Curr mae: 97.4503; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 191.1604; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1383; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:05:36,753 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 +2025-06-05 12:06:13,764 - INFO - Training: cls_zice: 117.53887636298376; reg_zipnll: -175.64297339142553; cnt_loss: 25.43437742081699; +2025-06-05 12:06:13,764 - INFO - Evaluation: +Curr mae: 102.1645; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 163.2449; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1869; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:06:13,764 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 +2025-06-05 12:06:50,752 - INFO - Training: cls_zice: 122.6340699101126; reg_zipnll: -142.55451956490018; cnt_loss: 30.2300060221691; +2025-06-05 12:06:50,752 - INFO - Evaluation: +Curr mae: 95.8322; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 170.7860; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1469; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:06:50,752 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 +2025-06-05 12:07:28,531 - INFO - Training: cls_zice: 120.82869543618713; reg_zipnll: -118.89451539753289; cnt_loss: 28.452727248337094; +2025-06-05 12:07:28,532 - INFO - Evaluation: +Curr mae: 106.8109; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 179.1558; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1712; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:07:28,532 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 +2025-06-05 12:08:05,953 - INFO - Training: cls_zice: 118.55043740935673; reg_zipnll: -177.27022154599626; cnt_loss: 26.342135969376724; +2025-06-05 12:08:05,954 - INFO - Evaluation: +Curr mae: 96.9943; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 169.7505; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1452; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:08:05,954 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 +2025-06-05 12:08:43,319 - INFO - Training: cls_zice: 120.43324491993481; reg_zipnll: -132.18985821553414; cnt_loss: 25.050617944325833; +2025-06-05 12:08:43,320 - INFO - Evaluation: +Curr mae: 89.9801; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.7171; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1310; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:08:43,320 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 +2025-06-05 12:09:20,463 - INFO - Training: cls_zice: 124.14441895642817; reg_zipnll: -138.2696626044267; cnt_loss: 31.019605361862688; +2025-06-05 12:09:20,464 - INFO - Evaluation: +Curr mae: 89.2407; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.5718; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1284; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:09:20,464 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 +2025-06-05 12:09:57,684 - INFO - Training: cls_zice: 123.33563905678048; reg_zipnll: -135.39982492560583; cnt_loss: 31.641089237288924; +2025-06-05 12:09:57,684 - INFO - Evaluation: +Curr mae: 95.2637; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 165.2023; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1475; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:09:57,684 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 +2025-06-05 12:10:35,429 - INFO - Training: cls_zice: 120.98591707242245; reg_zipnll: -156.34620217455932; cnt_loss: 28.23938428171423; +2025-06-05 12:10:35,430 - INFO - Evaluation: +Curr mae: 97.4263; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.7338; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1391; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:10:35,430 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 +2025-06-05 12:11:12,569 - INFO - Training: cls_zice: 116.29142200394182; reg_zipnll: -142.25448281243936; cnt_loss: 28.317167541049173; +2025-06-05 12:11:12,570 - INFO - Evaluation: +Curr mae: 95.4761; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 152.7517; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1632; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:11:12,570 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 +2025-06-05 12:11:49,814 - INFO - Training: cls_zice: 117.47938103075849; reg_zipnll: -152.37722527901857; cnt_loss: 24.243100759998853; +2025-06-05 12:11:49,815 - INFO - Evaluation: +Curr mae: 103.1139; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 165.5353; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1744; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:11:49,815 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 +2025-06-05 12:12:26,965 - INFO - Training: cls_zice: 122.45294149032492; reg_zipnll: -147.8255902726129; cnt_loss: 26.496583411235683; +2025-06-05 12:12:26,965 - INFO - Evaluation: +Curr mae: 109.6390; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 190.6854; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1633; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:12:26,965 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 +2025-06-05 12:13:04,273 - INFO - Training: cls_zice: 116.42758070080485; reg_zipnll: -148.94164410647966; cnt_loss: 29.17046354938027; +2025-06-05 12:13:04,273 - INFO - Evaluation: +Curr mae: 111.0270; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 210.6007; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1592; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:13:04,274 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 +2025-06-05 12:13:41,311 - INFO - Training: cls_zice: 119.9449715266954; reg_zipnll: -155.91085173752134; cnt_loss: 30.605590813996777; +2025-06-05 12:13:41,312 - INFO - Evaluation: +Curr mae: 98.1994; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 171.8846; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1392; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:13:41,312 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 +2025-06-05 12:14:18,677 - INFO - Training: cls_zice: 121.16483877826211; reg_zipnll: -152.20282079684023; cnt_loss: 25.536408288589378; +2025-06-05 12:14:18,678 - INFO - Evaluation: +Curr mae: 100.6164; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 182.7677; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1538; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:14:18,678 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 +2025-06-05 12:14:55,831 - INFO - Training: cls_zice: 116.81481971488094; reg_zipnll: -149.10704937360146; cnt_loss: 25.22782781424112; +2025-06-05 12:14:55,831 - INFO - Evaluation: +Curr mae: 92.0103; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 166.5264; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1303; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:14:55,831 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 +2025-06-05 12:15:32,883 - INFO - Training: cls_zice: 118.27862648616563; reg_zipnll: -182.12274711810988; cnt_loss: 24.029488942481034; +2025-06-05 12:15:32,884 - INFO - Evaluation: +Curr mae: 99.3813; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 170.7625; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1538; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:15:32,884 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 +2025-06-05 12:16:10,022 - INFO - Training: cls_zice: 119.5699847897157; reg_zipnll: -158.79768921681588; cnt_loss: 25.31243427699765; +2025-06-05 12:16:10,022 - INFO - Evaluation: +Curr mae: 92.0492; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 155.7299; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1490; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:16:10,022 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 +2025-06-05 12:16:47,192 - INFO - Training: cls_zice: 117.20505849572996; reg_zipnll: -150.42195781808815; cnt_loss: 26.387416896441124; +2025-06-05 12:16:47,192 - INFO - Evaluation: +Curr mae: 91.1777; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 168.7623; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1293; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:16:47,192 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 +2025-06-05 12:17:24,322 - INFO - Training: cls_zice: 117.1359856712897; reg_zipnll: -154.11874724381806; cnt_loss: 25.82663269864013; +2025-06-05 12:17:24,323 - INFO - Evaluation: +Curr mae: 92.7594; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.6008; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1282; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:17:24,323 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 +2025-06-05 12:18:01,670 - INFO - Training: cls_zice: 118.26464381439007; reg_zipnll: -164.42592905057188; cnt_loss: 28.169040863087634; +2025-06-05 12:18:01,671 - INFO - Evaluation: +Curr mae: 109.9337; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 195.5991; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1579; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:18:01,671 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 +2025-06-05 12:18:39,048 - INFO - Training: cls_zice: 118.33415550585615; reg_zipnll: -106.93741029145701; cnt_loss: 25.62603142719395; +2025-06-05 12:18:39,048 - INFO - Evaluation: +Curr mae: 106.6501; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 185.4353; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1490; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:18:39,049 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 +2025-06-05 12:19:16,124 - INFO - Training: cls_zice: 118.00658510220761; reg_zipnll: -148.72115919605787; cnt_loss: 25.180833563899363; +2025-06-05 12:19:16,125 - INFO - Evaluation: +Curr mae: 108.8637; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 188.8214; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1616; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:19:16,125 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 +2025-06-05 12:19:53,330 - INFO - Training: cls_zice: 121.82580003043674; reg_zipnll: -150.8919800985728; cnt_loss: 29.247349950651458; +2025-06-05 12:19:53,331 - INFO - Evaluation: +Curr mae: 91.1694; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.6264; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 148.3249; +Curr nae: 0.1268; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:19:53,331 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 +2025-06-05 12:20:30,741 - INFO - Training: cls_zice: 123.69040361619153; reg_zipnll: -186.04181978086763; cnt_loss: 27.49953348273473; +2025-06-05 12:20:31,040 - INFO - Evaluation: +Curr mae: 88.6719; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 147.5504; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1468; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:20:31,040 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 +2025-06-05 12:21:08,252 - INFO - Training: cls_zice: 120.90185083300862; reg_zipnll: -187.6639964375275; cnt_loss: 30.002410743410223; +2025-06-05 12:21:08,253 - INFO - Evaluation: +Curr mae: 89.8074; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.5491; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1260; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:21:08,253 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 +2025-06-05 12:21:45,325 - INFO - Training: cls_zice: 117.24234450889739; reg_zipnll: -146.66709589168727; cnt_loss: 25.503896441680705; +2025-06-05 12:21:45,326 - INFO - Evaluation: +Curr mae: 91.5466; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 157.6659; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1395; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:21:45,326 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 +2025-06-05 12:22:22,550 - INFO - Training: cls_zice: 117.32519881141107; reg_zipnll: -167.3042044986952; cnt_loss: 25.059824776175795; +2025-06-05 12:22:22,550 - INFO - Evaluation: +Curr mae: 98.3703; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 167.1687; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1500; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:22:22,550 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 +2025-06-05 12:22:59,887 - INFO - Training: cls_zice: 120.9411038026115; reg_zipnll: -142.4985608422993; cnt_loss: 27.775153545354375; +2025-06-05 12:22:59,888 - INFO - Evaluation: +Curr mae: 107.6190; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 191.0027; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1689; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:22:59,888 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 +2025-06-05 12:23:36,969 - INFO - Training: cls_zice: 121.6992927197589; reg_zipnll: -179.19839803746206; cnt_loss: 26.95694077725442; +2025-06-05 12:23:36,970 - INFO - Evaluation: +Curr mae: 97.6287; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 165.1646; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1603; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:23:36,970 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 +2025-06-05 12:24:14,314 - INFO - Training: cls_zice: 118.93390121207332; reg_zipnll: -146.0823471751434; cnt_loss: 28.116640561463818; +2025-06-05 12:24:14,314 - INFO - Evaluation: +Curr mae: 103.8268; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 169.8006; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1661; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:24:14,315 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 +2025-06-05 12:24:51,593 - INFO - Training: cls_zice: 123.1404154569108; reg_zipnll: -156.26184617604642; cnt_loss: 27.24762898249342; +2025-06-05 12:24:51,594 - INFO - Evaluation: +Curr mae: 96.2947; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 152.2378; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1631; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:24:51,594 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 +2025-06-05 12:25:28,922 - INFO - Training: cls_zice: 117.07267074079704; reg_zipnll: -141.97357863937782; cnt_loss: 27.19011440656043; +2025-06-05 12:25:28,923 - INFO - Evaluation: +Curr mae: 111.9524; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 177.9869; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.2036; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:25:28,923 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 +2025-06-05 12:26:06,834 - INFO - Training: cls_zice: 118.10848880287827; reg_zipnll: -135.13596690095812; cnt_loss: 26.344433724485487; +2025-06-05 12:26:06,835 - INFO - Evaluation: +Curr mae: 98.0062; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 169.0016; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1489; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:26:06,835 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 +2025-06-05 12:26:43,943 - INFO - Training: cls_zice: 120.19335577503735; reg_zipnll: -148.0511319495195; cnt_loss: 27.07950661198193; +2025-06-05 12:26:43,944 - INFO - Evaluation: +Curr mae: 107.2487; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 177.7381; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1714; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:26:43,944 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 +2025-06-05 12:27:21,246 - INFO - Training: cls_zice: 117.36171678202042; reg_zipnll: -135.55485460142427; cnt_loss: 23.39621201256253; +2025-06-05 12:27:21,247 - INFO - Evaluation: +Curr mae: 127.8635; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 207.8826; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.2054; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:27:21,247 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 +2025-06-05 12:27:58,424 - INFO - Training: cls_zice: 118.88403991042384; reg_zipnll: -126.21431703756977; cnt_loss: 27.82648517280225; +2025-06-05 12:27:58,425 - INFO - Evaluation: +Curr mae: 99.7786; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 176.8428; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1444; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:27:58,425 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 +2025-06-05 12:28:35,752 - INFO - Training: cls_zice: 119.22395089762101; reg_zipnll: -145.2509610258191; cnt_loss: 26.102346546602565; +2025-06-05 12:28:35,753 - INFO - Evaluation: +Curr mae: 94.7299; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.8611; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1397; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:28:35,753 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 +2025-06-05 12:29:13,089 - INFO - Training: cls_zice: 118.78596602686194; reg_zipnll: -141.7609500948167; cnt_loss: 27.8642278822842; +2025-06-05 12:29:13,090 - INFO - Evaluation: +Curr mae: 112.9027; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 182.6642; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1866; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:29:13,967 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 +2025-06-05 12:29:51,037 - INFO - Training: cls_zice: 120.77257426685055; reg_zipnll: -129.93988498157222; cnt_loss: 25.61581888893582; +2025-06-05 12:29:51,038 - INFO - Evaluation: +Curr mae: 115.9704; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 194.0041; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1895; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:29:51,038 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 +2025-06-05 12:30:28,111 - INFO - Training: cls_zice: 117.09833315666148; reg_zipnll: -142.40431730005125; cnt_loss: 25.681474461460745; +2025-06-05 12:30:28,112 - INFO - Evaluation: +Curr mae: 106.3319; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 176.3879; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1702; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:30:28,112 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 +2025-06-05 12:31:05,089 - INFO - Training: cls_zice: 119.76169448498858; reg_zipnll: -119.30382009847274; cnt_loss: 25.69292177111897; +2025-06-05 12:31:05,089 - INFO - Evaluation: +Curr mae: 100.6763; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 182.5068; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1434; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:31:05,089 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 +2025-06-05 12:31:42,232 - INFO - Training: cls_zice: 125.56201483871763; reg_zipnll: -151.52782728182558; cnt_loss: 29.131770673966567; +2025-06-05 12:31:42,233 - INFO - Evaluation: +Curr mae: 91.1586; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 171.4159; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1244; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:31:42,233 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 +2025-06-05 12:32:19,240 - INFO - Training: cls_zice: 120.4660548784875; reg_zipnll: -144.22644326544756; cnt_loss: 24.92357549288415; +2025-06-05 12:32:19,241 - INFO - Evaluation: +Curr mae: 96.1196; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 165.2826; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1371; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:32:19,241 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 +2025-06-05 12:32:56,282 - INFO - Training: cls_zice: 120.07219986568224; reg_zipnll: -138.2460527672673; cnt_loss: 25.588495497671975; +2025-06-05 12:32:56,282 - INFO - Evaluation: +Curr mae: 84.9274; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 151.8914; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1223; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:32:56,283 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 +2025-06-05 12:33:33,440 - INFO - Training: cls_zice: 118.52377887751094; reg_zipnll: -179.5606097890841; cnt_loss: 29.502989803718414; +2025-06-05 12:33:33,441 - INFO - Evaluation: +Curr mae: 98.2710; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 177.1795; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1377; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:33:33,441 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 +2025-06-05 12:34:10,391 - INFO - Training: cls_zice: 121.73510049984155; reg_zipnll: -117.87004633139301; cnt_loss: 29.243477799245063; +2025-06-05 12:34:10,392 - INFO - Evaluation: +Curr mae: 89.9768; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.1461; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1306; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:34:10,392 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 +2025-06-05 12:34:47,522 - INFO - Training: cls_zice: 122.86538802393225; reg_zipnll: -174.8297922879655; cnt_loss: 29.391743803655864; +2025-06-05 12:34:47,523 - INFO - Evaluation: +Curr mae: 98.6539; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.4066; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1616; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:34:47,523 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 +2025-06-05 12:35:25,045 - INFO - Training: cls_zice: 117.37175419788487; reg_zipnll: -110.9393470903106; cnt_loss: 25.80878598800558; +2025-06-05 12:35:25,045 - INFO - Evaluation: +Curr mae: 88.1644; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 152.6336; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1311; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:35:25,046 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 +2025-06-05 12:36:02,261 - INFO - Training: cls_zice: 116.06410685911874; reg_zipnll: -147.56634555589284; cnt_loss: 25.145889809589512; +2025-06-05 12:36:02,262 - INFO - Evaluation: +Curr mae: 96.9485; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 182.8838; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1355; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:36:02,262 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 +2025-06-05 12:36:39,499 - INFO - Training: cls_zice: 121.48527986640173; reg_zipnll: -172.6200822489151; cnt_loss: 28.30202258343728; +2025-06-05 12:36:39,500 - INFO - Evaluation: +Curr mae: 86.6282; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 154.2766; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1320; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:36:39,500 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 +2025-06-05 12:37:16,625 - INFO - Training: cls_zice: 118.56705176751345; reg_zipnll: -120.19674243674373; cnt_loss: 24.38845546040314; +2025-06-05 12:37:16,626 - INFO - Evaluation: +Curr mae: 96.1700; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.6798; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1441; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:37:16,626 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 +2025-06-05 12:37:53,748 - INFO - Training: cls_zice: 116.46111233187038; reg_zipnll: -140.59437600192643; cnt_loss: 25.16979461000455; +2025-06-05 12:37:53,749 - INFO - Evaluation: +Curr mae: 104.2108; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 176.1114; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1605; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:37:53,749 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 +2025-06-05 12:38:30,946 - INFO - Training: cls_zice: 117.72307889824671; reg_zipnll: -158.77417992598174; cnt_loss: 24.929969143393812; +2025-06-05 12:38:30,947 - INFO - Evaluation: +Curr mae: 118.6905; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 204.1301; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1748; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:38:30,947 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 +2025-06-05 12:39:07,949 - INFO - Training: cls_zice: 121.77084423848335; reg_zipnll: -149.4893169750441; cnt_loss: 25.6771810102147; +2025-06-05 12:39:07,950 - INFO - Evaluation: +Curr mae: 97.7616; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 180.8425; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1405; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:39:07,950 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 +2025-06-05 12:39:45,080 - INFO - Training: cls_zice: 118.89844701148027; reg_zipnll: -140.7981025114754; cnt_loss: 28.206780436812647; +2025-06-05 12:39:45,081 - INFO - Evaluation: +Curr mae: 105.5385; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 181.7924; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1731; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:39:45,081 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 +2025-06-05 12:40:22,294 - INFO - Training: cls_zice: 119.0007564721518; reg_zipnll: -131.35660130456583; cnt_loss: 24.334260924762447; +2025-06-05 12:40:22,294 - INFO - Evaluation: +Curr mae: 92.2174; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 165.2975; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1389; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:40:22,295 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 +2025-06-05 12:40:59,376 - INFO - Training: cls_zice: 118.11897517829541; reg_zipnll: -136.63378185625896; cnt_loss: 26.01158825766961; +2025-06-05 12:40:59,376 - INFO - Evaluation: +Curr mae: 109.9647; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 201.5169; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1770; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:40:59,376 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 +2025-06-05 12:41:36,615 - INFO - Training: cls_zice: 120.29310903486036; reg_zipnll: -143.70084101316945; cnt_loss: 26.53367910637761; +2025-06-05 12:41:36,616 - INFO - Evaluation: +Curr mae: 141.3278; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 331.7240; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.3330; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:41:36,616 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 +2025-06-05 12:42:13,724 - INFO - Training: cls_zice: 118.74628032911693; reg_zipnll: -157.76855310856902; cnt_loss: 24.981017785356535; +2025-06-05 12:42:13,725 - INFO - Evaluation: +Curr mae: 136.9558; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 316.6485; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.3405; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:42:13,725 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 +2025-06-05 12:42:50,688 - INFO - Training: cls_zice: 114.69305498236852; reg_zipnll: -153.0482887116489; cnt_loss: 23.10099291959346; +2025-06-05 12:42:50,689 - INFO - Evaluation: +Curr mae: 111.3072; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 208.8722; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.2093; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:42:50,689 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 +2025-06-05 12:43:27,865 - INFO - Training: cls_zice: 119.1231831556914; reg_zipnll: -147.61983313149963; cnt_loss: 23.871475592354276; +2025-06-05 12:43:27,866 - INFO - Evaluation: +Curr mae: 93.8060; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 156.3564; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1513; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:43:27,866 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 +2025-06-05 12:44:06,038 - INFO - Training: cls_zice: 120.52404259688018; reg_zipnll: -142.6401253820255; cnt_loss: 26.26321950811424; +2025-06-05 12:44:06,039 - INFO - Evaluation: +Curr mae: 97.9820; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.0002; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1569; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:44:06,039 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 +2025-06-05 12:44:43,163 - INFO - Training: cls_zice: 121.94112058980575; reg_zipnll: -150.3323589097585; cnt_loss: 26.262107103865667; +2025-06-05 12:44:43,164 - INFO - Evaluation: +Curr mae: 103.3615; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 173.8399; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1725; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:44:43,164 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 +2025-06-05 12:45:20,320 - INFO - Training: cls_zice: 120.18622390797596; reg_zipnll: -173.18281303178395; cnt_loss: 25.021717384161537; +2025-06-05 12:45:20,321 - INFO - Evaluation: +Curr mae: 107.8402; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 212.6122; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.2139; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:45:20,321 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 +2025-06-05 12:45:57,574 - INFO - Training: cls_zice: 117.99756511157712; reg_zipnll: -157.6372658937972; cnt_loss: 24.43428614913233; +2025-06-05 12:45:57,575 - INFO - Evaluation: +Curr mae: 121.1115; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 239.6142; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.2489; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:45:57,575 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 +2025-06-05 12:46:34,752 - INFO - Training: cls_zice: 120.86674279724525; reg_zipnll: -151.5209971737388; cnt_loss: 28.151045035052775; +2025-06-05 12:46:34,753 - INFO - Evaluation: +Curr mae: 112.4663; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 195.1092; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1774; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:46:34,753 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 +2025-06-05 12:47:11,912 - INFO - Training: cls_zice: 120.62625991113929; reg_zipnll: -114.42374761215109; cnt_loss: 25.63672744675188; +2025-06-05 12:47:11,913 - INFO - Evaluation: +Curr mae: 116.7685; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 202.9163; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.2372; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:47:11,913 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 +2025-06-05 12:47:48,975 - INFO - Training: cls_zice: 115.18096330150074; reg_zipnll: -125.7466140456547; cnt_loss: 23.175768239608665; +2025-06-05 12:47:48,976 - INFO - Evaluation: +Curr mae: 91.3654; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 158.9434; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1331; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:47:48,976 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 +2025-06-05 12:48:26,138 - INFO - Training: cls_zice: 118.1471398713573; reg_zipnll: -125.19371363027206; cnt_loss: 22.594558088984712; +2025-06-05 12:48:26,139 - INFO - Evaluation: +Curr mae: 99.6831; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 182.7641; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1763; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:48:26,139 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 +2025-06-05 12:49:03,507 - INFO - Training: cls_zice: 118.95328347414535; reg_zipnll: -159.01929089249364; cnt_loss: 23.851535942380792; +2025-06-05 12:49:03,508 - INFO - Evaluation: +Curr mae: 98.7938; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 169.5087; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1512; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:49:03,508 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 +2025-06-05 12:49:40,620 - INFO - Training: cls_zice: 119.77952019899887; reg_zipnll: -155.4542879521452; cnt_loss: 26.095911332313587; +2025-06-05 12:49:40,621 - INFO - Evaluation: +Curr mae: 91.8976; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 161.3797; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1387; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:49:40,621 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 +2025-06-05 12:50:17,704 - INFO - Training: cls_zice: 118.67010909832076; reg_zipnll: -153.8049288996008; cnt_loss: 23.629648398089884; +2025-06-05 12:50:17,704 - INFO - Evaluation: +Curr mae: 109.0138; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 185.9687; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1589; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:50:17,705 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 +2025-06-05 12:50:55,300 - INFO - Training: cls_zice: 119.8417234862877; reg_zipnll: -155.12969085238626; cnt_loss: 26.848741326111043; +2025-06-05 12:50:55,301 - INFO - Evaluation: +Curr mae: 96.2186; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 163.1023; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1484; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:50:55,301 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 +2025-06-05 12:51:32,487 - INFO - Training: cls_zice: 117.87024554827356; reg_zipnll: -156.78198360291537; cnt_loss: 25.581122224694056; +2025-06-05 12:51:32,488 - INFO - Evaluation: +Curr mae: 96.7245; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 160.7754; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1523; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:51:32,488 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 +2025-06-05 12:52:09,583 - INFO - Training: cls_zice: 121.40600929512883; reg_zipnll: -131.30583924173519; cnt_loss: 24.93934766819935; +2025-06-05 12:52:09,584 - INFO - Evaluation: +Curr mae: 89.4283; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 150.4297; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1395; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:52:09,584 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 +2025-06-05 12:52:46,788 - INFO - Training: cls_zice: 119.21389431985008; reg_zipnll: -151.56546344504451; cnt_loss: 25.164195120729357; +2025-06-05 12:52:46,789 - INFO - Evaluation: +Curr mae: 88.5810; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 148.2104; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1374; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:52:46,789 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 +2025-06-05 12:53:24,341 - INFO - Training: cls_zice: 117.03157779870443; reg_zipnll: -162.7956654251806; cnt_loss: 23.150859706449193; +2025-06-05 12:53:24,341 - INFO - Evaluation: +Curr mae: 101.8157; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 194.1720; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1712; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:53:24,341 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 +2025-06-05 12:54:01,702 - INFO - Training: cls_zice: 119.26357438548511; reg_zipnll: -193.33765182116173; cnt_loss: 25.65115133816043; +2025-06-05 12:54:01,702 - INFO - Evaluation: +Curr mae: 96.1661; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 168.4025; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1636; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:54:01,702 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 +2025-06-05 12:54:38,901 - INFO - Training: cls_zice: 116.45446198823436; reg_zipnll: -145.65548639739586; cnt_loss: 23.302059836734998; +2025-06-05 12:54:38,902 - INFO - Evaluation: +Curr mae: 88.8244; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 148.5677; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1379; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:54:38,902 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 +2025-06-05 12:55:16,110 - INFO - Training: cls_zice: 117.76249392932614; reg_zipnll: -147.12258753239715; cnt_loss: 24.873677095830047; +2025-06-05 12:55:16,111 - INFO - Evaluation: +Curr mae: 93.8862; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 164.4891; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 147.5504; +Curr nae: 0.1439; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:55:16,111 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 +2025-06-05 12:55:53,206 - INFO - Training: cls_zice: 116.64583208703047; reg_zipnll: -143.13625622427227; cnt_loss: 24.003127991758436; +2025-06-05 12:55:53,504 - INFO - Evaluation: +Curr mae: 85.8177; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 145.8359; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 145.8359; +Curr nae: 0.1244; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:55:53,504 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 +2025-06-05 12:56:30,644 - INFO - Training: cls_zice: 118.23556409924235; reg_zipnll: -158.53124031167945; cnt_loss: 22.827039794416617; +2025-06-05 12:56:30,644 - INFO - Evaluation: +Curr mae: 96.4694; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 162.5890; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 145.8359; +Curr nae: 0.1624; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:56:30,645 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 +2025-06-05 12:57:07,683 - INFO - Training: cls_zice: 118.19711203290926; reg_zipnll: -141.50525352023294; cnt_loss: 24.766150272445174; +2025-06-05 12:57:07,683 - INFO - Evaluation: +Curr mae: 103.7614; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 163.8409; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 145.8359; +Curr nae: 0.1749; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:57:07,683 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 +2025-06-05 12:57:44,899 - INFO - Training: cls_zice: 115.38651002795491; reg_zipnll: -128.77760976829276; cnt_loss: 23.266363399707718; +2025-06-05 12:57:44,900 - INFO - Evaluation: +Curr mae: 86.6513; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 147.1408; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 145.8359; +Curr nae: 0.1281; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:57:44,900 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 +2025-06-05 12:58:22,002 - INFO - Training: cls_zice: 115.37474678999541; reg_zipnll: -179.88176493613136; cnt_loss: 27.51217882206898; +2025-06-05 12:58:22,003 - INFO - Evaluation: +Curr mae: 92.2798; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.9292; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 145.8359; +Curr nae: 0.1449; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:58:22,003 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 +2025-06-05 12:58:59,110 - INFO - Training: cls_zice: 115.95257277836073; reg_zipnll: -153.9211950049495; cnt_loss: 22.830109728882643; +2025-06-05 12:58:59,111 - INFO - Evaluation: +Curr mae: 87.0186; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 162.8772; Best rmse: 142.5116; 144.1310; 144.1649; 145.5045; 145.8359; +Curr nae: 0.1273; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:58:59,111 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 +2025-06-05 12:59:36,159 - INFO - Training: cls_zice: 120.8776545619333; reg_zipnll: -145.61409623101846; cnt_loss: 27.07179471041193; +2025-06-05 12:59:36,462 - INFO - Evaluation: +Curr mae: 87.8242; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 143.8442; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1453; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 12:59:36,462 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 +2025-06-05 13:00:13,636 - INFO - Training: cls_zice: 117.5950957291963; reg_zipnll: -150.46038232260193; cnt_loss: 28.57186271339063; +2025-06-05 13:00:13,637 - INFO - Evaluation: +Curr mae: 86.0061; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 151.1399; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1311; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:00:14,528 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 +2025-06-05 13:00:51,583 - INFO - Training: cls_zice: 116.11223819555826; reg_zipnll: -173.6288131372818; cnt_loss: 25.224898710945585; +2025-06-05 13:00:51,583 - INFO - Evaluation: +Curr mae: 93.3092; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 171.0527; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1403; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:00:51,584 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 +2025-06-05 13:01:29,136 - INFO - Training: cls_zice: 117.80333230984921; reg_zipnll: -158.05196918714915; cnt_loss: 24.376382578287693; +2025-06-05 13:01:29,137 - INFO - Evaluation: +Curr mae: 98.2550; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 167.0242; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1507; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:01:29,137 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 +2025-06-05 13:02:07,241 - INFO - Training: cls_zice: 115.56545645985382; reg_zipnll: -162.18879857915917; cnt_loss: 22.076249400511482; +2025-06-05 13:02:07,241 - INFO - Evaluation: +Curr mae: 95.5208; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 173.8004; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1615; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:02:07,241 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 +2025-06-05 13:02:44,172 - INFO - Training: cls_zice: 117.50403351183759; reg_zipnll: -139.02005256248626; cnt_loss: 25.05003684719667; +2025-06-05 13:02:44,173 - INFO - Evaluation: +Curr mae: 89.6712; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 154.3151; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1423; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:02:44,173 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 +2025-06-05 13:03:21,450 - INFO - Training: cls_zice: 119.23837697111219; reg_zipnll: -151.59508215038983; cnt_loss: 24.405918541333534; +2025-06-05 13:03:21,451 - INFO - Evaluation: +Curr mae: 101.4752; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 170.0279; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1631; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:03:21,451 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 +2025-06-05 13:03:58,765 - INFO - Training: cls_zice: 116.61728124429058; reg_zipnll: -164.53012846005674; cnt_loss: 22.407769553708714; +2025-06-05 13:03:58,766 - INFO - Evaluation: +Curr mae: 109.3783; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 200.4188; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1544; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:03:58,766 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 +2025-06-05 13:04:35,552 - INFO - Training: cls_zice: 117.8172379045297; reg_zipnll: -157.51330936507674; cnt_loss: 24.09546939268807; +2025-06-05 13:04:35,553 - INFO - Evaluation: +Curr mae: 93.8096; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 174.8568; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1379; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:04:35,553 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 +2025-06-05 13:05:12,467 - INFO - Training: cls_zice: 118.49194924562973; reg_zipnll: -137.42909816085108; cnt_loss: 25.457665162370695; +2025-06-05 13:05:12,468 - INFO - Evaluation: +Curr mae: 87.2007; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 150.9291; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1309; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:05:12,468 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 +2025-06-05 13:05:49,454 - INFO - Training: cls_zice: 115.31124968876112; reg_zipnll: -152.72221208408178; cnt_loss: 25.13218561703006; +2025-06-05 13:05:49,455 - INFO - Evaluation: +Curr mae: 99.8425; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 217.5720; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1800; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:05:49,455 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 +2025-06-05 13:06:26,678 - INFO - Training: cls_zice: 115.4755598282972; reg_zipnll: -122.59094275544021; cnt_loss: 23.09846251531942; +2025-06-05 13:06:26,679 - INFO - Evaluation: +Curr mae: 101.4351; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 184.7519; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1900; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:06:26,679 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 +2025-06-05 13:07:04,024 - INFO - Training: cls_zice: 121.87826533033358; reg_zipnll: -169.47474857355584; cnt_loss: 29.074794437711603; +2025-06-05 13:07:04,025 - INFO - Evaluation: +Curr mae: 98.6881; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 171.2521; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1551; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:07:04,025 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 +2025-06-05 13:07:41,242 - INFO - Training: cls_zice: 115.64595687310427; reg_zipnll: -146.23118617834635; cnt_loss: 23.1490579251422; +2025-06-05 13:07:41,243 - INFO - Evaluation: +Curr mae: 90.3374; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 152.7661; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1377; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:07:41,243 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 +2025-06-05 13:08:18,390 - INFO - Training: cls_zice: 131.4409798628447; reg_zipnll: -129.09971602231462; cnt_loss: 29.802816630988723; +2025-06-05 13:08:18,391 - INFO - Evaluation: +Curr mae: 101.7863; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 177.6376; Best rmse: 142.5116; 143.8442; 144.1310; 144.1649; 145.5045; +Curr nae: 0.1774; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:08:18,391 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 +2025-06-05 13:08:56,156 - INFO - Training: cls_zice: 116.35213190040841; reg_zipnll: -143.99960640408347; cnt_loss: 21.5071808802371; +2025-06-05 13:08:57,768 - INFO - Evaluation: +Curr mae: 84.5097; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 141.9616; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1263; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:08:57,768 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 +2025-06-05 13:09:34,634 - INFO - Training: cls_zice: 113.84699241688709; reg_zipnll: -142.36059113054085; cnt_loss: 22.93224942921013; +2025-06-05 13:09:34,634 - INFO - Evaluation: +Curr mae: 112.8215; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 201.2839; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1574; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:09:34,635 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 +2025-06-05 13:10:11,987 - INFO - Training: cls_zice: 115.40271024514507; reg_zipnll: -153.76310080724048; cnt_loss: 23.883752721824393; +2025-06-05 13:10:11,988 - INFO - Evaluation: +Curr mae: 108.2128; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 177.0736; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1714; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:10:11,988 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 +2025-06-05 13:10:48,980 - INFO - Training: cls_zice: 116.26596791854757; reg_zipnll: -127.54044464250273; cnt_loss: 22.659814086181438; +2025-06-05 13:10:48,980 - INFO - Evaluation: +Curr mae: 101.1028; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 171.6001; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1574; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:10:48,980 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 +2025-06-05 13:11:26,075 - INFO - Training: cls_zice: 114.86150730208846; reg_zipnll: -148.17595104823837; cnt_loss: 22.141937606382054; +2025-06-05 13:11:26,076 - INFO - Evaluation: +Curr mae: 91.6806; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.6167; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1314; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:11:26,076 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 +2025-06-05 13:12:03,156 - INFO - Training: cls_zice: 116.38317668990584; reg_zipnll: -150.54083686948613; cnt_loss: 24.709239997611142; +2025-06-05 13:12:03,157 - INFO - Evaluation: +Curr mae: 91.1045; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 159.6209; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1295; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:12:03,157 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 +2025-06-05 13:12:40,460 - INFO - Training: cls_zice: 116.65283219545883; reg_zipnll: -143.4903415149411; cnt_loss: 23.886835499315072; +2025-06-05 13:12:40,461 - INFO - Evaluation: +Curr mae: 86.7116; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 149.4349; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1271; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:12:40,461 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 +2025-06-05 13:13:17,521 - INFO - Training: cls_zice: 114.2879389453408; reg_zipnll: -153.6070413968421; cnt_loss: 22.37566332785499; +2025-06-05 13:13:17,522 - INFO - Evaluation: +Curr mae: 94.7596; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 160.8918; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1421; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:13:17,522 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 +2025-06-05 13:13:54,574 - INFO - Training: cls_zice: 115.97559534792869; reg_zipnll: -150.46256717151363; cnt_loss: 22.255864111792963; +2025-06-05 13:13:54,574 - INFO - Evaluation: +Curr mae: 95.2631; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.6727; +Curr rmse: 170.9036; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1364; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:13:54,574 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 +2025-06-05 13:14:31,911 - INFO - Training: cls_zice: 116.7110513567135; reg_zipnll: -163.34465985582364; cnt_loss: 22.275596887070613; +2025-06-05 13:14:32,210 - INFO - Evaluation: +Curr mae: 83.4576; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 149.4804; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1237; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:14:32,211 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 +2025-06-05 13:15:09,570 - INFO - Training: cls_zice: 114.86635630020243; reg_zipnll: -136.5970710602817; cnt_loss: 23.839342698356173; +2025-06-05 13:15:09,570 - INFO - Evaluation: +Curr mae: 87.5628; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 148.0920; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1304; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:15:09,570 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 +2025-06-05 13:15:46,551 - INFO - Training: cls_zice: 118.59289690990322; reg_zipnll: -163.81610146579362; cnt_loss: 25.866072241044204; +2025-06-05 13:15:46,552 - INFO - Evaluation: +Curr mae: 105.0821; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 186.7716; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1542; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:15:46,552 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 +2025-06-05 13:16:23,635 - INFO - Training: cls_zice: 117.02154706487592; reg_zipnll: -153.12421845442412; cnt_loss: 22.339484538463566; +2025-06-05 13:16:23,635 - INFO - Evaluation: +Curr mae: 97.7522; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 170.9304; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1497; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:16:23,635 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 +2025-06-05 13:17:00,805 - INFO - Training: cls_zice: 115.97817201172279; reg_zipnll: -121.68830570953571; cnt_loss: 22.06691177001852; +2025-06-05 13:17:00,806 - INFO - Evaluation: +Curr mae: 87.8753; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 151.0888; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1387; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:17:00,806 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 +2025-06-05 13:17:37,859 - INFO - Training: cls_zice: 117.6932997798288; reg_zipnll: -165.39910192047523; cnt_loss: 25.17222971000419; +2025-06-05 13:17:37,860 - INFO - Evaluation: +Curr mae: 99.3158; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 159.9700; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1661; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:17:37,860 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 +2025-06-05 13:18:14,932 - INFO - Training: cls_zice: 118.522236312462; reg_zipnll: -166.12153406964234; cnt_loss: 23.898822774950244; +2025-06-05 13:18:14,933 - INFO - Evaluation: +Curr mae: 88.2055; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 144.7923; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1369; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:18:14,933 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 +2025-06-05 13:18:52,082 - INFO - Training: cls_zice: 117.44753015278191; reg_zipnll: -157.14456106021703; cnt_loss: 22.81321125156832; +2025-06-05 13:18:52,083 - INFO - Evaluation: +Curr mae: 105.3753; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 178.7922; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1557; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:18:52,083 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 +2025-06-05 13:19:29,282 - INFO - Training: cls_zice: 114.05410688286585; reg_zipnll: -144.05883191595015; cnt_loss: 22.396308744190545; +2025-06-05 13:19:29,283 - INFO - Evaluation: +Curr mae: 100.7913; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 173.8571; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1510; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:19:29,283 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 +2025-06-05 13:20:06,449 - INFO - Training: cls_zice: 117.22718808508867; reg_zipnll: -148.41078306665483; cnt_loss: 22.1706506637548; +2025-06-05 13:20:06,449 - INFO - Evaluation: +Curr mae: 98.6705; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 170.1312; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1392; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:20:06,449 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 +2025-06-05 13:20:43,698 - INFO - Training: cls_zice: 113.87339734715341; reg_zipnll: -141.88471917916607; cnt_loss: 23.47795697079589; +2025-06-05 13:20:43,699 - INFO - Evaluation: +Curr mae: 101.2185; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 167.6646; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1497; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:20:43,699 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 +2025-06-05 13:21:20,892 - INFO - Training: cls_zice: 116.25177413738326; reg_zipnll: -157.99472955362685; cnt_loss: 22.715854319515607; +2025-06-05 13:21:20,893 - INFO - Evaluation: +Curr mae: 98.4615; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 175.6994; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1519; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:21:20,893 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 +2025-06-05 13:21:58,131 - INFO - Training: cls_zice: 115.79854621634578; reg_zipnll: -171.33325459309762; cnt_loss: 23.84535114338856; +2025-06-05 13:21:58,132 - INFO - Evaluation: +Curr mae: 93.0626; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 155.8270; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1431; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:21:58,132 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 +2025-06-05 13:22:35,288 - INFO - Training: cls_zice: 118.87569307491479; reg_zipnll: -155.31023956134618; cnt_loss: 23.714685970584288; +2025-06-05 13:22:35,288 - INFO - Evaluation: +Curr mae: 89.8762; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 153.1067; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1314; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:22:35,288 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 +2025-06-05 13:23:12,513 - INFO - Training: cls_zice: 117.02759557054533; reg_zipnll: -155.3956198597586; cnt_loss: 23.530216829666237; +2025-06-05 13:23:12,514 - INFO - Evaluation: +Curr mae: 91.8189; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 159.9125; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1303; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:23:12,514 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 +2025-06-05 13:23:49,712 - INFO - Training: cls_zice: 115.07622500286986; reg_zipnll: -145.23346482839017; cnt_loss: 22.296055866393033; +2025-06-05 13:23:49,713 - INFO - Evaluation: +Curr mae: 94.8207; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 163.6975; Best rmse: 141.9616; 142.5116; 143.8442; 144.1310; 144.1649; +Curr nae: 0.1465; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:23:49,713 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 +2025-06-05 13:24:27,040 - INFO - Training: cls_zice: 115.4147317141097; reg_zipnll: -155.6095198511288; cnt_loss: 22.70363510523411; +2025-06-05 13:24:27,337 - INFO - Evaluation: +Curr mae: 85.5381; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 136.8896; Best rmse: 136.8896; 141.9616; 142.5116; 143.8442; 144.1310; +Curr nae: 0.1376; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:24:27,338 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 +2025-06-05 13:25:04,739 - INFO - Training: cls_zice: 116.31985708577743; reg_zipnll: -160.9538433125477; cnt_loss: 23.532025217220482; +2025-06-05 13:25:04,739 - INFO - Evaluation: +Curr mae: 86.4938; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 145.3643; Best rmse: 136.8896; 141.9616; 142.5116; 143.8442; 144.1310; +Curr nae: 0.1283; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:25:04,739 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 +2025-06-05 13:25:41,874 - INFO - Training: cls_zice: 116.78807160080663; reg_zipnll: -163.9358868441045; cnt_loss: 24.982624939735363; +2025-06-05 13:25:41,875 - INFO - Evaluation: +Curr mae: 116.4859; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 195.5673; Best rmse: 136.8896; 141.9616; 142.5116; 143.8442; 144.1310; +Curr nae: 0.1829; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:25:41,875 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 +2025-06-05 13:26:19,144 - INFO - Training: cls_zice: 120.78520671263436; reg_zipnll: -148.8630810415508; cnt_loss: 23.167905327500097; +2025-06-05 13:26:19,145 - INFO - Evaluation: +Curr mae: 98.1711; Best mae: 82.4043; 82.7803; 83.2452; 83.3690; 83.4576; +Curr rmse: 150.6851; Best rmse: 136.8896; 141.9616; 142.5116; 143.8442; 144.1310; +Curr nae: 0.1677; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:26:19,145 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 +2025-06-05 13:26:56,302 - INFO - Training: cls_zice: 117.07439310187536; reg_zipnll: -137.67764638433394; cnt_loss: 23.070292251789017; +2025-06-05 13:26:56,910 - INFO - Evaluation: +Curr mae: 81.0407; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 136.9954; Best rmse: 136.8896; 136.9954; 141.9616; 142.5116; 143.8442; +Curr nae: 0.1258; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:26:56,910 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 +2025-06-05 13:27:33,931 - INFO - Training: cls_zice: 116.5821545076686; reg_zipnll: -151.06425577125802; cnt_loss: 22.843040627359553; +2025-06-05 13:27:33,931 - INFO - Evaluation: +Curr mae: 96.7327; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 174.8559; Best rmse: 136.8896; 136.9954; 141.9616; 142.5116; 143.8442; +Curr nae: 0.1429; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:27:33,931 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 +2025-06-05 13:28:10,915 - INFO - Training: cls_zice: 116.84422122879533; reg_zipnll: -153.60222183000172; cnt_loss: 23.42887385159928; +2025-06-05 13:28:10,916 - INFO - Evaluation: +Curr mae: 90.5345; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 157.0086; Best rmse: 136.8896; 136.9954; 141.9616; 142.5116; 143.8442; +Curr nae: 0.1350; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:28:10,916 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 +2025-06-05 13:28:48,159 - INFO - Training: cls_zice: 113.60264160459404; reg_zipnll: -148.85049903313845; cnt_loss: 22.658755728740566; +2025-06-05 13:28:48,160 - INFO - Evaluation: +Curr mae: 92.1775; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 172.8776; Best rmse: 136.8896; 136.9954; 141.9616; 142.5116; 143.8442; +Curr nae: 0.1326; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:28:48,160 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 +2025-06-05 13:29:25,362 - INFO - Training: cls_zice: 116.04083906262126; reg_zipnll: -167.53576552788942; cnt_loss: 24.272657868088476; +2025-06-05 13:29:25,362 - INFO - Evaluation: +Curr mae: 88.6688; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 147.3911; Best rmse: 136.8896; 136.9954; 141.9616; 142.5116; 143.8442; +Curr nae: 0.1345; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:29:25,363 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 +2025-06-05 13:30:02,548 - INFO - Training: cls_zice: 119.05313110351562; reg_zipnll: -181.77572187840545; cnt_loss: 26.305450527873262; +2025-06-05 13:30:02,549 - INFO - Evaluation: +Curr mae: 87.7099; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 155.2237; Best rmse: 136.8896; 136.9954; 141.9616; 142.5116; 143.8442; +Curr nae: 0.1282; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:30:02,549 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 +2025-06-05 13:30:39,656 - INFO - Training: cls_zice: 116.57249309211377; reg_zipnll: -157.37319422715547; cnt_loss: 23.81734080662001; +2025-06-05 13:30:39,657 - INFO - Evaluation: +Curr mae: 88.3947; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 152.9007; Best rmse: 136.8896; 136.9954; 141.9616; 142.5116; 143.8442; +Curr nae: 0.1329; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:30:39,657 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 +2025-06-05 13:31:16,902 - INFO - Training: cls_zice: 119.12291539425881; reg_zipnll: -142.15328994649926; cnt_loss: 23.6248960794992; +2025-06-05 13:31:17,200 - INFO - Evaluation: +Curr mae: 87.3957; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 138.1912; Best rmse: 136.8896; 136.9954; 138.1912; 141.9616; 142.5116; +Curr nae: 0.1432; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:31:18,270 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 +2025-06-05 13:31:55,532 - INFO - Training: cls_zice: 115.70215321218731; reg_zipnll: -147.4244074916208; cnt_loss: 22.508380899366163; +2025-06-05 13:31:55,533 - INFO - Evaluation: +Curr mae: 87.3359; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 149.6395; Best rmse: 136.8896; 136.9954; 138.1912; 141.9616; 142.5116; +Curr nae: 0.1234; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:31:55,533 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 +2025-06-05 13:32:32,807 - INFO - Training: cls_zice: 115.04003362466167; reg_zipnll: -144.72021793845474; cnt_loss: 23.345151579143195; +2025-06-05 13:32:32,807 - INFO - Evaluation: +Curr mae: 87.8374; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 148.6526; Best rmse: 136.8896; 136.9954; 138.1912; 141.9616; 142.5116; +Curr nae: 0.1345; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:32:32,807 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 +2025-06-05 13:33:10,052 - INFO - Training: cls_zice: 114.85017061549307; reg_zipnll: -141.56856226131617; cnt_loss: 23.784170690751235; +2025-06-05 13:33:10,052 - INFO - Evaluation: +Curr mae: 98.2343; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 162.0029; Best rmse: 136.8896; 136.9954; 138.1912; 141.9616; 142.5116; +Curr nae: 0.1654; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:33:10,053 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 +2025-06-05 13:33:47,114 - INFO - Training: cls_zice: 115.65413620298271; reg_zipnll: -166.213636865679; cnt_loss: 20.639243293282213; +2025-06-05 13:33:47,115 - INFO - Evaluation: +Curr mae: 90.5564; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 147.6220; Best rmse: 136.8896; 136.9954; 138.1912; 141.9616; 142.5116; +Curr nae: 0.1389; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:33:47,115 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 +2025-06-05 13:34:24,592 - INFO - Training: cls_zice: 116.40172832059544; reg_zipnll: -146.62151221092174; cnt_loss: 20.579086796337407; +2025-06-05 13:34:24,592 - INFO - Evaluation: +Curr mae: 91.6937; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 153.6549; Best rmse: 136.8896; 136.9954; 138.1912; 141.9616; 142.5116; +Curr nae: 0.1461; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:34:24,592 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 +2025-06-05 13:35:01,612 - INFO - Training: cls_zice: 118.56225156468271; reg_zipnll: -151.7270274383343; cnt_loss: 21.874655032000003; +2025-06-05 13:35:01,910 - INFO - Evaluation: +Curr mae: 84.3312; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 138.9255; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1262; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:35:01,910 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 +2025-06-05 13:35:38,994 - INFO - Training: cls_zice: 113.5580357178947; reg_zipnll: -150.01022860545984; cnt_loss: 20.310174976753082; +2025-06-05 13:35:38,995 - INFO - Evaluation: +Curr mae: 88.8485; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 148.2277; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1438; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:35:38,995 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 +2025-06-05 13:36:15,973 - INFO - Training: cls_zice: 117.54609298706055; reg_zipnll: -166.23863263161766; cnt_loss: 23.897949635587782; +2025-06-05 13:36:15,973 - INFO - Evaluation: +Curr mae: 92.5973; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 157.5630; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1397; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:36:15,974 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 +2025-06-05 13:36:53,329 - INFO - Training: cls_zice: 119.26216400853845; reg_zipnll: -170.70735281824275; cnt_loss: 25.842680779513934; +2025-06-05 13:36:53,330 - INFO - Evaluation: +Curr mae: 85.3572; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 146.5382; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1315; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:36:53,330 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 +2025-06-05 13:37:30,536 - INFO - Training: cls_zice: 115.35071975505905; reg_zipnll: -138.7245035487295; cnt_loss: 21.142297406859747; +2025-06-05 13:37:30,536 - INFO - Evaluation: +Curr mae: 101.3706; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 184.3339; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1436; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:37:30,536 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 +2025-06-05 13:38:07,718 - INFO - Training: cls_zice: 112.76581237489815; reg_zipnll: -139.85946634431548; cnt_loss: 21.217586040496826; +2025-06-05 13:38:07,719 - INFO - Evaluation: +Curr mae: 90.9163; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 158.5322; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1302; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:38:07,719 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 +2025-06-05 13:38:44,953 - INFO - Training: cls_zice: 116.80651572524317; reg_zipnll: -133.0086335820078; cnt_loss: 20.920615016229895; +2025-06-05 13:38:44,954 - INFO - Evaluation: +Curr mae: 120.0905; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 184.0271; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.2093; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:38:44,954 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 +2025-06-05 13:39:22,220 - INFO - Training: cls_zice: 114.30301056792405; reg_zipnll: -161.0982332734872; cnt_loss: 22.597628828705542; +2025-06-05 13:39:22,220 - INFO - Evaluation: +Curr mae: 88.7199; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 164.3484; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1323; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:39:22,220 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 +2025-06-05 13:39:59,471 - INFO - Training: cls_zice: 112.26501149057553; reg_zipnll: -138.9521587510772; cnt_loss: 20.814545997720682; +2025-06-05 13:39:59,471 - INFO - Evaluation: +Curr mae: 86.7387; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 151.3989; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1256; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:39:59,471 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 +2025-06-05 13:40:36,835 - INFO - Training: cls_zice: 115.68001086506622; reg_zipnll: -162.00579223569656; cnt_loss: 21.37896661884737; +2025-06-05 13:40:36,835 - INFO - Evaluation: +Curr mae: 89.9319; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 152.8219; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1447; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:40:36,836 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 +2025-06-05 13:41:14,065 - INFO - Training: cls_zice: 114.47475817345625; reg_zipnll: -113.23910857194306; cnt_loss: 19.725655018888563; +2025-06-05 13:41:14,065 - INFO - Evaluation: +Curr mae: 89.6222; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 152.5380; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1382; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:41:14,065 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 +2025-06-05 13:41:51,211 - INFO - Training: cls_zice: 113.55978816708192; reg_zipnll: -172.90906385712276; cnt_loss: 21.766552146696885; +2025-06-05 13:41:51,211 - INFO - Evaluation: +Curr mae: 88.7478; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 155.8385; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1289; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:41:51,211 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 +2025-06-05 13:42:28,450 - INFO - Training: cls_zice: 114.78355345820749; reg_zipnll: -179.41293972849056; cnt_loss: 23.71298963818329; +2025-06-05 13:42:28,451 - INFO - Evaluation: +Curr mae: 96.3328; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 174.3954; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1425; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:42:28,451 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 +2025-06-05 13:43:05,612 - INFO - Training: cls_zice: 120.41944761465717; reg_zipnll: -178.1311017472223; cnt_loss: 26.979360818862915; +2025-06-05 13:43:05,613 - INFO - Evaluation: +Curr mae: 97.1462; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 165.2841; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1549; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:43:05,613 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 +2025-06-05 13:43:42,721 - INFO - Training: cls_zice: 117.94000077405512; reg_zipnll: -166.65425543121944; cnt_loss: 26.059726083515496; +2025-06-05 13:43:42,722 - INFO - Evaluation: +Curr mae: 94.1007; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 163.5642; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1370; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:43:42,722 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 +2025-06-05 13:44:19,794 - INFO - Training: cls_zice: 117.91197539323213; reg_zipnll: -144.03526723621698; cnt_loss: 21.660320092510702; +2025-06-05 13:44:19,795 - INFO - Evaluation: +Curr mae: 94.9341; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 167.1993; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1422; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:44:19,795 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 +2025-06-05 13:44:56,910 - INFO - Training: cls_zice: 113.84781385257544; reg_zipnll: -127.60467937292643; cnt_loss: 19.905436755805617; +2025-06-05 13:44:56,911 - INFO - Evaluation: +Curr mae: 93.8231; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 158.8750; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1365; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:44:56,911 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 +2025-06-05 13:45:34,242 - INFO - Training: cls_zice: 115.58155673702821; reg_zipnll: -158.34207928891215; cnt_loss: 19.887736500493737; +2025-06-05 13:45:34,242 - INFO - Evaluation: +Curr mae: 92.0642; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 155.0168; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1353; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:45:34,243 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 +2025-06-05 13:46:11,256 - INFO - Training: cls_zice: 114.24824181613543; reg_zipnll: -160.6467117726408; cnt_loss: 19.4313436501863; +2025-06-05 13:46:11,257 - INFO - Evaluation: +Curr mae: 88.9142; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 148.5156; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1243; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:46:11,257 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 +2025-06-05 13:46:48,387 - INFO - Training: cls_zice: 115.36068927689104; reg_zipnll: -144.51967171170065; cnt_loss: 21.956691303000547; +2025-06-05 13:46:48,388 - INFO - Evaluation: +Curr mae: 91.3539; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 156.4680; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1339; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:46:48,388 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 +2025-06-05 13:47:25,584 - INFO - Training: cls_zice: 113.36627510525533; reg_zipnll: -169.88441356128413; cnt_loss: 21.942394739744678; +2025-06-05 13:47:25,585 - INFO - Evaluation: +Curr mae: 103.0679; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 170.0504; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1616; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:47:25,585 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 +2025-06-05 13:48:02,774 - INFO - Training: cls_zice: 112.68885522804513; reg_zipnll: -142.27593024045427; cnt_loss: 21.0133154471189; +2025-06-05 13:48:02,775 - INFO - Evaluation: +Curr mae: 91.5149; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 170.3347; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1279; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:48:02,775 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 +2025-06-05 13:48:39,885 - INFO - Training: cls_zice: 113.71852975807442; reg_zipnll: -163.7654672205843; cnt_loss: 21.742695382099278; +2025-06-05 13:48:39,886 - INFO - Evaluation: +Curr mae: 100.9021; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 173.6689; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1458; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:48:39,886 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 +2025-06-05 13:49:17,178 - INFO - Training: cls_zice: 114.63150334516108; reg_zipnll: -150.54106812129746; cnt_loss: 19.918539760918016; +2025-06-05 13:49:17,179 - INFO - Evaluation: +Curr mae: 99.6974; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 167.4982; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1463; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:49:17,179 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 +2025-06-05 13:49:54,490 - INFO - Training: cls_zice: 116.37257959984785; reg_zipnll: -172.5578985340548; cnt_loss: 21.518070091474925; +2025-06-05 13:49:54,490 - INFO - Evaluation: +Curr mae: 98.2400; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 166.1502; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1536; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:49:54,490 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 +2025-06-05 13:50:31,548 - INFO - Training: cls_zice: 113.95450377306402; reg_zipnll: -147.72426010283414; cnt_loss: 20.97768207891098; +2025-06-05 13:50:31,548 - INFO - Evaluation: +Curr mae: 102.6567; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 176.8996; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1503; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:50:31,548 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 +2025-06-05 13:51:08,660 - INFO - Training: cls_zice: 113.3648527347489; reg_zipnll: -153.6736287312792; cnt_loss: 19.939265263791118; +2025-06-05 13:51:08,661 - INFO - Evaluation: +Curr mae: 92.4697; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 159.8543; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1281; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:51:08,661 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 +2025-06-05 13:51:45,775 - INFO - Training: cls_zice: 112.47022220788412; reg_zipnll: -137.83025857470682; cnt_loss: 21.619014424204035; +2025-06-05 13:51:45,775 - INFO - Evaluation: +Curr mae: 99.9815; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 171.1775; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1545; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:51:45,776 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 +2025-06-05 13:52:22,934 - INFO - Training: cls_zice: 116.1569520432428; reg_zipnll: -144.73075829436448; cnt_loss: 22.14549874627827; +2025-06-05 13:52:22,935 - INFO - Evaluation: +Curr mae: 93.1876; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 164.7960; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1332; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:52:22,935 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 +2025-06-05 13:53:00,021 - INFO - Training: cls_zice: 111.91557759164975; reg_zipnll: -152.28396376552962; cnt_loss: 20.329326983319213; +2025-06-05 13:53:00,021 - INFO - Evaluation: +Curr mae: 93.9193; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 160.3911; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1485; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:53:00,022 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 +2025-06-05 13:53:37,203 - INFO - Training: cls_zice: 113.61457918179745; reg_zipnll: -151.03550838950454; cnt_loss: 19.119745503987698; +2025-06-05 13:53:37,203 - INFO - Evaluation: +Curr mae: 90.4281; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 161.0026; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1261; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:53:37,203 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 +2025-06-05 13:54:14,303 - INFO - Training: cls_zice: 113.53416336766931; reg_zipnll: -131.65399548865312; cnt_loss: 21.785154718436942; +2025-06-05 13:54:14,304 - INFO - Evaluation: +Curr mae: 94.8140; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 176.6211; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1237; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:54:14,304 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 +2025-06-05 13:54:51,644 - INFO - Training: cls_zice: 112.94068609326091; reg_zipnll: -171.9514457879477; cnt_loss: 20.347266476675376; +2025-06-05 13:54:51,644 - INFO - Evaluation: +Curr mae: 92.5964; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 167.7879; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1367; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:54:51,645 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 +2025-06-05 13:55:28,876 - INFO - Training: cls_zice: 112.18611595962221; reg_zipnll: -128.96641744525226; cnt_loss: 20.202682158804887; +2025-06-05 13:55:28,877 - INFO - Evaluation: +Curr mae: 88.5486; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 149.6056; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1333; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:55:28,877 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 +2025-06-05 13:56:06,111 - INFO - Training: cls_zice: 111.49704166437617; reg_zipnll: -162.4072118468632; cnt_loss: 21.282500027031297; +2025-06-05 13:56:06,112 - INFO - Evaluation: +Curr mae: 108.7467; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 195.7485; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1572; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:56:06,112 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 +2025-06-05 13:56:43,209 - INFO - Training: cls_zice: 111.17045106950975; reg_zipnll: -147.23647943711438; cnt_loss: 18.736538227030774; +2025-06-05 13:56:43,210 - INFO - Evaluation: +Curr mae: 97.4933; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 168.9547; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1488; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:56:43,210 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 +2025-06-05 13:57:20,734 - INFO - Training: cls_zice: 113.78638424147044; reg_zipnll: -155.70937570988738; cnt_loss: 22.276846876207568; +2025-06-05 13:57:20,735 - INFO - Evaluation: +Curr mae: 96.2847; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 164.8424; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1533; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:57:20,735 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 +2025-06-05 13:57:57,695 - INFO - Training: cls_zice: 113.49148644201013; reg_zipnll: -136.055074679141; cnt_loss: 18.755100689186953; +2025-06-05 13:57:57,696 - INFO - Evaluation: +Curr mae: 96.6531; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 176.4411; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1361; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:57:57,696 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 +2025-06-05 13:58:34,785 - INFO - Training: cls_zice: 112.75633091958153; reg_zipnll: -130.41922564853897; cnt_loss: 19.30636943097146; +2025-06-05 13:58:34,786 - INFO - Evaluation: +Curr mae: 108.2247; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 183.1437; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1698; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:58:34,786 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 +2025-06-05 13:59:17,672 - INFO - Training: cls_zice: 112.16846946691045; reg_zipnll: -134.67583108737767; cnt_loss: 20.177444090116893; +2025-06-05 13:59:17,673 - INFO - Evaluation: +Curr mae: 98.8018; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 179.8068; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1381; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:59:17,673 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 +2025-06-05 13:59:54,799 - INFO - Training: cls_zice: 115.49769334603619; reg_zipnll: -148.98021754839561; cnt_loss: 20.881765569282685; +2025-06-05 13:59:54,799 - INFO - Evaluation: +Curr mae: 104.1019; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 204.5963; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1497; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 13:59:54,799 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 +2025-06-05 14:00:31,984 - INFO - Training: cls_zice: 112.96806209134739; reg_zipnll: -163.25243577262424; cnt_loss: 20.13425260821715; +2025-06-05 14:00:31,985 - INFO - Evaluation: +Curr mae: 89.5392; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 153.2765; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1382; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 14:00:31,985 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 +2025-06-05 14:01:09,205 - INFO - Training: cls_zice: 113.53473607751707; reg_zipnll: -156.05379153245332; cnt_loss: 20.49268225644598; +2025-06-05 14:01:09,206 - INFO - Evaluation: +Curr mae: 94.0856; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 158.3699; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1402; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 14:01:09,206 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 +2025-06-05 14:01:46,376 - INFO - Training: cls_zice: 114.09171768845312; reg_zipnll: -171.69716228712474; cnt_loss: 23.293412331713746; +2025-06-05 14:01:46,377 - INFO - Evaluation: +Curr mae: 89.0793; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 158.0718; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1300; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 14:01:46,377 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 +2025-06-05 14:02:23,587 - INFO - Training: cls_zice: 116.55576886562322; reg_zipnll: -143.45683694043697; cnt_loss: 20.55169720997084; +2025-06-05 14:02:23,588 - INFO - Evaluation: +Curr mae: 95.4277; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 173.5385; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1393; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 14:02:24,421 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 +2025-06-05 14:03:01,698 - INFO - Training: cls_zice: 115.44828927753777; reg_zipnll: -194.57721572522297; cnt_loss: 21.313245479634265; +2025-06-05 14:03:01,698 - INFO - Evaluation: +Curr mae: 89.4263; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 162.4760; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1228; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 14:03:01,699 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 +2025-06-05 14:03:38,697 - INFO - Training: cls_zice: 109.39387825466939; reg_zipnll: -141.16872913790064; cnt_loss: 20.071206305990156; +2025-06-05 14:03:38,698 - INFO - Evaluation: +Curr mae: 85.3440; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 143.1398; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1313; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 14:03:38,698 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 +2025-06-05 14:04:16,198 - INFO - Training: cls_zice: 115.54442227597268; reg_zipnll: -160.0562849360586; cnt_loss: 20.714056763427937; +2025-06-05 14:04:16,199 - INFO - Evaluation: +Curr mae: 93.8456; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 169.5875; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1404; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 14:04:16,199 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 +2025-06-05 14:04:53,347 - INFO - Training: cls_zice: 112.42081830359453; reg_zipnll: -162.50960052566023; cnt_loss: 20.559539807553325; +2025-06-05 14:04:53,348 - INFO - Evaluation: +Curr mae: 101.0853; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 189.6386; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1933; Best nae: 0.1159; 0.1199; 0.1201; 0.1202; 0.1203; + + + +2025-06-05 14:04:53,348 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 +2025-06-05 14:05:30,516 - INFO - Training: cls_zice: 114.38464143260425; reg_zipnll: -159.40894668149633; cnt_loss: 21.253441428506612; +2025-06-05 14:05:30,817 - INFO - Evaluation: +Curr mae: 84.9795; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 150.8164; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1195; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:05:30,817 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 +2025-06-05 14:06:08,002 - INFO - Training: cls_zice: 114.96362933733606; reg_zipnll: -152.47726158116828; cnt_loss: 20.03855293476029; +2025-06-05 14:06:08,002 - INFO - Evaluation: +Curr mae: 97.1200; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 165.8397; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1422; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:06:08,002 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 +2025-06-05 14:06:45,183 - INFO - Training: cls_zice: 111.51301928387572; reg_zipnll: -124.00244997037167; cnt_loss: 18.202294150725105; +2025-06-05 14:06:45,184 - INFO - Evaluation: +Curr mae: 96.0289; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 181.2483; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1362; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:06:45,184 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 +2025-06-05 14:07:22,371 - INFO - Training: cls_zice: 111.21881030884799; reg_zipnll: -158.8069417018764; cnt_loss: 18.813467971536497; +2025-06-05 14:07:22,372 - INFO - Evaluation: +Curr mae: 101.2717; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 181.0188; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1480; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:07:22,372 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 +2025-06-05 14:07:59,904 - INFO - Training: cls_zice: 111.59003591221689; reg_zipnll: -130.70287246577786; cnt_loss: 19.380199666054832; +2025-06-05 14:07:59,905 - INFO - Evaluation: +Curr mae: 94.4045; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 162.6915; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1411; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:07:59,905 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 +2025-06-05 14:08:37,084 - INFO - Training: cls_zice: 117.12038162686177; reg_zipnll: -175.99748041140322; cnt_loss: 21.864012505045; +2025-06-05 14:08:37,085 - INFO - Evaluation: +Curr mae: 91.7205; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 161.1483; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1310; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:08:37,085 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 +2025-06-05 14:09:14,305 - INFO - Training: cls_zice: 111.23780875805987; reg_zipnll: -135.33848313464233; cnt_loss: 17.74937446070033; +2025-06-05 14:09:14,306 - INFO - Evaluation: +Curr mae: 93.0296; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 157.9569; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1409; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:09:14,306 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 +2025-06-05 14:09:51,628 - INFO - Training: cls_zice: 112.61045577194517; reg_zipnll: -150.04375599235888; cnt_loss: 20.559251035286103; +2025-06-05 14:09:51,629 - INFO - Evaluation: +Curr mae: 87.3744; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 153.4343; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1373; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:09:51,629 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 +2025-06-05 14:10:28,878 - INFO - Training: cls_zice: 115.10236275275022; reg_zipnll: -139.99603002434534; cnt_loss: 21.247818334213157; +2025-06-05 14:10:28,878 - INFO - Evaluation: +Curr mae: 97.6058; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 162.2370; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1610; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:10:28,878 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 +2025-06-05 14:11:06,285 - INFO - Training: cls_zice: 116.2190194287837; reg_zipnll: -149.49494762294339; cnt_loss: 20.27115702471196; +2025-06-05 14:11:06,286 - INFO - Evaluation: +Curr mae: 84.7573; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 143.5439; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1299; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:11:06,286 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 +2025-06-05 14:11:43,556 - INFO - Training: cls_zice: 112.52651376282142; reg_zipnll: -163.80152101074623; cnt_loss: 19.105109435833054; +2025-06-05 14:11:43,557 - INFO - Evaluation: +Curr mae: 95.2701; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 160.1210; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1452; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:11:43,557 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 +2025-06-05 14:12:20,895 - INFO - Training: cls_zice: 113.14764763029996; reg_zipnll: -166.226756215885; cnt_loss: 20.491894339883565; +2025-06-05 14:12:20,896 - INFO - Evaluation: +Curr mae: 91.1657; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 151.2599; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1419; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:12:20,896 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 +2025-06-05 14:12:58,011 - INFO - Training: cls_zice: 114.06157501170178; reg_zipnll: -181.80642606722597; cnt_loss: 20.640737787777226; +2025-06-05 14:12:58,012 - INFO - Evaluation: +Curr mae: 85.3692; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 147.7278; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1268; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:12:58,012 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 +2025-06-05 14:13:35,198 - INFO - Training: cls_zice: 114.84226325331935; reg_zipnll: -172.21210820785421; cnt_loss: 20.76824156338016; +2025-06-05 14:13:35,199 - INFO - Evaluation: +Curr mae: 87.6402; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 144.7311; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1398; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:13:35,199 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 +2025-06-05 14:14:12,591 - INFO - Training: cls_zice: 113.16917333539747; reg_zipnll: -126.5212673161993; cnt_loss: 18.812597186360136; +2025-06-05 14:14:12,591 - INFO - Evaluation: +Curr mae: 92.6805; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 151.4142; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 141.9616; +Curr nae: 0.1492; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:14:12,592 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 +2025-06-05 14:14:49,659 - INFO - Training: cls_zice: 112.56667238197579; reg_zipnll: -120.31106968431283; cnt_loss: 18.254026084546222; +2025-06-05 14:14:50,080 - INFO - Evaluation: +Curr mae: 84.2612; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 140.5440; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1317; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:14:50,080 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 +2025-06-05 14:15:27,124 - INFO - Training: cls_zice: 113.35995272453258; reg_zipnll: -160.64434249827403; cnt_loss: 21.198024058184085; +2025-06-05 14:15:27,125 - INFO - Evaluation: +Curr mae: 88.7832; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 152.7817; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1341; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:15:27,125 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 +2025-06-05 14:16:04,227 - INFO - Training: cls_zice: 112.72263852807859; reg_zipnll: -115.61787251605104; cnt_loss: 18.502402299287304; +2025-06-05 14:16:04,228 - INFO - Evaluation: +Curr mae: 86.5762; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 157.0304; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1218; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:16:04,228 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 +2025-06-05 14:16:41,201 - INFO - Training: cls_zice: 110.17538899301694; reg_zipnll: -138.36637397159805; cnt_loss: 19.363249889272726; +2025-06-05 14:16:41,202 - INFO - Evaluation: +Curr mae: 83.5612; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 148.5127; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1282; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:16:41,202 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 +2025-06-05 14:17:18,250 - INFO - Training: cls_zice: 142.24182111222223; reg_zipnll: -166.52520988792773; cnt_loss: 55.01476338683375; +2025-06-05 14:17:18,251 - INFO - Evaluation: +Curr mae: 93.1825; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 159.8669; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1466; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:17:18,251 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 +2025-06-05 14:17:55,337 - INFO - Training: cls_zice: 113.43486961465797; reg_zipnll: -148.54749774301288; cnt_loss: 19.222951854301606; +2025-06-05 14:17:55,337 - INFO - Evaluation: +Curr mae: 92.0443; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 168.0312; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1360; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:17:55,337 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 +2025-06-05 14:18:32,582 - INFO - Training: cls_zice: 112.36654776768968; reg_zipnll: -174.07764843441794; cnt_loss: 20.188143352799067; +2025-06-05 14:18:32,583 - INFO - Evaluation: +Curr mae: 89.1378; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 157.0103; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1318; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:18:32,583 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 +2025-06-05 14:19:09,813 - INFO - Training: cls_zice: 113.51910738913429; reg_zipnll: -172.26495145330367; cnt_loss: 19.847388660670905; +2025-06-05 14:19:09,813 - INFO - Evaluation: +Curr mae: 88.9762; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 148.6500; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1396; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:19:09,813 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 +2025-06-05 14:19:47,152 - INFO - Training: cls_zice: 113.93092574820614; reg_zipnll: -149.4150610285879; cnt_loss: 18.228998897880906; +2025-06-05 14:19:47,152 - INFO - Evaluation: +Curr mae: 85.8900; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 151.6623; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1366; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:19:47,152 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 +2025-06-05 14:20:24,433 - INFO - Training: cls_zice: 111.89481659440804; reg_zipnll: -168.7651317040652; cnt_loss: 21.952832866188707; +2025-06-05 14:20:24,433 - INFO - Evaluation: +Curr mae: 99.9666; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 166.2690; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1743; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:20:24,433 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 +2025-06-05 14:21:01,727 - INFO - Training: cls_zice: 111.75778204557912; reg_zipnll: -172.8845297958677; cnt_loss: 20.275463527401552; +2025-06-05 14:21:01,728 - INFO - Evaluation: +Curr mae: 86.7819; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 148.4097; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1320; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:21:01,728 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 +2025-06-05 14:21:39,030 - INFO - Training: cls_zice: 111.10071793613055; reg_zipnll: -167.7476125237168; cnt_loss: 20.048437394843198; +2025-06-05 14:21:39,031 - INFO - Evaluation: +Curr mae: 96.5554; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 162.2161; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1554; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:21:39,031 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 +2025-06-05 14:22:16,282 - INFO - Training: cls_zice: 113.043917674892; reg_zipnll: -172.04554861586615; cnt_loss: 21.511236456056306; +2025-06-05 14:22:16,283 - INFO - Evaluation: +Curr mae: 87.9596; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 153.6340; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1283; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:22:16,283 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 +2025-06-05 14:22:53,896 - INFO - Training: cls_zice: 110.47042148160618; reg_zipnll: -149.09788793601737; cnt_loss: 20.445819580002336; +2025-06-05 14:22:53,897 - INFO - Evaluation: +Curr mae: 91.2194; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 150.8831; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1418; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:22:53,897 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 +2025-06-05 14:23:31,062 - INFO - Training: cls_zice: 114.33541244860517; reg_zipnll: -151.61958984981308; cnt_loss: 20.356992241562597; +2025-06-05 14:23:31,063 - INFO - Evaluation: +Curr mae: 93.7256; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 157.6194; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1332; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:23:31,063 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 +2025-06-05 14:24:08,268 - INFO - Training: cls_zice: 113.56849789145767; reg_zipnll: -156.57197228488542; cnt_loss: 19.25759963484; +2025-06-05 14:24:08,268 - INFO - Evaluation: +Curr mae: 83.8107; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 144.1568; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1262; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:24:08,268 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 +2025-06-05 14:24:45,517 - INFO - Training: cls_zice: 113.47750816597843; reg_zipnll: -153.27969825188845; cnt_loss: 19.18593630253874; +2025-06-05 14:24:45,518 - INFO - Evaluation: +Curr mae: 92.6076; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 158.4024; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1344; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:24:45,518 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 +2025-06-05 14:25:22,507 - INFO - Training: cls_zice: 109.75180538758536; reg_zipnll: -144.9813042255427; cnt_loss: 17.127394016215344; +2025-06-05 14:25:22,508 - INFO - Evaluation: +Curr mae: 85.5955; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 147.7694; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1268; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:25:22,508 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 +2025-06-05 14:25:59,667 - INFO - Training: cls_zice: 114.5709342198656; reg_zipnll: -142.05034715134576; cnt_loss: 19.397596864510845; +2025-06-05 14:25:59,668 - INFO - Evaluation: +Curr mae: 87.8499; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 146.1131; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1306; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:25:59,668 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 +2025-06-05 14:26:36,965 - INFO - Training: cls_zice: 112.76314930252681; reg_zipnll: -152.97335697957223; cnt_loss: 20.526968400209945; +2025-06-05 14:26:36,966 - INFO - Evaluation: +Curr mae: 88.8738; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 142.7622; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1435; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:26:36,966 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 +2025-06-05 14:27:14,067 - INFO - Training: cls_zice: 112.51048830802867; reg_zipnll: -158.97824343624495; cnt_loss: 19.254052695849083; +2025-06-05 14:27:14,068 - INFO - Evaluation: +Curr mae: 87.1767; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 142.0481; Best rmse: 136.8896; 136.9954; 138.1912; 138.9255; 140.5440; +Curr nae: 0.1411; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:27:14,068 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 +2025-06-05 14:27:51,212 - INFO - Training: cls_zice: 110.67263664472972; reg_zipnll: -158.71744112305294; cnt_loss: 16.806117364112904; +2025-06-05 14:27:51,512 - INFO - Evaluation: +Curr mae: 83.9979; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 138.2265; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1305; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:27:51,513 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 +2025-06-05 14:28:28,584 - INFO - Training: cls_zice: 111.69834217804157; reg_zipnll: -170.409331580661; cnt_loss: 18.3493981456125; +2025-06-05 14:28:28,585 - INFO - Evaluation: +Curr mae: 86.6252; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 139.9048; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1370; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:28:28,585 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 +2025-06-05 14:29:05,637 - INFO - Training: cls_zice: 113.68738379067932; reg_zipnll: -164.74168618309577; cnt_loss: 18.607647741077752; +2025-06-05 14:29:05,638 - INFO - Evaluation: +Curr mae: 90.1219; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 143.6794; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1522; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:29:05,638 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 +2025-06-05 14:29:42,674 - INFO - Training: cls_zice: 111.78151812774456; reg_zipnll: -174.5116342835079; cnt_loss: 19.63430324769178; +2025-06-05 14:29:42,675 - INFO - Evaluation: +Curr mae: 86.5111; Best mae: 81.0407; 82.4043; 82.7803; 83.2452; 83.3690; +Curr rmse: 148.4286; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1280; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:29:42,675 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 +2025-06-05 14:30:19,814 - INFO - Training: cls_zice: 112.23719456653721; reg_zipnll: -172.12534912058848; cnt_loss: 20.280247705661697; +2025-06-05 14:30:20,114 - INFO - Evaluation: +Curr mae: 83.1667; Best mae: 81.0407; 82.4043; 82.7803; 83.1667; 83.2452; +Curr rmse: 141.2780; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1230; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:30:20,114 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 +2025-06-05 14:30:57,277 - INFO - Training: cls_zice: 110.35981552174549; reg_zipnll: -169.3935662326434; cnt_loss: 17.304188076234023; +2025-06-05 14:30:57,278 - INFO - Evaluation: +Curr mae: 92.0518; Best mae: 81.0407; 82.4043; 82.7803; 83.1667; 83.2452; +Curr rmse: 162.5969; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1331; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:30:57,278 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 +2025-06-05 14:31:34,309 - INFO - Training: cls_zice: 112.41247324911964; reg_zipnll: -128.1443006881815; cnt_loss: 18.264948797541738; +2025-06-05 14:31:34,309 - INFO - Evaluation: +Curr mae: 98.6550; Best mae: 81.0407; 82.4043; 82.7803; 83.1667; 83.2452; +Curr rmse: 148.5226; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1749; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:31:34,310 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 +2025-06-05 14:32:11,643 - INFO - Training: cls_zice: 111.75994730311514; reg_zipnll: -158.41346144518315; cnt_loss: 18.61352308854362; +2025-06-05 14:32:11,644 - INFO - Evaluation: +Curr mae: 94.5797; Best mae: 81.0407; 82.4043; 82.7803; 83.1667; 83.2452; +Curr rmse: 152.6365; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1504; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:32:11,644 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 +2025-06-05 14:32:48,986 - INFO - Training: cls_zice: 112.96981518473847; reg_zipnll: -149.5712958234825; cnt_loss: 17.000890899967672; +2025-06-05 14:32:48,987 - INFO - Evaluation: +Curr mae: 97.4071; Best mae: 81.0407; 82.4043; 82.7803; 83.1667; 83.2452; +Curr rmse: 161.6623; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1502; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:32:48,987 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 +2025-06-05 14:33:25,997 - INFO - Training: cls_zice: 108.41983459169502; reg_zipnll: -147.49421014848923; cnt_loss: 16.9045739268625; +2025-06-05 14:33:26,297 - INFO - Evaluation: +Curr mae: 81.8751; Best mae: 81.0407; 81.8751; 82.4043; 82.7803; 83.1667; +Curr rmse: 139.5838; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1222; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:33:27,158 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 +2025-06-05 14:34:04,159 - INFO - Training: cls_zice: 111.50730781049919; reg_zipnll: -142.40191070607167; cnt_loss: 19.207546693599777; +2025-06-05 14:34:04,160 - INFO - Evaluation: +Curr mae: 90.8375; Best mae: 81.0407; 81.8751; 82.4043; 82.7803; 83.1667; +Curr rmse: 156.3002; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1510; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:34:04,160 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 +2025-06-05 14:34:41,388 - INFO - Training: cls_zice: 113.2469765113679; reg_zipnll: -167.44199114287926; cnt_loss: 18.25527019374418; +2025-06-05 14:34:41,389 - INFO - Evaluation: +Curr mae: 86.5869; Best mae: 81.0407; 81.8751; 82.4043; 82.7803; 83.1667; +Curr rmse: 141.1195; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1474; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:34:41,389 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 +2025-06-05 14:35:18,594 - INFO - Training: cls_zice: 109.99570645717596; reg_zipnll: -178.79334309558996; cnt_loss: 17.512788478901843; +2025-06-05 14:35:18,595 - INFO - Evaluation: +Curr mae: 96.4436; Best mae: 81.0407; 81.8751; 82.4043; 82.7803; 83.1667; +Curr rmse: 154.9754; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1617; Best nae: 0.1159; 0.1195; 0.1199; 0.1201; 0.1202; + + + +2025-06-05 14:35:18,595 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 +2025-06-05 14:35:55,653 - INFO - Training: cls_zice: 110.59443237607842; reg_zipnll: -138.3963143462377; cnt_loss: 17.928333639309106; +2025-06-05 14:35:56,294 - INFO - Evaluation: +Curr mae: 80.6410; Best mae: 80.6410; 81.0407; 81.8751; 82.4043; 82.7803; +Curr rmse: 140.1209; Best rmse: 136.8896; 136.9954; 138.1912; 138.2265; 138.9255; +Curr nae: 0.1183; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:35:56,294 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 +2025-06-05 14:36:33,616 - INFO - Training: cls_zice: 112.14566643822272; reg_zipnll: -144.14849001524465; cnt_loss: 16.726418577282633; +2025-06-05 14:36:34,267 - INFO - Evaluation: +Curr mae: 79.4669; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 131.4139; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1256; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:36:34,268 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 +2025-06-05 14:37:11,375 - INFO - Training: cls_zice: 112.20375571345652; reg_zipnll: -163.29784928252366; cnt_loss: 16.95229246126895; +2025-06-05 14:37:11,375 - INFO - Evaluation: +Curr mae: 85.2982; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 143.3049; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1330; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:37:11,375 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 +2025-06-05 14:37:48,652 - INFO - Training: cls_zice: 107.12691204753143; reg_zipnll: -151.99148549465153; cnt_loss: 17.361583648138488; +2025-06-05 14:37:48,652 - INFO - Evaluation: +Curr mae: 86.8014; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 155.2050; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1212; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:37:48,652 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 +2025-06-05 14:38:25,796 - INFO - Training: cls_zice: 112.1731705697167; reg_zipnll: -161.9975830419174; cnt_loss: 17.875398364288127; +2025-06-05 14:38:25,797 - INFO - Evaluation: +Curr mae: 90.8283; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 155.6824; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1309; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:38:25,798 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 +2025-06-05 14:39:02,903 - INFO - Training: cls_zice: 112.5716943551373; reg_zipnll: -150.74465818594624; cnt_loss: 17.660439431272597; +2025-06-05 14:39:02,904 - INFO - Evaluation: +Curr mae: 94.0857; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 157.1566; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1410; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:39:02,904 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 +2025-06-05 14:39:39,786 - INFO - Training: cls_zice: 110.74617484389552; reg_zipnll: -157.76707846913118; cnt_loss: 17.78648020258013; +2025-06-05 14:39:39,786 - INFO - Evaluation: +Curr mae: 96.5080; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 163.7332; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1494; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:39:39,786 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 +2025-06-05 14:40:16,875 - INFO - Training: cls_zice: 111.22791904171571; reg_zipnll: -144.5364987897557; cnt_loss: 17.76860656169866; +2025-06-05 14:40:16,875 - INFO - Evaluation: +Curr mae: 86.3698; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 154.1687; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1256; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:40:16,875 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 +2025-06-05 14:40:54,075 - INFO - Training: cls_zice: 114.01331549132897; reg_zipnll: -163.15744431603034; cnt_loss: 19.499978501275674; +2025-06-05 14:40:54,076 - INFO - Evaluation: +Curr mae: 84.1120; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 142.6414; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1283; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:40:54,076 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 +2025-06-05 14:41:30,882 - INFO - Training: cls_zice: 109.21778560158432; reg_zipnll: -164.55040591915713; cnt_loss: 16.859296160817937; +2025-06-05 14:41:30,882 - INFO - Evaluation: +Curr mae: 87.6223; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 153.0105; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1253; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:41:30,882 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 +2025-06-05 14:42:07,845 - INFO - Training: cls_zice: 109.54459291420235; reg_zipnll: -142.58778992078163; cnt_loss: 17.55557757023944; +2025-06-05 14:42:07,846 - INFO - Evaluation: +Curr mae: 86.1290; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 148.4214; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1255; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:42:07,846 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 +2025-06-05 14:42:45,153 - INFO - Training: cls_zice: 108.93254417773115; reg_zipnll: -159.63535692833906; cnt_loss: 16.796496432348594; +2025-06-05 14:42:45,153 - INFO - Evaluation: +Curr mae: 92.2949; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 156.8913; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1327; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:42:45,154 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 +2025-06-05 14:43:22,063 - INFO - Training: cls_zice: 108.2937829226058; reg_zipnll: -156.23025215856288; cnt_loss: 17.101030204469794; +2025-06-05 14:43:22,063 - INFO - Evaluation: +Curr mae: 97.6604; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 165.0964; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1483; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:43:22,063 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 +2025-06-05 14:43:58,976 - INFO - Training: cls_zice: 112.95434077686032; reg_zipnll: -156.441256302082; cnt_loss: 17.661976945321292; +2025-06-05 14:43:58,976 - INFO - Evaluation: +Curr mae: 94.1375; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 157.1645; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1451; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:43:58,977 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 +2025-06-05 14:44:36,143 - INFO - Training: cls_zice: 110.2873087118793; reg_zipnll: -160.09188991824522; cnt_loss: 20.57235495144168; +2025-06-05 14:44:36,144 - INFO - Evaluation: +Curr mae: 95.2814; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 152.8657; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1784; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:44:36,144 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 +2025-06-05 14:45:13,349 - INFO - Training: cls_zice: 111.48514982564559; reg_zipnll: -152.0390991311989; cnt_loss: 17.86558451242005; +2025-06-05 14:45:13,350 - INFO - Evaluation: +Curr mae: 96.0886; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 170.1748; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1392; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:45:13,350 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 +2025-06-05 14:45:50,380 - INFO - Training: cls_zice: 109.68488630553745; reg_zipnll: -141.9996245554741; cnt_loss: 18.737000373815068; +2025-06-05 14:45:50,381 - INFO - Evaluation: +Curr mae: 98.3681; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 174.1340; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1515; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:45:50,381 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 +2025-06-05 14:46:27,246 - INFO - Training: cls_zice: 109.67623209163843; reg_zipnll: -132.9332893510528; cnt_loss: 19.47814639040966; +2025-06-05 14:46:27,247 - INFO - Evaluation: +Curr mae: 88.5218; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 146.6899; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1415; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:46:27,247 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 +2025-06-05 14:47:04,172 - INFO - Training: cls_zice: 111.6877537910512; reg_zipnll: -132.37656652690558; cnt_loss: 18.749171433859313; +2025-06-05 14:47:04,173 - INFO - Evaluation: +Curr mae: 99.0683; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 180.4345; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1423; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:47:04,173 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 +2025-06-05 14:47:41,212 - INFO - Training: cls_zice: 112.52530932900132; reg_zipnll: -170.19809212589897; cnt_loss: 20.68452532875617; +2025-06-05 14:47:41,213 - INFO - Evaluation: +Curr mae: 86.0838; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 154.4037; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1306; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:47:41,213 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 +2025-06-05 14:48:18,538 - INFO - Training: cls_zice: 110.41749921381869; reg_zipnll: -145.53815027577988; cnt_loss: 16.736422816649178; +2025-06-05 14:48:18,538 - INFO - Evaluation: +Curr mae: 88.0001; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 154.1566; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1338; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:48:18,539 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 +2025-06-05 14:48:55,522 - INFO - Training: cls_zice: 111.88032908155428; reg_zipnll: -151.81989828956048; cnt_loss: 18.240561660551865; +2025-06-05 14:48:55,523 - INFO - Evaluation: +Curr mae: 92.7393; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.4043; +Curr rmse: 161.3425; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1387; Best nae: 0.1159; 0.1183; 0.1195; 0.1199; 0.1201; + + + +2025-06-05 14:48:55,523 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 +2025-06-05 14:49:32,726 - INFO - Training: cls_zice: 109.34944697247435; reg_zipnll: -129.4449082620886; cnt_loss: 16.796369102616975; +2025-06-05 14:49:33,331 - INFO - Evaluation: +Curr mae: 82.0006; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 143.5354; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1160; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:49:33,331 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 +2025-06-05 14:50:10,323 - INFO - Training: cls_zice: 110.17545907228988; reg_zipnll: -156.77623722253256; cnt_loss: 15.46374449508869; +2025-06-05 14:50:10,324 - INFO - Evaluation: +Curr mae: 87.2043; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 145.2322; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1378; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:50:10,324 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 +2025-06-05 14:50:47,233 - INFO - Training: cls_zice: 109.89251903508672; reg_zipnll: -144.4348253161702; cnt_loss: 16.695946450265037; +2025-06-05 14:50:47,234 - INFO - Evaluation: +Curr mae: 88.0435; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 152.1782; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1304; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:50:47,234 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 +2025-06-05 14:51:24,133 - INFO - Training: cls_zice: 106.06769009141732; reg_zipnll: -153.39802470428265; cnt_loss: 17.193666205500925; +2025-06-05 14:51:24,133 - INFO - Evaluation: +Curr mae: 89.9305; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 153.4996; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1362; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:51:24,133 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 +2025-06-05 14:52:01,299 - INFO - Training: cls_zice: 111.38385301552071; reg_zipnll: -149.49533399367175; cnt_loss: 18.845036752966067; +2025-06-05 14:52:01,300 - INFO - Evaluation: +Curr mae: 88.6301; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 150.3944; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1301; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:52:01,300 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 +2025-06-05 14:52:38,285 - INFO - Training: cls_zice: 111.33570033193423; reg_zipnll: -179.80358481880845; cnt_loss: 17.536795958777926; +2025-06-05 14:52:38,285 - INFO - Evaluation: +Curr mae: 90.9957; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 148.1828; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1443; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:52:38,285 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 +2025-06-05 14:53:15,303 - INFO - Training: cls_zice: 108.82228335323713; reg_zipnll: -164.06786343909258; cnt_loss: 15.841240096565903; +2025-06-05 14:53:15,304 - INFO - Evaluation: +Curr mae: 84.7075; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 147.7726; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1310; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:53:15,304 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 +2025-06-05 14:53:52,475 - INFO - Training: cls_zice: 109.11766971815501; reg_zipnll: -145.0045293593249; cnt_loss: 16.133682835181027; +2025-06-05 14:53:52,475 - INFO - Evaluation: +Curr mae: 83.2756; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 142.8977; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1199; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:53:52,475 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 +2025-06-05 14:54:29,283 - INFO - Training: cls_zice: 112.40282078926137; reg_zipnll: -161.42311322925897; cnt_loss: 27.17036100412836; +2025-06-05 14:54:29,284 - INFO - Evaluation: +Curr mae: 86.1713; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 152.7769; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1223; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:54:29,284 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 +2025-06-05 14:55:06,189 - INFO - Training: cls_zice: 107.59011026091923; reg_zipnll: -173.3961596141588; cnt_loss: 18.34193674302259; +2025-06-05 14:55:06,189 - INFO - Evaluation: +Curr mae: 84.1681; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 143.8051; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1261; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:55:06,189 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 +2025-06-05 14:55:43,216 - INFO - Training: cls_zice: 110.68432359505962; reg_zipnll: -161.14981122364273; cnt_loss: 17.455991441840368; +2025-06-05 14:55:43,217 - INFO - Evaluation: +Curr mae: 99.8978; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 168.8022; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1575; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:55:43,217 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 +2025-06-05 14:56:19,941 - INFO - Training: cls_zice: 107.44793171282636; reg_zipnll: -144.53968540722173; cnt_loss: 16.48798897566385; +2025-06-05 14:56:19,941 - INFO - Evaluation: +Curr mae: 96.3313; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 167.4426; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1438; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:56:19,941 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 +2025-06-05 14:56:57,719 - INFO - Training: cls_zice: 107.34331962604396; reg_zipnll: -155.74850833337038; cnt_loss: 16.676385915832014; +2025-06-05 14:56:57,720 - INFO - Evaluation: +Curr mae: 87.1349; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 144.4557; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1380; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:56:57,720 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 +2025-06-05 14:57:34,622 - INFO - Training: cls_zice: 110.77199988965167; reg_zipnll: -142.29312498837908; cnt_loss: 15.162450859878238; +2025-06-05 14:57:34,623 - INFO - Evaluation: +Curr mae: 88.5359; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 151.0025; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1383; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:57:34,623 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 +2025-06-05 14:58:11,756 - INFO - Training: cls_zice: 108.95626891685637; reg_zipnll: -159.52371974022972; cnt_loss: 16.792843092356296; +2025-06-05 14:58:11,757 - INFO - Evaluation: +Curr mae: 87.0112; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 149.3244; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1314; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:58:11,757 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 +2025-06-05 14:58:48,711 - INFO - Training: cls_zice: 108.53688674573077; reg_zipnll: -138.95141083041563; cnt_loss: 16.260731081299433; +2025-06-05 14:58:48,712 - INFO - Evaluation: +Curr mae: 86.3578; Best mae: 79.4669; 80.6410; 81.0407; 81.8751; 82.0006; +Curr rmse: 149.5330; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1269; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:58:48,712 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 +2025-06-05 14:59:25,681 - INFO - Training: cls_zice: 119.50394284330457; reg_zipnll: -164.39873224220528; cnt_loss: 25.949122629418277; +2025-06-05 14:59:25,982 - INFO - Evaluation: +Curr mae: 80.5394; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 140.7517; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1222; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 14:59:25,983 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 +2025-06-05 15:00:03,076 - INFO - Training: cls_zice: 108.889655346902; reg_zipnll: -148.93625700236944; cnt_loss: 18.10813629548281; +2025-06-05 15:00:03,077 - INFO - Evaluation: +Curr mae: 93.4784; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 166.6255; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1325; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:00:03,077 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 +2025-06-05 15:00:40,097 - INFO - Training: cls_zice: 107.26182124156826; reg_zipnll: -182.62325347496184; cnt_loss: 19.00511953372829; +2025-06-05 15:00:40,097 - INFO - Evaluation: +Curr mae: 85.0191; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 145.2307; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1230; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:00:40,097 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 +2025-06-05 15:01:17,091 - INFO - Training: cls_zice: 111.49737498302333; reg_zipnll: -134.50141424216972; cnt_loss: 18.68522110206402; +2025-06-05 15:01:17,092 - INFO - Evaluation: +Curr mae: 86.9707; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 149.4371; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1248; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:01:17,092 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 +2025-06-05 15:01:54,336 - INFO - Training: cls_zice: 110.12016223124321; reg_zipnll: -146.48575645093098; cnt_loss: 16.746380671760104; +2025-06-05 15:01:54,337 - INFO - Evaluation: +Curr mae: 87.7312; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 147.2896; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1338; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:01:54,337 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 +2025-06-05 15:02:31,383 - INFO - Training: cls_zice: 107.69146386203387; reg_zipnll: -143.23067461733785; cnt_loss: 15.995653945089176; +2025-06-05 15:02:31,384 - INFO - Evaluation: +Curr mae: 99.6666; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 176.0109; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1412; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:02:31,384 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 +2025-06-05 15:03:08,368 - INFO - Training: cls_zice: 112.66986005669398; reg_zipnll: -177.37681637694504; cnt_loss: 16.93248807831316; +2025-06-05 15:03:08,369 - INFO - Evaluation: +Curr mae: 94.6900; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 157.5040; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1497; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:03:08,369 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 +2025-06-05 15:03:45,749 - INFO - Training: cls_zice: 111.23702055571096; reg_zipnll: -160.72537635651645; cnt_loss: 16.170162707764582; +2025-06-05 15:03:45,750 - INFO - Evaluation: +Curr mae: 96.7330; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 181.3019; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1378; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:03:45,750 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 +2025-06-05 15:04:22,731 - INFO - Training: cls_zice: 107.1923154616198; reg_zipnll: -147.41565197193069; cnt_loss: 15.965858238422317; +2025-06-05 15:04:22,732 - INFO - Evaluation: +Curr mae: 82.1550; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 143.0115; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1207; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:04:23,630 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 +2025-06-05 15:05:00,785 - INFO - Training: cls_zice: 106.71296335687701; reg_zipnll: -150.92004193059657; cnt_loss: 15.32202436276619; +2025-06-05 15:05:00,786 - INFO - Evaluation: +Curr mae: 84.9906; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 143.6665; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1389; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:05:00,786 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 +2025-06-05 15:05:37,679 - INFO - Training: cls_zice: 109.37246992098575; reg_zipnll: -159.21660720749406; cnt_loss: 19.060332568276007; +2025-06-05 15:05:37,680 - INFO - Evaluation: +Curr mae: 91.2050; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 161.3869; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1305; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:05:37,680 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 +2025-06-05 15:06:14,698 - INFO - Training: cls_zice: 109.84540628597436; reg_zipnll: -140.9642207669896; cnt_loss: 16.441559175781855; +2025-06-05 15:06:14,698 - INFO - Evaluation: +Curr mae: 99.7631; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 176.1905; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1498; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:06:14,699 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 +2025-06-05 15:06:51,596 - INFO - Training: cls_zice: 110.33226346653818; reg_zipnll: -158.85717511966527; cnt_loss: 16.17397026352535; +2025-06-05 15:06:51,596 - INFO - Evaluation: +Curr mae: 82.6461; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 148.9693; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1200; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:06:51,596 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 +2025-06-05 15:07:28,407 - INFO - Training: cls_zice: 105.60282806055436; reg_zipnll: -134.90587206076313; cnt_loss: 15.733196369070091; +2025-06-05 15:07:28,408 - INFO - Evaluation: +Curr mae: 88.6791; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 159.3116; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1279; Best nae: 0.1159; 0.1160; 0.1183; 0.1195; 0.1199; + + + +2025-06-05 15:07:28,408 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 +2025-06-05 15:08:05,644 - INFO - Training: cls_zice: 106.39893886743002; reg_zipnll: -135.2928519785799; cnt_loss: 15.893209001086406; +2025-06-05 15:08:05,995 - INFO - Evaluation: +Curr mae: 84.0078; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 152.1333; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1176; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:08:05,995 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 +2025-06-05 15:08:43,198 - INFO - Training: cls_zice: 111.5156298252131; reg_zipnll: -184.967633304217; cnt_loss: 19.810523532084282; +2025-06-05 15:08:43,198 - INFO - Evaluation: +Curr mae: 88.0560; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 152.3218; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1346; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:08:43,198 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 +2025-06-05 15:09:20,241 - INFO - Training: cls_zice: 110.82078556035528; reg_zipnll: -188.05263133396377; cnt_loss: 17.81919069479633; +2025-06-05 15:09:20,242 - INFO - Evaluation: +Curr mae: 85.2672; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 146.2584; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1313; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:09:20,242 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 +2025-06-05 15:09:57,196 - INFO - Training: cls_zice: 110.52110519156551; reg_zipnll: -149.183961299871; cnt_loss: 18.739228622802834; +2025-06-05 15:09:57,196 - INFO - Evaluation: +Curr mae: 97.2077; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 171.2486; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1467; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:09:57,196 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 +2025-06-05 15:10:34,260 - INFO - Training: cls_zice: 109.62448456113701; reg_zipnll: -176.19083600328457; cnt_loss: 18.547699628286804; +2025-06-05 15:10:34,261 - INFO - Evaluation: +Curr mae: 86.7740; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 146.0817; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1327; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:10:34,261 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 +2025-06-05 15:11:11,185 - INFO - Training: cls_zice: 116.11560613114312; reg_zipnll: -167.19517770350373; cnt_loss: 20.19439711633897; +2025-06-05 15:11:11,185 - INFO - Evaluation: +Curr mae: 90.7492; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 151.4570; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1457; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:11:11,186 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 +2025-06-05 15:11:48,231 - INFO - Training: cls_zice: 111.10465921313558; reg_zipnll: -166.42680187099026; cnt_loss: 21.705557185293035; +2025-06-05 15:11:48,232 - INFO - Evaluation: +Curr mae: 85.2844; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 139.7120; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1412; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:11:48,232 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 +2025-06-05 15:12:25,200 - INFO - Training: cls_zice: 108.12773013588608; reg_zipnll: -141.39104815350464; cnt_loss: 17.672960019269528; +2025-06-05 15:12:25,201 - INFO - Evaluation: +Curr mae: 88.6324; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 153.5686; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1400; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:12:25,201 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 +2025-06-05 15:13:02,096 - INFO - Training: cls_zice: 108.08167967891062; reg_zipnll: -201.27675247192383; cnt_loss: 18.4179286135743; +2025-06-05 15:13:02,097 - INFO - Evaluation: +Curr mae: 90.5790; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 153.9023; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1433; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:13:02,097 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 +2025-06-05 15:13:39,083 - INFO - Training: cls_zice: 108.84369565951114; reg_zipnll: -168.54523326545362; cnt_loss: 16.350053848809754; +2025-06-05 15:13:39,084 - INFO - Evaluation: +Curr mae: 93.5510; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 159.9721; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1371; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:13:39,084 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 +2025-06-05 15:14:15,990 - INFO - Training: cls_zice: 109.49048735763853; reg_zipnll: -167.37335534758915; cnt_loss: 17.641176999009996; +2025-06-05 15:14:15,991 - INFO - Evaluation: +Curr mae: 86.2466; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 154.4634; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1224; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:14:15,991 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 +2025-06-05 15:14:53,570 - INFO - Training: cls_zice: 109.03634652396701; reg_zipnll: -166.86882128936566; cnt_loss: 16.127551026691663; +2025-06-05 15:14:53,571 - INFO - Evaluation: +Curr mae: 91.7159; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 160.7656; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1328; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:14:53,571 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 +2025-06-05 15:15:30,656 - INFO - Training: cls_zice: 108.41105224912529; reg_zipnll: -174.95952723673636; cnt_loss: 16.480185619253195; +2025-06-05 15:15:30,656 - INFO - Evaluation: +Curr mae: 93.9149; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 153.1835; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1476; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:15:30,656 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 +2025-06-05 15:16:07,576 - INFO - Training: cls_zice: 108.0599548769313; reg_zipnll: -145.74685891258795; cnt_loss: 15.63347346261637; +2025-06-05 15:16:07,576 - INFO - Evaluation: +Curr mae: 84.5196; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 145.7515; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1239; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:16:07,576 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 +2025-06-05 15:16:44,539 - INFO - Training: cls_zice: 107.48500426399787; reg_zipnll: -137.00159659922517; cnt_loss: 15.230096281758996; +2025-06-05 15:16:44,540 - INFO - Evaluation: +Curr mae: 86.6655; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 145.5047; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1309; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:16:44,540 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 +2025-06-05 15:17:21,497 - INFO - Training: cls_zice: 109.65920695879602; reg_zipnll: -168.84011668085262; cnt_loss: 14.54506091092596; +2025-06-05 15:17:21,497 - INFO - Evaluation: +Curr mae: 89.2823; Best mae: 79.4669; 80.5394; 80.6410; 81.0407; 81.8751; +Curr rmse: 162.7486; Best rmse: 131.4139; 136.8896; 136.9954; 138.1912; 138.2265; +Curr nae: 0.1282; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1195; + + + +2025-06-05 15:17:21,498 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 +2025-06-05 15:17:58,617 - INFO - Training: cls_zice: 109.76517154365186; reg_zipnll: -162.1244630876756; cnt_loss: 15.66716870408974; +2025-06-05 15:17:59,510 - INFO - Evaluation: +Curr mae: 80.2112; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 81.0407; +Curr rmse: 134.7740; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1184; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1184; + + + +2025-06-05 15:17:59,510 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 +2025-06-05 15:18:36,640 - INFO - Training: cls_zice: 111.08431673365713; reg_zipnll: -159.02205364909392; cnt_loss: 16.110376032772443; +2025-06-05 15:18:36,641 - INFO - Evaluation: +Curr mae: 84.4529; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 81.0407; +Curr rmse: 146.0857; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1238; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1184; + + + +2025-06-05 15:18:36,641 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 +2025-06-05 15:19:13,605 - INFO - Training: cls_zice: 108.03849688902596; reg_zipnll: -187.792698847537; cnt_loss: 16.051329710625655; +2025-06-05 15:19:13,900 - INFO - Evaluation: +Curr mae: 80.7189; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 141.2107; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1190; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1184; + + + +2025-06-05 15:19:13,901 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 +2025-06-05 15:19:51,010 - INFO - Training: cls_zice: 108.92780733424307; reg_zipnll: -155.3099791672056; cnt_loss: 15.532691380835526; +2025-06-05 15:19:51,011 - INFO - Evaluation: +Curr mae: 90.3859; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 154.1136; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1379; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1184; + + + +2025-06-05 15:19:51,011 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 +2025-06-05 15:20:27,952 - INFO - Training: cls_zice: 110.42152435100631; reg_zipnll: -176.64135820502477; cnt_loss: 16.170972287260145; +2025-06-05 15:20:27,953 - INFO - Evaluation: +Curr mae: 91.2665; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 145.9512; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1561; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1184; + + + +2025-06-05 15:20:27,953 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 +2025-06-05 15:21:04,906 - INFO - Training: cls_zice: 104.37665196601918; reg_zipnll: -144.4713366047436; cnt_loss: 14.319985017081759; +2025-06-05 15:21:04,907 - INFO - Evaluation: +Curr mae: 81.2838; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 138.7154; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1225; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1184; + + + +2025-06-05 15:21:04,907 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 +2025-06-05 15:21:41,781 - INFO - Training: cls_zice: 108.63053540994; reg_zipnll: -155.00766976463873; cnt_loss: 14.913946821200136; +2025-06-05 15:21:41,782 - INFO - Evaluation: +Curr mae: 90.1315; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 146.6626; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1453; Best nae: 0.1159; 0.1160; 0.1176; 0.1183; 0.1184; + + + +2025-06-05 15:21:41,782 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 +2025-06-05 15:22:18,592 - INFO - Training: cls_zice: 107.08470902853455; reg_zipnll: -136.25648147380906; cnt_loss: 15.881369263920563; +2025-06-05 15:22:18,890 - INFO - Evaluation: +Curr mae: 81.0357; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 141.3119; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1169; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:22:18,890 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 +2025-06-05 15:22:55,898 - INFO - Training: cls_zice: 108.91337394714355; reg_zipnll: -153.84068618547047; cnt_loss: 16.390391008743386; +2025-06-05 15:22:55,899 - INFO - Evaluation: +Curr mae: 86.0410; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 142.9571; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1300; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:22:55,899 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 +2025-06-05 15:23:32,918 - INFO - Training: cls_zice: 111.57948093540621; reg_zipnll: -134.28926459685067; cnt_loss: 17.96767155303071; +2025-06-05 15:23:32,918 - INFO - Evaluation: +Curr mae: 84.3965; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 147.7819; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1303; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:23:32,919 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 +2025-06-05 15:24:09,882 - INFO - Training: cls_zice: 109.98358918499473; reg_zipnll: -175.5900615161618; cnt_loss: 15.770340512130435; +2025-06-05 15:24:09,882 - INFO - Evaluation: +Curr mae: 82.0532; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 140.4751; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1265; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:24:09,882 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 +2025-06-05 15:24:47,157 - INFO - Training: cls_zice: 106.87385967077799; reg_zipnll: -150.0329229658013; cnt_loss: 14.579782921746867; +2025-06-05 15:24:47,158 - INFO - Evaluation: +Curr mae: 86.9777; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 145.9064; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1351; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:24:47,158 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 +2025-06-05 15:25:24,343 - INFO - Training: cls_zice: 110.49785429594533; reg_zipnll: -162.45145805939933; cnt_loss: 15.577580188283857; +2025-06-05 15:25:24,344 - INFO - Evaluation: +Curr mae: 84.0567; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 141.1762; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1256; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:25:24,344 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 +2025-06-05 15:26:01,363 - INFO - Training: cls_zice: 107.57875918710468; reg_zipnll: -157.2934812331042; cnt_loss: 14.57591011034732; +2025-06-05 15:26:01,363 - INFO - Evaluation: +Curr mae: 91.5605; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 152.8700; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1442; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:26:01,363 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 +2025-06-05 15:26:38,404 - INFO - Training: cls_zice: 106.00384857480888; reg_zipnll: -159.98060264334774; cnt_loss: 14.319224455498702; +2025-06-05 15:26:38,405 - INFO - Evaluation: +Curr mae: 86.4558; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 146.5671; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1321; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:26:38,405 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 +2025-06-05 15:27:15,504 - INFO - Training: cls_zice: 106.81132556586866; reg_zipnll: -148.6901795595687; cnt_loss: 15.238562012350322; +2025-06-05 15:27:15,505 - INFO - Evaluation: +Curr mae: 84.2605; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 142.2161; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1255; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:27:15,505 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 +2025-06-05 15:27:52,288 - INFO - Training: cls_zice: 105.17867078212713; reg_zipnll: -153.9616583956788; cnt_loss: 15.579025148555932; +2025-06-05 15:27:52,290 - INFO - Evaluation: +Curr mae: 85.6988; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 144.7239; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1360; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:27:52,290 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 +2025-06-05 15:28:29,285 - INFO - Training: cls_zice: 107.2256563199277; reg_zipnll: -141.1786351993384; cnt_loss: 14.508321451035556; +2025-06-05 15:28:29,286 - INFO - Evaluation: +Curr mae: 85.6657; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 150.0754; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1220; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:28:29,286 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 +2025-06-05 15:29:06,083 - INFO - Training: cls_zice: 110.88184200059499; reg_zipnll: -176.69992963525632; cnt_loss: 15.197575760203481; +2025-06-05 15:29:06,083 - INFO - Evaluation: +Curr mae: 87.5608; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 145.1715; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1338; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:29:06,083 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 +2025-06-05 15:29:43,320 - INFO - Training: cls_zice: 108.22672011520689; reg_zipnll: -130.89141500864596; cnt_loss: 15.692749542905794; +2025-06-05 15:29:43,321 - INFO - Evaluation: +Curr mae: 88.7789; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 154.2774; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1276; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:29:43,321 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 +2025-06-05 15:30:20,286 - INFO - Training: cls_zice: 107.90036787576233; reg_zipnll: -155.9694851123734; cnt_loss: 16.523878950156913; +2025-06-05 15:30:20,287 - INFO - Evaluation: +Curr mae: 82.8236; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 143.5219; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1210; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:30:20,287 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 +2025-06-05 15:30:57,329 - INFO - Training: cls_zice: 107.74791942369069; reg_zipnll: -161.2027456523567; cnt_loss: 14.611317017220504; +2025-06-05 15:30:57,330 - INFO - Evaluation: +Curr mae: 99.1642; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 173.9363; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1514; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:30:57,330 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 +2025-06-05 15:31:34,245 - INFO - Training: cls_zice: 107.093288143739; reg_zipnll: -124.69783295385095; cnt_loss: 15.088568666912861; +2025-06-05 15:31:34,246 - INFO - Evaluation: +Curr mae: 88.7906; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 146.1516; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1426; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:31:34,246 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 +2025-06-05 15:32:11,197 - INFO - Training: cls_zice: 130.9659282229594; reg_zipnll: -156.7024208978312; cnt_loss: 47.77758020123109; +2025-06-05 15:32:11,197 - INFO - Evaluation: +Curr mae: 90.1381; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 143.2942; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1652; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:32:11,198 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 +2025-06-05 15:32:48,451 - INFO - Training: cls_zice: 109.1203931846366; reg_zipnll: -177.12078857421875; cnt_loss: 15.805036882691036; +2025-06-05 15:32:48,451 - INFO - Evaluation: +Curr mae: 88.4151; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 153.8471; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1306; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:32:48,452 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 +2025-06-05 15:33:25,467 - INFO - Training: cls_zice: 106.81504188941804; reg_zipnll: -132.58340950517464; cnt_loss: 14.240337567613615; +2025-06-05 15:33:25,467 - INFO - Evaluation: +Curr mae: 88.9098; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 149.7966; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1433; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:33:25,467 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 +2025-06-05 15:34:02,624 - INFO - Training: cls_zice: 106.61569220419752; reg_zipnll: -147.98767687311235; cnt_loss: 14.642748460074923; +2025-06-05 15:34:02,624 - INFO - Evaluation: +Curr mae: 84.5009; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 152.1490; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1222; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:34:02,625 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 +2025-06-05 15:34:39,669 - INFO - Training: cls_zice: 109.790954286689; reg_zipnll: -156.11032117123636; cnt_loss: 16.34696548032445; +2025-06-05 15:34:39,670 - INFO - Evaluation: +Curr mae: 89.9027; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 156.9163; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1300; Best nae: 0.1159; 0.1160; 0.1169; 0.1176; 0.1183; + + + +2025-06-05 15:34:39,670 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 +2025-06-05 15:35:16,764 - INFO - Training: cls_zice: 107.95840230524935; reg_zipnll: -171.1756282957974; cnt_loss: 15.080671310424805; +2025-06-05 15:35:17,187 - INFO - Evaluation: +Curr mae: 81.4882; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 146.0079; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1142; Best nae: 0.1142; 0.1159; 0.1160; 0.1169; 0.1176; + + + +2025-06-05 15:35:17,925 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 +2025-06-05 15:35:55,021 - INFO - Training: cls_zice: 108.42559205617336; reg_zipnll: -158.2116306254406; cnt_loss: 15.171604484911786; +2025-06-05 15:35:55,021 - INFO - Evaluation: +Curr mae: 88.6650; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 152.7052; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1326; Best nae: 0.1142; 0.1159; 0.1160; 0.1169; 0.1176; + + + +2025-06-05 15:35:55,021 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 +2025-06-05 15:36:31,862 - INFO - Training: cls_zice: 107.3413169557685; reg_zipnll: -141.8759324408525; cnt_loss: 15.67562511898824; +2025-06-05 15:36:31,863 - INFO - Evaluation: +Curr mae: 89.3126; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 152.1920; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1408; Best nae: 0.1142; 0.1159; 0.1160; 0.1169; 0.1176; + + + +2025-06-05 15:36:31,863 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 +2025-06-05 15:37:08,736 - INFO - Training: cls_zice: 104.15799307665289; reg_zipnll: -149.82722971455152; cnt_loss: 14.214511205029014; +2025-06-05 15:37:08,736 - INFO - Evaluation: +Curr mae: 87.9350; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 152.0705; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1345; Best nae: 0.1142; 0.1159; 0.1160; 0.1169; 0.1176; + + + +2025-06-05 15:37:08,737 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 +2025-06-05 15:37:45,752 - INFO - Training: cls_zice: 107.51630021404746; reg_zipnll: -153.74565063249196; cnt_loss: 14.672402514527176; +2025-06-05 15:37:45,753 - INFO - Evaluation: +Curr mae: 82.2205; Best mae: 79.4669; 80.2112; 80.5394; 80.6410; 80.7189; +Curr rmse: 140.8963; Best rmse: 131.4139; 134.7740; 136.8896; 136.9954; 138.1912; +Curr nae: 0.1179; Best nae: 0.1142; 0.1159; 0.1160; 0.1169; 0.1176; + + + +2025-06-05 15:37:45,753 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 +2025-06-05 15:38:22,775 - INFO - Training: cls_zice: 108.6607304756215; reg_zipnll: -178.5954212984502; cnt_loss: 15.93168714188582; +2025-06-05 15:38:23,613 - INFO - Evaluation: +Curr mae: 78.2538; Best mae: 78.2538; 79.4669; 80.2112; 80.5394; 80.6410; +Curr rmse: 133.9259; Best rmse: 131.4139; 133.9259; 134.7740; 136.8896; 136.9954; +Curr nae: 0.1212; Best nae: 0.1142; 0.1159; 0.1160; 0.1169; 0.1176; + + + +2025-06-05 15:38:23,613 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 +2025-06-05 15:39:00,743 - INFO - Training: cls_zice: 109.270089357894; reg_zipnll: -179.11663360469387; cnt_loss: 15.11448394699602; +2025-06-05 15:39:00,744 - INFO - Evaluation: +Curr mae: 84.7689; Best mae: 78.2538; 79.4669; 80.2112; 80.5394; 80.6410; +Curr rmse: 142.5021; Best rmse: 131.4139; 133.9259; 134.7740; 136.8896; 136.9954; +Curr nae: 0.1305; Best nae: 0.1142; 0.1159; 0.1160; 0.1169; 0.1176; + + + +2025-06-05 15:39:00,744 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 +2025-06-05 15:39:37,620 - INFO - Training: cls_zice: 109.92793066770035; reg_zipnll: -183.77511237946567; cnt_loss: 15.096438973155243; +2025-06-05 15:39:38,809 - INFO - Evaluation: +Curr mae: 77.0864; Best mae: 77.0864; 78.2538; 79.4669; 80.2112; 80.5394; +Curr rmse: 134.1645; Best rmse: 131.4139; 133.9259; 134.1645; 134.7740; 136.8896; +Curr nae: 0.1146; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1169; + + + +2025-06-05 15:39:38,809 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 +2025-06-05 15:40:15,552 - INFO - Training: cls_zice: 106.51141097056156; reg_zipnll: -157.01235964440352; cnt_loss: 13.824820870595262; +2025-06-05 15:40:16,170 - INFO - Evaluation: +Curr mae: 79.5005; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 133.0374; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1240; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1169; + + + +2025-06-05 15:40:16,170 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 +2025-06-05 15:40:53,284 - INFO - Training: cls_zice: 107.37613755030348; reg_zipnll: -145.9390768057463; cnt_loss: 13.458663755694761; +2025-06-05 15:40:53,285 - INFO - Evaluation: +Curr mae: 82.7000; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 144.1653; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1184; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1169; + + + +2025-06-05 15:40:53,285 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 +2025-06-05 15:41:30,361 - INFO - Training: cls_zice: 108.02230852013392; reg_zipnll: -153.92099225126356; cnt_loss: 15.112167034717585; +2025-06-05 15:41:30,362 - INFO - Evaluation: +Curr mae: 82.1703; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 143.0421; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1197; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1169; + + + +2025-06-05 15:41:30,362 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 +2025-06-05 15:42:07,378 - INFO - Training: cls_zice: 111.82086079325897; reg_zipnll: -171.2557731716838; cnt_loss: 18.222296967411673; +2025-06-05 15:42:07,379 - INFO - Evaluation: +Curr mae: 85.8547; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 147.3372; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1316; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1169; + + + +2025-06-05 15:42:07,379 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 +2025-06-05 15:42:44,424 - INFO - Training: cls_zice: 107.53455177206078; reg_zipnll: -163.7499179587459; cnt_loss: 15.086383615897981; +2025-06-05 15:42:44,425 - INFO - Evaluation: +Curr mae: 80.7340; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 143.2156; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1201; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1169; + + + +2025-06-05 15:42:44,425 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 +2025-06-05 15:43:21,501 - INFO - Training: cls_zice: 107.82912653803037; reg_zipnll: -199.03439323160032; cnt_loss: 14.92138632085939; +2025-06-05 15:43:21,799 - INFO - Evaluation: +Curr mae: 83.1393; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 145.1605; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1167; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:43:21,800 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 +2025-06-05 15:43:58,818 - INFO - Training: cls_zice: 107.52120250739799; reg_zipnll: -159.16761184212388; cnt_loss: 14.502930518017699; +2025-06-05 15:43:58,819 - INFO - Evaluation: +Curr mae: 81.6353; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 140.5696; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1230; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:43:58,819 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 +2025-06-05 15:44:35,568 - INFO - Training: cls_zice: 105.5260000797297; reg_zipnll: -132.85678699316568; cnt_loss: 14.814290332478404; +2025-06-05 15:44:35,569 - INFO - Evaluation: +Curr mae: 87.0525; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 145.8816; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1422; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:44:35,569 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 +2025-06-05 15:45:12,763 - INFO - Training: cls_zice: 108.41859324878415; reg_zipnll: -172.5339686223213; cnt_loss: 16.453226975257824; +2025-06-05 15:45:12,764 - INFO - Evaluation: +Curr mae: 85.1689; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 146.8394; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1243; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:45:12,764 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 +2025-06-05 15:45:49,967 - INFO - Training: cls_zice: 107.33269827886923; reg_zipnll: -158.21500053153133; cnt_loss: 14.19164033283461; +2025-06-05 15:45:49,967 - INFO - Evaluation: +Curr mae: 83.5095; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 141.7251; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1218; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:45:49,967 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 +2025-06-05 15:46:26,906 - INFO - Training: cls_zice: 106.73301348149381; reg_zipnll: -155.7568125756371; cnt_loss: 14.63236769619367; +2025-06-05 15:46:26,907 - INFO - Evaluation: +Curr mae: 85.5388; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 149.6774; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1229; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:46:26,907 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 +2025-06-05 15:47:03,857 - INFO - Training: cls_zice: 107.5259113438082; reg_zipnll: -159.3959284207679; cnt_loss: 15.002235766278197; +2025-06-05 15:47:03,858 - INFO - Evaluation: +Curr mae: 81.8228; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 139.7272; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1247; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:47:03,858 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 +2025-06-05 15:47:40,746 - INFO - Training: cls_zice: 104.5315870196614; reg_zipnll: -152.61632564367838; cnt_loss: 14.097527623966041; +2025-06-05 15:47:40,747 - INFO - Evaluation: +Curr mae: 84.8732; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 144.5629; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1267; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:47:40,747 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 +2025-06-05 15:48:17,902 - INFO - Training: cls_zice: 105.7035549492236; reg_zipnll: -140.0030049456666; cnt_loss: 13.87158897065169; +2025-06-05 15:48:17,902 - INFO - Evaluation: +Curr mae: 86.3345; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 150.9622; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1302; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:48:17,903 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 +2025-06-05 15:48:55,141 - INFO - Training: cls_zice: 108.9819978878198; reg_zipnll: -193.55844608837407; cnt_loss: 14.961241977893753; +2025-06-05 15:48:55,142 - INFO - Evaluation: +Curr mae: 82.5106; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 137.6502; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1234; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:48:55,142 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 +2025-06-05 15:49:32,099 - INFO - Training: cls_zice: 106.81619560797483; reg_zipnll: -145.23430087550585; cnt_loss: 16.32135044817893; +2025-06-05 15:49:32,099 - INFO - Evaluation: +Curr mae: 89.1184; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 151.1674; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1314; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:49:32,099 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 +2025-06-05 15:50:09,021 - INFO - Training: cls_zice: 108.48194400206307; reg_zipnll: -167.43740153786362; cnt_loss: 15.725229433830211; +2025-06-05 15:50:09,022 - INFO - Evaluation: +Curr mae: 80.8156; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 137.2033; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1184; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:50:09,022 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 +2025-06-05 15:50:46,236 - INFO - Training: cls_zice: 106.2780882728021; reg_zipnll: -167.6530151556659; cnt_loss: 13.869081735610962; +2025-06-05 15:50:46,236 - INFO - Evaluation: +Curr mae: 83.4985; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 140.6349; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1249; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:50:46,236 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 +2025-06-05 15:51:23,308 - INFO - Training: cls_zice: 104.73419005033986; reg_zipnll: -149.07825037343613; cnt_loss: 13.240129295563856; +2025-06-05 15:51:23,309 - INFO - Evaluation: +Curr mae: 83.1512; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 138.9514; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1247; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:51:23,309 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 +2025-06-05 15:52:00,391 - INFO - Training: cls_zice: 109.3182571613236; reg_zipnll: -159.7341183542416; cnt_loss: 13.402003586687; +2025-06-05 15:52:00,391 - INFO - Evaluation: +Curr mae: 86.7462; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 143.4226; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1335; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:52:00,391 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 +2025-06-05 15:52:37,384 - INFO - Training: cls_zice: 105.01203927930617; reg_zipnll: -159.0403488929698; cnt_loss: 14.831405066496488; +2025-06-05 15:52:37,384 - INFO - Evaluation: +Curr mae: 93.8960; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 157.8812; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1433; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:52:37,384 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 +2025-06-05 15:53:14,279 - INFO - Training: cls_zice: 106.99669486797409; reg_zipnll: -153.5133100471749; cnt_loss: 13.754548415442965; +2025-06-05 15:53:14,280 - INFO - Evaluation: +Curr mae: 89.5660; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 154.9970; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1261; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:53:14,280 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 +2025-06-05 15:53:51,418 - INFO - Training: cls_zice: 105.72229631057638; reg_zipnll: -171.039019647813; cnt_loss: 13.218890769592184; +2025-06-05 15:53:51,419 - INFO - Evaluation: +Curr mae: 84.8232; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 142.0896; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1337; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:53:51,419 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 +2025-06-05 15:54:28,837 - INFO - Training: cls_zice: 105.15087730205612; reg_zipnll: -144.9233469426237; cnt_loss: 13.600911770435358; +2025-06-05 15:54:28,838 - INFO - Evaluation: +Curr mae: 94.2958; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 152.9299; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1487; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:54:28,838 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 +2025-06-05 15:55:05,831 - INFO - Training: cls_zice: 110.04257891825493; reg_zipnll: -163.7549175331924; cnt_loss: 14.661083919323044; +2025-06-05 15:55:05,832 - INFO - Evaluation: +Curr mae: 81.6412; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 136.3933; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1231; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:55:05,832 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 +2025-06-05 15:55:42,641 - INFO - Training: cls_zice: 107.02610692914747; reg_zipnll: -140.6340878720315; cnt_loss: 13.587422917220767; +2025-06-05 15:55:42,642 - INFO - Evaluation: +Curr mae: 84.5530; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 140.6617; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1313; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:55:42,642 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 +2025-06-05 15:56:19,710 - INFO - Training: cls_zice: 106.59675719406431; reg_zipnll: -153.95409781095998; cnt_loss: 12.316410707322177; +2025-06-05 15:56:19,711 - INFO - Evaluation: +Curr mae: 87.4826; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 148.7181; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1358; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:56:19,711 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 +2025-06-05 15:56:57,059 - INFO - Training: cls_zice: 104.41584683096173; reg_zipnll: -178.65375473009829; cnt_loss: 13.385687790169621; +2025-06-05 15:56:57,060 - INFO - Evaluation: +Curr mae: 80.9784; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 139.2789; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1257; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:56:57,060 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 +2025-06-05 15:57:34,110 - INFO - Training: cls_zice: 110.83215369925594; reg_zipnll: -187.8747566298933; cnt_loss: 16.8487852361818; +2025-06-05 15:57:34,111 - INFO - Evaluation: +Curr mae: 80.7452; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 137.3697; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1235; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:57:34,111 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 +2025-06-05 15:58:11,173 - INFO - Training: cls_zice: 106.01025487887149; reg_zipnll: -166.27762448392957; cnt_loss: 14.545538314920387; +2025-06-05 15:58:11,174 - INFO - Evaluation: +Curr mae: 88.2669; Best mae: 77.0864; 78.2538; 79.4669; 79.5005; 80.2112; +Curr rmse: 146.2237; Best rmse: 131.4139; 133.0374; 133.9259; 134.1645; 134.7740; +Curr nae: 0.1401; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:58:11,174 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 +2025-06-05 15:58:48,474 - INFO - Training: cls_zice: 105.5510538382246; reg_zipnll: -162.30265509371725; cnt_loss: 13.436064486472022; +2025-06-05 15:58:49,057 - INFO - Evaluation: +Curr mae: 78.0207; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 132.8478; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1225; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:58:49,058 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 +2025-06-05 15:59:26,152 - INFO - Training: cls_zice: 105.71240929104634; reg_zipnll: -155.88006249484636; cnt_loss: 12.62813980058329; +2025-06-05 15:59:26,153 - INFO - Evaluation: +Curr mae: 86.1093; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 145.7406; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1335; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 15:59:26,153 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 +2025-06-05 16:00:03,453 - INFO - Training: cls_zice: 105.56955612889978; reg_zipnll: -160.35224404556072; cnt_loss: 13.719788642119099; +2025-06-05 16:00:03,454 - INFO - Evaluation: +Curr mae: 82.2859; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 142.4584; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1263; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:00:03,454 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 +2025-06-05 16:00:40,563 - INFO - Training: cls_zice: 107.99102732677333; reg_zipnll: -161.75853807563024; cnt_loss: 15.280965765580437; +2025-06-05 16:00:40,564 - INFO - Evaluation: +Curr mae: 88.0794; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 148.7026; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1385; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:00:40,564 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 +2025-06-05 16:01:17,322 - INFO - Training: cls_zice: 107.65524699987955; reg_zipnll: -160.6088244993955; cnt_loss: 13.339149238258008; +2025-06-05 16:01:17,323 - INFO - Evaluation: +Curr mae: 90.7911; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 149.5269; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1490; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:01:17,323 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 +2025-06-05 16:01:54,275 - INFO - Training: cls_zice: 105.70126554981762; reg_zipnll: -151.5503991108067; cnt_loss: 12.975126714895893; +2025-06-05 16:01:54,275 - INFO - Evaluation: +Curr mae: 80.2757; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 139.7493; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1248; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:01:54,275 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 +2025-06-05 16:02:31,384 - INFO - Training: cls_zice: 103.31433227678008; reg_zipnll: -170.20269040240356; cnt_loss: 14.399690372264939; +2025-06-05 16:02:31,385 - INFO - Evaluation: +Curr mae: 96.4500; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 162.4516; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1466; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:02:31,385 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 +2025-06-05 16:03:08,466 - INFO - Training: cls_zice: 105.52785191946472; reg_zipnll: -145.95414247575974; cnt_loss: 12.314428591570318; +2025-06-05 16:03:08,466 - INFO - Evaluation: +Curr mae: 86.6769; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 140.7957; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1381; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:03:08,466 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 +2025-06-05 16:03:45,432 - INFO - Training: cls_zice: 106.57456005172224; reg_zipnll: -133.67626400499154; cnt_loss: 13.011030075565868; +2025-06-05 16:03:45,433 - INFO - Evaluation: +Curr mae: 82.0459; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 135.7198; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1283; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:03:45,433 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 +2025-06-05 16:04:22,126 - INFO - Training: cls_zice: 105.52059750841154; reg_zipnll: -142.28184345068522; cnt_loss: 13.400624875201295; +2025-06-05 16:04:22,127 - INFO - Evaluation: +Curr mae: 84.0278; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 146.2104; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1212; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:04:22,127 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 +2025-06-05 16:04:59,064 - INFO - Training: cls_zice: 108.02989339512705; reg_zipnll: -185.51699263212697; cnt_loss: 13.039102472216877; +2025-06-05 16:04:59,065 - INFO - Evaluation: +Curr mae: 89.9815; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 148.4506; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1414; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:04:59,065 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 +2025-06-05 16:05:36,037 - INFO - Training: cls_zice: 102.89011112743655; reg_zipnll: -122.75198412257315; cnt_loss: 12.478149117223474; +2025-06-05 16:05:36,038 - INFO - Evaluation: +Curr mae: 90.7446; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 150.1047; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1416; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:05:36,038 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 +2025-06-05 16:06:12,993 - INFO - Training: cls_zice: 101.34002876281738; reg_zipnll: -148.3553818645856; cnt_loss: 12.218884128608451; +2025-06-05 16:06:12,993 - INFO - Evaluation: +Curr mae: 86.8512; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 142.6970; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1351; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:06:13,883 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 +2025-06-05 16:06:50,822 - INFO - Training: cls_zice: 104.53769297315584; reg_zipnll: -161.0113555453471; cnt_loss: 13.091898305526632; +2025-06-05 16:06:50,823 - INFO - Evaluation: +Curr mae: 82.3651; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 137.4909; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1264; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:06:50,823 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 +2025-06-05 16:07:27,959 - INFO - Training: cls_zice: 105.76734246007653; reg_zipnll: -170.90122474266204; cnt_loss: 13.524552272645053; +2025-06-05 16:07:27,960 - INFO - Evaluation: +Curr mae: 81.0821; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 136.8465; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1284; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:07:27,960 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 +2025-06-05 16:08:04,929 - INFO - Training: cls_zice: 102.34255330925745; reg_zipnll: -147.8900509575345; cnt_loss: 13.10016765973426; +2025-06-05 16:08:04,930 - INFO - Evaluation: +Curr mae: 84.2493; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 142.1407; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1337; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:08:04,930 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 +2025-06-05 16:08:41,847 - INFO - Training: cls_zice: 105.15936058246537; reg_zipnll: -172.3972491270659; cnt_loss: 12.120080447354853; +2025-06-05 16:08:41,847 - INFO - Evaluation: +Curr mae: 82.0924; Best mae: 77.0864; 78.0207; 78.2538; 79.4669; 79.5005; +Curr rmse: 139.5389; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1243; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:08:41,847 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 +2025-06-05 16:09:18,860 - INFO - Training: cls_zice: 104.18270754024682; reg_zipnll: -159.94044895045803; cnt_loss: 12.859484306234398; +2025-06-05 16:09:19,161 - INFO - Evaluation: +Curr mae: 78.7373; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 138.8810; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1194; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:09:19,161 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 +2025-06-05 16:09:55,992 - INFO - Training: cls_zice: 107.01649324783426; reg_zipnll: -151.50331653190764; cnt_loss: 12.41515625707361; +2025-06-05 16:09:55,992 - INFO - Evaluation: +Curr mae: 84.9372; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 148.5954; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1250; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:09:55,993 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 +2025-06-05 16:10:32,992 - INFO - Training: cls_zice: 106.02422803916679; reg_zipnll: -182.53258082408777; cnt_loss: 13.929068797471507; +2025-06-05 16:10:32,993 - INFO - Evaluation: +Curr mae: 85.9621; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 144.8570; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1416; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:10:32,993 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 +2025-06-05 16:11:09,850 - INFO - Training: cls_zice: 105.90977541184583; reg_zipnll: -147.8112870020582; cnt_loss: 13.133118531561845; +2025-06-05 16:11:09,851 - INFO - Evaluation: +Curr mae: 83.6840; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 143.5752; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1300; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:11:09,851 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 +2025-06-05 16:11:46,742 - INFO - Training: cls_zice: 104.02758258541688; reg_zipnll: -182.65473016524157; cnt_loss: 12.58729220068218; +2025-06-05 16:11:46,742 - INFO - Evaluation: +Curr mae: 85.5599; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 142.1219; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1363; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:11:46,743 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 +2025-06-05 16:12:23,787 - INFO - Training: cls_zice: 104.73394862547616; reg_zipnll: -154.2249354495118; cnt_loss: 12.633532175165138; +2025-06-05 16:12:23,788 - INFO - Evaluation: +Curr mae: 82.4143; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 142.7959; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1298; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:12:23,788 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 +2025-06-05 16:13:00,762 - INFO - Training: cls_zice: 106.20117441392102; reg_zipnll: -161.9258808552824; cnt_loss: 13.86622586550302; +2025-06-05 16:13:00,762 - INFO - Evaluation: +Curr mae: 85.9850; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 139.2966; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1403; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:13:00,762 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 +2025-06-05 16:13:37,924 - INFO - Training: cls_zice: 104.13566260306251; reg_zipnll: -161.31319144545802; cnt_loss: 12.54734531696269; +2025-06-05 16:13:37,925 - INFO - Evaluation: +Curr mae: 80.2057; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 137.2541; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1180; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:13:37,925 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 +2025-06-05 16:14:14,882 - INFO - Training: cls_zice: 104.30355751593382; reg_zipnll: -157.39849732885298; cnt_loss: 11.990761717423698; +2025-06-05 16:14:14,882 - INFO - Evaluation: +Curr mae: 81.9212; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 143.1033; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1201; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:14:14,882 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 +2025-06-05 16:14:52,012 - INFO - Training: cls_zice: 105.52839747169949; reg_zipnll: -143.01994129521958; cnt_loss: 12.168350723405547; +2025-06-05 16:14:52,013 - INFO - Evaluation: +Curr mae: 82.2632; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 141.2243; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1219; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:14:52,013 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 +2025-06-05 16:15:29,141 - INFO - Training: cls_zice: 105.90513404947242; reg_zipnll: -160.8208020949206; cnt_loss: 12.042205346341165; +2025-06-05 16:15:29,142 - INFO - Evaluation: +Curr mae: 83.9353; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 143.5371; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1258; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:15:29,142 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 +2025-06-05 16:16:06,146 - INFO - Training: cls_zice: 106.46605734161983; reg_zipnll: -145.96881297092565; cnt_loss: 12.699735952528897; +2025-06-05 16:16:06,147 - INFO - Evaluation: +Curr mae: 82.8915; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 146.4764; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1214; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:16:06,147 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 +2025-06-05 16:16:43,078 - INFO - Training: cls_zice: 106.90451513378825; reg_zipnll: -141.3157511515333; cnt_loss: 12.514271650882746; +2025-06-05 16:16:43,078 - INFO - Evaluation: +Curr mae: 82.2200; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 141.4608; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1196; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:16:43,078 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 +2025-06-05 16:17:20,158 - INFO - Training: cls_zice: 103.55437977266628; reg_zipnll: -143.77383203695942; cnt_loss: 11.697620761315553; +2025-06-05 16:17:20,159 - INFO - Evaluation: +Curr mae: 86.3820; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 152.1098; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1326; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:17:20,159 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 +2025-06-05 16:17:57,214 - INFO - Training: cls_zice: 106.3425326694716; reg_zipnll: -159.86155052690316; cnt_loss: 12.267605599978113; +2025-06-05 16:17:57,214 - INFO - Evaluation: +Curr mae: 86.4683; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 143.4143; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1382; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:17:57,214 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 +2025-06-05 16:18:34,330 - INFO - Training: cls_zice: 108.73733315878357; reg_zipnll: -161.95336301437277; cnt_loss: 13.618470521952142; +2025-06-05 16:18:34,330 - INFO - Evaluation: +Curr mae: 80.4417; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 141.4342; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1191; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:18:34,331 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 +2025-06-05 16:19:11,198 - INFO - Training: cls_zice: 105.48768085833417; reg_zipnll: -143.86584081712937; cnt_loss: 12.151754294010187; +2025-06-05 16:19:11,198 - INFO - Evaluation: +Curr mae: 80.3254; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 139.5278; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1193; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:19:11,198 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 +2025-06-05 16:19:48,241 - INFO - Training: cls_zice: 106.13739713454089; reg_zipnll: -155.22932815867543; cnt_loss: 13.385804632641621; +2025-06-05 16:19:48,242 - INFO - Evaluation: +Curr mae: 84.9010; Best mae: 77.0864; 78.0207; 78.2538; 78.7373; 79.4669; +Curr rmse: 147.5322; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1297; Best nae: 0.1142; 0.1146; 0.1159; 0.1160; 0.1167; + + + +2025-06-05 16:19:48,242 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 +2025-06-05 16:20:25,171 - INFO - Training: cls_zice: 106.15323618705699; reg_zipnll: -156.79869396007615; cnt_loss: 13.287223872759485; +2025-06-05 16:20:25,946 - INFO - Evaluation: +Curr mae: 76.8928; Best mae: 76.8928; 77.0864; 78.0207; 78.2538; 78.7373; +Curr rmse: 134.2553; Best rmse: 131.4139; 132.8478; 133.0374; 133.9259; 134.1645; +Curr nae: 0.1145; Best nae: 0.1142; 0.1145; 0.1146; 0.1159; 0.1160; + + + +2025-06-05 16:20:25,946 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 +2025-06-05 16:21:02,800 - INFO - Training: cls_zice: 106.72039388189252; reg_zipnll: -170.7082075409542; cnt_loss: 13.15543065323735; +2025-06-05 16:21:03,401 - INFO - Evaluation: +Curr mae: 78.0051; Best mae: 76.8928; 77.0864; 78.0051; 78.0207; 78.2538; +Curr rmse: 133.4446; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1177; Best nae: 0.1142; 0.1145; 0.1146; 0.1159; 0.1160; + + + +2025-06-05 16:21:03,401 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 +2025-06-05 16:21:40,400 - INFO - Training: cls_zice: 104.64404440873506; reg_zipnll: -164.05791859279404; cnt_loss: 12.471025926387863; +2025-06-05 16:21:40,400 - INFO - Evaluation: +Curr mae: 80.5062; Best mae: 76.8928; 77.0864; 78.0051; 78.0207; 78.2538; +Curr rmse: 138.4586; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1210; Best nae: 0.1142; 0.1145; 0.1146; 0.1159; 0.1160; + + + +2025-06-05 16:21:40,400 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 +2025-06-05 16:22:17,501 - INFO - Training: cls_zice: 107.99438823927318; reg_zipnll: -159.14442493110303; cnt_loss: 12.911383690423524; +2025-06-05 16:22:17,502 - INFO - Evaluation: +Curr mae: 87.4135; Best mae: 76.8928; 77.0864; 78.0051; 78.0207; 78.2538; +Curr rmse: 146.2478; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1413; Best nae: 0.1142; 0.1145; 0.1146; 0.1159; 0.1160; + + + +2025-06-05 16:22:17,502 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 +2025-06-05 16:22:54,562 - INFO - Training: cls_zice: 104.96934064018805; reg_zipnll: -173.45965792169633; cnt_loss: 12.86536447259764; +2025-06-05 16:22:55,158 - INFO - Evaluation: +Curr mae: 76.6598; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 134.1746; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1144; Best nae: 0.1142; 0.1144; 0.1145; 0.1146; 0.1159; + + + +2025-06-05 16:22:55,158 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 +2025-06-05 16:23:32,134 - INFO - Training: cls_zice: 104.23140122874683; reg_zipnll: -152.7455211917296; cnt_loss: 11.45145216130263; +2025-06-05 16:23:32,135 - INFO - Evaluation: +Curr mae: 83.3020; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 144.9335; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1195; Best nae: 0.1142; 0.1144; 0.1145; 0.1146; 0.1159; + + + +2025-06-05 16:23:32,135 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 +2025-06-05 16:24:09,084 - INFO - Training: cls_zice: 103.95105868459537; reg_zipnll: -179.27410676779337; cnt_loss: 11.653314584138377; +2025-06-05 16:24:09,084 - INFO - Evaluation: +Curr mae: 79.2244; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 138.7083; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1176; Best nae: 0.1142; 0.1144; 0.1145; 0.1146; 0.1159; + + + +2025-06-05 16:24:09,084 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 +2025-06-05 16:24:45,930 - INFO - Training: cls_zice: 107.92464071867482; reg_zipnll: -164.64186480187422; cnt_loss: 13.365836958222042; +2025-06-05 16:24:46,228 - INFO - Evaluation: +Curr mae: 79.6719; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 142.7368; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1145; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:24:46,229 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 +2025-06-05 16:25:23,079 - INFO - Training: cls_zice: 104.16090347593193; reg_zipnll: -165.25152756520455; cnt_loss: 12.248215290884309; +2025-06-05 16:25:23,080 - INFO - Evaluation: +Curr mae: 80.2334; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 138.0962; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1228; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:25:23,080 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 +2025-06-05 16:26:00,009 - INFO - Training: cls_zice: 107.08137711783908; reg_zipnll: -176.11569458917276; cnt_loss: 12.614406091487961; +2025-06-05 16:26:00,010 - INFO - Evaluation: +Curr mae: 80.1392; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 137.4568; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1211; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:26:00,010 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 +2025-06-05 16:26:37,097 - INFO - Training: cls_zice: 103.229949376441; reg_zipnll: -167.19703599790864; cnt_loss: 12.46921261414787; +2025-06-05 16:26:37,098 - INFO - Evaluation: +Curr mae: 81.2320; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 138.0156; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1182; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:26:37,098 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 +2025-06-05 16:27:14,250 - INFO - Training: cls_zice: 107.75149226662339; reg_zipnll: -154.64446322965307; cnt_loss: 13.256587251132688; +2025-06-05 16:27:14,251 - INFO - Evaluation: +Curr mae: 79.8919; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 137.0649; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1175; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:27:14,251 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 +2025-06-05 16:27:51,327 - INFO - Training: cls_zice: 106.34680986720205; reg_zipnll: -166.05766952590437; cnt_loss: 11.96920142268503; +2025-06-05 16:27:51,328 - INFO - Evaluation: +Curr mae: 79.7007; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 141.4862; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1153; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:27:51,328 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 +2025-06-05 16:28:28,361 - INFO - Training: cls_zice: 107.02371993917504; reg_zipnll: -183.5292080317112; cnt_loss: 13.778975720437158; +2025-06-05 16:28:28,362 - INFO - Evaluation: +Curr mae: 80.0531; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 138.3387; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1174; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:28:28,362 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 +2025-06-05 16:29:05,169 - INFO - Training: cls_zice: 103.70174157856316; reg_zipnll: -132.62433812791937; cnt_loss: 10.592354015009292; +2025-06-05 16:29:05,170 - INFO - Evaluation: +Curr mae: 85.9116; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 148.9858; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1298; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:29:05,170 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 +2025-06-05 16:29:42,139 - INFO - Training: cls_zice: 103.38687906833674; reg_zipnll: -158.21554383536838; cnt_loss: 11.92275328509855; +2025-06-05 16:29:42,140 - INFO - Evaluation: +Curr mae: 81.0147; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 141.3187; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1190; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:29:42,140 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 +2025-06-05 16:30:18,975 - INFO - Training: cls_zice: 103.19822867185074; reg_zipnll: -160.4178342156063; cnt_loss: 12.0353709340885; +2025-06-05 16:30:18,976 - INFO - Evaluation: +Curr mae: 81.9387; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 144.4323; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1198; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:30:18,976 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 +2025-06-05 16:30:55,978 - INFO - Training: cls_zice: 103.4219498160659; reg_zipnll: -155.39530109885513; cnt_loss: 12.18772882341549; +2025-06-05 16:30:55,979 - INFO - Evaluation: +Curr mae: 83.0057; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 142.5229; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1242; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:30:55,979 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 +2025-06-05 16:31:33,145 - INFO - Training: cls_zice: 101.56725978219745; reg_zipnll: -131.0715794594872; cnt_loss: 11.09332742280518; +2025-06-05 16:31:33,145 - INFO - Evaluation: +Curr mae: 85.7285; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 144.2424; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1315; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:31:33,146 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 +2025-06-05 16:32:10,045 - INFO - Training: cls_zice: 105.03946123691584; reg_zipnll: -169.87300999117213; cnt_loss: 12.369714632729032; +2025-06-05 16:32:10,046 - INFO - Evaluation: +Curr mae: 90.4388; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 153.4657; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1371; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:32:10,046 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 +2025-06-05 16:32:47,084 - INFO - Training: cls_zice: 107.62573037558045; reg_zipnll: -167.85993249526877; cnt_loss: 12.522286315627445; +2025-06-05 16:32:47,084 - INFO - Evaluation: +Curr mae: 81.1597; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 140.6793; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1219; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:32:47,084 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 +2025-06-05 16:33:23,969 - INFO - Training: cls_zice: 104.03993122782929; reg_zipnll: -147.11516811674005; cnt_loss: 12.979374326617512; +2025-06-05 16:33:23,970 - INFO - Evaluation: +Curr mae: 80.3369; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 137.7812; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1254; Best nae: 0.1142; 0.1144; 0.1145; 0.1145; 0.1146; + + + +2025-06-05 16:33:23,970 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 +2025-06-05 16:34:00,915 - INFO - Training: cls_zice: 102.2892395802681; reg_zipnll: -143.14036904897122; cnt_loss: 11.518679291996735; +2025-06-05 16:34:01,569 - INFO - Evaluation: +Curr mae: 79.6906; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 138.2309; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1142; Best nae: 0.1142; 0.1142; 0.1144; 0.1145; 0.1145; + + + +2025-06-05 16:34:01,570 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 +2025-06-05 16:34:38,568 - INFO - Training: cls_zice: 103.46047219535373; reg_zipnll: -171.80279707750736; cnt_loss: 11.416291146878375; +2025-06-05 16:34:38,569 - INFO - Evaluation: +Curr mae: 81.1830; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 138.1051; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1206; Best nae: 0.1142; 0.1142; 0.1144; 0.1145; 0.1145; + + + +2025-06-05 16:34:38,569 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 +2025-06-05 16:35:15,609 - INFO - Training: cls_zice: 103.63427736901289; reg_zipnll: -157.1192052916975; cnt_loss: 15.472593972225063; +2025-06-05 16:35:15,609 - INFO - Evaluation: +Curr mae: 80.8167; Best mae: 76.6598; 76.8928; 77.0864; 78.0051; 78.0207; +Curr rmse: 139.9461; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1256; Best nae: 0.1142; 0.1142; 0.1144; 0.1145; 0.1145; + + + +2025-06-05 16:35:15,610 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 +2025-06-05 16:35:52,504 - INFO - Training: cls_zice: 102.4062220213429; reg_zipnll: -161.52339411097645; cnt_loss: 11.898000848214357; +2025-06-05 16:35:53,101 - INFO - Evaluation: +Curr mae: 77.7139; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 139.8730; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1135; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:35:53,101 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 +2025-06-05 16:36:30,235 - INFO - Training: cls_zice: 103.21689983393183; reg_zipnll: -181.14134100099272; cnt_loss: 11.130286189894013; +2025-06-05 16:36:30,235 - INFO - Evaluation: +Curr mae: 79.6723; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 139.1499; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1191; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:36:30,235 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 +2025-06-05 16:37:07,327 - INFO - Training: cls_zice: 104.70218804972062; reg_zipnll: -169.3925537841999; cnt_loss: 12.20193824389123; +2025-06-05 16:37:07,327 - INFO - Evaluation: +Curr mae: 83.4531; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 144.4557; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1274; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:37:08,738 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 +2025-06-05 16:37:45,704 - INFO - Training: cls_zice: 102.49024389595385; reg_zipnll: -170.42043162971143; cnt_loss: 10.951063366125751; +2025-06-05 16:37:45,705 - INFO - Evaluation: +Curr mae: 83.5357; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 140.3690; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1261; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:37:45,705 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 +2025-06-05 16:38:22,610 - INFO - Training: cls_zice: 105.52745488147862; reg_zipnll: -142.86446909872902; cnt_loss: 11.915026194212453; +2025-06-05 16:38:22,611 - INFO - Evaluation: +Curr mae: 81.4719; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 137.5091; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1250; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:38:22,611 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 +2025-06-05 16:38:59,625 - INFO - Training: cls_zice: 104.739250903098; reg_zipnll: -178.45935932058373; cnt_loss: 11.925381259412955; +2025-06-05 16:38:59,626 - INFO - Evaluation: +Curr mae: 82.6575; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 141.1178; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1214; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:38:59,626 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 +2025-06-05 16:39:36,627 - INFO - Training: cls_zice: 104.05527104131433; reg_zipnll: -150.73135092400557; cnt_loss: 11.884283329477373; +2025-06-05 16:39:36,628 - INFO - Evaluation: +Curr mae: 85.3402; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 146.5884; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1273; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:39:36,628 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 +2025-06-05 16:40:13,883 - INFO - Training: cls_zice: 104.23931731925106; reg_zipnll: -150.49431745895487; cnt_loss: 11.462345387761957; +2025-06-05 16:40:13,884 - INFO - Evaluation: +Curr mae: 86.0620; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 148.9804; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1295; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:40:13,884 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 +2025-06-05 16:40:50,898 - INFO - Training: cls_zice: 104.37402233856403; reg_zipnll: -154.8918334537784; cnt_loss: 11.404627209467604; +2025-06-05 16:40:50,899 - INFO - Evaluation: +Curr mae: 83.2420; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 140.2577; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1237; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:40:50,899 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 +2025-06-05 16:41:27,753 - INFO - Training: cls_zice: 102.36078585694167; reg_zipnll: -144.4949143959197; cnt_loss: 11.556184454469491; +2025-06-05 16:41:27,754 - INFO - Evaluation: +Curr mae: 83.0242; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 139.0088; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1276; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:41:27,754 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 +2025-06-05 16:42:04,728 - INFO - Training: cls_zice: 104.72420516866723; reg_zipnll: -166.3374904796777; cnt_loss: 11.386996747642163; +2025-06-05 16:42:04,728 - INFO - Evaluation: +Curr mae: 84.0343; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 78.0051; +Curr rmse: 141.7909; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1249; Best nae: 0.1135; 0.1142; 0.1142; 0.1144; 0.1145; + + + +2025-06-05 16:42:04,728 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 +2025-06-05 16:42:41,659 - INFO - Training: cls_zice: 107.23221393610469; reg_zipnll: -170.07780538015808; cnt_loss: 11.304183112074996; +2025-06-05 16:42:42,359 - INFO - Evaluation: +Curr mae: 77.9288; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 136.7630; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1136; Best nae: 0.1135; 0.1136; 0.1142; 0.1142; 0.1144; + + + +2025-06-05 16:42:42,359 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 +2025-06-05 16:43:19,634 - INFO - Training: cls_zice: 103.318933360624; reg_zipnll: -151.53448507801588; cnt_loss: 11.786626481062529; +2025-06-05 16:43:19,635 - INFO - Evaluation: +Curr mae: 86.7601; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 143.6136; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1380; Best nae: 0.1135; 0.1136; 0.1142; 0.1142; 0.1144; + + + +2025-06-05 16:43:19,635 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 +2025-06-05 16:43:56,671 - INFO - Training: cls_zice: 101.0660141698572; reg_zipnll: -149.79629646073903; cnt_loss: 11.087564376805792; +2025-06-05 16:43:56,973 - INFO - Evaluation: +Curr mae: 78.9506; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 139.6846; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1113; Best nae: 0.1113; 0.1135; 0.1136; 0.1142; 0.1142; + + + +2025-06-05 16:43:56,973 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 +2025-06-05 16:44:34,017 - INFO - Training: cls_zice: 105.38990389590232; reg_zipnll: -182.34251794751907; cnt_loss: 12.344128774491367; +2025-06-05 16:44:34,018 - INFO - Evaluation: +Curr mae: 83.0154; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 143.1289; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1208; Best nae: 0.1113; 0.1135; 0.1136; 0.1142; 0.1142; + + + +2025-06-05 16:44:34,018 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 +2025-06-05 16:45:10,923 - INFO - Training: cls_zice: 99.01598176261447; reg_zipnll: -154.423640175371; cnt_loss: 10.734896743534417; +2025-06-05 16:45:10,924 - INFO - Evaluation: +Curr mae: 80.0159; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 139.3740; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1144; Best nae: 0.1113; 0.1135; 0.1136; 0.1142; 0.1142; + + + +2025-06-05 16:45:10,924 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 +2025-06-05 16:45:47,876 - INFO - Training: cls_zice: 104.73239860787297; reg_zipnll: -177.3652394907364; cnt_loss: 10.93213328778349; +2025-06-05 16:45:47,877 - INFO - Evaluation: +Curr mae: 81.9325; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 138.6730; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1202; Best nae: 0.1113; 0.1135; 0.1136; 0.1142; 0.1142; + + + +2025-06-05 16:45:47,877 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 +2025-06-05 16:46:24,735 - INFO - Training: cls_zice: 101.77365738824503; reg_zipnll: -188.7102988539942; cnt_loss: 10.924351548516988; +2025-06-05 16:46:24,736 - INFO - Evaluation: +Curr mae: 80.4427; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 137.5182; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1188; Best nae: 0.1113; 0.1135; 0.1136; 0.1142; 0.1142; + + + +2025-06-05 16:46:24,736 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 +2025-06-05 16:47:01,512 - INFO - Training: cls_zice: 103.4827050720619; reg_zipnll: -180.55842739383115; cnt_loss: 11.589187983645509; +2025-06-05 16:47:01,513 - INFO - Evaluation: +Curr mae: 82.0145; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 139.0711; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1273; Best nae: 0.1113; 0.1135; 0.1136; 0.1142; 0.1142; + + + +2025-06-05 16:47:01,513 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 +2025-06-05 16:47:38,527 - INFO - Training: cls_zice: 105.14865437564471; reg_zipnll: -203.22400683598804; cnt_loss: 12.487650609174311; +2025-06-05 16:47:38,527 - INFO - Evaluation: +Curr mae: 84.2478; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 141.9074; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1298; Best nae: 0.1113; 0.1135; 0.1136; 0.1142; 0.1142; + + + +2025-06-05 16:47:38,527 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 +2025-06-05 16:48:15,602 - INFO - Training: cls_zice: 102.7798389030608; reg_zipnll: -159.68067865182232; cnt_loss: 11.598941305615254; +2025-06-05 16:48:15,906 - INFO - Evaluation: +Curr mae: 78.3950; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 136.9219; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1134; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:48:15,906 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 +2025-06-05 16:48:52,750 - INFO - Training: cls_zice: 103.6991116858476; reg_zipnll: -173.6565925522356; cnt_loss: 12.001741848244572; +2025-06-05 16:48:52,751 - INFO - Evaluation: +Curr mae: 79.0316; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 135.8315; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1191; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:48:52,751 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 +2025-06-05 16:49:29,671 - INFO - Training: cls_zice: 102.11275867436895; reg_zipnll: -152.586849452644; cnt_loss: 11.040093024045426; +2025-06-05 16:49:29,671 - INFO - Evaluation: +Curr mae: 79.5113; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 137.1580; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1173; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:49:29,671 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 +2025-06-05 16:50:06,662 - INFO - Training: cls_zice: 103.72743481516049; reg_zipnll: -156.24418295929763; cnt_loss: 10.56482315695049; +2025-06-05 16:50:06,663 - INFO - Evaluation: +Curr mae: 81.0045; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 138.8096; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1181; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:50:06,663 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 +2025-06-05 16:50:43,492 - INFO - Training: cls_zice: 104.1005366243274; reg_zipnll: -167.59943613469207; cnt_loss: 11.015860358610848; +2025-06-05 16:50:43,493 - INFO - Evaluation: +Curr mae: 82.4792; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 140.6767; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1227; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:50:43,493 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 +2025-06-05 16:51:20,536 - INFO - Training: cls_zice: 105.28252385625775; reg_zipnll: -163.5678109427951; cnt_loss: 11.018965016927151; +2025-06-05 16:51:20,536 - INFO - Evaluation: +Curr mae: 84.8685; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 143.6777; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1299; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:51:20,536 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 +2025-06-05 16:51:57,574 - INFO - Training: cls_zice: 104.93342668647009; reg_zipnll: -159.0582459746607; cnt_loss: 11.504097278544444; +2025-06-05 16:51:57,575 - INFO - Evaluation: +Curr mae: 82.9582; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 145.7595; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1211; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:51:57,575 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 +2025-06-05 16:52:34,461 - INFO - Training: cls_zice: 102.88707992098979; reg_zipnll: -154.35096374726453; cnt_loss: 10.059891789164764; +2025-06-05 16:52:34,462 - INFO - Evaluation: +Curr mae: 79.3967; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 136.2939; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1217; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:52:34,462 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 +2025-06-05 16:53:11,475 - INFO - Training: cls_zice: 103.76509508549772; reg_zipnll: -164.48975770836634; cnt_loss: 9.697167066548834; +2025-06-05 16:53:11,476 - INFO - Evaluation: +Curr mae: 81.5929; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 139.7479; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1206; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:53:11,476 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 +2025-06-05 16:53:48,589 - INFO - Training: cls_zice: 103.16918791208836; reg_zipnll: -159.9657374565175; cnt_loss: 11.199522463691155; +2025-06-05 16:53:48,589 - INFO - Evaluation: +Curr mae: 82.3529; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 140.8723; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1235; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:53:48,590 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 +2025-06-05 16:54:25,610 - INFO - Training: cls_zice: 103.90359358124385; reg_zipnll: -147.86900412325826; cnt_loss: 11.148497275169323; +2025-06-05 16:54:25,611 - INFO - Evaluation: +Curr mae: 80.8232; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 137.6494; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1237; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:54:25,611 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 +2025-06-05 16:55:02,690 - INFO - Training: cls_zice: 104.27920600436381; reg_zipnll: -153.5609689169372; cnt_loss: 10.650618096850566; +2025-06-05 16:55:02,690 - INFO - Evaluation: +Curr mae: 81.8712; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 139.0631; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1228; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:55:02,690 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 +2025-06-05 16:55:39,651 - INFO - Training: cls_zice: 101.96712231162368; reg_zipnll: -133.32564729096873; cnt_loss: 10.475224888087897; +2025-06-05 16:55:39,652 - INFO - Evaluation: +Curr mae: 81.8135; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 140.6839; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1214; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:55:39,652 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 +2025-06-05 16:56:16,473 - INFO - Training: cls_zice: 103.80972340564854; reg_zipnll: -145.23671477993594; cnt_loss: 11.243561610480807; +2025-06-05 16:56:16,473 - INFO - Evaluation: +Curr mae: 80.0565; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 133.9968; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1235; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:56:16,473 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 +2025-06-05 16:56:53,416 - INFO - Training: cls_zice: 105.71586640465338; reg_zipnll: -156.0241377495772; cnt_loss: 11.460307838111524; +2025-06-05 16:56:53,418 - INFO - Evaluation: +Curr mae: 80.9359; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 137.5962; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1203; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:56:53,418 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 +2025-06-05 16:57:30,451 - INFO - Training: cls_zice: 102.62022272956293; reg_zipnll: -140.10824770643222; cnt_loss: 10.710956857693906; +2025-06-05 16:57:30,452 - INFO - Evaluation: +Curr mae: 83.0450; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 141.9265; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1179; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:57:30,452 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 +2025-06-05 16:58:07,312 - INFO - Training: cls_zice: 105.87883564020625; reg_zipnll: -164.56262070611612; cnt_loss: 11.594679914562908; +2025-06-05 16:58:07,313 - INFO - Evaluation: +Curr mae: 78.6846; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 134.4680; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1201; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:58:07,313 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 +2025-06-05 16:58:44,405 - INFO - Training: cls_zice: 103.31363488506797; reg_zipnll: -168.81854239836434; cnt_loss: 11.023180795821133; +2025-06-05 16:58:44,405 - INFO - Evaluation: +Curr mae: 85.9981; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 144.9752; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1285; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:58:44,406 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 +2025-06-05 16:59:21,475 - INFO - Training: cls_zice: 103.74241003769123; reg_zipnll: -161.08646409243147; cnt_loss: 10.885833582341276; +2025-06-05 16:59:21,475 - INFO - Evaluation: +Curr mae: 82.5139; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 137.9028; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1307; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:59:21,476 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 +2025-06-05 16:59:58,361 - INFO - Training: cls_zice: 102.66273894452101; reg_zipnll: -152.20144271850586; cnt_loss: 10.59361268984561; +2025-06-05 16:59:58,362 - INFO - Evaluation: +Curr mae: 82.8283; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 142.3771; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1212; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 16:59:58,362 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 +2025-06-05 17:00:35,367 - INFO - Training: cls_zice: 103.42610024458526; reg_zipnll: -170.18297173961108; cnt_loss: 10.803170401528972; +2025-06-05 17:00:35,367 - INFO - Evaluation: +Curr mae: 81.3551; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 141.6425; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1168; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:00:35,367 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 +2025-06-05 17:01:12,442 - INFO - Training: cls_zice: 104.99708198395786; reg_zipnll: -168.09305221355515; cnt_loss: 9.973913369589294; +2025-06-05 17:01:12,442 - INFO - Evaluation: +Curr mae: 79.6574; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 138.7213; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1182; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:01:12,442 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 +2025-06-05 17:01:49,277 - INFO - Training: cls_zice: 104.6343533724349; reg_zipnll: -159.98321824515892; cnt_loss: 10.58231621546461; +2025-06-05 17:01:49,277 - INFO - Evaluation: +Curr mae: 83.5510; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 141.0742; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1256; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:01:49,277 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 +2025-06-05 17:02:26,430 - INFO - Training: cls_zice: 101.61660904284345; reg_zipnll: -163.57037066781757; cnt_loss: 10.779061514810222; +2025-06-05 17:02:26,431 - INFO - Evaluation: +Curr mae: 79.8079; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 137.7801; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1175; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:02:26,431 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 +2025-06-05 17:03:03,389 - INFO - Training: cls_zice: 105.77480908577016; reg_zipnll: -150.34610887236943; cnt_loss: 10.466304905367213; +2025-06-05 17:03:03,390 - INFO - Evaluation: +Curr mae: 79.1262; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 134.0101; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1214; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:03:03,390 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 +2025-06-05 17:03:40,292 - INFO - Training: cls_zice: 104.12883675177366; reg_zipnll: -167.2774789507026; cnt_loss: 10.633220983656827; +2025-06-05 17:03:40,293 - INFO - Evaluation: +Curr mae: 83.0254; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 141.4918; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1290; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:03:40,293 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 +2025-06-05 17:04:17,206 - INFO - Training: cls_zice: 102.6835296454019; reg_zipnll: -154.53158659019218; cnt_loss: 11.011497050721124; +2025-06-05 17:04:17,206 - INFO - Evaluation: +Curr mae: 85.2878; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 143.0559; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1332; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:04:17,206 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 +2025-06-05 17:04:54,119 - INFO - Training: cls_zice: 104.16410113959913; reg_zipnll: -154.42238690205758; cnt_loss: 10.79923435157498; +2025-06-05 17:04:54,120 - INFO - Evaluation: +Curr mae: 79.5014; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 134.1523; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1227; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:04:54,120 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 +2025-06-05 17:05:31,216 - INFO - Training: cls_zice: 105.51236901693787; reg_zipnll: -186.42435860791744; cnt_loss: 13.086216206582177; +2025-06-05 17:05:31,217 - INFO - Evaluation: +Curr mae: 78.1234; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 134.8282; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1143; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:05:31,217 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 +2025-06-05 17:06:08,191 - INFO - Training: cls_zice: 103.49415690693634; reg_zipnll: -173.16227844693015; cnt_loss: 10.516002383453166; +2025-06-05 17:06:08,191 - INFO - Evaluation: +Curr mae: 79.8013; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 138.0231; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1155; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:06:08,191 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 +2025-06-05 17:06:45,177 - INFO - Training: cls_zice: 103.0873233908849; reg_zipnll: -154.91688724543084; cnt_loss: 10.911943751455143; +2025-06-05 17:06:45,178 - INFO - Evaluation: +Curr mae: 80.8907; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 135.9940; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1316; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:06:45,178 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 +2025-06-05 17:07:22,301 - INFO - Training: cls_zice: 103.71248509552305; reg_zipnll: -199.73355188432907; cnt_loss: 10.238013916457726; +2025-06-05 17:07:22,301 - INFO - Evaluation: +Curr mae: 80.0758; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 136.2262; Best rmse: 131.4139; 132.8478; 133.0374; 133.4446; 133.9259; +Curr nae: 0.1165; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:07:22,301 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 +2025-06-05 17:07:59,418 - INFO - Training: cls_zice: 101.18894963548674; reg_zipnll: -141.64129132782386; cnt_loss: 9.768452696452867; +2025-06-05 17:07:59,720 - INFO - Evaluation: +Curr mae: 78.5369; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.9288; +Curr rmse: 133.0561; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1171; Best nae: 0.1113; 0.1134; 0.1135; 0.1136; 0.1142; + + + +2025-06-05 17:08:00,653 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 +2025-06-05 17:08:37,583 - INFO - Training: cls_zice: 103.75414055072709; reg_zipnll: -163.36443169069605; cnt_loss: 9.941031449677928; +2025-06-05 17:08:38,178 - INFO - Evaluation: +Curr mae: 77.8985; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 135.3377; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1132; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:08:38,178 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 +2025-06-05 17:09:15,161 - INFO - Training: cls_zice: 102.04135937722313; reg_zipnll: -162.18299885932973; cnt_loss: 9.58346832430126; +2025-06-05 17:09:15,162 - INFO - Evaluation: +Curr mae: 79.1532; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 136.4593; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1198; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:09:15,162 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 +2025-06-05 17:09:52,180 - INFO - Training: cls_zice: 106.17275304983784; reg_zipnll: -182.63722037005897; cnt_loss: 11.02108773490451; +2025-06-05 17:09:52,180 - INFO - Evaluation: +Curr mae: 81.2666; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 134.1835; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1277; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:09:52,180 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 +2025-06-05 17:10:29,371 - INFO - Training: cls_zice: 104.19659676457083; reg_zipnll: -165.20745564138653; cnt_loss: 11.305689003293878; +2025-06-05 17:10:29,372 - INFO - Evaluation: +Curr mae: 80.7966; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 134.9314; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1231; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:10:29,372 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 +2025-06-05 17:11:06,531 - INFO - Training: cls_zice: 103.47086581804895; reg_zipnll: -175.9745546760938; cnt_loss: 11.19961215960269; +2025-06-05 17:11:06,532 - INFO - Evaluation: +Curr mae: 79.7676; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 137.3343; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1181; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:11:06,532 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 +2025-06-05 17:11:43,323 - INFO - Training: cls_zice: 101.68999506464068; reg_zipnll: -178.85646568702546; cnt_loss: 10.227020759456206; +2025-06-05 17:11:43,323 - INFO - Evaluation: +Curr mae: 81.7672; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 140.9220; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1182; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:11:43,323 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 +2025-06-05 17:12:20,262 - INFO - Training: cls_zice: 102.29740590291307; reg_zipnll: -189.67411396835024; cnt_loss: 10.460885861851521; +2025-06-05 17:12:20,263 - INFO - Evaluation: +Curr mae: 83.4066; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 140.1262; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1263; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:12:20,263 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 +2025-06-05 17:12:57,331 - INFO - Training: cls_zice: 105.63817350122312; reg_zipnll: -190.30447020120178; cnt_loss: 12.221915731366897; +2025-06-05 17:12:57,332 - INFO - Evaluation: +Curr mae: 80.4994; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 140.3855; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1222; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:12:57,332 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 +2025-06-05 17:13:34,310 - INFO - Training: cls_zice: 103.75027239717394; reg_zipnll: -176.11673454890976; cnt_loss: 10.76896434588148; +2025-06-05 17:13:34,311 - INFO - Evaluation: +Curr mae: 78.2656; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 135.9519; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1191; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:13:34,311 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 +2025-06-05 17:14:11,328 - INFO - Training: cls_zice: 104.68979877194032; reg_zipnll: -137.617612680852; cnt_loss: 11.169074952207653; +2025-06-05 17:14:11,329 - INFO - Evaluation: +Curr mae: 79.2979; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 139.2186; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1172; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:14:11,329 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 +2025-06-05 17:14:48,254 - INFO - Training: cls_zice: 103.14507327174509; reg_zipnll: -141.14205687882884; cnt_loss: 10.775692173976772; +2025-06-05 17:14:48,254 - INFO - Evaluation: +Curr mae: 82.6196; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 142.8615; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1244; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:14:48,255 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 +2025-06-05 17:15:25,130 - INFO - Training: cls_zice: 104.59501866473268; reg_zipnll: -175.11589679339073; cnt_loss: 10.334863819033894; +2025-06-05 17:15:25,130 - INFO - Evaluation: +Curr mae: 81.1519; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 140.1935; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1213; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:15:25,131 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 +2025-06-05 17:16:02,020 - INFO - Training: cls_zice: 102.36490223107748; reg_zipnll: -171.3712208034187; cnt_loss: 10.307390544588202; +2025-06-05 17:16:02,021 - INFO - Evaluation: +Curr mae: 79.0601; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 137.3379; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1144; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:16:02,021 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 +2025-06-05 17:16:38,704 - INFO - Training: cls_zice: 101.25801611894013; reg_zipnll: -166.67384894162615; cnt_loss: 9.872788010843543; +2025-06-05 17:16:38,705 - INFO - Evaluation: +Curr mae: 80.3236; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 136.8322; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1200; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:16:38,705 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 +2025-06-05 17:17:15,618 - INFO - Training: cls_zice: 100.7872032266579; reg_zipnll: -137.78321126596816; cnt_loss: 9.994560476959936; +2025-06-05 17:17:15,619 - INFO - Evaluation: +Curr mae: 80.5726; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 136.8770; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1221; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:17:15,619 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 +2025-06-05 17:17:52,628 - INFO - Training: cls_zice: 100.67535050499518; reg_zipnll: -166.7787266788104; cnt_loss: 9.659803111032145; +2025-06-05 17:17:52,628 - INFO - Evaluation: +Curr mae: 80.5762; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 138.3864; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1223; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:17:52,628 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 +2025-06-05 17:18:29,729 - INFO - Training: cls_zice: 104.79467725437998; reg_zipnll: -209.39884779469068; cnt_loss: 13.433945980293071; +2025-06-05 17:18:29,730 - INFO - Evaluation: +Curr mae: 79.3552; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 134.1317; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1253; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:18:29,730 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 +2025-06-05 17:19:06,762 - INFO - Training: cls_zice: 101.77026458133925; reg_zipnll: -172.04194881110791; cnt_loss: 9.517880659229707; +2025-06-05 17:19:06,763 - INFO - Evaluation: +Curr mae: 83.0916; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 141.4889; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1265; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:19:06,763 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 +2025-06-05 17:19:43,592 - INFO - Training: cls_zice: 104.68810840631953; reg_zipnll: -156.73798292677924; cnt_loss: 11.486181854412255; +2025-06-05 17:19:43,593 - INFO - Evaluation: +Curr mae: 79.0278; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 133.6553; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1193; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:19:43,593 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 +2025-06-05 17:20:20,456 - INFO - Training: cls_zice: 103.66468779456537; reg_zipnll: -138.0238864406055; cnt_loss: 9.72363607457142; +2025-06-05 17:20:20,457 - INFO - Evaluation: +Curr mae: 79.4794; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 134.5095; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1213; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:20:20,457 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 +2025-06-05 17:20:57,673 - INFO - Training: cls_zice: 102.55394736978391; reg_zipnll: -169.09600883761777; cnt_loss: 11.099997000978483; +2025-06-05 17:20:57,674 - INFO - Evaluation: +Curr mae: 78.3835; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 134.8419; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1160; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:20:57,674 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 +2025-06-05 17:21:34,630 - INFO - Training: cls_zice: 101.96779834671526; reg_zipnll: -169.51041610035676; cnt_loss: 10.122231491354128; +2025-06-05 17:21:34,631 - INFO - Evaluation: +Curr mae: 80.0640; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 134.9903; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1224; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:21:34,631 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 +2025-06-05 17:22:11,558 - INFO - Training: cls_zice: 102.77994160936369; reg_zipnll: -157.75182369055338; cnt_loss: 10.143110935261708; +2025-06-05 17:22:11,558 - INFO - Evaluation: +Curr mae: 80.2575; Best mae: 76.6598; 76.8928; 77.0864; 77.7139; 77.8985; +Curr rmse: 138.0370; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.4446; +Curr nae: 0.1189; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:22:11,558 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 +2025-06-05 17:22:48,688 - INFO - Training: cls_zice: 125.93572468789208; reg_zipnll: -165.14710084018327; cnt_loss: 30.43246473539744; +2025-06-05 17:22:49,288 - INFO - Evaluation: +Curr mae: 76.4483; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 133.0584; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1196; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:22:49,288 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 +2025-06-05 17:23:26,404 - INFO - Training: cls_zice: 100.76995463087069; reg_zipnll: -170.1623050992852; cnt_loss: 9.72290104588136; +2025-06-05 17:23:26,405 - INFO - Evaluation: +Curr mae: 79.4735; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 134.8976; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1202; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:23:26,405 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 +2025-06-05 17:24:03,310 - INFO - Training: cls_zice: 104.21373112154323; reg_zipnll: -199.17058882176482; cnt_loss: 10.058370871259676; +2025-06-05 17:24:03,310 - INFO - Evaluation: +Curr mae: 84.2452; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 143.0973; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1295; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:24:03,310 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 +2025-06-05 17:24:40,184 - INFO - Training: cls_zice: 99.47456911857554; reg_zipnll: -167.21803786423033; cnt_loss: 9.145747999481808; +2025-06-05 17:24:40,184 - INFO - Evaluation: +Curr mae: 78.8611; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 135.2772; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1197; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:24:40,184 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 +2025-06-05 17:25:17,175 - INFO - Training: cls_zice: 102.47530308148718; reg_zipnll: -183.31379051713753; cnt_loss: 9.72389823553578; +2025-06-05 17:25:17,176 - INFO - Evaluation: +Curr mae: 82.8346; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 141.0441; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1248; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:25:17,176 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 +2025-06-05 17:25:54,045 - INFO - Training: cls_zice: 102.6561922237573; reg_zipnll: -142.42518472987294; cnt_loss: 9.853696873645909; +2025-06-05 17:25:54,046 - INFO - Evaluation: +Curr mae: 81.3046; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 141.3335; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1177; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:25:54,046 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 +2025-06-05 17:26:31,165 - INFO - Training: cls_zice: 102.63668722190604; reg_zipnll: -155.73729499917945; cnt_loss: 10.116148103941356; +2025-06-05 17:26:31,165 - INFO - Evaluation: +Curr mae: 81.2780; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 138.2025; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1219; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:26:31,165 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 +2025-06-05 17:27:08,257 - INFO - Training: cls_zice: 110.02571963632343; reg_zipnll: -203.19801836455895; cnt_loss: 15.459087229722384; +2025-06-05 17:27:08,257 - INFO - Evaluation: +Curr mae: 81.1289; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 137.8577; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1288; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:27:08,257 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 +2025-06-05 17:27:45,086 - INFO - Training: cls_zice: 101.81280194213059; reg_zipnll: -163.26935976546332; cnt_loss: 9.777574141293961; +2025-06-05 17:27:45,087 - INFO - Evaluation: +Curr mae: 79.5440; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 139.1469; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1185; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:27:45,087 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 +2025-06-05 17:28:22,076 - INFO - Training: cls_zice: 102.3715380990742; reg_zipnll: -156.82626426140993; cnt_loss: 10.045801890606912; +2025-06-05 17:28:22,076 - INFO - Evaluation: +Curr mae: 84.5161; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 145.0036; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1266; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:28:22,076 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 +2025-06-05 17:28:58,970 - INFO - Training: cls_zice: 98.97434723456175; reg_zipnll: -154.8468621740278; cnt_loss: 9.854011526170945; +2025-06-05 17:28:58,971 - INFO - Evaluation: +Curr mae: 81.2852; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 137.1551; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1280; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:28:58,971 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 +2025-06-05 17:29:35,740 - INFO - Training: cls_zice: 100.65282687761926; reg_zipnll: -142.75389427538738; cnt_loss: 8.939175632615752; +2025-06-05 17:29:35,740 - INFO - Evaluation: +Curr mae: 79.3701; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 135.8783; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1166; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:29:35,740 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 +2025-06-05 17:30:12,655 - INFO - Training: cls_zice: 105.92039405115393; reg_zipnll: -160.60169360179773; cnt_loss: 10.213467721118043; +2025-06-05 17:30:12,656 - INFO - Evaluation: +Curr mae: 78.9387; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 133.8384; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1207; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:30:12,656 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 +2025-06-05 17:30:49,661 - INFO - Training: cls_zice: 102.22335806587674; reg_zipnll: -146.77869560544855; cnt_loss: 9.58684858265302; +2025-06-05 17:30:49,661 - INFO - Evaluation: +Curr mae: 77.8533; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 133.6655; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1169; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:30:49,661 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 +2025-06-05 17:31:26,668 - INFO - Training: cls_zice: 100.6479859004747; reg_zipnll: -188.54750147560574; cnt_loss: 9.142937415482981; +2025-06-05 17:31:26,669 - INFO - Evaluation: +Curr mae: 80.4546; Best mae: 76.4483; 76.6598; 76.8928; 77.0864; 77.7139; +Curr rmse: 137.8352; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1200; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:31:26,669 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 +2025-06-05 17:32:03,573 - INFO - Training: cls_zice: 103.22476985754557; reg_zipnll: -165.8745294090928; cnt_loss: 8.894942485733537; +2025-06-05 17:32:03,873 - INFO - Evaluation: +Curr mae: 76.9649; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 135.8005; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1154; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:32:03,873 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 +2025-06-05 17:32:40,879 - INFO - Training: cls_zice: 100.28692551164437; reg_zipnll: -145.34315615142418; cnt_loss: 9.458242976902337; +2025-06-05 17:32:40,880 - INFO - Evaluation: +Curr mae: 80.1300; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 137.7473; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1196; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:32:40,880 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 +2025-06-05 17:33:17,862 - INFO - Training: cls_zice: 103.17226516016272; reg_zipnll: -159.6014966017363; cnt_loss: 9.289839311940781; +2025-06-05 17:33:17,863 - INFO - Evaluation: +Curr mae: 81.1252; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 140.5528; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1191; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:33:17,863 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 +2025-06-05 17:33:54,941 - INFO - Training: cls_zice: 98.13026324644784; reg_zipnll: -167.06179699045143; cnt_loss: 9.479994792811919; +2025-06-05 17:33:54,942 - INFO - Evaluation: +Curr mae: 81.3089; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 139.2309; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1196; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:33:54,942 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 +2025-06-05 17:34:32,055 - INFO - Training: cls_zice: 102.14176199451977; reg_zipnll: -177.02923323776548; cnt_loss: 10.07051182108999; +2025-06-05 17:34:32,055 - INFO - Evaluation: +Curr mae: 80.7710; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.8576; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1164; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:34:32,055 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 +2025-06-05 17:35:09,078 - INFO - Training: cls_zice: 101.79741034602488; reg_zipnll: -153.8775198601729; cnt_loss: 9.788512455706565; +2025-06-05 17:35:09,078 - INFO - Evaluation: +Curr mae: 82.0276; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 140.0272; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1242; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:35:09,079 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 +2025-06-05 17:35:46,150 - INFO - Training: cls_zice: 101.42009925842285; reg_zipnll: -125.72926344145213; cnt_loss: 8.806477057223288; +2025-06-05 17:35:46,151 - INFO - Evaluation: +Curr mae: 79.9638; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.4994; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1209; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:35:46,151 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 +2025-06-05 17:36:23,558 - INFO - Training: cls_zice: 101.96841556978542; reg_zipnll: -163.27588906824982; cnt_loss: 9.106331061843216; +2025-06-05 17:36:23,559 - INFO - Evaluation: +Curr mae: 80.8437; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.2566; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1219; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:36:23,559 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 +2025-06-05 17:37:00,806 - INFO - Training: cls_zice: 99.72066597591173; reg_zipnll: -129.00915088400936; cnt_loss: 9.446074400516535; +2025-06-05 17:37:00,807 - INFO - Evaluation: +Curr mae: 80.5503; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 139.6641; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1209; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:37:00,807 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 +2025-06-05 17:37:37,627 - INFO - Training: cls_zice: 103.90231140086193; reg_zipnll: -128.5780331251637; cnt_loss: 9.71060597028164; +2025-06-05 17:37:37,628 - INFO - Evaluation: +Curr mae: 80.7183; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.9856; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1193; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:37:37,628 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 +2025-06-05 17:38:14,678 - INFO - Training: cls_zice: 101.68100672841861; reg_zipnll: -198.40673742231155; cnt_loss: 10.252433517910786; +2025-06-05 17:38:14,679 - INFO - Evaluation: +Curr mae: 79.8263; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.9337; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1178; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:38:14,679 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 +2025-06-05 17:38:51,698 - INFO - Training: cls_zice: 102.84162415258142; reg_zipnll: -158.05848495533925; cnt_loss: 9.447681992259247; +2025-06-05 17:38:51,699 - INFO - Evaluation: +Curr mae: 81.3652; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 141.4862; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1222; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:38:52,585 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 +2025-06-05 17:39:29,856 - INFO - Training: cls_zice: 104.23255869884365; reg_zipnll: -157.79014107407323; cnt_loss: 9.746691364326225; +2025-06-05 17:39:29,856 - INFO - Evaluation: +Curr mae: 79.1067; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 136.7885; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1201; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:39:29,856 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 +2025-06-05 17:40:06,702 - INFO - Training: cls_zice: 102.66245676508014; reg_zipnll: -167.39191923078323; cnt_loss: 9.470292883992984; +2025-06-05 17:40:06,703 - INFO - Evaluation: +Curr mae: 81.7059; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 137.0083; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1259; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:40:06,703 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 +2025-06-05 17:40:43,712 - INFO - Training: cls_zice: 103.27930500965245; reg_zipnll: -178.49823261412564; cnt_loss: 9.654179803583006; +2025-06-05 17:40:43,713 - INFO - Evaluation: +Curr mae: 81.2292; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 140.3040; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1200; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:40:43,713 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 +2025-06-05 17:41:20,619 - INFO - Training: cls_zice: 102.30176304191943; reg_zipnll: -157.23960505100277; cnt_loss: 9.185885715168833; +2025-06-05 17:41:20,619 - INFO - Evaluation: +Curr mae: 79.5379; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.9188; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1169; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:41:20,619 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 +2025-06-05 17:41:57,376 - INFO - Training: cls_zice: 103.47597043877406; reg_zipnll: -182.19581263586386; cnt_loss: 9.413167748230183; +2025-06-05 17:41:57,377 - INFO - Evaluation: +Curr mae: 80.4853; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 136.6262; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1233; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:41:57,377 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 +2025-06-05 17:42:34,423 - INFO - Training: cls_zice: 107.03023213266538; reg_zipnll: -171.06669581331164; cnt_loss: 10.753390661138573; +2025-06-05 17:42:34,424 - INFO - Evaluation: +Curr mae: 80.2230; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.3604; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1184; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:42:34,424 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 +2025-06-05 17:43:11,462 - INFO - Training: cls_zice: 104.28725528085468; reg_zipnll: -179.99157670633682; cnt_loss: 10.085207343890968; +2025-06-05 17:43:11,463 - INFO - Evaluation: +Curr mae: 79.0018; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 134.7709; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1188; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:43:11,463 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 +2025-06-05 17:43:48,314 - INFO - Training: cls_zice: 101.44034530942803; reg_zipnll: -165.27058360118738; cnt_loss: 8.893709350105942; +2025-06-05 17:43:48,315 - INFO - Evaluation: +Curr mae: 79.7929; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 135.1298; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1245; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:43:48,315 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 +2025-06-05 17:44:25,451 - INFO - Training: cls_zice: 102.53346740015296; reg_zipnll: -157.94675557976527; cnt_loss: 9.294094385690247; +2025-06-05 17:44:25,451 - INFO - Evaluation: +Curr mae: 81.3472; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 139.4722; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1213; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:44:25,452 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 +2025-06-05 17:45:02,424 - INFO - Training: cls_zice: 101.08895178030659; reg_zipnll: -165.948654099016; cnt_loss: 9.48357319516062; +2025-06-05 17:45:02,425 - INFO - Evaluation: +Curr mae: 81.4285; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.5700; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1235; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:45:02,425 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 +2025-06-05 17:45:39,392 - INFO - Training: cls_zice: 102.81347824248257; reg_zipnll: -172.36459608267475; cnt_loss: 9.417566859958978; +2025-06-05 17:45:39,392 - INFO - Evaluation: +Curr mae: 82.3406; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.2018; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1295; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:45:39,392 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 +2025-06-05 17:46:16,498 - INFO - Training: cls_zice: 101.05701384639109; reg_zipnll: -151.88285573113043; cnt_loss: 9.024423370298171; +2025-06-05 17:46:16,499 - INFO - Evaluation: +Curr mae: 83.1692; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 142.4495; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1236; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:46:16,499 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 +2025-06-05 17:46:53,714 - INFO - Training: cls_zice: 100.44521247156409; reg_zipnll: -168.7862675647862; cnt_loss: 9.76136793837642; +2025-06-05 17:46:53,715 - INFO - Evaluation: +Curr mae: 80.0707; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.8974; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1197; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:46:53,715 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 +2025-06-05 17:47:30,787 - INFO - Training: cls_zice: 99.89400434178232; reg_zipnll: -134.41775257540064; cnt_loss: 8.857618992691798; +2025-06-05 17:47:30,788 - INFO - Evaluation: +Curr mae: 79.5582; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 136.2167; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1180; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:47:30,788 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 +2025-06-05 17:48:07,884 - INFO - Training: cls_zice: 102.19512512510185; reg_zipnll: -172.79213503022856; cnt_loss: 9.565165772343313; +2025-06-05 17:48:07,885 - INFO - Evaluation: +Curr mae: 81.3116; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.9553; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1219; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:48:07,885 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 +2025-06-05 17:48:44,753 - INFO - Training: cls_zice: 103.77597013056673; reg_zipnll: -184.96593129871698; cnt_loss: 9.271932131407278; +2025-06-05 17:48:44,754 - INFO - Evaluation: +Curr mae: 79.5528; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 135.9650; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1169; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:48:44,754 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 +2025-06-05 17:49:21,755 - INFO - Training: cls_zice: 102.5707099611396; reg_zipnll: -179.67586635438022; cnt_loss: 9.529356498591948; +2025-06-05 17:49:21,756 - INFO - Evaluation: +Curr mae: 79.8442; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 135.7318; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1213; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:49:21,756 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 +2025-06-05 17:49:58,730 - INFO - Training: cls_zice: 113.35516678260652; reg_zipnll: -147.8752912432942; cnt_loss: 13.105602097037613; +2025-06-05 17:49:58,731 - INFO - Evaluation: +Curr mae: 80.7357; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 137.8073; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1203; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:49:58,731 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 +2025-06-05 17:50:35,749 - INFO - Training: cls_zice: 103.73379913229027; reg_zipnll: -184.95700982074865; cnt_loss: 9.870577409567423; +2025-06-05 17:50:35,750 - INFO - Evaluation: +Curr mae: 80.4467; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 137.7642; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1230; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:50:35,750 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 +2025-06-05 17:51:12,691 - INFO - Training: cls_zice: 101.2814634051544; reg_zipnll: -186.30390450812334; cnt_loss: 9.431587763969471; +2025-06-05 17:51:12,692 - INFO - Evaluation: +Curr mae: 82.2876; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 139.6433; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1242; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:51:12,692 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 +2025-06-05 17:51:49,427 - INFO - Training: cls_zice: 104.59980832030442; reg_zipnll: -145.46475291094242; cnt_loss: 11.25922903793537; +2025-06-05 17:51:49,428 - INFO - Evaluation: +Curr mae: 81.6604; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 136.8598; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1264; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:51:49,428 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 +2025-06-05 17:52:26,465 - INFO - Training: cls_zice: 101.89620165793312; reg_zipnll: -176.16673424070245; cnt_loss: 9.059552094794267; +2025-06-05 17:52:26,466 - INFO - Evaluation: +Curr mae: 79.3158; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 137.9465; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1166; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:52:26,466 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 +2025-06-05 17:53:03,663 - INFO - Training: cls_zice: 100.72886391191292; reg_zipnll: -139.5617538161625; cnt_loss: 9.443265678077344; +2025-06-05 17:53:03,664 - INFO - Evaluation: +Curr mae: 79.0405; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 136.3610; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1181; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:53:03,664 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 +2025-06-05 17:53:40,458 - INFO - Training: cls_zice: 102.12230856687027; reg_zipnll: -171.1821214726429; cnt_loss: 9.823637652870834; +2025-06-05 17:53:40,459 - INFO - Evaluation: +Curr mae: 78.0857; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 136.1375; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1164; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:53:40,459 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 +2025-06-05 17:54:17,536 - INFO - Training: cls_zice: 102.23997378822983; reg_zipnll: -170.5496300640485; cnt_loss: 9.107622433971885; +2025-06-05 17:54:17,536 - INFO - Evaluation: +Curr mae: 80.4487; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 139.0073; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1204; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:54:17,536 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 +2025-06-05 17:54:54,479 - INFO - Training: cls_zice: 101.81119710404352; reg_zipnll: -151.56342219674823; cnt_loss: 9.407994507164355; +2025-06-05 17:54:54,479 - INFO - Evaluation: +Curr mae: 79.3137; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 137.0172; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1191; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:54:54,479 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 +2025-06-05 17:55:31,301 - INFO - Training: cls_zice: 103.88908769910698; reg_zipnll: -160.46664733760403; cnt_loss: 8.933963368270572; +2025-06-05 17:55:31,301 - INFO - Evaluation: +Curr mae: 79.4342; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 136.9404; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1177; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:55:31,301 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 +2025-06-05 17:56:08,338 - INFO - Training: cls_zice: 102.22975762474616; reg_zipnll: -163.92640644351377; cnt_loss: 9.255696489321474; +2025-06-05 17:56:08,339 - INFO - Evaluation: +Curr mae: 78.4107; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 135.8480; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1169; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:56:08,339 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 +2025-06-05 17:56:45,368 - INFO - Training: cls_zice: 103.60503786604926; reg_zipnll: -180.44990240817037; cnt_loss: 9.673703818921222; +2025-06-05 17:56:45,368 - INFO - Evaluation: +Curr mae: 79.7869; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.2703; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1197; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:56:45,368 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 +2025-06-05 17:57:22,318 - INFO - Training: cls_zice: 104.12956806208125; reg_zipnll: -173.79159626739704; cnt_loss: 10.296890207473805; +2025-06-05 17:57:22,319 - INFO - Evaluation: +Curr mae: 80.2809; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 137.2938; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1246; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:57:22,319 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 +2025-06-05 17:57:59,188 - INFO - Training: cls_zice: 104.77997284693434; reg_zipnll: -187.55852108759595; cnt_loss: 9.647648028190563; +2025-06-05 17:57:59,188 - INFO - Evaluation: +Curr mae: 79.9137; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 138.4850; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1196; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:57:59,188 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 +2025-06-05 17:58:36,109 - INFO - Training: cls_zice: 104.56403416513608; reg_zipnll: -181.9910276362438; cnt_loss: 9.754929240965685; +2025-06-05 17:58:36,110 - INFO - Evaluation: +Curr mae: 78.8148; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 136.9186; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1192; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:58:36,110 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 +2025-06-05 17:59:12,952 - INFO - Training: cls_zice: 100.9431909472737; reg_zipnll: -168.3668398715013; cnt_loss: 9.671510326941283; +2025-06-05 17:59:12,952 - INFO - Evaluation: +Curr mae: 81.1417; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 137.7835; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1227; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:59:12,953 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 +2025-06-05 17:59:49,967 - INFO - Training: cls_zice: 102.55650546850748; reg_zipnll: -143.63099043574553; cnt_loss: 8.905495956244058; +2025-06-05 17:59:49,968 - INFO - Evaluation: +Curr mae: 78.3581; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 134.6094; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1146; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 17:59:49,968 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 +2025-06-05 18:00:27,137 - INFO - Training: cls_zice: 101.69528748973316; reg_zipnll: -173.6763176065407; cnt_loss: 8.636720951029796; +2025-06-05 18:00:27,137 - INFO - Evaluation: +Curr mae: 77.6270; Best mae: 76.4483; 76.6598; 76.8928; 76.9649; 77.0864; +Curr rmse: 135.8641; Best rmse: 131.4139; 132.8478; 133.0374; 133.0561; 133.0584; +Curr nae: 0.1164; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:00:27,137 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 +2025-06-05 18:01:04,152 - INFO - Training: cls_zice: 103.10146475785615; reg_zipnll: -166.59037273609084; cnt_loss: 9.605677037839069; +2025-06-05 18:01:04,839 - INFO - Evaluation: +Curr mae: 76.9473; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 132.1708; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1138; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:01:04,839 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 +2025-06-05 18:01:41,552 - INFO - Training: cls_zice: 100.755682269469; reg_zipnll: -172.5920755121092; cnt_loss: 9.294465810257867; +2025-06-05 18:01:41,553 - INFO - Evaluation: +Curr mae: 78.7623; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.9175; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1177; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:01:41,553 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 +2025-06-05 18:02:18,523 - INFO - Training: cls_zice: 103.30568322440647; reg_zipnll: -182.8668385373046; cnt_loss: 9.456071746270387; +2025-06-05 18:02:18,524 - INFO - Evaluation: +Curr mae: 81.5817; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.1310; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1213; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:02:18,524 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 +2025-06-05 18:02:55,676 - INFO - Training: cls_zice: 103.90875710241052; reg_zipnll: -178.90204081630074; cnt_loss: 9.321405865498726; +2025-06-05 18:02:55,677 - INFO - Evaluation: +Curr mae: 77.6392; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 133.3595; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1169; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:02:55,677 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 +2025-06-05 18:03:32,630 - INFO - Training: cls_zice: 102.56450938546894; reg_zipnll: -164.46948117136165; cnt_loss: 9.624442618414266; +2025-06-05 18:03:32,631 - INFO - Evaluation: +Curr mae: 82.2080; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.4448; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1231; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:03:32,631 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 +2025-06-05 18:04:09,608 - INFO - Training: cls_zice: 103.56780984385914; reg_zipnll: -173.950522457527; cnt_loss: 9.614207038816238; +2025-06-05 18:04:09,609 - INFO - Evaluation: +Curr mae: 79.2269; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.0933; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1165; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:04:09,609 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 +2025-06-05 18:04:46,791 - INFO - Training: cls_zice: 100.18979619512494; reg_zipnll: -192.87548251499405; cnt_loss: 8.896293082774081; +2025-06-05 18:04:46,792 - INFO - Evaluation: +Curr mae: 80.5394; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.2778; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1219; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:04:46,792 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 +2025-06-05 18:05:23,798 - INFO - Training: cls_zice: 103.49805041180541; reg_zipnll: -177.44544212391835; cnt_loss: 9.465519067467444; +2025-06-05 18:05:23,799 - INFO - Evaluation: +Curr mae: 81.6982; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.7773; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1232; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:05:23,799 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 +2025-06-05 18:06:00,823 - INFO - Training: cls_zice: 99.75659764523537; reg_zipnll: -174.01285624346195; cnt_loss: 8.219780359047139; +2025-06-05 18:06:00,824 - INFO - Evaluation: +Curr mae: 81.7492; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.5296; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1246; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:06:00,824 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 +2025-06-05 18:06:37,668 - INFO - Training: cls_zice: 103.48299102277946; reg_zipnll: -159.28327454320643; cnt_loss: 9.22038979561913; +2025-06-05 18:06:37,668 - INFO - Evaluation: +Curr mae: 78.5687; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.5744; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1154; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:06:37,668 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 +2025-06-05 18:07:14,713 - INFO - Training: cls_zice: 100.44963725197394; reg_zipnll: -162.22647183146697; cnt_loss: 8.83663391119597; +2025-06-05 18:07:14,714 - INFO - Evaluation: +Curr mae: 80.8072; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.8881; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1220; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:07:14,714 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 +2025-06-05 18:07:51,911 - INFO - Training: cls_zice: 102.91426375685938; reg_zipnll: -167.5474141480907; cnt_loss: 9.499358565602082; +2025-06-05 18:07:51,912 - INFO - Evaluation: +Curr mae: 78.0254; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 135.9917; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1181; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:07:51,912 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 +2025-06-05 18:08:29,086 - INFO - Training: cls_zice: 102.1458728866072; reg_zipnll: -154.99825310233413; cnt_loss: 8.465713227821501; +2025-06-05 18:08:29,087 - INFO - Evaluation: +Curr mae: 79.4271; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.6347; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1182; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:08:29,087 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 +2025-06-05 18:09:06,109 - INFO - Training: cls_zice: 103.62593376715452; reg_zipnll: -181.09041855035238; cnt_loss: 9.60133793022459; +2025-06-05 18:09:06,109 - INFO - Evaluation: +Curr mae: 79.4725; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.3159; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1193; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:09:06,109 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 +2025-06-05 18:09:43,115 - INFO - Training: cls_zice: 101.59791945147988; reg_zipnll: -143.75076991201237; cnt_loss: 8.883497659733754; +2025-06-05 18:09:43,116 - INFO - Evaluation: +Curr mae: 82.7731; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 140.2040; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1251; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:09:44,006 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 +2025-06-05 18:10:20,860 - INFO - Training: cls_zice: 102.21203284863604; reg_zipnll: -165.88942877662103; cnt_loss: 9.085850090380536; +2025-06-05 18:10:20,861 - INFO - Evaluation: +Curr mae: 80.2460; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.8526; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1225; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:10:20,861 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 +2025-06-05 18:10:58,066 - INFO - Training: cls_zice: 98.68115454162194; reg_zipnll: -156.9513658308825; cnt_loss: 8.75259385835256; +2025-06-05 18:10:58,067 - INFO - Evaluation: +Curr mae: 79.3963; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.4813; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1238; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:10:58,067 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 +2025-06-05 18:11:35,147 - INFO - Training: cls_zice: 102.49744402651756; reg_zipnll: -164.51247096535386; cnt_loss: 9.281971955141485; +2025-06-05 18:11:35,148 - INFO - Evaluation: +Curr mae: 81.8258; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.4505; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1241; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:11:35,148 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 +2025-06-05 18:12:12,224 - INFO - Training: cls_zice: 102.54218539812707; reg_zipnll: -178.52907243943372; cnt_loss: 9.378366833491041; +2025-06-05 18:12:12,225 - INFO - Evaluation: +Curr mae: 80.8266; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.2867; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1221; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:12:12,225 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 +2025-06-05 18:12:49,133 - INFO - Training: cls_zice: 101.97055416233492; reg_zipnll: -158.62997161157872; cnt_loss: 8.877371107505647; +2025-06-05 18:12:49,134 - INFO - Evaluation: +Curr mae: 80.8322; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.5251; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1229; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:12:49,134 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 +2025-06-05 18:13:25,866 - INFO - Training: cls_zice: 101.20610563486618; reg_zipnll: -186.51870649224085; cnt_loss: 9.869323995729156; +2025-06-05 18:13:25,866 - INFO - Evaluation: +Curr mae: 83.8529; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 140.9143; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1278; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:13:25,867 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 +2025-06-05 18:14:02,664 - INFO - Training: cls_zice: 102.9335723902216; reg_zipnll: -151.7411657769159; cnt_loss: 9.223598380751957; +2025-06-05 18:14:02,664 - INFO - Evaluation: +Curr mae: 79.5695; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.4397; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1214; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:14:02,665 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 +2025-06-05 18:14:39,744 - INFO - Training: cls_zice: 102.95259327920067; reg_zipnll: -157.1062344999503; cnt_loss: 9.012248492398799; +2025-06-05 18:14:39,744 - INFO - Evaluation: +Curr mae: 81.1202; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.0430; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1225; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:14:39,745 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 +2025-06-05 18:15:16,887 - INFO - Training: cls_zice: 104.24263148276222; reg_zipnll: -187.7742451610944; cnt_loss: 9.310589722450207; +2025-06-05 18:15:16,887 - INFO - Evaluation: +Curr mae: 80.8489; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.5625; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1234; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:15:16,887 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 +2025-06-05 18:15:54,022 - INFO - Training: cls_zice: 100.02049979153058; reg_zipnll: -152.9839485875818; cnt_loss: 8.563035827598824; +2025-06-05 18:15:54,023 - INFO - Evaluation: +Curr mae: 79.5197; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.6686; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1222; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:15:54,023 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 +2025-06-05 18:16:30,929 - INFO - Training: cls_zice: 100.10287126957975; reg_zipnll: -154.0250143246935; cnt_loss: 8.791046011526854; +2025-06-05 18:16:30,930 - INFO - Evaluation: +Curr mae: 80.1718; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.1486; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1188; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:16:30,930 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 +2025-06-05 18:17:08,000 - INFO - Training: cls_zice: 101.77109633376267; reg_zipnll: -168.85864483915418; cnt_loss: 8.763255982998981; +2025-06-05 18:17:08,001 - INFO - Evaluation: +Curr mae: 80.7443; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.6098; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1224; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:17:08,001 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 +2025-06-05 18:17:44,885 - INFO - Training: cls_zice: 102.57963728746832; reg_zipnll: -181.17835005703353; cnt_loss: 9.189332695196796; +2025-06-05 18:17:44,886 - INFO - Evaluation: +Curr mae: 83.5822; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 140.9256; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1291; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:17:44,886 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 +2025-06-05 18:18:21,755 - INFO - Training: cls_zice: 104.25495549385121; reg_zipnll: -160.95797879806418; cnt_loss: 9.173769082454656; +2025-06-05 18:18:21,756 - INFO - Evaluation: +Curr mae: 79.9947; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.9691; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1224; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:18:21,756 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 +2025-06-05 18:18:58,735 - INFO - Training: cls_zice: 102.88291697470558; reg_zipnll: -182.14182736226266; cnt_loss: 8.721479284842284; +2025-06-05 18:18:58,735 - INFO - Evaluation: +Curr mae: 79.5160; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.8202; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1205; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:18:58,735 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 +2025-06-05 18:19:35,708 - INFO - Training: cls_zice: 102.63786533178873; reg_zipnll: -164.92581085179816; cnt_loss: 9.271268511450053; +2025-06-05 18:19:35,709 - INFO - Evaluation: +Curr mae: 82.2705; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 141.1451; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1232; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:19:35,709 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 +2025-06-05 18:20:12,906 - INFO - Training: cls_zice: 101.60235195286226; reg_zipnll: -157.37375131190217; cnt_loss: 8.66635696382712; +2025-06-05 18:20:12,907 - INFO - Evaluation: +Curr mae: 79.0963; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.3968; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1197; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:20:12,907 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 +2025-06-05 18:20:49,942 - INFO - Training: cls_zice: 102.98729808125275; reg_zipnll: -163.46486901921153; cnt_loss: 9.033220467977966; +2025-06-05 18:20:49,943 - INFO - Evaluation: +Curr mae: 82.0519; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.5590; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1253; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:20:49,943 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 +2025-06-05 18:21:26,983 - INFO - Training: cls_zice: 104.05029344874502; reg_zipnll: -163.9220288762983; cnt_loss: 9.346290623115388; +2025-06-05 18:21:26,984 - INFO - Evaluation: +Curr mae: 82.1360; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 140.2426; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1251; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:21:26,984 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 +2025-06-05 18:22:04,122 - INFO - Training: cls_zice: 99.27596903163077; reg_zipnll: -149.9622761366383; cnt_loss: 8.64932808181308; +2025-06-05 18:22:04,123 - INFO - Evaluation: +Curr mae: 80.2947; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.5234; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1189; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:22:04,123 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 +2025-06-05 18:22:41,230 - INFO - Training: cls_zice: 101.89192332337234; reg_zipnll: -197.24575080618953; cnt_loss: 9.622165288356756; +2025-06-05 18:22:41,230 - INFO - Evaluation: +Curr mae: 83.2473; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 143.0123; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1244; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:22:41,230 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 +2025-06-05 18:23:18,177 - INFO - Training: cls_zice: 101.55961808463596; reg_zipnll: -141.01888364829765; cnt_loss: 8.880711040749455; +2025-06-05 18:23:18,178 - INFO - Evaluation: +Curr mae: 79.8411; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.3963; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1188; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:23:18,178 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 +2025-06-05 18:23:55,235 - INFO - Training: cls_zice: 102.283766563365; reg_zipnll: -152.48232424653918; cnt_loss: 8.944677765006261; +2025-06-05 18:23:55,235 - INFO - Evaluation: +Curr mae: 80.3569; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.3669; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1209; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:23:55,235 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 +2025-06-05 18:24:32,225 - INFO - Training: cls_zice: 103.54768596421803; reg_zipnll: -173.0100048330446; cnt_loss: 9.631792310057886; +2025-06-05 18:24:32,226 - INFO - Evaluation: +Curr mae: 79.7071; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.8780; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1161; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:24:32,226 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 +2025-06-05 18:25:09,489 - INFO - Training: cls_zice: 100.91076471947676; reg_zipnll: -172.18430263948756; cnt_loss: 8.92134630916924; +2025-06-05 18:25:09,490 - INFO - Evaluation: +Curr mae: 82.6016; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 141.1125; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1229; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:25:09,490 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 +2025-06-05 18:25:46,347 - INFO - Training: cls_zice: 100.20104999415922; reg_zipnll: -160.91554622776462; cnt_loss: 8.729542916973696; +2025-06-05 18:25:46,348 - INFO - Evaluation: +Curr mae: 82.7544; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.5907; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1253; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:25:46,348 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 +2025-06-05 18:26:23,627 - INFO - Training: cls_zice: 101.38803956998105; reg_zipnll: -162.03379687883995; cnt_loss: 9.298314167174283; +2025-06-05 18:26:23,628 - INFO - Evaluation: +Curr mae: 79.2975; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.1261; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1193; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:26:23,628 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 +2025-06-05 18:27:00,487 - INFO - Training: cls_zice: 100.75245953237774; reg_zipnll: -153.65228107591338; cnt_loss: 9.193482691089049; +2025-06-05 18:27:00,487 - INFO - Evaluation: +Curr mae: 81.6647; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.9752; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1227; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:27:00,488 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 +2025-06-05 18:27:37,369 - INFO - Training: cls_zice: 101.39860468984439; reg_zipnll: -159.40539855199145; cnt_loss: 8.782774178397576; +2025-06-05 18:27:37,370 - INFO - Evaluation: +Curr mae: 81.4868; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.9731; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1221; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:27:37,370 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 +2025-06-05 18:28:14,387 - INFO - Training: cls_zice: 102.89246008411938; reg_zipnll: -139.41141877269112; cnt_loss: 8.928236985048711; +2025-06-05 18:28:14,387 - INFO - Evaluation: +Curr mae: 80.0675; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.8218; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1209; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:28:14,387 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 +2025-06-05 18:28:51,421 - INFO - Training: cls_zice: 102.16934360731517; reg_zipnll: -144.2484858936032; cnt_loss: 8.626489448231577; +2025-06-05 18:28:51,422 - INFO - Evaluation: +Curr mae: 80.9552; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.3815; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1197; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:28:51,422 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 +2025-06-05 18:29:28,290 - INFO - Training: cls_zice: 103.25533204994454; reg_zipnll: -146.20479905210584; cnt_loss: 8.647765156449072; +2025-06-05 18:29:28,291 - INFO - Evaluation: +Curr mae: 78.9928; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 135.0919; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1211; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:29:28,291 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 +2025-06-05 18:30:05,446 - INFO - Training: cls_zice: 101.98819260249864; reg_zipnll: -144.5441226769757; cnt_loss: 9.142869731448345; +2025-06-05 18:30:05,447 - INFO - Evaluation: +Curr mae: 80.1601; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.1068; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1187; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:30:05,447 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 +2025-06-05 18:30:42,431 - INFO - Training: cls_zice: 100.16098237195551; reg_zipnll: -149.7748584115742; cnt_loss: 8.732309917740475; +2025-06-05 18:30:42,432 - INFO - Evaluation: +Curr mae: 79.1787; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.4280; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1187; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:30:42,432 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 +2025-06-05 18:31:19,474 - INFO - Training: cls_zice: 102.15520789291685; reg_zipnll: -182.6429888996857; cnt_loss: 8.69208107563044; +2025-06-05 18:31:19,475 - INFO - Evaluation: +Curr mae: 81.6939; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.2338; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1257; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:31:19,475 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 +2025-06-05 18:31:56,643 - INFO - Training: cls_zice: 101.69259249453513; reg_zipnll: -167.63835950560917; cnt_loss: 9.701542546417539; +2025-06-05 18:31:56,644 - INFO - Evaluation: +Curr mae: 82.5029; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 141.2561; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1294; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:31:56,644 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 +2025-06-05 18:32:33,741 - INFO - Training: cls_zice: 100.30446048761836; reg_zipnll: -142.79910025059783; cnt_loss: 8.968637341695116; +2025-06-05 18:32:33,741 - INFO - Evaluation: +Curr mae: 79.5068; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.4430; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1185; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:32:33,741 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 +2025-06-05 18:33:10,826 - INFO - Training: cls_zice: 102.18725254993565; reg_zipnll: -166.40883141953424; cnt_loss: 8.59333141907951; +2025-06-05 18:33:10,826 - INFO - Evaluation: +Curr mae: 80.6867; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.3052; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1230; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:33:10,826 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 +2025-06-05 18:33:47,726 - INFO - Training: cls_zice: 102.59853945346858; reg_zipnll: -173.2449045118117; cnt_loss: 9.135622806106971; +2025-06-05 18:33:47,726 - INFO - Evaluation: +Curr mae: 80.8955; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.9250; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1220; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:33:47,726 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 +2025-06-05 18:34:24,754 - INFO - Training: cls_zice: 102.78142379609164; reg_zipnll: -170.42272338488243; cnt_loss: 9.367784225388078; +2025-06-05 18:34:24,755 - INFO - Evaluation: +Curr mae: 85.9324; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 143.8177; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1362; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:34:24,755 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 +2025-06-05 18:35:01,773 - INFO - Training: cls_zice: 100.62897466192182; reg_zipnll: -152.5556147998532; cnt_loss: 9.375100450010489; +2025-06-05 18:35:01,774 - INFO - Evaluation: +Curr mae: 82.1409; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.8425; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1240; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:35:01,774 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 +2025-06-05 18:35:38,869 - INFO - Training: cls_zice: 102.59898455095608; reg_zipnll: -179.25876854902862; cnt_loss: 9.063003637932784; +2025-06-05 18:35:38,869 - INFO - Evaluation: +Curr mae: 81.5065; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.3036; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1241; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:35:38,869 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 +2025-06-05 18:36:15,843 - INFO - Training: cls_zice: 101.23200162041266; reg_zipnll: -145.88301975048142; cnt_loss: 8.811994329983035; +2025-06-05 18:36:15,844 - INFO - Evaluation: +Curr mae: 80.8855; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 139.5412; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1204; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:36:15,844 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 +2025-06-05 18:36:52,759 - INFO - Training: cls_zice: 100.53837867130507; reg_zipnll: -127.84636409077423; cnt_loss: 9.327956949638216; +2025-06-05 18:36:52,760 - INFO - Evaluation: +Curr mae: 79.5670; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 137.1164; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1153; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:36:52,760 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 +2025-06-05 18:37:29,702 - INFO - Training: cls_zice: 103.94903286561271; reg_zipnll: -172.73294846111577; cnt_loss: 9.074300082314094; +2025-06-05 18:37:29,703 - INFO - Evaluation: +Curr mae: 78.8647; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.9135; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1171; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:37:29,703 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 +2025-06-05 18:38:06,752 - INFO - Training: cls_zice: 103.01433703441494; reg_zipnll: -156.972398953722; cnt_loss: 9.061784055848785; +2025-06-05 18:38:06,753 - INFO - Evaluation: +Curr mae: 80.9360; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.4435; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1237; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:38:06,753 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 +2025-06-05 18:38:43,839 - INFO - Training: cls_zice: 101.24565878609158; reg_zipnll: -140.1269360851768; cnt_loss: 8.635249463138202; +2025-06-05 18:38:43,839 - INFO - Evaluation: +Curr mae: 80.1897; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.5302; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1194; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:38:43,840 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 +2025-06-05 18:39:20,825 - INFO - Training: cls_zice: 104.158195002979; reg_zipnll: -176.95994794605585; cnt_loss: 9.972078185997262; +2025-06-05 18:39:20,826 - INFO - Evaluation: +Curr mae: 82.5203; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 141.1052; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1232; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:39:20,826 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 +2025-06-05 18:39:57,812 - INFO - Training: cls_zice: 102.5696111956969; reg_zipnll: -144.39101021495085; cnt_loss: 8.612286984525769; +2025-06-05 18:39:57,812 - INFO - Evaluation: +Curr mae: 80.6869; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 136.5402; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1226; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + + +2025-06-05 18:39:57,812 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 +2025-06-05 18:40:34,978 - INFO - Training: cls_zice: 105.31517136175901; reg_zipnll: -142.56927110027794; cnt_loss: 9.292563875779411; +2025-06-05 18:40:34,979 - INFO - Evaluation: +Curr mae: 80.8087; Best mae: 76.4483; 76.6598; 76.8928; 76.9473; 76.9649; +Curr rmse: 138.6193; Best rmse: 131.4139; 132.1708; 132.8478; 133.0374; 133.0561; +Curr nae: 0.1201; Best nae: 0.1113; 0.1132; 0.1134; 0.1135; 0.1136; + + +