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 +1,11022 @@ +2025-06-04 08:27:38,104 - INFO - model_name : CLIP_MobileCLIP_S1 +block_size : 32 +clip_weight_name: datacompdr +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 +window_size : None +stride : 672 +max_input_size : 4096 +max_num_windows: 64 +resize_to_multiple: False +reg_loss : zipnll +aux_loss : none +weight_cls : 1.0 +weight_reg : 1.0 +weight_aux : 0.0 +numItermax : None +regularization : None +scales : None +min_scale_weight: None +max_scale_weight: None +alpha : None +optimizer : adam +lr : 0.0001 +vpt_lr : None +backbone_lr : 0.0001 +weight_decay : 0.0001 +vpt_weight_decay: None +backbone_weight_decay: 0.0001 +scheduler : cos_restarts +warmup_epochs : 25 +warmup_lr : 1e-05 +eta_min : 1e-06 +gamma : None +step_size : None +T_0 : 5 +T_mult : 2 +T_max : None +ckpt_dir_name : ebc_s_2 +total_epochs : 1300 +eval_start : 150 +eval_freq : 1.0 +save_freq : 50 +save_best_k : 5 +amp : True +num_workers : 8 +local_rank : -1 +seed : 42 +nprocs : 1 +ckpt_dir : /home/yiming/Code/CLIP-EBC-Dev/checkpoints/qnrf/ebc_s_2 +bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, 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] +2025-06-04 08:27:38,110 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 +2025-06-04 08:28:34,217 - INFO - Training: cls_zice: 263.13463122639433; reg_zipnll: 379.6679126663713; cnt_loss: 897.900813930082; + + +2025-06-04 08:28:34,218 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 +2025-06-04 08:29:26,471 - INFO - Training: cls_zice: 192.40858959677993; reg_zipnll: 16.704923553972055; cnt_loss: 187.5052935366599; + + +2025-06-04 08:29:26,472 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 +2025-06-04 08:30:18,942 - INFO - Training: cls_zice: 183.15901633761575; reg_zipnll: 10.40998673596919; cnt_loss: 159.31179627677463; + + +2025-06-04 08:30:18,942 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 +2025-06-04 08:31:11,560 - INFO - Training: cls_zice: 178.85788254390488; reg_zipnll: -37.34108242767536; cnt_loss: 138.8898813235049; + + +2025-06-04 08:31:11,560 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 +2025-06-04 08:32:04,256 - INFO - Training: cls_zice: 171.10067291765023; reg_zipnll: -40.807469361665234; cnt_loss: 124.88108459371605; + + +2025-06-04 08:32:04,256 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 +2025-06-04 08:32:56,761 - INFO - Training: cls_zice: 167.82025437007675; reg_zipnll: -31.71318848085719; cnt_loss: 121.64822021383324; + + +2025-06-04 08:32:56,762 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 +2025-06-04 08:33:49,431 - INFO - Training: cls_zice: 164.38664495708136; reg_zipnll: -64.1306555034309; cnt_loss: 116.68897060369024; + + +2025-06-04 08:33:49,432 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 +2025-06-04 08:34:42,030 - INFO - Training: cls_zice: 165.18725320677095; reg_zipnll: -70.35834547699682; cnt_loss: 108.5906134851721; + + +2025-06-04 08:34:42,031 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 +2025-06-04 08:35:34,877 - INFO - Training: cls_zice: 165.47774760770483; reg_zipnll: -77.00382950763829; cnt_loss: 107.35207668834964; + + +2025-06-04 08:35:34,877 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 +2025-06-04 08:36:27,680 - INFO - Training: cls_zice: 164.01397808655997; reg_zipnll: -102.66393358344274; cnt_loss: 109.94070720041034; + + +2025-06-04 08:36:27,681 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 +2025-06-04 08:37:20,230 - INFO - Training: cls_zice: 162.32594354894778; reg_zipnll: -89.7565900537352; cnt_loss: 111.96707572684383; + + +2025-06-04 08:37:20,230 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 +2025-06-04 08:38:12,908 - INFO - Training: cls_zice: 165.94257086949634; reg_zipnll: -97.79167666656292; cnt_loss: 121.12755236088834; + + +2025-06-04 08:38:12,908 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 +2025-06-04 08:39:05,184 - INFO - Training: cls_zice: 158.45170724628778; reg_zipnll: -85.85413590488055; cnt_loss: 103.09115984581953; + + +2025-06-04 08:39:05,184 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 +2025-06-04 08:39:57,196 - INFO - Training: cls_zice: 157.34343651272604; reg_zipnll: -56.13043958777624; cnt_loss: 89.78877858294557; + + +2025-06-04 08:39:57,196 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 +2025-06-04 08:40:49,979 - INFO - Training: cls_zice: 154.4945687047693; reg_zipnll: -53.95220726215287; cnt_loss: 95.05972795296978; + + +2025-06-04 08:40:49,979 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 +2025-06-04 08:41:42,038 - INFO - Training: cls_zice: 157.3432929689521; reg_zipnll: -106.28174085806538; cnt_loss: 90.69335520662219; + + +2025-06-04 08:41:42,038 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 +2025-06-04 08:42:34,535 - INFO - Training: cls_zice: 155.20530488475268; reg_zipnll: -82.72717777782718; cnt_loss: 88.52705647298042; + + +2025-06-04 08:42:34,535 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 +2025-06-04 08:43:27,106 - INFO - Training: cls_zice: 157.2784176757004; reg_zipnll: -98.3707699175702; cnt_loss: 87.18644656250808; + + +2025-06-04 08:43:27,106 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 +2025-06-04 08:44:19,664 - INFO - Training: cls_zice: 158.78078715848608; reg_zipnll: -107.19656130178085; cnt_loss: 86.34336871974516; + + +2025-06-04 08:44:19,664 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 +2025-06-04 08:45:11,686 - INFO - Training: cls_zice: 155.2135358646216; reg_zipnll: -85.66846623957552; cnt_loss: 84.40108485569228; + + +2025-06-04 08:45:11,686 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 +2025-06-04 08:46:03,669 - INFO - Training: cls_zice: 156.70752463435494; reg_zipnll: -117.2460092329821; cnt_loss: 88.37663325884485; + + +2025-06-04 08:46:03,670 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 +2025-06-04 08:46:55,904 - INFO - Training: cls_zice: 156.84996434394887; reg_zipnll: -73.01914892133497; cnt_loss: 91.61152760082523; + + +2025-06-04 08:46:55,905 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 +2025-06-04 08:47:48,068 - INFO - Training: cls_zice: 152.37697139007366; reg_zipnll: -79.01970346084494; cnt_loss: 81.34721286091583; + + +2025-06-04 08:47:48,068 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 +2025-06-04 08:48:40,104 - INFO - Training: cls_zice: 156.7758121869422; reg_zipnll: -111.26767889869134; cnt_loss: 97.47850053041977; + + +2025-06-04 08:48:40,104 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 +2025-06-04 08:49:32,187 - INFO - Training: cls_zice: 167.7931635521895; reg_zipnll: -78.66449411657473; cnt_loss: 115.1146484147634; + + +2025-06-04 08:49:32,187 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 +2025-06-04 08:50:24,500 - INFO - Training: cls_zice: 157.8464443004684; reg_zipnll: -91.86248174882093; cnt_loss: 97.05340411963053; + + +2025-06-04 08:50:24,500 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 +2025-06-04 08:51:16,762 - INFO - Training: cls_zice: 148.78607943200117; reg_zipnll: -102.9740832499321; cnt_loss: 79.25289443312892; + + +2025-06-04 08:51:16,763 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 +2025-06-04 08:52:08,926 - INFO - Training: cls_zice: 148.4499000650368; reg_zipnll: -128.49985106259783; cnt_loss: 76.72428655940176; + + +2025-06-04 08:52:08,927 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 +2025-06-04 08:53:01,449 - INFO - Training: cls_zice: 139.58152971836117; reg_zipnll: -107.81563155066888; cnt_loss: 61.82049791070799; + + +2025-06-04 08:53:01,450 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 +2025-06-04 08:53:53,643 - INFO - Training: cls_zice: 142.0570459681631; reg_zipnll: -131.59441363100973; cnt_loss: 53.92796697679734; + + +2025-06-04 08:53:53,644 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 +2025-06-04 08:54:46,072 - INFO - Training: cls_zice: 150.70912243672555; reg_zipnll: -116.73855957763874; cnt_loss: 79.18240487180799; + + +2025-06-04 08:54:46,073 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 +2025-06-04 08:55:38,314 - INFO - Training: cls_zice: 145.06883651531297; reg_zipnll: -115.27465571472976; cnt_loss: 78.50651948183578; + + +2025-06-04 08:55:38,314 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 +2025-06-04 08:56:30,476 - INFO - Training: cls_zice: 152.3601964735827; reg_zipnll: -117.67709776265731; cnt_loss: 88.81495761871338; + + +2025-06-04 08:56:30,477 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 +2025-06-04 08:57:22,765 - INFO - Training: cls_zice: 143.7169543386295; reg_zipnll: -105.96448578739798; cnt_loss: 67.65135559183082; + + +2025-06-04 08:57:22,766 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 +2025-06-04 08:58:14,878 - INFO - Training: cls_zice: 143.58396893937066; reg_zipnll: -83.74832428685876; cnt_loss: 63.318470784370476; + + +2025-06-04 08:58:14,878 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 +2025-06-04 08:59:07,383 - INFO - Training: cls_zice: 141.4652950084762; reg_zipnll: -126.6670682161849; cnt_loss: 63.75976983127215; + + +2025-06-04 08:59:07,384 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 +2025-06-04 08:59:59,361 - INFO - Training: cls_zice: 138.62408178215784; reg_zipnll: -130.07285003788425; cnt_loss: 60.99574480625178; + + +2025-06-04 08:59:59,362 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 +2025-06-04 09:00:51,676 - INFO - Training: cls_zice: 137.4109324777363; reg_zipnll: -127.60019906151373; cnt_loss: 50.636814635321; + + +2025-06-04 09:00:51,676 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 +2025-06-04 09:01:43,968 - INFO - Training: cls_zice: 135.3705528840324; reg_zipnll: -111.15178943154038; cnt_loss: 43.12983445300172; + + +2025-06-04 09:01:43,969 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 +2025-06-04 09:02:36,298 - INFO - Training: cls_zice: 132.59760317265594; reg_zipnll: -101.96101029503424; cnt_loss: 41.55300400588686; + + +2025-06-04 09:02:36,298 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 +2025-06-04 09:03:28,509 - INFO - Training: cls_zice: 144.09184896709112; reg_zipnll: -116.44946636427318; cnt_loss: 75.79208765598322; + + +2025-06-04 09:03:28,510 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 +2025-06-04 09:04:21,036 - INFO - Training: cls_zice: 143.73399459131505; reg_zipnll: -87.54989224869684; cnt_loss: 76.9250644658575; + + +2025-06-04 09:04:21,037 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 +2025-06-04 09:05:13,048 - INFO - Training: cls_zice: 146.99940008201347; reg_zipnll: -127.42209946082917; cnt_loss: 80.26211704481517; + + +2025-06-04 09:05:13,049 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 +2025-06-04 09:06:05,094 - INFO - Training: cls_zice: 152.4838519064796; reg_zipnll: -122.41143495673376; cnt_loss: 85.65831913221751; + + +2025-06-04 09:06:05,095 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 +2025-06-04 09:06:57,305 - INFO - Training: cls_zice: 145.75845372282117; reg_zipnll: -87.77277661001446; cnt_loss: 74.0683092407833; + + +2025-06-04 09:06:57,305 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 +2025-06-04 09:07:49,355 - INFO - Training: cls_zice: 143.25018932014112; reg_zipnll: -121.03088874059007; cnt_loss: 67.67168809878116; + + +2025-06-04 09:07:49,355 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 +2025-06-04 09:08:41,405 - INFO - Training: cls_zice: 138.41807102683364; reg_zipnll: -115.34584744560797; cnt_loss: 61.94989689454338; + + +2025-06-04 09:08:41,405 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 +2025-06-04 09:09:33,504 - INFO - Training: cls_zice: 139.5043012606387; reg_zipnll: -113.16994626001016; cnt_loss: 64.4236045546879; + + +2025-06-04 09:09:33,504 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 +2025-06-04 09:10:25,524 - INFO - Training: cls_zice: 137.55324169184198; reg_zipnll: -121.49785583066624; cnt_loss: 59.981262788077856; + + +2025-06-04 09:10:25,524 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 +2025-06-04 09:11:17,497 - INFO - Training: cls_zice: 138.78486436250193; reg_zipnll: -128.17838522298447; cnt_loss: 59.917139287026515; + + +2025-06-04 09:11:18,019 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 +2025-06-04 09:12:10,350 - INFO - Training: cls_zice: 133.32974997261502; reg_zipnll: -113.5933637745333; cnt_loss: 48.231616538092; + + +2025-06-04 09:12:10,350 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 +2025-06-04 09:13:02,585 - INFO - Training: cls_zice: 135.81790555233988; reg_zipnll: -155.2545755398984; cnt_loss: 46.930431558596375; + + +2025-06-04 09:13:02,586 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 +2025-06-04 09:13:54,910 - INFO - Training: cls_zice: 131.4343785671209; reg_zipnll: -110.03176781357519; cnt_loss: 41.871699964763316; + + +2025-06-04 09:13:54,910 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 +2025-06-04 09:14:47,107 - INFO - Training: cls_zice: 132.3887769686465; reg_zipnll: -135.41736787833915; cnt_loss: 43.83657885545137; + + +2025-06-04 09:14:47,108 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 +2025-06-04 09:15:39,388 - INFO - Training: cls_zice: 132.44456065095812; reg_zipnll: -133.02749323687016; cnt_loss: 41.414957292822024; + + +2025-06-04 09:15:39,388 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 +2025-06-04 09:16:31,458 - INFO - Training: cls_zice: 132.55173800638968; reg_zipnll: -144.77215351332103; cnt_loss: 39.058756907254654; + + +2025-06-04 09:16:31,459 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 +2025-06-04 09:17:23,670 - INFO - Training: cls_zice: 127.07340604264215; reg_zipnll: -96.47193096489306; cnt_loss: 35.624391795783644; + + +2025-06-04 09:17:23,670 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 +2025-06-04 09:18:16,254 - INFO - Training: cls_zice: 130.15631644773168; reg_zipnll: -120.96192212136376; cnt_loss: 35.54071194604533; + + +2025-06-04 09:18:16,254 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 +2025-06-04 09:19:08,404 - INFO - Training: cls_zice: 130.5858045919052; reg_zipnll: -118.95694384038053; cnt_loss: 32.018667318963054; + + +2025-06-04 09:19:08,404 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 +2025-06-04 09:20:00,542 - INFO - Training: cls_zice: 128.47360674119153; reg_zipnll: -156.2937666533009; cnt_loss: 36.37032523060476; + + +2025-06-04 09:20:00,542 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 +2025-06-04 09:20:53,084 - INFO - Training: cls_zice: 139.6596466089716; reg_zipnll: -101.83402995557975; cnt_loss: 68.83789683967237; + + +2025-06-04 09:20:53,085 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 +2025-06-04 09:21:45,515 - INFO - Training: cls_zice: 146.48056348585925; reg_zipnll: -65.05104427463961; cnt_loss: 101.20141794823653; + + +2025-06-04 09:21:45,516 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 +2025-06-04 09:22:37,607 - INFO - Training: cls_zice: 141.02046860448573; reg_zipnll: -95.55614160070355; cnt_loss: 73.52795478366069; + + +2025-06-04 09:22:37,608 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 +2025-06-04 09:23:29,645 - INFO - Training: cls_zice: 144.99864967295665; reg_zipnll: -111.37106657975556; cnt_loss: 72.80582175349558; + + +2025-06-04 09:23:29,645 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 +2025-06-04 09:24:22,038 - INFO - Training: cls_zice: 141.190538545318; reg_zipnll: -114.58532690844; cnt_loss: 63.05046984059921; + + +2025-06-04 09:24:22,039 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 +2025-06-04 09:25:14,170 - INFO - Training: cls_zice: 141.5119094090746; reg_zipnll: -73.86963747037167; cnt_loss: 71.51135087171137; + + +2025-06-04 09:25:14,171 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 +2025-06-04 09:26:06,276 - INFO - Training: cls_zice: 140.00042113247298; reg_zipnll: -147.78096337981572; cnt_loss: 67.01087700925916; + + +2025-06-04 09:26:06,276 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 +2025-06-04 09:26:58,586 - INFO - Training: cls_zice: 148.48709990646665; reg_zipnll: -120.98534722991337; cnt_loss: 69.54810747563444; + + +2025-06-04 09:26:58,587 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 +2025-06-04 09:27:50,793 - INFO - Training: cls_zice: 137.66660571572007; reg_zipnll: -79.67594456830561; cnt_loss: 59.86488922068615; + + +2025-06-04 09:27:50,793 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 +2025-06-04 09:28:42,862 - INFO - Training: cls_zice: 135.5645878014975; reg_zipnll: -137.1356087741473; cnt_loss: 61.8458716600936; + + +2025-06-04 09:28:42,863 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 +2025-06-04 09:29:35,232 - INFO - Training: cls_zice: 137.1272844478784; reg_zipnll: -128.63489495839505; cnt_loss: 56.412985940642706; + + +2025-06-04 09:29:35,233 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 +2025-06-04 09:30:27,498 - INFO - Training: cls_zice: 137.053801126038; reg_zipnll: -116.23131672436038; cnt_loss: 55.522833918893575; + + +2025-06-04 09:30:27,498 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 +2025-06-04 09:31:19,736 - INFO - Training: cls_zice: 138.86317822791094; reg_zipnll: -144.56258082231938; cnt_loss: 56.01481714943387; + + +2025-06-04 09:31:19,737 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 +2025-06-04 09:32:11,988 - INFO - Training: cls_zice: 136.79766070132223; reg_zipnll: -123.95935609324879; cnt_loss: 56.53270695541079; + + +2025-06-04 09:32:11,989 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 +2025-06-04 09:33:04,586 - INFO - Training: cls_zice: 131.49385227430736; reg_zipnll: -100.47584834319866; cnt_loss: 48.47124357412982; + + +2025-06-04 09:33:04,587 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 +2025-06-04 09:33:56,817 - INFO - Training: cls_zice: 132.77300252346012; reg_zipnll: -147.84185094075488; cnt_loss: 49.691076935521814; + + +2025-06-04 09:33:56,818 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 +2025-06-04 09:34:48,948 - INFO - Training: cls_zice: 130.44088037756106; reg_zipnll: -140.14667415618896; cnt_loss: 45.82568046746665; + + +2025-06-04 09:34:48,948 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 +2025-06-04 09:35:41,269 - INFO - Training: cls_zice: 136.08633257379594; reg_zipnll: -113.29695117394655; cnt_loss: 44.61626619376884; + + +2025-06-04 09:35:41,269 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 +2025-06-04 09:36:33,668 - INFO - Training: cls_zice: 134.79720725760555; reg_zipnll: -130.68293923889564; cnt_loss: 49.12258450084964; + + +2025-06-04 09:36:33,669 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 +2025-06-04 09:37:26,004 - INFO - Training: cls_zice: 130.17072568981854; reg_zipnll: -89.49666224725989; cnt_loss: 42.71009535505282; + + +2025-06-04 09:37:26,004 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 +2025-06-04 09:38:17,792 - INFO - Training: cls_zice: 130.5463591316678; reg_zipnll: -126.93990526136183; cnt_loss: 45.37396221287203; + + +2025-06-04 09:38:17,792 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 +2025-06-04 09:39:10,150 - INFO - Training: cls_zice: 130.4038957254776; reg_zipnll: -142.2029494070849; cnt_loss: 45.179390168347894; + + +2025-06-04 09:39:10,150 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 +2025-06-04 09:40:02,502 - INFO - Training: cls_zice: 130.53084008425276; reg_zipnll: -126.1751799172913; cnt_loss: 38.20957798673617; + + +2025-06-04 09:40:02,502 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 +2025-06-04 09:40:54,594 - INFO - Training: cls_zice: 130.09400773206295; reg_zipnll: -116.00071847359865; cnt_loss: 41.20433456218795; + + +2025-06-04 09:40:54,594 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 +2025-06-04 09:41:46,762 - INFO - Training: cls_zice: 128.28887477142132; reg_zipnll: -153.36624500451498; cnt_loss: 37.72367530469074; + + +2025-06-04 09:41:46,763 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 +2025-06-04 09:42:38,979 - INFO - Training: cls_zice: 129.0761419132056; reg_zipnll: -133.45451341085877; cnt_loss: 36.645622062367316; + + +2025-06-04 09:42:38,979 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 +2025-06-04 09:43:31,702 - INFO - Training: cls_zice: 127.23739684654387; reg_zipnll: -132.3625836151325; cnt_loss: 33.04313288619187; + + +2025-06-04 09:43:31,703 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 +2025-06-04 09:44:24,096 - INFO - Training: cls_zice: 128.7711092462603; reg_zipnll: -170.32703435342043; cnt_loss: 38.307760579696556; + + +2025-06-04 09:44:24,096 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 +2025-06-04 09:45:16,537 - INFO - Training: cls_zice: 123.77351712864755; reg_zipnll: -155.21305319173447; cnt_loss: 30.752925746488255; + + +2025-06-04 09:45:16,537 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 +2025-06-04 09:46:08,968 - INFO - Training: cls_zice: 126.39011433582432; reg_zipnll: -167.4004021701434; cnt_loss: 29.804549062488885; + + +2025-06-04 09:46:08,969 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 +2025-06-04 09:47:01,674 - INFO - Training: cls_zice: 123.05453457106029; reg_zipnll: -149.19077318077845; cnt_loss: 28.266385296322653; + + +2025-06-04 09:47:01,674 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 +2025-06-04 09:47:53,733 - INFO - Training: cls_zice: 122.73709083708707; reg_zipnll: -145.56504181994507; cnt_loss: 27.516477689048312; + + +2025-06-04 09:47:53,733 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 +2025-06-04 09:48:46,096 - INFO - Training: cls_zice: 126.38585374844784; reg_zipnll: -124.48714756491958; cnt_loss: 27.453100624463417; + + +2025-06-04 09:48:46,097 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 +2025-06-04 09:49:38,742 - INFO - Training: cls_zice: 126.53300338391436; reg_zipnll: -177.8774619260371; cnt_loss: 28.488896805719033; + + +2025-06-04 09:49:38,743 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 +2025-06-04 09:50:31,808 - INFO - Training: cls_zice: 126.32948754796918; reg_zipnll: -126.40140519552673; cnt_loss: 24.051563311886312; + + +2025-06-04 09:50:31,808 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 +2025-06-04 09:51:24,672 - INFO - Training: cls_zice: 126.12791581817021; reg_zipnll: -137.5820987840362; cnt_loss: 24.540898427268527; + + +2025-06-04 09:51:24,672 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 +2025-06-04 09:52:17,180 - INFO - Training: cls_zice: 125.94468224127561; reg_zipnll: -160.3376514359026; cnt_loss: 24.9315334534803; + + +2025-06-04 09:52:17,180 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 +2025-06-04 09:53:10,118 - INFO - Training: cls_zice: 120.81568469117019; reg_zipnll: -132.18090025794427; cnt_loss: 23.801069559640442; + + +2025-06-04 09:53:10,118 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 +2025-06-04 09:54:02,616 - INFO - Training: cls_zice: 125.65346688782142; reg_zipnll: -160.22901293141953; cnt_loss: 24.759144135658314; + + +2025-06-04 09:54:02,616 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 +2025-06-04 09:54:55,313 - INFO - Training: cls_zice: 124.8330944389697; reg_zipnll: -141.57270167521293; cnt_loss: 25.179375819023083; + + +2025-06-04 09:54:56,003 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 +2025-06-04 09:55:48,638 - INFO - Training: cls_zice: 140.17966989176162; reg_zipnll: -126.56981215571726; cnt_loss: 65.18614323723395; + + +2025-06-04 09:55:48,639 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 +2025-06-04 09:56:41,331 - INFO - Training: cls_zice: 135.84358749642277; reg_zipnll: -112.15923132485901; cnt_loss: 61.21045417975116; + + +2025-06-04 09:56:41,332 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 +2025-06-04 09:57:33,920 - INFO - Training: cls_zice: 137.96278786817135; reg_zipnll: -140.86005315717483; cnt_loss: 63.5790073129515; + + +2025-06-04 09:57:33,920 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 +2025-06-04 09:58:26,592 - INFO - Training: cls_zice: 140.88431440441815; reg_zipnll: -142.79301354111425; cnt_loss: 66.65584659576416; + + +2025-06-04 09:58:26,592 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 +2025-06-04 09:59:19,220 - INFO - Training: cls_zice: 138.0495212504406; reg_zipnll: -127.65596022195373; cnt_loss: 66.1228651274119; + + +2025-06-04 09:59:19,220 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 +2025-06-04 10:00:11,889 - INFO - Training: cls_zice: 141.05481914495002; reg_zipnll: -130.07369709014893; cnt_loss: 53.85335823084345; + + +2025-06-04 10:00:11,890 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 +2025-06-04 10:01:04,819 - INFO - Training: cls_zice: 134.9041290283203; reg_zipnll: -124.80715503439998; cnt_loss: 60.90218620426607; + + +2025-06-04 10:01:04,819 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 +2025-06-04 10:01:57,397 - INFO - Training: cls_zice: 134.34306855864872; reg_zipnll: -123.43763199863055; cnt_loss: 50.52888171720189; + + +2025-06-04 10:01:57,397 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 +2025-06-04 10:02:50,018 - INFO - Training: cls_zice: 132.77793808488656; reg_zipnll: -116.35374166476016; cnt_loss: 49.76147573357386; + + +2025-06-04 10:02:50,018 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 +2025-06-04 10:03:42,312 - INFO - Training: cls_zice: 130.42897331793577; reg_zipnll: -155.57940382673252; cnt_loss: 51.53310381024089; + + +2025-06-04 10:03:42,313 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 +2025-06-04 10:04:35,053 - INFO - Training: cls_zice: 132.0168601787643; reg_zipnll: -102.94761176456679; cnt_loss: 44.31313788811892; + + +2025-06-04 10:04:35,053 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 +2025-06-04 10:05:27,517 - INFO - Training: cls_zice: 135.92013597804188; reg_zipnll: -131.5798350075223; cnt_loss: 51.19404709418088; + + +2025-06-04 10:05:27,517 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 +2025-06-04 10:06:20,090 - INFO - Training: cls_zice: 131.49884773405972; reg_zipnll: -159.80905734308507; cnt_loss: 46.34001285666662; + + +2025-06-04 10:06:20,090 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 +2025-06-04 10:07:12,508 - INFO - Training: cls_zice: 129.46875856412169; reg_zipnll: -143.313439773408; cnt_loss: 47.80867154708761; + + +2025-06-04 10:07:12,509 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 +2025-06-04 10:08:04,609 - INFO - Training: cls_zice: 132.74846457171913; reg_zipnll: -118.72453304947607; cnt_loss: 46.57287553446182; + + +2025-06-04 10:08:04,610 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 +2025-06-04 10:08:56,812 - INFO - Training: cls_zice: 133.76173582771756; reg_zipnll: -135.73814125566292; cnt_loss: 52.626106056946; + + +2025-06-04 10:08:56,812 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 +2025-06-04 10:09:49,410 - INFO - Training: cls_zice: 131.01458639182792; reg_zipnll: -119.80302352147386; cnt_loss: 51.2025173894617; + + +2025-06-04 10:09:49,411 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 +2025-06-04 10:10:41,920 - INFO - Training: cls_zice: 127.62459192844416; reg_zipnll: -135.3471504552475; cnt_loss: 43.97847777802423; + + +2025-06-04 10:10:41,921 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 +2025-06-04 10:11:34,171 - INFO - Training: cls_zice: 129.0023001108738; reg_zipnll: -144.49128700407925; cnt_loss: 43.271586929725494; + + +2025-06-04 10:11:34,172 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 +2025-06-04 10:12:26,562 - INFO - Training: cls_zice: 131.19221160585516; reg_zipnll: -147.39231843506263; cnt_loss: 45.805959625749395; + + +2025-06-04 10:12:26,562 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 +2025-06-04 10:13:18,696 - INFO - Training: cls_zice: 131.14194751259507; reg_zipnll: -131.04581664887485; cnt_loss: 44.4844994039725; + + +2025-06-04 10:13:18,696 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 +2025-06-04 10:14:11,125 - INFO - Training: cls_zice: 127.33914171938865; reg_zipnll: -123.46135249990502; cnt_loss: 40.3073264242008; + + +2025-06-04 10:14:11,125 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 +2025-06-04 10:15:03,500 - INFO - Training: cls_zice: 126.4820537946082; reg_zipnll: -148.47438538785013; cnt_loss: 39.225560744077164; + + +2025-06-04 10:15:03,500 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 +2025-06-04 10:15:55,557 - INFO - Training: cls_zice: 129.289962692766; reg_zipnll: -142.86605665067964; cnt_loss: 41.885007757224784; + + +2025-06-04 10:15:55,557 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 +2025-06-04 10:16:48,051 - INFO - Training: cls_zice: 130.5638350682543; reg_zipnll: -176.66402045622567; cnt_loss: 42.888877521287526; + + +2025-06-04 10:16:48,051 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 +2025-06-04 10:17:40,259 - INFO - Training: cls_zice: 125.20991986003143; reg_zipnll: -125.60258387887714; cnt_loss: 40.20291808425196; + + +2025-06-04 10:17:40,260 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 +2025-06-04 10:18:32,298 - INFO - Training: cls_zice: 126.53002285483657; reg_zipnll: -133.76626762491188; cnt_loss: 38.510780751310435; + + +2025-06-04 10:18:32,299 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 +2025-06-04 10:19:24,666 - INFO - Training: cls_zice: 125.40465511549388; reg_zipnll: -133.5898497878321; cnt_loss: 33.60397542549285; + + +2025-06-04 10:19:24,667 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 +2025-06-04 10:20:17,036 - INFO - Training: cls_zice: 125.43674625624095; reg_zipnll: -122.47848623162074; cnt_loss: 34.13123020273171; + + +2025-06-04 10:20:17,036 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 +2025-06-04 10:21:09,475 - INFO - Training: cls_zice: 128.81061436482614; reg_zipnll: -156.75680673990817; cnt_loss: 37.22571615509639; + + +2025-06-04 10:21:09,475 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 +2025-06-04 10:22:01,666 - INFO - Training: cls_zice: 126.8809886452378; reg_zipnll: -142.7841912894849; cnt_loss: 35.50949560253825; + + +2025-06-04 10:22:01,666 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 +2025-06-04 10:22:54,099 - INFO - Training: cls_zice: 129.56867831905947; reg_zipnll: -161.44562548833179; cnt_loss: 35.29510363521955; + + +2025-06-04 10:22:54,099 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 +2025-06-04 10:23:46,760 - INFO - Training: cls_zice: 128.96120306356065; reg_zipnll: -140.17873283411492; cnt_loss: 38.49517275955503; + + +2025-06-04 10:23:46,761 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 +2025-06-04 10:24:38,979 - INFO - Training: cls_zice: 126.02197961617779; reg_zipnll: -147.22147301174948; cnt_loss: 36.02921556321201; + + +2025-06-04 10:24:38,979 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 +2025-06-04 10:25:31,219 - INFO - Training: cls_zice: 122.9265569977413; reg_zipnll: -141.79108259062104; cnt_loss: 33.374527476481255; + + +2025-06-04 10:25:31,220 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 +2025-06-04 10:26:23,313 - INFO - Training: cls_zice: 127.68818725181731; reg_zipnll: -137.9455716152065; cnt_loss: 33.246004243560186; + + +2025-06-04 10:26:23,314 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 +2025-06-04 10:27:15,537 - INFO - Training: cls_zice: 126.35086670932391; reg_zipnll: -142.32684002175236; cnt_loss: 34.00644570154859; + + +2025-06-04 10:27:15,538 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 +2025-06-04 10:28:07,667 - INFO - Training: cls_zice: 124.8812634550183; reg_zipnll: -138.03858289655471; cnt_loss: 33.51918368939533; + + +2025-06-04 10:28:07,667 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 +2025-06-04 10:28:59,773 - INFO - Training: cls_zice: 125.69832002248195; reg_zipnll: -132.0970735865713; cnt_loss: 30.721702354633255; + + +2025-06-04 10:28:59,774 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 +2025-06-04 10:29:52,189 - INFO - Training: cls_zice: 120.49602023497323; reg_zipnll: -131.98376948628206; cnt_loss: 31.87050547820843; + + +2025-06-04 10:29:52,189 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 +2025-06-04 10:30:44,703 - INFO - Training: cls_zice: 122.42374655110946; reg_zipnll: -110.27756516665023; cnt_loss: 30.031809475248224; + + +2025-06-04 10:30:44,704 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 +2025-06-04 10:31:36,880 - INFO - Training: cls_zice: 122.45456144825512; reg_zipnll: -136.6247234723426; cnt_loss: 29.56311978725408; + + +2025-06-04 10:31:36,880 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 +2025-06-04 10:32:28,934 - INFO - Training: cls_zice: 123.96568836439525; reg_zipnll: -139.46197690395329; cnt_loss: 28.843558860930386; + + +2025-06-04 10:32:28,935 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 +2025-06-04 10:33:20,553 - INFO - Training: cls_zice: 123.5886570128384; reg_zipnll: -135.7533466894895; cnt_loss: 29.855608365393632; + + +2025-06-04 10:33:20,554 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 +2025-06-04 10:34:13,417 - INFO - Training: cls_zice: 120.80287225988528; reg_zipnll: -143.35352058915902; cnt_loss: 29.722217449289285; + + +2025-06-04 10:34:13,417 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 +2025-06-04 10:35:05,629 - INFO - Training: cls_zice: 129.69534781752833; reg_zipnll: -192.38154286264583; cnt_loss: 40.94444134377486; + + +2025-06-04 10:35:05,629 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 +2025-06-04 10:35:57,761 - INFO - Training: cls_zice: 126.594594551238; reg_zipnll: -134.23183622423386; cnt_loss: 32.585065295364686; + + +2025-06-04 10:35:57,761 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 +2025-06-04 10:36:50,032 - INFO - Training: cls_zice: 123.31655334321078; reg_zipnll: -163.4982245110518; cnt_loss: 32.699299344953324; + + +2025-06-04 10:36:50,033 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 +2025-06-04 10:37:41,786 - INFO - Training: cls_zice: 122.59058610019305; reg_zipnll: -148.06901891973635; cnt_loss: 27.68176462792403; + + +2025-06-04 10:37:41,786 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 +2025-06-04 10:39:21,557 - INFO - Training: cls_zice: 131.24521548542756; reg_zipnll: -136.17783934233205; cnt_loss: 34.67466262160548; +2025-06-04 10:39:22,057 - INFO - Evaluation: +Curr mae: 98.2630; Best mae: 98.2630; inf; inf; inf; inf; +Curr rmse: 183.4815; Best rmse: 183.4815; inf; inf; inf; inf; +Curr nae: 0.1409; Best nae: 0.1409; inf; inf; inf; inf; + + + +2025-06-04 10:39:22,782 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 +2025-06-04 10:40:37,421 - INFO - Training: cls_zice: 120.01378486330147; reg_zipnll: -154.13981099791874; cnt_loss: 22.845869282223532; +2025-06-04 10:40:37,965 - INFO - Evaluation: +Curr mae: 92.1707; Best mae: 92.1707; 98.2630; inf; inf; inf; +Curr rmse: 155.4924; Best rmse: 155.4924; 183.4815; inf; inf; inf; +Curr nae: 0.1448; Best nae: 0.1409; 0.1448; inf; inf; inf; + + + +2025-06-04 10:40:37,965 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 +2025-06-04 10:41:52,585 - INFO - Training: cls_zice: 121.90684362752548; reg_zipnll: -155.2111388389638; cnt_loss: 24.70155978360713; +2025-06-04 10:41:53,123 - INFO - Evaluation: +Curr mae: 85.6734; Best mae: 85.6734; 92.1707; 98.2630; inf; inf; +Curr rmse: 150.2697; Best rmse: 150.2697; 155.4924; 183.4815; inf; inf; +Curr nae: 0.1253; Best nae: 0.1253; 0.1409; 0.1448; inf; inf; + + + +2025-06-04 10:41:53,123 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 +2025-06-04 10:43:06,759 - INFO - Training: cls_zice: 118.75720313369044; reg_zipnll: -132.4048127622794; cnt_loss: 23.403990158182108; +2025-06-04 10:43:07,260 - INFO - Evaluation: +Curr mae: 84.3227; Best mae: 84.3227; 85.6734; 92.1707; 98.2630; inf; +Curr rmse: 154.6666; Best rmse: 150.2697; 154.6666; 155.4924; 183.4815; inf; +Curr nae: 0.1255; Best nae: 0.1253; 0.1255; 0.1409; 0.1448; inf; + + + +2025-06-04 10:43:07,260 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 +2025-06-04 10:44:20,304 - INFO - Training: cls_zice: 121.68512584357862; reg_zipnll: -144.3566178580783; cnt_loss: 23.36948453195837; +2025-06-04 10:44:20,839 - INFO - Evaluation: +Curr mae: 89.7837; Best mae: 84.3227; 85.6734; 89.7837; 92.1707; 98.2630; +Curr rmse: 160.0720; Best rmse: 150.2697; 154.6666; 155.4924; 160.0720; 183.4815; +Curr nae: 0.1254; Best nae: 0.1253; 0.1254; 0.1255; 0.1409; 0.1448; + + + +2025-06-04 10:44:20,839 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 +2025-06-04 10:45:35,068 - INFO - Training: cls_zice: 116.36887278777874; reg_zipnll: -133.1739535173833; cnt_loss: 21.223553925950007; +2025-06-04 10:45:35,636 - INFO - Evaluation: +Curr mae: 90.5071; Best mae: 84.3227; 85.6734; 89.7837; 90.5071; 92.1707; +Curr rmse: 160.4272; Best rmse: 150.2697; 154.6666; 155.4924; 160.0720; 160.4272; +Curr nae: 0.1316; Best nae: 0.1253; 0.1254; 0.1255; 0.1316; 0.1409; + + + +2025-06-04 10:45:35,636 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 +2025-06-04 10:46:49,261 - INFO - Training: cls_zice: 120.70931285580262; reg_zipnll: -168.19782675181003; cnt_loss: 24.49747296516469; +2025-06-04 10:46:49,871 - INFO - Evaluation: +Curr mae: 86.6322; Best mae: 84.3227; 85.6734; 86.6322; 89.7837; 90.5071; +Curr rmse: 148.4424; Best rmse: 148.4424; 150.2697; 154.6666; 155.4924; 160.0720; +Curr nae: 0.1241; Best nae: 0.1241; 0.1253; 0.1254; 0.1255; 0.1316; + + + +2025-06-04 10:46:49,871 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 +2025-06-04 10:48:04,609 - INFO - Training: cls_zice: 118.14663865550465; reg_zipnll: -147.4243989211834; cnt_loss: 21.18502360779718; +2025-06-04 10:48:04,610 - INFO - Evaluation: +Curr mae: 98.7336; Best mae: 84.3227; 85.6734; 86.6322; 89.7837; 90.5071; +Curr rmse: 176.5686; Best rmse: 148.4424; 150.2697; 154.6666; 155.4924; 160.0720; +Curr nae: 0.1377; Best nae: 0.1241; 0.1253; 0.1254; 0.1255; 0.1316; + + + +2025-06-04 10:48:04,610 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 +2025-06-04 10:49:18,719 - INFO - Training: cls_zice: 119.65304488377855; reg_zipnll: -170.61025706032254; cnt_loss: 21.267464669334966; +2025-06-04 10:49:19,578 - INFO - Evaluation: +Curr mae: 90.1456; Best mae: 84.3227; 85.6734; 86.6322; 89.7837; 90.1456; +Curr rmse: 159.9209; Best rmse: 148.4424; 150.2697; 154.6666; 155.4924; 159.9209; +Curr nae: 0.1310; Best nae: 0.1241; 0.1253; 0.1254; 0.1255; 0.1310; + + + +2025-06-04 10:49:19,578 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 +2025-06-04 10:50:32,855 - INFO - Training: cls_zice: 119.952236567112; reg_zipnll: -157.19058819322396; cnt_loss: 21.720265541645077; +2025-06-04 10:50:32,855 - INFO - Evaluation: +Curr mae: 95.8348; Best mae: 84.3227; 85.6734; 86.6322; 89.7837; 90.1456; +Curr rmse: 164.0249; Best rmse: 148.4424; 150.2697; 154.6666; 155.4924; 159.9209; +Curr nae: 0.1479; Best nae: 0.1241; 0.1253; 0.1254; 0.1255; 0.1310; + + + +2025-06-04 10:50:32,855 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 +2025-06-04 10:51:46,836 - INFO - Training: cls_zice: 121.36040580193728; reg_zipnll: -168.83909192622102; cnt_loss: 21.33641302032976; +2025-06-04 10:51:46,836 - INFO - Evaluation: +Curr mae: 118.8754; Best mae: 84.3227; 85.6734; 86.6322; 89.7837; 90.1456; +Curr rmse: 208.4583; Best rmse: 148.4424; 150.2697; 154.6666; 155.4924; 159.9209; +Curr nae: 0.1758; Best nae: 0.1241; 0.1253; 0.1254; 0.1255; 0.1310; + + + +2025-06-04 10:51:46,837 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 +2025-06-04 10:53:00,758 - INFO - Training: cls_zice: 118.32228221009109; reg_zipnll: -155.31336978887092; cnt_loss: 21.255928475335732; +2025-06-04 10:53:01,488 - INFO - Evaluation: +Curr mae: 86.6758; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 89.7837; +Curr rmse: 158.1314; Best rmse: 148.4424; 150.2697; 154.6666; 155.4924; 158.1314; +Curr nae: 0.1257; Best nae: 0.1241; 0.1253; 0.1254; 0.1255; 0.1257; + + + +2025-06-04 10:53:01,488 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 +2025-06-04 10:54:15,781 - INFO - Training: cls_zice: 119.31771216487253; reg_zipnll: -185.13804799199895; cnt_loss: 20.97681529474574; +2025-06-04 10:54:16,042 - INFO - Evaluation: +Curr mae: 89.0910; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 89.0910; +Curr rmse: 161.9799; Best rmse: 148.4424; 150.2697; 154.6666; 155.4924; 158.1314; +Curr nae: 0.1290; Best nae: 0.1241; 0.1253; 0.1254; 0.1255; 0.1257; + + + +2025-06-04 10:54:16,042 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 +2025-06-04 10:55:30,372 - INFO - Training: cls_zice: 119.47896647926987; reg_zipnll: -135.43213115464772; cnt_loss: 19.424091399110704; +2025-06-04 10:55:30,551 - INFO - Evaluation: +Curr mae: 89.2709; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 89.0910; +Curr rmse: 164.0450; Best rmse: 148.4424; 150.2697; 154.6666; 155.4924; 158.1314; +Curr nae: 0.1254; Best nae: 0.1241; 0.1253; 0.1254; 0.1254; 0.1255; + + + +2025-06-04 10:55:30,551 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 +2025-06-04 10:56:43,901 - INFO - Training: cls_zice: 120.66558850522073; reg_zipnll: -184.6552184338601; cnt_loss: 21.364948332704454; +2025-06-04 10:56:44,374 - INFO - Evaluation: +Curr mae: 87.2736; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 87.2736; +Curr rmse: 154.4550; Best rmse: 148.4424; 150.2697; 154.4550; 154.6666; 155.4924; +Curr nae: 0.1289; Best nae: 0.1241; 0.1253; 0.1254; 0.1254; 0.1255; + + + +2025-06-04 10:56:44,374 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 +2025-06-04 10:57:58,466 - INFO - Training: cls_zice: 118.001037534499; reg_zipnll: -164.3085158265979; cnt_loss: 19.866080896743874; +2025-06-04 10:57:58,666 - INFO - Evaluation: +Curr mae: 90.0465; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 87.2736; +Curr rmse: 165.1277; Best rmse: 148.4424; 150.2697; 154.4550; 154.6666; 155.4924; +Curr nae: 0.1251; Best nae: 0.1241; 0.1251; 0.1253; 0.1254; 0.1254; + + + +2025-06-04 10:57:58,667 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 +2025-06-04 10:59:11,798 - INFO - Training: cls_zice: 116.94365386457633; reg_zipnll: -137.87998133779362; cnt_loss: 17.549444179661226; +2025-06-04 10:59:11,997 - INFO - Evaluation: +Curr mae: 88.9072; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 87.2736; +Curr rmse: 164.3589; Best rmse: 148.4424; 150.2697; 154.4550; 154.6666; 155.4924; +Curr nae: 0.1207; Best nae: 0.1207; 0.1241; 0.1251; 0.1253; 0.1254; + + + +2025-06-04 10:59:11,997 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 +2025-06-04 11:00:26,651 - INFO - Training: cls_zice: 118.88793907418156; reg_zipnll: -171.9961897679512; cnt_loss: 19.579422644432018; +2025-06-04 11:00:26,652 - INFO - Evaluation: +Curr mae: 90.9860; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 87.2736; +Curr rmse: 167.2934; Best rmse: 148.4424; 150.2697; 154.4550; 154.6666; 155.4924; +Curr nae: 0.1263; Best nae: 0.1207; 0.1241; 0.1251; 0.1253; 0.1254; + + + +2025-06-04 11:00:26,652 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 +2025-06-04 11:01:40,933 - INFO - Training: cls_zice: 116.09967354275533; reg_zipnll: -148.126771352149; cnt_loss: 17.63639875121464; +2025-06-04 11:01:40,934 - INFO - Evaluation: +Curr mae: 94.8071; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 87.2736; +Curr rmse: 175.7990; Best rmse: 148.4424; 150.2697; 154.4550; 154.6666; 155.4924; +Curr nae: 0.1306; Best nae: 0.1207; 0.1241; 0.1251; 0.1253; 0.1254; + + + +2025-06-04 11:01:40,934 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 +2025-06-04 11:02:54,557 - INFO - Training: cls_zice: 121.69322136380025; reg_zipnll: -167.31626464515332; cnt_loss: 18.569895834322796; +2025-06-04 11:02:55,032 - INFO - Evaluation: +Curr mae: 86.8093; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 86.8093; +Curr rmse: 162.0775; Best rmse: 148.4424; 150.2697; 154.4550; 154.6666; 155.4924; +Curr nae: 0.1226; Best nae: 0.1207; 0.1226; 0.1241; 0.1251; 0.1253; + + + +2025-06-04 11:02:55,032 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 +2025-06-04 11:04:09,263 - INFO - Training: cls_zice: 116.83476427848765; reg_zipnll: -162.98410847644934; cnt_loss: 18.382383757079673; +2025-06-04 11:04:09,263 - INFO - Evaluation: +Curr mae: 92.9729; Best mae: 84.3227; 85.6734; 86.6322; 86.6758; 86.8093; +Curr rmse: 167.3514; Best rmse: 148.4424; 150.2697; 154.4550; 154.6666; 155.4924; +Curr nae: 0.1337; Best nae: 0.1207; 0.1226; 0.1241; 0.1251; 0.1253; + + + +2025-06-04 11:04:09,263 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 +2025-06-04 11:05:23,167 - INFO - Training: cls_zice: 118.53415739299446; reg_zipnll: -168.9575832442732; cnt_loss: 18.440203069851098; +2025-06-04 11:05:23,572 - INFO - Evaluation: +Curr mae: 85.7045; Best mae: 84.3227; 85.6734; 85.7045; 86.6322; 86.6758; +Curr rmse: 156.9205; Best rmse: 148.4424; 150.2697; 154.4550; 154.6666; 155.4924; +Curr nae: 0.1231; Best nae: 0.1207; 0.1226; 0.1231; 0.1241; 0.1251; + + + +2025-06-04 11:05:23,572 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 +2025-06-04 11:06:37,788 - INFO - Training: cls_zice: 116.78073535691823; reg_zipnll: -175.1922643547816; cnt_loss: 19.108601664865255; +2025-06-04 11:06:38,592 - INFO - Evaluation: +Curr mae: 85.7282; Best mae: 84.3227; 85.6734; 85.7045; 85.7282; 86.6322; +Curr rmse: 154.4856; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1227; Best nae: 0.1207; 0.1226; 0.1227; 0.1231; 0.1241; + + + +2025-06-04 11:06:38,592 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 +2025-06-04 11:07:52,709 - INFO - Training: cls_zice: 117.60515183960365; reg_zipnll: -166.63647759671244; cnt_loss: 18.58034731852298; +2025-06-04 11:07:52,709 - INFO - Evaluation: +Curr mae: 96.3893; Best mae: 84.3227; 85.6734; 85.7045; 85.7282; 86.6322; +Curr rmse: 177.1247; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1333; Best nae: 0.1207; 0.1226; 0.1227; 0.1231; 0.1241; + + + +2025-06-04 11:07:52,710 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 +2025-06-04 11:09:06,741 - INFO - Training: cls_zice: 116.46420406821548; reg_zipnll: -163.83406943517016; cnt_loss: 18.361478053970842; +2025-06-04 11:09:07,006 - INFO - Evaluation: +Curr mae: 87.9339; Best mae: 84.3227; 85.6734; 85.7045; 85.7282; 86.6322; +Curr rmse: 160.4991; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1237; Best nae: 0.1207; 0.1226; 0.1227; 0.1231; 0.1237; + + + +2025-06-04 11:09:07,007 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 +2025-06-04 11:10:21,243 - INFO - Training: cls_zice: 117.00573024370813; reg_zipnll: -142.70924499966452; cnt_loss: 17.886277195633642; +2025-06-04 11:10:21,244 - INFO - Evaluation: +Curr mae: 87.6742; Best mae: 84.3227; 85.6734; 85.7045; 85.7282; 86.6322; +Curr rmse: 160.1447; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1242; Best nae: 0.1207; 0.1226; 0.1227; 0.1231; 0.1237; + + + +2025-06-04 11:10:21,244 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 +2025-06-04 11:11:35,209 - INFO - Training: cls_zice: 116.96853880219112; reg_zipnll: -148.02179024551089; cnt_loss: 16.541619187159252; +2025-06-04 11:11:35,209 - INFO - Evaluation: +Curr mae: 89.0553; Best mae: 84.3227; 85.6734; 85.7045; 85.7282; 86.6322; +Curr rmse: 161.4309; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1260; Best nae: 0.1207; 0.1226; 0.1227; 0.1231; 0.1237; + + + +2025-06-04 11:11:35,209 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 +2025-06-04 11:12:48,628 - INFO - Training: cls_zice: 117.90448335306534; reg_zipnll: -128.4496683221779; cnt_loss: 17.14424468349937; +2025-06-04 11:12:49,032 - INFO - Evaluation: +Curr mae: 85.3671; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 155.1629; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1213; Best nae: 0.1207; 0.1213; 0.1226; 0.1227; 0.1231; + + + +2025-06-04 11:12:49,032 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 +2025-06-04 11:14:03,507 - INFO - Training: cls_zice: 119.43808455814589; reg_zipnll: -150.91090321698726; cnt_loss: 16.399282649652847; +2025-06-04 11:14:03,679 - INFO - Evaluation: +Curr mae: 86.5906; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 157.5996; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1211; Best nae: 0.1207; 0.1211; 0.1213; 0.1226; 0.1227; + + + +2025-06-04 11:14:03,680 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 +2025-06-04 11:15:17,327 - INFO - Training: cls_zice: 119.12734534408872; reg_zipnll: -143.04036312229587; cnt_loss: 16.42415877209594; +2025-06-04 11:15:17,328 - INFO - Evaluation: +Curr mae: 87.1002; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 158.2518; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1235; Best nae: 0.1207; 0.1211; 0.1213; 0.1226; 0.1227; + + + +2025-06-04 11:15:17,328 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 +2025-06-04 11:16:32,249 - INFO - Training: cls_zice: 118.38480494669732; reg_zipnll: -143.97859129368865; cnt_loss: 16.184162196734093; +2025-06-04 11:16:32,453 - INFO - Evaluation: +Curr mae: 86.6197; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 159.3692; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1202; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:16:32,453 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 +2025-06-04 11:17:46,605 - INFO - Training: cls_zice: 124.10841506048544; reg_zipnll: -164.4953997719367; cnt_loss: 38.23390494908718; +2025-06-04 11:17:46,606 - INFO - Evaluation: +Curr mae: 141.1654; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 275.4392; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1721; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:17:46,606 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 +2025-06-04 11:19:00,285 - INFO - Training: cls_zice: 134.09761633462463; reg_zipnll: -148.63233088183875; cnt_loss: 50.61504563906335; +2025-06-04 11:19:00,286 - INFO - Evaluation: +Curr mae: 98.8466; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 211.4074; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1376; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:19:00,286 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 +2025-06-04 11:20:14,413 - INFO - Training: cls_zice: 127.43816153418939; reg_zipnll: -141.38618868392035; cnt_loss: 44.20813175858251; +2025-06-04 11:20:14,413 - INFO - Evaluation: +Curr mae: 114.5002; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 213.4621; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1749; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:20:14,413 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 +2025-06-04 11:21:27,765 - INFO - Training: cls_zice: 130.0134349343003; reg_zipnll: -136.2384685870038; cnt_loss: 49.75195232290306; +2025-06-04 11:21:27,765 - INFO - Evaluation: +Curr mae: 114.1055; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 217.2256; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1638; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:21:27,765 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 +2025-06-04 11:22:42,350 - INFO - Training: cls_zice: 131.86199965066467; reg_zipnll: -156.21449581992547; cnt_loss: 41.90781732900253; +2025-06-04 11:22:42,351 - INFO - Evaluation: +Curr mae: 116.3245; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 261.6527; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1855; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:22:42,351 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 +2025-06-04 11:23:56,602 - INFO - Training: cls_zice: 128.3315330025376; reg_zipnll: -134.56009069657483; cnt_loss: 44.09670416093031; +2025-06-04 11:23:56,602 - INFO - Evaluation: +Curr mae: 106.9206; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 200.7011; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1627; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:23:56,603 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 +2025-06-04 11:25:10,731 - INFO - Training: cls_zice: 127.1227330340455; reg_zipnll: -145.93878128986486; cnt_loss: 38.03516388886812; +2025-06-04 11:25:10,732 - INFO - Evaluation: +Curr mae: 97.6410; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 185.5234; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1350; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:25:10,732 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 +2025-06-04 11:26:24,838 - INFO - Training: cls_zice: 128.69016563971311; reg_zipnll: -114.49099467448052; cnt_loss: 46.84540736596316; +2025-06-04 11:26:24,839 - INFO - Evaluation: +Curr mae: 109.9155; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 197.2398; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1568; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:26:24,839 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 +2025-06-04 11:27:38,549 - INFO - Training: cls_zice: 127.63781875964033; reg_zipnll: -135.76995773820687; cnt_loss: 43.43766558880838; +2025-06-04 11:27:38,549 - INFO - Evaluation: +Curr mae: 400.4659; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 824.5022; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.9680; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:27:38,549 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 +2025-06-04 11:28:52,620 - INFO - Training: cls_zice: 127.69928349880193; reg_zipnll: -123.1538326187639; cnt_loss: 41.02894734388945; +2025-06-04 11:28:52,620 - INFO - Evaluation: +Curr mae: 97.7563; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 169.6310; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1461; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:28:52,621 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 +2025-06-04 11:30:07,063 - INFO - Training: cls_zice: 125.58020675103396; reg_zipnll: -160.20029079361467; cnt_loss: 36.00619816622197; +2025-06-04 11:30:07,063 - INFO - Evaluation: +Curr mae: 117.0651; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 213.9944; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1805; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:30:07,064 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 +2025-06-04 11:31:21,719 - INFO - Training: cls_zice: 124.64003166299781; reg_zipnll: -124.23502166697521; cnt_loss: 37.97240321051996; +2025-06-04 11:31:21,720 - INFO - Evaluation: +Curr mae: 118.1344; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 190.7684; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.2111; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:31:21,720 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 +2025-06-04 11:32:36,396 - INFO - Training: cls_zice: 130.1864193796322; reg_zipnll: -136.2240163474683; cnt_loss: 37.08780696060484; +2025-06-04 11:32:36,397 - INFO - Evaluation: +Curr mae: 100.5637; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 173.2563; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1818; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:32:36,397 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 +2025-06-04 11:33:50,744 - INFO - Training: cls_zice: 133.4389583511858; reg_zipnll: -110.05074183988255; cnt_loss: 42.55963814337522; +2025-06-04 11:33:50,745 - INFO - Evaluation: +Curr mae: 397.3510; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 697.1246; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.8796; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:33:50,745 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 +2025-06-04 11:35:04,441 - INFO - Training: cls_zice: 142.24610054571897; reg_zipnll: -122.40052084259639; cnt_loss: 56.18175834062084; +2025-06-04 11:35:04,442 - INFO - Evaluation: +Curr mae: 275.8438; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 566.2928; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.6392; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:35:04,442 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 +2025-06-04 11:36:18,812 - INFO - Training: cls_zice: 131.08639541524926; reg_zipnll: -123.83042887504527; cnt_loss: 48.66681614932635; +2025-06-04 11:36:18,813 - INFO - Evaluation: +Curr mae: 120.7942; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 211.1255; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1902; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:36:18,813 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 +2025-06-04 11:37:32,504 - INFO - Training: cls_zice: 124.45222192726388; reg_zipnll: -127.04986746579605; cnt_loss: 38.64480041668115; +2025-06-04 11:37:32,504 - INFO - Evaluation: +Curr mae: 135.6509; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 237.9044; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.2319; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:37:32,504 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 +2025-06-04 11:38:46,302 - INFO - Training: cls_zice: 124.73626072359401; reg_zipnll: -165.4769533675238; cnt_loss: 39.19505709212348; +2025-06-04 11:38:46,302 - INFO - Evaluation: +Curr mae: 92.9071; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 163.8419; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1506; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:38:46,302 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 +2025-06-04 11:40:01,142 - INFO - Training: cls_zice: 127.64808740679003; reg_zipnll: -123.06477951845586; cnt_loss: 35.16117876570746; +2025-06-04 11:40:01,143 - INFO - Evaluation: +Curr mae: 117.9224; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 243.1953; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1602; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:40:01,143 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 +2025-06-04 11:41:15,070 - INFO - Training: cls_zice: 123.69387722646954; reg_zipnll: -123.55837018600363; cnt_loss: 36.20673936250194; +2025-06-04 11:41:15,070 - INFO - Evaluation: +Curr mae: 148.1716; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 212.7543; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.3400; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:41:16,019 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 +2025-06-04 11:42:31,243 - INFO - Training: cls_zice: 126.67142564887243; reg_zipnll: -149.90706858098113; cnt_loss: 35.26043324438941; +2025-06-04 11:42:31,244 - INFO - Evaluation: +Curr mae: 97.7294; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 167.7517; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1723; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:42:31,244 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 +2025-06-04 11:43:45,840 - INFO - Training: cls_zice: 123.23660639579722; reg_zipnll: -142.69329092202597; cnt_loss: 34.152659731984926; +2025-06-04 11:43:45,840 - INFO - Evaluation: +Curr mae: 129.3295; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 225.8338; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.2597; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:43:45,841 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 +2025-06-04 11:44:59,338 - INFO - Training: cls_zice: 125.11132923656741; reg_zipnll: -127.28744470204738; cnt_loss: 39.075456205582775; +2025-06-04 11:44:59,339 - INFO - Evaluation: +Curr mae: 124.9718; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 218.6036; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.2356; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:44:59,339 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 +2025-06-04 11:46:14,029 - INFO - Training: cls_zice: 123.36411666870117; reg_zipnll: -125.51957986844296; cnt_loss: 33.261187610247276; +2025-06-04 11:46:14,030 - INFO - Evaluation: +Curr mae: 98.1836; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 159.6877; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1690; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:46:14,030 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 +2025-06-04 11:47:27,681 - INFO - Training: cls_zice: 122.84809641806496; reg_zipnll: -139.94572490414248; cnt_loss: 35.06669889222707; +2025-06-04 11:47:27,681 - INFO - Evaluation: +Curr mae: 132.5916; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 228.5536; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.2575; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:47:27,682 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 +2025-06-04 11:48:42,115 - INFO - Training: cls_zice: 124.67142558571518; reg_zipnll: -150.76296935492005; cnt_loss: 36.41115253019017; +2025-06-04 11:48:42,115 - INFO - Evaluation: +Curr mae: 113.1746; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 195.3467; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1827; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:48:42,115 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 +2025-06-04 11:49:56,609 - INFO - Training: cls_zice: 121.10864072130217; reg_zipnll: -126.20966365637369; cnt_loss: 31.592414465961077; +2025-06-04 11:49:56,609 - INFO - Evaluation: +Curr mae: 109.8584; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 176.0612; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.2166; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:49:56,610 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 +2025-06-04 11:51:10,106 - INFO - Training: cls_zice: 125.91690955256784; reg_zipnll: -177.45034476779153; cnt_loss: 34.26902994888508; +2025-06-04 11:51:10,106 - INFO - Evaluation: +Curr mae: 104.2384; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 185.9937; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1685; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:51:10,107 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 +2025-06-04 11:52:24,860 - INFO - Training: cls_zice: 126.8560333504582; reg_zipnll: -143.90408849400401; cnt_loss: 30.4736267999308; +2025-06-04 11:52:24,861 - INFO - Evaluation: +Curr mae: 103.3880; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 200.8284; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1537; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:52:24,861 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 +2025-06-04 11:53:39,061 - INFO - Training: cls_zice: 124.89380789750459; reg_zipnll: -164.2199022154145; cnt_loss: 31.705565121000177; +2025-06-04 11:53:39,062 - INFO - Evaluation: +Curr mae: 113.3631; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 197.0390; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.2078; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:53:39,062 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 +2025-06-04 11:54:52,963 - INFO - Training: cls_zice: 121.86215907216861; reg_zipnll: -155.3489227863337; cnt_loss: 32.97602341506655; +2025-06-04 11:54:52,964 - INFO - Evaluation: +Curr mae: 89.2266; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 163.1031; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.1232; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:54:52,964 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 +2025-06-04 11:56:07,347 - INFO - Training: cls_zice: 122.81744706235975; reg_zipnll: -161.49949925782664; cnt_loss: 33.57168742994599; +2025-06-04 11:56:07,348 - INFO - Evaluation: +Curr mae: 111.4332; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 192.2843; Best rmse: 148.4424; 150.2697; 154.4550; 154.4856; 154.6666; +Curr nae: 0.2106; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:56:07,348 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 +2025-06-04 11:57:21,056 - INFO - Training: cls_zice: 124.23623322493194; reg_zipnll: -151.89388472197072; cnt_loss: 33.902947668997655; +2025-06-04 11:57:21,255 - INFO - Evaluation: +Curr mae: 92.8131; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 154.0161; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.1651; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:57:21,256 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 +2025-06-04 11:58:35,945 - INFO - Training: cls_zice: 130.39072387897414; reg_zipnll: -159.69819719428259; cnt_loss: 32.629275145120175; +2025-06-04 11:58:35,945 - INFO - Evaluation: +Curr mae: 106.2703; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 188.7962; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.1504; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:58:35,945 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 +2025-06-04 11:59:50,242 - INFO - Training: cls_zice: 122.55445571293104; reg_zipnll: -142.46241224680514; cnt_loss: 35.06509563307099; +2025-06-04 11:59:50,242 - INFO - Evaluation: +Curr mae: 91.3917; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 161.7848; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.1520; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 11:59:50,243 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 +2025-06-04 12:01:04,647 - INFO - Training: cls_zice: 123.65631176778022; reg_zipnll: -123.88510730566568; cnt_loss: 36.00344796212304; +2025-06-04 12:01:04,648 - INFO - Evaluation: +Curr mae: 375.8307; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 579.3598; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 1.0551; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:01:04,648 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 +2025-06-04 12:02:19,332 - INFO - Training: cls_zice: 122.60833036662727; reg_zipnll: -118.59335819143334; cnt_loss: 32.3344592858624; +2025-06-04 12:02:19,332 - INFO - Evaluation: +Curr mae: 115.1336; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 197.5203; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.1882; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:02:19,332 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 +2025-06-04 12:03:33,212 - INFO - Training: cls_zice: 124.6216700850733; reg_zipnll: -140.32650978517847; cnt_loss: 33.69596245904632; +2025-06-04 12:03:33,213 - INFO - Evaluation: +Curr mae: 224.9300; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 378.1824; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.5411; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:03:33,213 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 +2025-06-04 12:04:46,077 - INFO - Training: cls_zice: 121.80213195598678; reg_zipnll: -123.96825893983146; cnt_loss: 33.14140910660194; +2025-06-04 12:04:46,078 - INFO - Evaluation: +Curr mae: 93.7277; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 159.6435; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.1458; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:04:46,078 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 +2025-06-04 12:06:00,370 - INFO - Training: cls_zice: 124.98147679006817; reg_zipnll: -149.5772732235738; cnt_loss: 31.741983600010144; +2025-06-04 12:06:00,370 - INFO - Evaluation: +Curr mae: 95.1145; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 171.6145; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.1491; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:06:00,371 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 +2025-06-04 12:07:13,959 - INFO - Training: cls_zice: 120.52252427157977; reg_zipnll: -128.63408629310052; cnt_loss: 29.628246560002005; +2025-06-04 12:07:13,960 - INFO - Evaluation: +Curr mae: 128.7194; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 239.5141; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.2027; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:07:13,960 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 +2025-06-04 12:08:28,413 - INFO - Training: cls_zice: 122.16149753292665; reg_zipnll: -129.23572831438076; cnt_loss: 28.959773486813173; +2025-06-04 12:08:28,413 - INFO - Evaluation: +Curr mae: 274.6052; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 526.3213; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.7399; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:08:28,413 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 +2025-06-04 12:09:42,765 - INFO - Training: cls_zice: 119.52331174130471; reg_zipnll: -125.990734049816; cnt_loss: 29.592161529111547; +2025-06-04 12:09:42,766 - INFO - Evaluation: +Curr mae: 89.8177; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 154.5550; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.1319; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:09:42,766 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 +2025-06-04 12:10:57,147 - INFO - Training: cls_zice: 124.23880596034574; reg_zipnll: -164.5454668430303; cnt_loss: 35.38070726078867; +2025-06-04 12:10:57,148 - INFO - Evaluation: +Curr mae: 180.8508; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 285.8067; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.3286; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:10:57,148 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 +2025-06-04 12:12:11,456 - INFO - Training: cls_zice: 122.46787678800672; reg_zipnll: -162.63832397334622; cnt_loss: 33.51092665242833; +2025-06-04 12:12:11,456 - INFO - Evaluation: +Curr mae: 163.0511; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 295.9239; Best rmse: 148.4424; 150.2697; 154.0161; 154.4550; 154.4856; +Curr nae: 0.3703; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:12:11,457 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 +2025-06-04 12:13:25,467 - INFO - Training: cls_zice: 121.30146123873477; reg_zipnll: -151.19560238541357; cnt_loss: 29.40059813442609; +2025-06-04 12:13:25,641 - INFO - Evaluation: +Curr mae: 89.8088; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 149.5851; Best rmse: 148.4424; 149.5851; 150.2697; 154.0161; 154.4550; +Curr nae: 0.1591; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:13:25,642 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 +2025-06-04 12:14:39,492 - INFO - Training: cls_zice: 120.21477439071958; reg_zipnll: -157.00338881536825; cnt_loss: 30.53759877886993; +2025-06-04 12:14:39,492 - INFO - Evaluation: +Curr mae: 110.6578; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 189.4960; Best rmse: 148.4424; 149.5851; 150.2697; 154.0161; 154.4550; +Curr nae: 0.2243; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:14:39,493 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 +2025-06-04 12:15:53,827 - INFO - Training: cls_zice: 121.43695207305302; reg_zipnll: -147.8047583876856; cnt_loss: 29.414822101593018; +2025-06-04 12:15:53,827 - INFO - Evaluation: +Curr mae: 120.0154; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 215.3090; Best rmse: 148.4424; 149.5851; 150.2697; 154.0161; 154.4550; +Curr nae: 0.2052; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:15:53,827 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 +2025-06-04 12:17:07,732 - INFO - Training: cls_zice: 124.4167567752055; reg_zipnll: -178.7672714018664; cnt_loss: 29.273379205867943; +2025-06-04 12:17:07,733 - INFO - Evaluation: +Curr mae: 155.1032; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 248.4892; Best rmse: 148.4424; 149.5851; 150.2697; 154.0161; 154.4550; +Curr nae: 0.3210; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:17:07,733 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 +2025-06-04 12:18:22,656 - INFO - Training: cls_zice: 119.3109278521001; reg_zipnll: -144.46849292477236; cnt_loss: 37.050145739751144; +2025-06-04 12:18:22,657 - INFO - Evaluation: +Curr mae: 170.9312; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 283.5337; Best rmse: 148.4424; 149.5851; 150.2697; 154.0161; 154.4550; +Curr nae: 0.3465; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:18:22,657 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 +2025-06-04 12:19:36,887 - INFO - Training: cls_zice: 124.67560704970202; reg_zipnll: -162.83393326184608; cnt_loss: 36.93494985908862; +2025-06-04 12:19:36,888 - INFO - Evaluation: +Curr mae: 113.5907; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 184.4602; Best rmse: 148.4424; 149.5851; 150.2697; 154.0161; 154.4550; +Curr nae: 0.2109; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:19:36,888 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 +2025-06-04 12:20:50,624 - INFO - Training: cls_zice: 118.55985914318767; reg_zipnll: -119.2385397652127; cnt_loss: 30.66832808311412; +2025-06-04 12:20:50,625 - INFO - Evaluation: +Curr mae: 282.9099; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 464.6124; Best rmse: 148.4424; 149.5851; 150.2697; 154.0161; 154.4550; +Curr nae: 0.7261; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:20:50,625 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 +2025-06-04 12:22:05,246 - INFO - Training: cls_zice: 123.93217432893664; reg_zipnll: -134.9873057738045; cnt_loss: 26.745916925518717; +2025-06-04 12:22:05,246 - INFO - Evaluation: +Curr mae: 127.3207; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 209.3068; Best rmse: 148.4424; 149.5851; 150.2697; 154.0161; 154.4550; +Curr nae: 0.2373; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:22:05,247 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 +2025-06-04 12:23:19,534 - INFO - Training: cls_zice: 123.11981858007165; reg_zipnll: -174.15091629533578; cnt_loss: 32.25415842738373; +2025-06-04 12:23:19,535 - INFO - Evaluation: +Curr mae: 96.1634; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 167.5805; Best rmse: 148.4424; 149.5851; 150.2697; 154.0161; 154.4550; +Curr nae: 0.1354; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:23:19,535 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 +2025-06-04 12:24:34,015 - INFO - Training: cls_zice: 118.84564715505435; reg_zipnll: -109.21524418584558; cnt_loss: 27.349578412163336; +2025-06-04 12:24:34,218 - INFO - Evaluation: +Curr mae: 86.9635; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 150.6223; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1309; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:24:34,218 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 +2025-06-04 12:25:48,662 - INFO - Training: cls_zice: 121.37816040089588; reg_zipnll: -153.58328474436374; cnt_loss: 29.727532465726334; +2025-06-04 12:25:48,662 - INFO - Evaluation: +Curr mae: 86.8233; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 155.3248; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1351; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:25:48,662 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 +2025-06-04 12:27:02,833 - INFO - Training: cls_zice: 120.09645997609523; reg_zipnll: -162.36706842334064; cnt_loss: 29.456709883860405; +2025-06-04 12:27:02,834 - INFO - Evaluation: +Curr mae: 119.4964; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 182.4469; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.2454; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:27:02,834 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 +2025-06-04 12:28:17,432 - INFO - Training: cls_zice: 121.3887350322395; reg_zipnll: -154.49948773163044; cnt_loss: 31.060851703416432; +2025-06-04 12:28:17,433 - INFO - Evaluation: +Curr mae: 124.3068; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 196.9174; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.2454; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:28:17,433 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 +2025-06-04 12:29:31,246 - INFO - Training: cls_zice: 122.12988104409729; reg_zipnll: -169.7778916264212; cnt_loss: 30.209721715245024; +2025-06-04 12:29:31,246 - INFO - Evaluation: +Curr mae: 101.6436; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 202.6665; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1374; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:29:31,246 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 +2025-06-04 12:30:44,624 - INFO - Training: cls_zice: 118.427453262127; reg_zipnll: -144.79119564839547; cnt_loss: 29.783546687751418; +2025-06-04 12:30:44,625 - INFO - Evaluation: +Curr mae: 129.4979; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 203.2973; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.2910; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:30:44,625 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 +2025-06-04 12:31:58,968 - INFO - Training: cls_zice: 120.69513010189233; reg_zipnll: -136.05836750813668; cnt_loss: 28.386435919250083; +2025-06-04 12:31:58,969 - INFO - Evaluation: +Curr mae: 93.7862; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 154.5457; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1511; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:31:58,969 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 +2025-06-04 12:33:12,885 - INFO - Training: cls_zice: 121.68586632431737; reg_zipnll: -142.186264265452; cnt_loss: 30.262357588635375; +2025-06-04 12:33:12,885 - INFO - Evaluation: +Curr mae: 113.0606; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 202.9267; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1807; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:33:12,886 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 +2025-06-04 12:34:27,263 - INFO - Training: cls_zice: 122.10308126740108; reg_zipnll: -176.2730286452944; cnt_loss: 31.05306709996912; +2025-06-04 12:34:27,263 - INFO - Evaluation: +Curr mae: 103.6445; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 180.9329; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1643; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:34:27,264 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 +2025-06-04 12:35:41,544 - INFO - Training: cls_zice: 118.84854925547215; reg_zipnll: -112.01439761483905; cnt_loss: 27.37414885198833; +2025-06-04 12:35:41,545 - INFO - Evaluation: +Curr mae: 169.0488; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 285.7802; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.4138; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:35:41,545 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 +2025-06-04 12:36:55,413 - INFO - Training: cls_zice: 119.08469888548188; reg_zipnll: -121.33059181440746; cnt_loss: 27.362683248835683; +2025-06-04 12:36:55,414 - INFO - Evaluation: +Curr mae: 112.4942; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 200.2185; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1822; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:36:55,414 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 +2025-06-04 12:38:09,750 - INFO - Training: cls_zice: 119.8643144013866; reg_zipnll: -149.49838247993924; cnt_loss: 27.149322070822812; +2025-06-04 12:38:09,750 - INFO - Evaluation: +Curr mae: 123.7958; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 225.1547; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1841; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:38:09,751 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 +2025-06-04 12:39:23,836 - INFO - Training: cls_zice: 118.20259889387927; reg_zipnll: -173.80709110032643; cnt_loss: 26.49273109436035; +2025-06-04 12:39:23,836 - INFO - Evaluation: +Curr mae: 105.0054; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 184.8816; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1961; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:39:23,837 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 +2025-06-04 12:40:37,222 - INFO - Training: cls_zice: 117.43870987797415; reg_zipnll: -154.73813696728638; cnt_loss: 24.284334533261937; +2025-06-04 12:40:37,223 - INFO - Evaluation: +Curr mae: 88.8743; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 154.4816; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1456; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1226; + + + +2025-06-04 12:40:37,223 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 +2025-06-04 12:41:51,906 - INFO - Training: cls_zice: 117.98367672092867; reg_zipnll: -155.03685517974247; cnt_loss: 25.534975942396958; +2025-06-04 12:41:52,168 - INFO - Evaluation: +Curr mae: 87.1459; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 157.8134; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1220; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:41:52,168 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 +2025-06-04 12:43:06,038 - INFO - Training: cls_zice: 117.64943928750145; reg_zipnll: -143.54724911190817; cnt_loss: 25.91765866216445; +2025-06-04 12:43:06,039 - INFO - Evaluation: +Curr mae: 92.7994; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 162.7576; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1509; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:43:07,026 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 +2025-06-04 12:44:21,222 - INFO - Training: cls_zice: 115.05613196922454; reg_zipnll: -128.46610576427537; cnt_loss: 24.622078917673882; +2025-06-04 12:44:21,222 - INFO - Evaluation: +Curr mae: 113.7882; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 204.6862; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1570; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:44:21,222 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 +2025-06-04 12:45:35,904 - INFO - Training: cls_zice: 124.55958089765333; reg_zipnll: -150.47289332648776; cnt_loss: 28.264557505285502; +2025-06-04 12:45:35,905 - INFO - Evaluation: +Curr mae: 92.1150; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 159.7796; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1375; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:45:35,905 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 +2025-06-04 12:46:49,163 - INFO - Training: cls_zice: 119.05179856155092; reg_zipnll: -163.2685110711104; cnt_loss: 27.1965900983242; +2025-06-04 12:46:49,164 - INFO - Evaluation: +Curr mae: 94.8889; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 173.9620; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1350; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:46:49,164 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 +2025-06-04 12:48:03,624 - INFO - Training: cls_zice: 118.80838406796487; reg_zipnll: -164.7068819336544; cnt_loss: 26.38211360830345; +2025-06-04 12:48:03,625 - INFO - Evaluation: +Curr mae: 93.0423; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 167.9085; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1319; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:48:03,625 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 +2025-06-04 12:49:17,358 - INFO - Training: cls_zice: 119.19304182039981; reg_zipnll: -157.13512096657658; cnt_loss: 24.58895109189267; +2025-06-04 12:49:17,359 - INFO - Evaluation: +Curr mae: 91.5805; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 161.0859; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1400; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:49:17,359 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 +2025-06-04 12:50:31,452 - INFO - Training: cls_zice: 116.02939529924203; reg_zipnll: -158.16996136090614; cnt_loss: 25.343250116765105; +2025-06-04 12:50:31,453 - INFO - Evaluation: +Curr mae: 99.4228; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 179.3628; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1573; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:50:31,453 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 +2025-06-04 12:51:46,032 - INFO - Training: cls_zice: 119.2334204035879; reg_zipnll: -143.88797222857443; cnt_loss: 26.260245203182397; +2025-06-04 12:51:46,032 - INFO - Evaluation: +Curr mae: 92.7375; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 164.4977; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1301; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:51:46,032 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 +2025-06-04 12:53:00,355 - INFO - Training: cls_zice: 117.16238561213412; reg_zipnll: -136.2270587137993; cnt_loss: 24.16199381304103; +2025-06-04 12:53:00,356 - INFO - Evaluation: +Curr mae: 92.2963; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 157.7259; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1383; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:53:00,356 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 +2025-06-04 12:54:14,868 - INFO - Training: cls_zice: 116.57241120243704; reg_zipnll: -150.5061116629089; cnt_loss: 21.982320119213583; +2025-06-04 12:54:14,868 - INFO - Evaluation: +Curr mae: 93.5690; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 171.3456; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1344; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:54:14,869 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 +2025-06-04 12:55:29,401 - INFO - Training: cls_zice: 114.80149704888956; reg_zipnll: -160.77232930518144; cnt_loss: 22.928185500846006; +2025-06-04 12:55:29,402 - INFO - Evaluation: +Curr mae: 89.7654; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 165.3715; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1225; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:55:29,402 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 +2025-06-04 12:56:43,082 - INFO - Training: cls_zice: 120.82312885814945; reg_zipnll: -176.85736695346452; cnt_loss: 24.293945143554385; +2025-06-04 12:56:43,082 - INFO - Evaluation: +Curr mae: 92.7917; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 155.3645; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1648; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:56:43,082 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 +2025-06-04 12:57:57,350 - INFO - Training: cls_zice: 120.5392176899689; reg_zipnll: -173.26525486384006; cnt_loss: 25.817077889347708; +2025-06-04 12:57:57,351 - INFO - Evaluation: +Curr mae: 110.5835; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 203.9196; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1585; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:57:57,351 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 +2025-06-04 12:59:11,289 - INFO - Training: cls_zice: 114.1212925879371; reg_zipnll: -139.09490642800236; cnt_loss: 22.097155918348705; +2025-06-04 12:59:11,289 - INFO - Evaluation: +Curr mae: 101.9756; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 182.7449; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 154.0161; +Curr nae: 0.1557; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 12:59:11,289 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 +2025-06-04 13:00:25,872 - INFO - Training: cls_zice: 117.11666847380582; reg_zipnll: -134.13871060301926; cnt_loss: 23.51940667234509; +2025-06-04 13:00:26,143 - INFO - Evaluation: +Curr mae: 86.1129; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 151.4081; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 151.4081; +Curr nae: 0.1224; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:00:26,144 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 +2025-06-04 13:01:40,568 - INFO - Training: cls_zice: 115.29168193387669; reg_zipnll: -150.8671107576383; cnt_loss: 24.120239620966625; +2025-06-04 13:01:40,569 - INFO - Evaluation: +Curr mae: 112.0976; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 179.5377; Best rmse: 148.4424; 149.5851; 150.2697; 150.6223; 151.4081; +Curr nae: 0.2542; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:01:40,569 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 +2025-06-04 13:02:54,233 - INFO - Training: cls_zice: 115.37166093990503; reg_zipnll: -121.86750773878288; cnt_loss: 20.337654871656405; +2025-06-04 13:02:54,438 - INFO - Evaluation: +Curr mae: 87.9954; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 150.4956; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1394; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:02:54,438 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 +2025-06-04 13:04:09,050 - INFO - Training: cls_zice: 116.19565325856998; reg_zipnll: -151.5166250064673; cnt_loss: 20.532281455614708; +2025-06-04 13:04:09,051 - INFO - Evaluation: +Curr mae: 100.9589; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 175.0322; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1560; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:04:09,051 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 +2025-06-04 13:05:22,881 - INFO - Training: cls_zice: 116.33969660626342; reg_zipnll: -153.55569696742177; cnt_loss: 19.958978517166038; +2025-06-04 13:05:22,881 - INFO - Evaluation: +Curr mae: 93.7589; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 165.7229; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1351; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:05:22,881 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 +2025-06-04 13:06:36,586 - INFO - Training: cls_zice: 112.93970648658197; reg_zipnll: -159.7979096355817; cnt_loss: 19.856324164283198; +2025-06-04 13:06:36,586 - INFO - Evaluation: +Curr mae: 100.7230; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 180.6904; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1421; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:06:36,587 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 +2025-06-04 13:07:50,802 - INFO - Training: cls_zice: 116.64916041039473; reg_zipnll: -160.0221169831737; cnt_loss: 22.433808590402666; +2025-06-04 13:07:50,803 - INFO - Evaluation: +Curr mae: 114.2333; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 177.3499; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.2478; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:07:50,803 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 +2025-06-04 13:09:04,438 - INFO - Training: cls_zice: 116.1251046136515; reg_zipnll: -164.51388480331724; cnt_loss: 23.717551885061706; +2025-06-04 13:09:04,439 - INFO - Evaluation: +Curr mae: 93.4149; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 154.4682; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1531; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:09:04,439 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 +2025-06-04 13:10:19,086 - INFO - Training: cls_zice: 115.12074033471922; reg_zipnll: -146.95692981315764; cnt_loss: 19.403569865700426; +2025-06-04 13:10:19,087 - INFO - Evaluation: +Curr mae: 100.5134; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 165.8269; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1831; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:10:19,087 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 +2025-06-04 13:11:33,514 - INFO - Training: cls_zice: 111.85617950894185; reg_zipnll: -153.59664171420974; cnt_loss: 20.39729185293842; +2025-06-04 13:11:33,515 - INFO - Evaluation: +Curr mae: 108.9982; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 197.3639; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1580; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:11:33,515 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 +2025-06-04 13:12:47,445 - INFO - Training: cls_zice: 116.74233789001869; reg_zipnll: -157.2057735841006; cnt_loss: 19.012330075762918; +2025-06-04 13:12:47,446 - INFO - Evaluation: +Curr mae: 108.4309; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 200.1406; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1704; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:12:47,446 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 +2025-06-04 13:14:02,010 - INFO - Training: cls_zice: 115.21296861155933; reg_zipnll: -182.66086227530676; cnt_loss: 26.021629772438907; +2025-06-04 13:14:02,010 - INFO - Evaluation: +Curr mae: 90.0819; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 158.1950; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1281; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:14:02,010 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 +2025-06-04 13:15:15,813 - INFO - Training: cls_zice: 109.55733770408378; reg_zipnll: -168.64442378164128; cnt_loss: 19.48392304679416; +2025-06-04 13:15:15,814 - INFO - Evaluation: +Curr mae: 89.9134; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 159.5752; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1300; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:15:15,814 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 +2025-06-04 13:16:29,676 - INFO - Training: cls_zice: 114.68296925121585; reg_zipnll: -164.27820603579084; cnt_loss: 19.39584079325594; +2025-06-04 13:16:29,677 - INFO - Evaluation: +Curr mae: 97.1736; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 178.7631; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1309; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:16:29,677 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 +2025-06-04 13:17:43,902 - INFO - Training: cls_zice: 112.54553010447925; reg_zipnll: -160.54503958114725; cnt_loss: 19.63022713313829; +2025-06-04 13:17:43,902 - INFO - Evaluation: +Curr mae: 87.2838; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 151.5529; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1341; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:17:43,902 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 +2025-06-04 13:18:58,334 - INFO - Training: cls_zice: 113.04347534684945; reg_zipnll: -188.313923021026; cnt_loss: 19.11348167634168; +2025-06-04 13:18:58,334 - INFO - Evaluation: +Curr mae: 88.2118; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 154.0192; Best rmse: 148.4424; 149.5851; 150.2697; 150.4956; 150.6223; +Curr nae: 0.1319; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:18:58,335 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 +2025-06-04 13:20:12,897 - INFO - Training: cls_zice: 114.11516164312299; reg_zipnll: -172.36657379794593; cnt_loss: 18.448656598463753; +2025-06-04 13:20:13,103 - INFO - Evaluation: +Curr mae: 88.2406; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 149.2524; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1384; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:20:13,104 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 +2025-06-04 13:21:27,325 - INFO - Training: cls_zice: 114.4000986996076; reg_zipnll: -148.59916899220045; cnt_loss: 19.624717297143494; +2025-06-04 13:21:27,326 - INFO - Evaluation: +Curr mae: 94.4584; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 176.4143; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1370; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:21:27,326 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 +2025-06-04 13:22:40,798 - INFO - Training: cls_zice: 114.57732820826651; reg_zipnll: -165.852139757169; cnt_loss: 21.02737862226979; +2025-06-04 13:22:40,799 - INFO - Evaluation: +Curr mae: 96.6595; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 169.3869; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1585; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:22:40,799 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 +2025-06-04 13:23:55,345 - INFO - Training: cls_zice: 115.88724145194553; reg_zipnll: -154.02988494626734; cnt_loss: 19.535426962454586; +2025-06-04 13:23:55,345 - INFO - Evaluation: +Curr mae: 104.9181; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 174.8011; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1780; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:23:55,345 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 +2025-06-04 13:25:09,029 - INFO - Training: cls_zice: 114.02322370011285; reg_zipnll: -149.25747304246914; cnt_loss: 20.06128182000672; +2025-06-04 13:25:09,029 - INFO - Evaluation: +Curr mae: 114.8362; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 181.8867; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.2490; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:25:09,029 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 +2025-06-04 13:26:22,808 - INFO - Training: cls_zice: 117.39547603177708; reg_zipnll: -166.4798269335008; cnt_loss: 17.919279682715207; +2025-06-04 13:26:22,808 - INFO - Evaluation: +Curr mae: 125.7418; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 215.0825; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.2648; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:26:22,809 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 +2025-06-04 13:27:37,164 - INFO - Training: cls_zice: 116.30937525768154; reg_zipnll: -161.78292109634702; cnt_loss: 17.693835929529556; +2025-06-04 13:27:37,165 - INFO - Evaluation: +Curr mae: 96.3271; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 163.3883; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1627; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:27:37,165 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 +2025-06-04 13:28:51,086 - INFO - Training: cls_zice: 115.85193466034946; reg_zipnll: -154.03210445429315; cnt_loss: 16.757362155724834; +2025-06-04 13:28:51,087 - INFO - Evaluation: +Curr mae: 87.1242; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 157.5523; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1221; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:28:51,087 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 +2025-06-04 13:30:05,434 - INFO - Training: cls_zice: 111.37930421639751; reg_zipnll: -127.0809893387043; cnt_loss: 15.70003660783073; +2025-06-04 13:30:05,434 - INFO - Evaluation: +Curr mae: 104.9288; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 187.8954; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1577; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:30:05,434 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 +2025-06-04 13:31:19,132 - INFO - Training: cls_zice: 111.18588294730282; reg_zipnll: -155.24190639975845; cnt_loss: 17.651562744418516; +2025-06-04 13:31:19,132 - INFO - Evaluation: +Curr mae: 99.8155; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 162.0224; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1797; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:31:19,132 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 +2025-06-04 13:32:32,777 - INFO - Training: cls_zice: 113.74768560295863; reg_zipnll: -150.19939790182556; cnt_loss: 15.892703758959739; +2025-06-04 13:32:32,777 - INFO - Evaluation: +Curr mae: 93.7566; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 163.4839; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1499; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:32:32,778 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 +2025-06-04 13:33:47,146 - INFO - Training: cls_zice: 115.79533598438793; reg_zipnll: -159.88777033066907; cnt_loss: 15.858315362046097; +2025-06-04 13:33:47,147 - INFO - Evaluation: +Curr mae: 91.2682; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 160.5050; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1336; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:33:47,147 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 +2025-06-04 13:35:01,340 - INFO - Training: cls_zice: 111.85051199300399; reg_zipnll: -159.36862850820782; cnt_loss: 15.664404025930443; +2025-06-04 13:35:01,341 - INFO - Evaluation: +Curr mae: 93.2225; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 162.6655; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1533; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:35:01,341 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 +2025-06-04 13:36:16,274 - INFO - Training: cls_zice: 111.70677893051248; reg_zipnll: -184.94499532434324; cnt_loss: 16.004080672927252; +2025-06-04 13:36:16,274 - INFO - Evaluation: +Curr mae: 97.6978; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 169.1232; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1454; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:36:16,275 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 +2025-06-04 13:37:30,467 - INFO - Training: cls_zice: 111.31716614527419; reg_zipnll: -154.6337417008861; cnt_loss: 15.948529658728088; +2025-06-04 13:37:30,468 - INFO - Evaluation: +Curr mae: 88.8443; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 156.6666; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1322; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:37:30,468 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 +2025-06-04 13:38:44,176 - INFO - Training: cls_zice: 111.38829888097497; reg_zipnll: -141.95209506963263; cnt_loss: 15.139318551448797; +2025-06-04 13:38:44,177 - INFO - Evaluation: +Curr mae: 93.4826; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 164.7191; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1435; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:38:44,177 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 +2025-06-04 13:39:58,716 - INFO - Training: cls_zice: 114.21297947460452; reg_zipnll: -181.96070024982984; cnt_loss: 14.962290132282586; +2025-06-04 13:39:58,717 - INFO - Evaluation: +Curr mae: 95.9204; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 168.2502; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1442; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:39:58,717 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 +2025-06-04 13:41:12,671 - INFO - Training: cls_zice: 111.63509882996414; reg_zipnll: -178.02534625703925; cnt_loss: 15.594557266361665; +2025-06-04 13:41:12,671 - INFO - Evaluation: +Curr mae: 98.9162; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 185.1337; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1395; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:41:12,671 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 +2025-06-04 13:42:27,028 - INFO - Training: cls_zice: 111.91245645560966; reg_zipnll: -174.88230621262102; cnt_loss: 14.924360490003169; +2025-06-04 13:42:27,029 - INFO - Evaluation: +Curr mae: 105.2831; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 174.9148; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1793; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:42:27,029 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 +2025-06-04 13:43:41,714 - INFO - Training: cls_zice: 110.65232947646388; reg_zipnll: -139.88422832741642; cnt_loss: 13.720460058048072; +2025-06-04 13:43:41,715 - INFO - Evaluation: +Curr mae: 93.4407; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 156.1889; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1560; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:43:41,715 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 +2025-06-04 13:44:56,047 - INFO - Training: cls_zice: 112.23223840321926; reg_zipnll: -175.40822982788086; cnt_loss: 15.059692979648414; +2025-06-04 13:44:56,048 - INFO - Evaluation: +Curr mae: 94.1894; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 164.3271; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1512; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:44:56,837 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 +2025-06-04 13:46:11,483 - INFO - Training: cls_zice: 112.80713039676085; reg_zipnll: -160.43589751767797; cnt_loss: 16.203757920802033; +2025-06-04 13:46:11,484 - INFO - Evaluation: +Curr mae: 98.6892; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 178.5106; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1440; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:46:11,484 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 +2025-06-04 13:47:24,871 - INFO - Training: cls_zice: 110.34302796117517; reg_zipnll: -152.86365310719472; cnt_loss: 16.076952740056626; +2025-06-04 13:47:24,871 - INFO - Evaluation: +Curr mae: 92.9802; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 161.4183; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1481; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:47:24,871 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 +2025-06-04 13:48:38,604 - INFO - Training: cls_zice: 113.86275131023483; reg_zipnll: -169.4077529780912; cnt_loss: 15.381445183659231; +2025-06-04 13:48:38,605 - INFO - Evaluation: +Curr mae: 103.9370; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 172.5835; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1945; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:48:38,605 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 +2025-06-04 13:49:53,108 - INFO - Training: cls_zice: 109.58296196034412; reg_zipnll: -157.26442637664593; cnt_loss: 14.12999265083414; +2025-06-04 13:49:53,109 - INFO - Evaluation: +Curr mae: 109.4433; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 179.2527; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.2212; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:49:53,109 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 +2025-06-04 13:51:06,656 - INFO - Training: cls_zice: 113.67226929064618; reg_zipnll: -168.94312743003795; cnt_loss: 14.029333893037; +2025-06-04 13:51:06,656 - INFO - Evaluation: +Curr mae: 88.9823; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 156.9972; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1408; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:51:06,656 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 +2025-06-04 13:52:20,514 - INFO - Training: cls_zice: 112.49683978857584; reg_zipnll: -166.95036099604422; cnt_loss: 13.20234531124696; +2025-06-04 13:52:20,515 - INFO - Evaluation: +Curr mae: 118.1669; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 199.3526; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.2199; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:52:20,515 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 +2025-06-04 13:53:34,839 - INFO - Training: cls_zice: 109.11183578289108; reg_zipnll: -133.91845992385157; cnt_loss: 13.417503240092701; +2025-06-04 13:53:34,839 - INFO - Evaluation: +Curr mae: 94.3599; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 160.5214; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1673; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:53:34,839 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 +2025-06-04 13:54:48,834 - INFO - Training: cls_zice: 110.56951584721243; reg_zipnll: -174.81935480888316; cnt_loss: 14.159475110224541; +2025-06-04 13:54:48,834 - INFO - Evaluation: +Curr mae: 88.1985; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 161.5485; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1276; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:54:48,835 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 +2025-06-04 13:56:03,639 - INFO - Training: cls_zice: 110.8733367667293; reg_zipnll: -170.10595816808032; cnt_loss: 13.252735652670955; +2025-06-04 13:56:03,639 - INFO - Evaluation: +Curr mae: 89.9975; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 160.4732; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1325; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:56:03,639 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 +2025-06-04 13:57:17,258 - INFO - Training: cls_zice: 113.82806093329626; reg_zipnll: -174.436973533883; cnt_loss: 14.438919987899578; +2025-06-04 13:57:17,258 - INFO - Evaluation: +Curr mae: 99.1494; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 177.4239; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1529; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:57:17,258 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 +2025-06-04 13:58:30,918 - INFO - Training: cls_zice: 108.99099296923505; reg_zipnll: -163.33734508539666; cnt_loss: 13.669719500257479; +2025-06-04 13:58:30,919 - INFO - Evaluation: +Curr mae: 93.8835; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 171.4544; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1415; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:58:30,919 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 +2025-06-04 13:59:45,317 - INFO - Training: cls_zice: 107.61765942352497; reg_zipnll: -144.09677096865823; cnt_loss: 12.012158880170608; +2025-06-04 13:59:45,318 - INFO - Evaluation: +Curr mae: 93.0774; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 161.3520; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1533; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1220; + + + +2025-06-04 13:59:45,318 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 +2025-06-04 14:00:58,746 - INFO - Training: cls_zice: 111.0207141093071; reg_zipnll: -170.30338843137224; cnt_loss: 13.564897631967305; +2025-06-04 14:00:59,015 - INFO - Evaluation: +Curr mae: 86.3145; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 153.7034; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1213; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:00:59,015 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 +2025-06-04 14:02:13,405 - INFO - Training: cls_zice: 108.23483976149402; reg_zipnll: -133.06017148099988; cnt_loss: 12.914313475817245; +2025-06-04 14:02:13,405 - INFO - Evaluation: +Curr mae: 89.0796; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 157.4907; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1357; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:02:13,405 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 +2025-06-04 14:03:27,895 - INFO - Training: cls_zice: 110.13364647871612; reg_zipnll: -163.0945208246345; cnt_loss: 12.46077300696973; +2025-06-04 14:03:27,896 - INFO - Evaluation: +Curr mae: 88.0221; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 156.6590; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1337; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:03:27,896 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 +2025-06-04 14:04:41,753 - INFO - Training: cls_zice: 108.79768924839449; reg_zipnll: -175.08374259014002; cnt_loss: 12.672904118796847; +2025-06-04 14:04:41,754 - INFO - Evaluation: +Curr mae: 91.9722; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 163.5453; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1414; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:04:41,754 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 +2025-06-04 14:05:56,758 - INFO - Training: cls_zice: 108.67122862354809; reg_zipnll: -177.75076440470107; cnt_loss: 12.357837961209531; +2025-06-04 14:05:56,759 - INFO - Evaluation: +Curr mae: 91.7299; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 163.5200; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1350; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:05:56,759 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 +2025-06-04 14:07:10,519 - INFO - Training: cls_zice: 112.94226024956103; reg_zipnll: -194.25004364796823; cnt_loss: 13.608096121162768; +2025-06-04 14:07:10,519 - INFO - Evaluation: +Curr mae: 97.8037; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 173.1600; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1553; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:07:10,520 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 +2025-06-04 14:08:24,451 - INFO - Training: cls_zice: 105.99660201420058; reg_zipnll: -140.81009244603038; cnt_loss: 12.01049736161895; +2025-06-04 14:08:24,451 - INFO - Evaluation: +Curr mae: 93.0135; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 163.7730; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1473; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:08:24,452 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 +2025-06-04 14:09:38,779 - INFO - Training: cls_zice: 110.94979556506833; reg_zipnll: -184.67014913369488; cnt_loss: 12.698027874460283; +2025-06-04 14:09:38,780 - INFO - Evaluation: +Curr mae: 89.5299; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 161.7199; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1315; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:09:38,780 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 +2025-06-04 14:10:53,228 - INFO - Training: cls_zice: 110.18014388684405; reg_zipnll: -159.30111523179818; cnt_loss: 12.0270431168032; +2025-06-04 14:10:53,229 - INFO - Evaluation: +Curr mae: 93.1055; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 168.3999; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1371; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:10:53,229 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 +2025-06-04 14:12:07,542 - INFO - Training: cls_zice: 109.70022989740436; reg_zipnll: -153.83790230277359; cnt_loss: 12.512375046875302; +2025-06-04 14:12:07,543 - INFO - Evaluation: +Curr mae: 102.7234; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 175.5475; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1884; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:12:07,543 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 +2025-06-04 14:13:21,445 - INFO - Training: cls_zice: 109.72924341113362; reg_zipnll: -152.21995826114883; cnt_loss: 11.568830186957555; +2025-06-04 14:13:21,446 - INFO - Evaluation: +Curr mae: 90.4419; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 162.4144; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1394; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:13:21,446 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 +2025-06-04 14:14:35,086 - INFO - Training: cls_zice: 110.56132168801415; reg_zipnll: -155.76478022771167; cnt_loss: 12.878259556182963; +2025-06-04 14:14:35,086 - INFO - Evaluation: +Curr mae: 99.1875; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 164.2808; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1950; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:14:35,087 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 +2025-06-04 14:15:49,739 - INFO - Training: cls_zice: 122.91793277563639; reg_zipnll: -170.49267180234392; cnt_loss: 23.763831577553653; +2025-06-04 14:15:49,740 - INFO - Evaluation: +Curr mae: 92.9871; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 156.5468; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1487; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:15:49,740 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 +2025-06-04 14:17:03,549 - INFO - Training: cls_zice: 111.23069293293732; reg_zipnll: -158.3294208191878; cnt_loss: 12.8182852268219; +2025-06-04 14:17:03,550 - INFO - Evaluation: +Curr mae: 89.8691; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 162.0028; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1324; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:17:03,550 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 +2025-06-04 14:18:18,269 - INFO - Training: cls_zice: 111.00866595640878; reg_zipnll: -158.70284979864462; cnt_loss: 11.658666833347043; +2025-06-04 14:18:18,270 - INFO - Evaluation: +Curr mae: 91.1223; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 162.4751; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1370; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:18:18,270 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 +2025-06-04 14:19:32,524 - INFO - Training: cls_zice: 109.02941945057042; reg_zipnll: -140.43645726134446; cnt_loss: 12.065160411872611; +2025-06-04 14:19:32,524 - INFO - Evaluation: +Curr mae: 88.6963; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 160.2327; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1314; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:19:32,524 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 +2025-06-04 14:20:46,352 - INFO - Training: cls_zice: 108.16310362152706; reg_zipnll: -130.2220267049524; cnt_loss: 11.804534612112487; +2025-06-04 14:20:46,353 - INFO - Evaluation: +Curr mae: 93.4542; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 164.8099; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1488; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:20:46,353 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 +2025-06-04 14:22:00,848 - INFO - Training: cls_zice: 109.82468495147907; reg_zipnll: -159.99169105883465; cnt_loss: 11.503964924654424; +2025-06-04 14:22:00,849 - INFO - Evaluation: +Curr mae: 92.7248; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 165.0623; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1438; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:22:00,849 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 +2025-06-04 14:23:14,740 - INFO - Training: cls_zice: 109.2429986410583; reg_zipnll: -153.26253426785502; cnt_loss: 12.52189292970872; +2025-06-04 14:23:14,741 - INFO - Evaluation: +Curr mae: 92.0857; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 165.0332; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1384; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:23:14,741 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 +2025-06-04 14:24:29,113 - INFO - Training: cls_zice: 110.38771549755374; reg_zipnll: -159.27741998078807; cnt_loss: 11.957269979628506; +2025-06-04 14:24:29,113 - INFO - Evaluation: +Curr mae: 87.6939; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 157.2936; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1266; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:24:29,113 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 +2025-06-04 14:25:43,146 - INFO - Training: cls_zice: 109.13960672845904; reg_zipnll: -171.059648261165; cnt_loss: 11.852905238701018; +2025-06-04 14:25:43,146 - INFO - Evaluation: +Curr mae: 93.5400; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 166.9218; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1433; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:25:43,146 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 +2025-06-04 14:26:57,484 - INFO - Training: cls_zice: 110.07087492784918; reg_zipnll: -141.48027509727225; cnt_loss: 12.19044596785741; +2025-06-04 14:26:57,485 - INFO - Evaluation: +Curr mae: 88.9253; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 161.8200; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1316; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:26:57,485 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 +2025-06-04 14:28:11,804 - INFO - Training: cls_zice: 111.03497228559279; reg_zipnll: -145.29660602594842; cnt_loss: 12.255437557270985; +2025-06-04 14:28:11,805 - INFO - Evaluation: +Curr mae: 88.9261; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 160.2151; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1355; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:28:11,805 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 +2025-06-04 14:29:25,684 - INFO - Training: cls_zice: 109.74974062584883; reg_zipnll: -144.3115778158832; cnt_loss: 11.910229543976437; +2025-06-04 14:29:25,685 - INFO - Evaluation: +Curr mae: 89.3552; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 162.0487; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1302; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:29:25,685 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 +2025-06-04 14:30:39,419 - INFO - Training: cls_zice: 112.0123236953028; reg_zipnll: -174.92061707831377; cnt_loss: 11.816003624177137; +2025-06-04 14:30:39,419 - INFO - Evaluation: +Curr mae: 107.1990; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 175.4034; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.2076; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:30:39,419 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 +2025-06-04 14:31:53,612 - INFO - Training: cls_zice: 111.49129335769754; reg_zipnll: -147.7842431857886; cnt_loss: 12.016965435040708; +2025-06-04 14:31:53,613 - INFO - Evaluation: +Curr mae: 91.9706; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 167.4310; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1372; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:31:53,613 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 +2025-06-04 14:33:07,476 - INFO - Training: cls_zice: 110.39270437632176; reg_zipnll: -193.11526081262045; cnt_loss: 11.359570481129829; +2025-06-04 14:33:07,477 - INFO - Evaluation: +Curr mae: 89.9151; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 162.3651; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1352; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:33:07,477 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 +2025-06-04 14:34:21,877 - INFO - Training: cls_zice: 109.19635589549084; reg_zipnll: -129.51984220466866; cnt_loss: 11.608364578903906; +2025-06-04 14:34:21,877 - INFO - Evaluation: +Curr mae: 90.7490; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 162.9487; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1364; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:34:21,877 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 +2025-06-04 14:35:36,187 - INFO - Training: cls_zice: 114.69957397789355; reg_zipnll: -152.2326996089607; cnt_loss: 24.27382571491974; +2025-06-04 14:35:36,187 - INFO - Evaluation: +Curr mae: 132.3102; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 233.8196; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1911; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:35:36,187 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 +2025-06-04 14:36:49,993 - INFO - Training: cls_zice: 118.58922219434321; reg_zipnll: -174.59942649058158; cnt_loss: 34.67080811317393; +2025-06-04 14:36:49,994 - INFO - Evaluation: +Curr mae: 117.6294; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 231.1459; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1513; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:36:49,994 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 +2025-06-04 14:38:04,719 - INFO - Training: cls_zice: 117.71045214924591; reg_zipnll: -149.53271615110486; cnt_loss: 30.6861028892315; +2025-06-04 14:38:04,719 - INFO - Evaluation: +Curr mae: 94.4793; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 165.9878; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1385; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:38:04,719 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 +2025-06-04 14:39:18,773 - INFO - Training: cls_zice: 118.42136444950735; reg_zipnll: -164.3761959960129; cnt_loss: 36.499171020179396; +2025-06-04 14:39:18,774 - INFO - Evaluation: +Curr mae: 238.7153; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 491.3945; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.6801; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:39:18,774 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 +2025-06-04 14:40:32,732 - INFO - Training: cls_zice: 118.81444593770614; reg_zipnll: -144.76340236726975; cnt_loss: 31.01161797946652; +2025-06-04 14:40:32,733 - INFO - Evaluation: +Curr mae: 97.6774; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 202.9101; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1362; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:40:32,733 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 +2025-06-04 14:41:47,226 - INFO - Training: cls_zice: 119.10281286176466; reg_zipnll: -132.16368122606087; cnt_loss: 31.863881458509837; +2025-06-04 14:41:47,226 - INFO - Evaluation: +Curr mae: 97.7449; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 193.6083; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1510; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:41:47,227 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 +2025-06-04 14:43:01,569 - INFO - Training: cls_zice: 118.78798276383355; reg_zipnll: -151.99064675387956; cnt_loss: 30.602867578039106; +2025-06-04 14:43:01,569 - INFO - Evaluation: +Curr mae: 109.2250; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 218.5273; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1531; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:43:01,570 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 +2025-06-04 14:44:16,446 - INFO - Training: cls_zice: 123.16172405268183; reg_zipnll: -163.26489839490677; cnt_loss: 34.61360428664858; +2025-06-04 14:44:16,447 - INFO - Evaluation: +Curr mae: 107.8881; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 191.9096; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1483; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:44:16,447 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 +2025-06-04 14:45:30,321 - INFO - Training: cls_zice: 135.50548528203902; reg_zipnll: -152.840000310481; cnt_loss: 47.605903796012825; +2025-06-04 14:45:30,322 - INFO - Evaluation: +Curr mae: 107.7089; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 180.0639; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1618; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:45:30,322 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 +2025-06-04 14:46:43,833 - INFO - Training: cls_zice: 120.51372694811285; reg_zipnll: -156.61421768239003; cnt_loss: 32.23483843203412; +2025-06-04 14:46:43,833 - INFO - Evaluation: +Curr mae: 127.2687; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 239.1382; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1847; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:46:44,603 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 +2025-06-04 14:47:59,020 - INFO - Training: cls_zice: 119.59583442890091; reg_zipnll: -161.89446799170892; cnt_loss: 31.037359932400534; +2025-06-04 14:47:59,021 - INFO - Evaluation: +Curr mae: 100.7335; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 187.7519; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1450; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:47:59,021 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 +2025-06-04 14:49:12,703 - INFO - Training: cls_zice: 117.2370815656043; reg_zipnll: -177.6973677060462; cnt_loss: 32.52997142273858; +2025-06-04 14:49:12,704 - INFO - Evaluation: +Curr mae: 96.8025; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 167.3488; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1594; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:49:12,704 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 +2025-06-04 14:50:27,162 - INFO - Training: cls_zice: 120.59910743915482; reg_zipnll: -159.21409766405623; cnt_loss: 30.027109125592062; +2025-06-04 14:50:27,164 - INFO - Evaluation: +Curr mae: 97.8116; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 176.9658; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1334; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:50:27,164 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 +2025-06-04 14:51:41,420 - INFO - Training: cls_zice: 115.95714720669172; reg_zipnll: -147.13239762009374; cnt_loss: 27.471910884048764; +2025-06-04 14:51:41,421 - INFO - Evaluation: +Curr mae: 113.6330; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 205.6955; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1731; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:51:41,421 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 +2025-06-04 14:52:55,169 - INFO - Training: cls_zice: 114.27078643697777; reg_zipnll: -140.03007027329198; cnt_loss: 26.38755795497768; +2025-06-04 14:52:55,169 - INFO - Evaluation: +Curr mae: 96.8982; Best mae: 84.3227; 85.3671; 85.6734; 85.7045; 85.7282; +Curr rmse: 188.5897; Best rmse: 148.4424; 149.2524; 149.5851; 150.2697; 150.4956; +Curr nae: 0.1404; Best nae: 0.1202; 0.1207; 0.1211; 0.1213; 0.1213; + + + +2025-06-04 14:52:55,170 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 +2025-06-04 14:54:09,930 - INFO - Training: cls_zice: 122.51155877271235; reg_zipnll: -179.40939197792912; cnt_loss: 25.808407584562996; +2025-06-04 14:54:10,553 - INFO - Evaluation: +Curr mae: 83.3597; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 145.0711; Best rmse: 145.0711; 148.4424; 149.2524; 149.5851; 150.2697; +Curr nae: 0.1206; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 14:54:10,553 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 +2025-06-04 14:55:24,607 - INFO - Training: cls_zice: 118.02563636981888; reg_zipnll: -155.57474673189074; cnt_loss: 27.52107623712906; +2025-06-04 14:55:24,607 - INFO - Evaluation: +Curr mae: 119.8694; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 235.9425; Best rmse: 145.0711; 148.4424; 149.2524; 149.5851; 150.2697; +Curr nae: 0.1500; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 14:55:24,608 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 +2025-06-04 14:56:39,281 - INFO - Training: cls_zice: 115.90343025662251; reg_zipnll: -155.25874596399976; cnt_loss: 27.256279645376647; +2025-06-04 14:56:39,281 - INFO - Evaluation: +Curr mae: 102.4350; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 172.2989; Best rmse: 145.0711; 148.4424; 149.2524; 149.5851; 150.2697; +Curr nae: 0.1602; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 14:56:39,281 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 +2025-06-04 14:57:53,869 - INFO - Training: cls_zice: 127.33446745209346; reg_zipnll: -149.7940114191826; cnt_loss: 36.13385790704891; +2025-06-04 14:57:53,869 - INFO - Evaluation: +Curr mae: 125.3302; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 208.6517; Best rmse: 145.0711; 148.4424; 149.2524; 149.5851; 150.2697; +Curr nae: 0.2056; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 14:57:53,870 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 +2025-06-04 14:59:07,881 - INFO - Training: cls_zice: 126.98748311933302; reg_zipnll: -136.2461986541748; cnt_loss: 38.241304148111915; +2025-06-04 14:59:07,882 - INFO - Evaluation: +Curr mae: 121.4997; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 190.7688; Best rmse: 145.0711; 148.4424; 149.2524; 149.5851; 150.2697; +Curr nae: 0.2444; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 14:59:07,882 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 +2025-06-04 15:00:22,064 - INFO - Training: cls_zice: 121.6536305408604; reg_zipnll: -143.73253796747977; cnt_loss: 28.362593082402714; +2025-06-04 15:00:22,064 - INFO - Evaluation: +Curr mae: 456.5231; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 865.6003; Best rmse: 145.0711; 148.4424; 149.2524; 149.5851; 150.2697; +Curr nae: 1.2762; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 15:00:22,065 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 +2025-06-04 15:01:36,201 - INFO - Training: cls_zice: 121.04895603104143; reg_zipnll: -153.59540570492777; cnt_loss: 29.9348401391743; +2025-06-04 15:01:36,201 - INFO - Evaluation: +Curr mae: 149.9500; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 285.0775; Best rmse: 145.0711; 148.4424; 149.2524; 149.5851; 150.2697; +Curr nae: 0.3164; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 15:01:36,201 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 +2025-06-04 15:02:49,786 - INFO - Training: cls_zice: 120.33012724870088; reg_zipnll: -160.63704488766905; cnt_loss: 29.619271079436043; +2025-06-04 15:02:49,992 - INFO - Evaluation: +Curr mae: 88.4494; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 147.7562; Best rmse: 145.0711; 147.7562; 148.4424; 149.2524; 149.5851; +Curr nae: 0.1507; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 15:02:49,993 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 +2025-06-04 15:04:04,377 - INFO - Training: cls_zice: 118.82819971501432; reg_zipnll: -154.18331582025186; cnt_loss: 26.483071526154777; +2025-06-04 15:04:04,378 - INFO - Evaluation: +Curr mae: 118.3081; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 218.1741; Best rmse: 145.0711; 147.7562; 148.4424; 149.2524; 149.5851; +Curr nae: 0.1832; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 15:04:04,378 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 +2025-06-04 15:05:18,280 - INFO - Training: cls_zice: 116.24759124604282; reg_zipnll: -122.91234877883204; cnt_loss: 27.114704844177954; +2025-06-04 15:05:18,280 - INFO - Evaluation: +Curr mae: 100.4362; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 185.6165; Best rmse: 145.0711; 147.7562; 148.4424; 149.2524; 149.5851; +Curr nae: 0.1571; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 15:05:18,281 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 +2025-06-04 15:06:32,735 - INFO - Training: cls_zice: 118.99052992561795; reg_zipnll: -189.1335524123236; cnt_loss: 28.377713012379527; +2025-06-04 15:06:32,735 - INFO - Evaluation: +Curr mae: 88.1495; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 156.9521; Best rmse: 145.0711; 147.7562; 148.4424; 149.2524; 149.5851; +Curr nae: 0.1320; Best nae: 0.1202; 0.1206; 0.1207; 0.1211; 0.1213; + + + +2025-06-04 15:06:32,735 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 +2025-06-04 15:07:46,953 - INFO - Training: cls_zice: 115.23100007922444; reg_zipnll: -140.36698899679627; cnt_loss: 25.486140614313793; +2025-06-04 15:07:47,135 - INFO - Evaluation: +Curr mae: 87.0473; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 159.7954; Best rmse: 145.0711; 147.7562; 148.4424; 149.2524; 149.5851; +Curr nae: 0.1156; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:07:47,135 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 +2025-06-04 15:09:00,861 - INFO - Training: cls_zice: 117.08091793944504; reg_zipnll: -152.05075875339128; cnt_loss: 28.04345591336686; +2025-06-04 15:09:00,862 - INFO - Evaluation: +Curr mae: 125.9308; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 228.3070; Best rmse: 145.0711; 147.7562; 148.4424; 149.2524; 149.5851; +Curr nae: 0.2657; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:09:00,862 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 +2025-06-04 15:10:15,328 - INFO - Training: cls_zice: 115.38897900865568; reg_zipnll: -144.2953705692923; cnt_loss: 24.976004474210423; +2025-06-04 15:10:15,328 - INFO - Evaluation: +Curr mae: 111.1625; Best mae: 83.3597; 84.3227; 85.3671; 85.6734; 85.7045; +Curr rmse: 184.3838; Best rmse: 145.0711; 147.7562; 148.4424; 149.2524; 149.5851; +Curr nae: 0.2131; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:10:15,329 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 +2025-06-04 15:11:29,108 - INFO - Training: cls_zice: 116.51128708289949; reg_zipnll: -173.45922312199676; cnt_loss: 26.48643403021705; +2025-06-04 15:11:29,475 - INFO - Evaluation: +Curr mae: 83.9488; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 145.5191; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.1257; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:11:29,476 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 +2025-06-04 15:12:43,922 - INFO - Training: cls_zice: 114.71619367283701; reg_zipnll: -156.0548678265502; cnt_loss: 25.10775331156143; +2025-06-04 15:12:43,922 - INFO - Evaluation: +Curr mae: 87.3658; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 160.3331; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.1292; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:12:43,923 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 +2025-06-04 15:13:58,193 - INFO - Training: cls_zice: 117.06927173185032; reg_zipnll: -142.09793473553185; cnt_loss: 25.347639374385608; +2025-06-04 15:13:58,193 - INFO - Evaluation: +Curr mae: 194.1442; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 342.7409; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.4990; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:13:58,194 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 +2025-06-04 15:15:12,615 - INFO - Training: cls_zice: 115.05989983539708; reg_zipnll: -177.20856848773576; cnt_loss: 29.38680212702972; +2025-06-04 15:15:12,615 - INFO - Evaluation: +Curr mae: 448.8134; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 809.8582; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 1.3222; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:15:12,615 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 +2025-06-04 15:16:26,995 - INFO - Training: cls_zice: 117.14292523718828; reg_zipnll: -173.26870580382695; cnt_loss: 26.340913276798677; +2025-06-04 15:16:26,996 - INFO - Evaluation: +Curr mae: 106.6239; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 180.6997; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.2064; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:16:26,996 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 +2025-06-04 15:17:41,179 - INFO - Training: cls_zice: 115.3020939605915; reg_zipnll: -150.42410759578476; cnt_loss: 26.05965784211822; +2025-06-04 15:17:41,180 - INFO - Evaluation: +Curr mae: 254.3563; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 492.6368; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.5988; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:17:41,180 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 +2025-06-04 15:18:54,640 - INFO - Training: cls_zice: 117.8978502513557; reg_zipnll: -154.44372625540424; cnt_loss: 29.77080218207757; +2025-06-04 15:18:54,641 - INFO - Evaluation: +Curr mae: 149.4738; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 242.7149; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.3231; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:18:54,641 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 +2025-06-04 15:20:09,154 - INFO - Training: cls_zice: 117.88307801303485; reg_zipnll: -151.8447553464119; cnt_loss: 25.71899174380776; +2025-06-04 15:20:09,154 - INFO - Evaluation: +Curr mae: 108.4123; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 182.4752; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.1689; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:20:09,154 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 +2025-06-04 15:21:22,950 - INFO - Training: cls_zice: 114.00452185624482; reg_zipnll: -162.53175879472138; cnt_loss: 27.54012102796542; +2025-06-04 15:21:22,950 - INFO - Evaluation: +Curr mae: 321.6772; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 597.1991; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.9058; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:21:22,951 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 +2025-06-04 15:22:37,633 - INFO - Training: cls_zice: 118.14278481338198; reg_zipnll: -190.45513125286988; cnt_loss: 29.080887595549324; +2025-06-04 15:22:37,634 - INFO - Evaluation: +Curr mae: 95.9217; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 158.7648; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.1564; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:22:37,634 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 +2025-06-04 15:23:51,880 - INFO - Training: cls_zice: 113.0658867185479; reg_zipnll: -150.861631841849; cnt_loss: 25.188385404498373; +2025-06-04 15:23:51,881 - INFO - Evaluation: +Curr mae: 174.3795; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 393.6770; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.4310; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:23:51,881 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 +2025-06-04 15:25:05,855 - INFO - Training: cls_zice: 114.75594591304956; reg_zipnll: -135.14091770854216; cnt_loss: 24.6349316022254; +2025-06-04 15:25:05,856 - INFO - Evaluation: +Curr mae: 115.8092; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 211.1126; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.1885; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:25:05,856 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 +2025-06-04 15:26:20,476 - INFO - Training: cls_zice: 113.98407338628705; reg_zipnll: -161.81631398990453; cnt_loss: 24.64023521878072; +2025-06-04 15:26:20,476 - INFO - Evaluation: +Curr mae: 119.2143; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 201.7217; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.2392; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:26:20,476 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 +2025-06-04 15:27:33,886 - INFO - Training: cls_zice: 112.1523594129954; reg_zipnll: -152.99630325519485; cnt_loss: 24.40426278272212; +2025-06-04 15:27:33,886 - INFO - Evaluation: +Curr mae: 109.2170; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 173.3187; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.2071; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:27:33,887 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 +2025-06-04 15:28:47,037 - INFO - Training: cls_zice: 112.82096275430641; reg_zipnll: -163.511124585638; cnt_loss: 25.021174989788737; +2025-06-04 15:28:47,038 - INFO - Evaluation: +Curr mae: 133.2956; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 270.6342; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.2235; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:28:47,038 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 +2025-06-04 15:30:01,499 - INFO - Training: cls_zice: 113.03486246146903; reg_zipnll: -161.3149847573792; cnt_loss: 28.13088235634052; +2025-06-04 15:30:01,500 - INFO - Evaluation: +Curr mae: 92.3431; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 154.4581; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 0.1500; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:30:01,500 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 +2025-06-04 15:31:15,359 - INFO - Training: cls_zice: 117.36469167747245; reg_zipnll: -149.22011307217429; cnt_loss: 26.01062782237072; +2025-06-04 15:31:15,359 - INFO - Evaluation: +Curr mae: 339.5386; Best mae: 83.3597; 83.9488; 84.3227; 85.3671; 85.6734; +Curr rmse: 662.7410; Best rmse: 145.0711; 145.5191; 147.7562; 148.4424; 149.2524; +Curr nae: 1.0611; Best nae: 0.1156; 0.1202; 0.1206; 0.1207; 0.1211; + + + +2025-06-04 15:31:15,359 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 +2025-06-04 15:32:29,954 - INFO - Training: cls_zice: 115.09292064439381; reg_zipnll: -158.90757530414504; cnt_loss: 27.306928839904582; +2025-06-04 15:32:30,567 - INFO - Evaluation: +Curr mae: 81.6356; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 143.1142; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.1191; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:32:30,567 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 +2025-06-04 15:33:45,153 - INFO - Training: cls_zice: 118.37248168086374; reg_zipnll: -190.23342884771083; cnt_loss: 28.43391579507992; +2025-06-04 15:33:45,153 - INFO - Evaluation: +Curr mae: 122.0971; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 278.4984; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.2434; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:33:45,153 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 +2025-06-04 15:34:58,664 - INFO - Training: cls_zice: 117.16943147798247; reg_zipnll: -159.8624835614337; cnt_loss: 27.13992396885196; +2025-06-04 15:34:58,665 - INFO - Evaluation: +Curr mae: 98.5213; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 182.6725; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.1501; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:34:58,665 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 +2025-06-04 15:36:13,179 - INFO - Training: cls_zice: 114.69856767464947; reg_zipnll: -141.65063728559886; cnt_loss: 26.965254085742874; +2025-06-04 15:36:13,180 - INFO - Evaluation: +Curr mae: 191.3083; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 482.1582; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.5404; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:36:13,180 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 +2025-06-04 15:37:27,232 - INFO - Training: cls_zice: 112.7275415382638; reg_zipnll: -133.45388204056695; cnt_loss: 25.435290759762392; +2025-06-04 15:37:27,233 - INFO - Evaluation: +Curr mae: 105.3651; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 202.5986; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.1642; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:37:27,233 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 +2025-06-04 15:38:40,948 - INFO - Training: cls_zice: 116.61841163887883; reg_zipnll: -145.79091236922915; cnt_loss: 24.609617277486436; +2025-06-04 15:38:40,949 - INFO - Evaluation: +Curr mae: 90.2546; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 172.8197; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.1404; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:38:40,949 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 +2025-06-04 15:39:55,752 - INFO - Training: cls_zice: 116.54341080015068; reg_zipnll: -163.17405874366003; cnt_loss: 25.37294877285989; +2025-06-04 15:39:55,752 - INFO - Evaluation: +Curr mae: 99.0980; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 201.4447; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.1351; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:39:55,752 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 +2025-06-04 15:41:09,277 - INFO - Training: cls_zice: 116.2896681021381; reg_zipnll: -160.0629218587812; cnt_loss: 29.287149423005566; +2025-06-04 15:41:09,277 - INFO - Evaluation: +Curr mae: 124.1008; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 220.8832; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.1804; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:41:09,277 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 +2025-06-04 15:42:23,916 - INFO - Training: cls_zice: 116.39590553890001; reg_zipnll: -169.0858189601772; cnt_loss: 26.583147000003336; +2025-06-04 15:42:23,917 - INFO - Evaluation: +Curr mae: 323.8981; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 1128.2351; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 1.1577; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:42:23,917 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 +2025-06-04 15:43:38,111 - INFO - Training: cls_zice: 112.79672693416772; reg_zipnll: -146.25851426535095; cnt_loss: 24.861713496265033; +2025-06-04 15:43:38,111 - INFO - Evaluation: +Curr mae: 110.8132; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 225.9098; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.1738; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:43:38,112 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 +2025-06-04 15:44:51,963 - INFO - Training: cls_zice: 117.73684366491457; reg_zipnll: -168.16107324574958; cnt_loss: 26.989846709548242; +2025-06-04 15:44:51,963 - INFO - Evaluation: +Curr mae: 167.8114; Best mae: 81.6356; 83.3597; 83.9488; 84.3227; 85.3671; +Curr rmse: 326.3031; Best rmse: 143.1142; 145.0711; 145.5191; 147.7562; 148.4424; +Curr nae: 0.3774; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:44:51,964 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 +2025-06-04 15:46:06,531 - INFO - Training: cls_zice: 117.01217613472843; reg_zipnll: -130.95509949740983; cnt_loss: 29.22136878335713; +2025-06-04 15:46:06,942 - INFO - Evaluation: +Curr mae: 82.0651; Best mae: 81.6356; 82.0651; 83.3597; 83.9488; 84.3227; +Curr rmse: 135.6457; Best rmse: 135.6457; 143.1142; 145.0711; 145.5191; 147.7562; +Curr nae: 0.1207; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:46:06,943 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 +2025-06-04 15:47:20,516 - INFO - Training: cls_zice: 119.33519434139428; reg_zipnll: -163.6969463525229; cnt_loss: 28.34190415546594; +2025-06-04 15:47:20,516 - INFO - Evaluation: +Curr mae: 97.4770; Best mae: 81.6356; 82.0651; 83.3597; 83.9488; 84.3227; +Curr rmse: 162.1226; Best rmse: 135.6457; 143.1142; 145.0711; 145.5191; 147.7562; +Curr nae: 0.1559; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:47:20,516 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 +2025-06-04 15:48:34,804 - INFO - Training: cls_zice: 114.07878731733916; reg_zipnll: -121.59018049808527; cnt_loss: 27.951047925759624; +2025-06-04 15:48:34,804 - INFO - Evaluation: +Curr mae: 107.0365; Best mae: 81.6356; 82.0651; 83.3597; 83.9488; 84.3227; +Curr rmse: 181.2445; Best rmse: 135.6457; 143.1142; 145.0711; 145.5191; 147.7562; +Curr nae: 0.1872; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:48:35,580 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 +2025-06-04 15:49:49,892 - INFO - Training: cls_zice: 117.2164760741177; reg_zipnll: -166.21489922100346; cnt_loss: 27.339477864322284; +2025-06-04 15:49:49,893 - INFO - Evaluation: +Curr mae: 571.7644; Best mae: 81.6356; 82.0651; 83.3597; 83.9488; 84.3227; +Curr rmse: 1209.4325; Best rmse: 135.6457; 143.1142; 145.0711; 145.5191; 147.7562; +Curr nae: 1.8050; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:49:49,893 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 +2025-06-04 15:51:03,909 - INFO - Training: cls_zice: 117.84427262615684; reg_zipnll: -175.3601952357008; cnt_loss: 32.60043860744956; +2025-06-04 15:51:03,910 - INFO - Evaluation: +Curr mae: 124.9915; Best mae: 81.6356; 82.0651; 83.3597; 83.9488; 84.3227; +Curr rmse: 205.6482; Best rmse: 135.6457; 143.1142; 145.0711; 145.5191; 147.7562; +Curr nae: 0.2372; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:51:03,910 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 +2025-06-04 15:52:18,839 - INFO - Training: cls_zice: 115.3670699391144; reg_zipnll: -147.60236202012624; cnt_loss: 28.091377356194503; +2025-06-04 15:52:18,839 - INFO - Evaluation: +Curr mae: 96.8517; Best mae: 81.6356; 82.0651; 83.3597; 83.9488; 84.3227; +Curr rmse: 175.4343; Best rmse: 135.6457; 143.1142; 145.0711; 145.5191; 147.7562; +Curr nae: 0.1392; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:52:18,840 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 +2025-06-04 15:53:32,262 - INFO - Training: cls_zice: 114.21623353768658; reg_zipnll: -147.798766603533; cnt_loss: 24.138720556600205; +2025-06-04 15:53:32,262 - INFO - Evaluation: +Curr mae: 107.6958; Best mae: 81.6356; 82.0651; 83.3597; 83.9488; 84.3227; +Curr rmse: 201.0544; Best rmse: 135.6457; 143.1142; 145.0711; 145.5191; 147.7562; +Curr nae: 0.1482; Best nae: 0.1156; 0.1191; 0.1202; 0.1206; 0.1207; + + + +2025-06-04 15:53:32,262 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 +2025-06-04 15:54:46,270 - INFO - Training: cls_zice: 112.60671330129864; reg_zipnll: -136.28479214219857; cnt_loss: 28.94951542165895; +2025-06-04 15:54:46,874 - INFO - Evaluation: +Curr mae: 81.8827; Best mae: 81.6356; 81.8827; 82.0651; 83.3597; 83.9488; +Curr rmse: 137.4192; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.1167; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 15:54:46,874 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 +2025-06-04 15:56:01,792 - INFO - Training: cls_zice: 113.05901003199698; reg_zipnll: -147.206617759553; cnt_loss: 24.921089762883472; +2025-06-04 15:56:01,793 - INFO - Evaluation: +Curr mae: 90.9869; Best mae: 81.6356; 81.8827; 82.0651; 83.3597; 83.9488; +Curr rmse: 156.3348; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.1328; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 15:56:01,793 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 +2025-06-04 15:57:15,996 - INFO - Training: cls_zice: 114.84681578503539; reg_zipnll: -168.69717397121403; cnt_loss: 24.354235819633434; +2025-06-04 15:57:15,996 - INFO - Evaluation: +Curr mae: 106.2031; Best mae: 81.6356; 81.8827; 82.0651; 83.3597; 83.9488; +Curr rmse: 187.6081; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.1475; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 15:57:15,996 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 +2025-06-04 15:58:30,149 - INFO - Training: cls_zice: 115.06417551103807; reg_zipnll: -178.90019608175518; cnt_loss: 24.375719926215165; +2025-06-04 15:58:30,150 - INFO - Evaluation: +Curr mae: 109.4302; Best mae: 81.6356; 81.8827; 82.0651; 83.3597; 83.9488; +Curr rmse: 204.3294; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.1386; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 15:58:30,150 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 +2025-06-04 15:59:44,495 - INFO - Training: cls_zice: 116.37117714281904; reg_zipnll: -211.3480624899959; cnt_loss: 28.18344977359898; +2025-06-04 15:59:44,496 - INFO - Evaluation: +Curr mae: 109.9038; Best mae: 81.6356; 81.8827; 82.0651; 83.3597; 83.9488; +Curr rmse: 197.4444; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.1519; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 15:59:44,496 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 +2025-06-04 16:00:57,124 - INFO - Training: cls_zice: 110.65046384950347; reg_zipnll: -154.0006580289626; cnt_loss: 25.525963162744283; +2025-06-04 16:00:57,125 - INFO - Evaluation: +Curr mae: 104.8884; Best mae: 81.6356; 81.8827; 82.0651; 83.3597; 83.9488; +Curr rmse: 213.3360; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.1575; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:00:57,125 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 +2025-06-04 16:02:11,579 - INFO - Training: cls_zice: 114.21000768648868; reg_zipnll: -187.90079364397667; cnt_loss: 25.96299424076712; +2025-06-04 16:02:11,786 - INFO - Evaluation: +Curr mae: 81.8482; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 148.5468; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.1213; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:02:11,787 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 +2025-06-04 16:03:25,672 - INFO - Training: cls_zice: 114.32074138818197; reg_zipnll: -185.99483043468553; cnt_loss: 25.416268077117717; +2025-06-04 16:03:25,672 - INFO - Evaluation: +Curr mae: 92.1440; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 158.3517; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.1527; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:03:25,672 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 +2025-06-04 16:04:39,333 - INFO - Training: cls_zice: 114.14442421426837; reg_zipnll: -159.37151497720882; cnt_loss: 25.083444709019947; +2025-06-04 16:04:39,334 - INFO - Evaluation: +Curr mae: 110.9239; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 224.7004; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.2140; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:04:39,334 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 +2025-06-04 16:05:53,966 - INFO - Training: cls_zice: 114.5100780891267; reg_zipnll: -147.86655119081206; cnt_loss: 24.900352086452457; +2025-06-04 16:05:53,967 - INFO - Evaluation: +Curr mae: 115.2100; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 227.2215; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.2044; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:05:53,967 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 +2025-06-04 16:07:07,544 - INFO - Training: cls_zice: 113.91014711114744; reg_zipnll: -178.77412164448114; cnt_loss: 27.333984927625846; +2025-06-04 16:07:07,545 - INFO - Evaluation: +Curr mae: 163.1682; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 401.5438; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.3427; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:07:07,545 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 +2025-06-04 16:08:22,054 - INFO - Training: cls_zice: 111.4714451215125; reg_zipnll: -170.1146125540828; cnt_loss: 25.473343855497852; +2025-06-04 16:08:22,055 - INFO - Evaluation: +Curr mae: 121.7312; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 205.7141; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.1869; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:08:22,055 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 +2025-06-04 16:09:36,597 - INFO - Training: cls_zice: 111.82168272157378; reg_zipnll: -134.17924650457522; cnt_loss: 23.76851373950377; +2025-06-04 16:09:36,598 - INFO - Evaluation: +Curr mae: 114.7136; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 203.3654; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.2211; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:09:36,598 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 +2025-06-04 16:10:50,308 - INFO - Training: cls_zice: 114.54093175218595; reg_zipnll: -164.79867862549838; cnt_loss: 25.703043186111955; +2025-06-04 16:10:50,308 - INFO - Evaluation: +Curr mae: 140.3207; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 284.7850; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.3195; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:10:50,308 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 +2025-06-04 16:12:04,616 - INFO - Training: cls_zice: 114.87250921742016; reg_zipnll: -161.83270505564101; cnt_loss: 25.618327856063843; +2025-06-04 16:12:04,616 - INFO - Evaluation: +Curr mae: 125.7295; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 215.9717; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.2440; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:12:04,616 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 +2025-06-04 16:13:18,257 - INFO - Training: cls_zice: 116.6147455127034; reg_zipnll: -177.7608417675195; cnt_loss: 23.296528052020548; +2025-06-04 16:13:18,257 - INFO - Evaluation: +Curr mae: 123.1031; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 216.5527; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.3060; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:13:18,257 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 +2025-06-04 16:14:31,980 - INFO - Training: cls_zice: 111.5764041483797; reg_zipnll: -165.1279099319155; cnt_loss: 25.25037991605847; +2025-06-04 16:14:31,981 - INFO - Evaluation: +Curr mae: 129.7207; Best mae: 81.6356; 81.8482; 81.8827; 82.0651; 83.3597; +Curr rmse: 224.2121; Best rmse: 135.6457; 137.4192; 143.1142; 145.0711; 145.5191; +Curr nae: 0.2423; Best nae: 0.1156; 0.1167; 0.1191; 0.1202; 0.1206; + + + +2025-06-04 16:14:31,981 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 +2025-06-04 16:15:46,306 - INFO - Training: cls_zice: 111.71746457333596; reg_zipnll: -164.63252905030913; cnt_loss: 22.27335535453645; +2025-06-04 16:15:46,855 - INFO - Evaluation: +Curr mae: 80.7320; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 136.4458; Best rmse: 135.6457; 136.4458; 137.4192; 143.1142; 145.0711; +Curr nae: 0.1134; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:15:46,855 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 +2025-06-04 16:17:01,079 - INFO - Training: cls_zice: 110.88749957558335; reg_zipnll: -151.07806453957463; cnt_loss: 24.14280568684963; +2025-06-04 16:17:01,079 - INFO - Evaluation: +Curr mae: 88.1032; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 164.0207; Best rmse: 135.6457; 136.4458; 137.4192; 143.1142; 145.0711; +Curr nae: 0.1208; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:17:01,080 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 +2025-06-04 16:18:15,655 - INFO - Training: cls_zice: 112.92757946292296; reg_zipnll: -163.48837825951986; cnt_loss: 25.564449820297444; +2025-06-04 16:18:15,655 - INFO - Evaluation: +Curr mae: 105.1436; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 179.9323; Best rmse: 135.6457; 136.4458; 137.4192; 143.1142; 145.0711; +Curr nae: 0.2182; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:18:15,655 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 +2025-06-04 16:19:29,846 - INFO - Training: cls_zice: 113.03485881729631; reg_zipnll: -147.78071843077805; cnt_loss: 22.986396511658928; +2025-06-04 16:19:30,041 - INFO - Evaluation: +Curr mae: 84.4504; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 141.7677; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 143.1142; +Curr nae: 0.1246; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:19:30,041 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 +2025-06-04 16:20:43,481 - INFO - Training: cls_zice: 109.00072798823679; reg_zipnll: -137.8179373646414; cnt_loss: 22.75281180451248; +2025-06-04 16:20:43,743 - INFO - Evaluation: +Curr mae: 83.3467; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 142.2878; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1283; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:20:43,744 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 +2025-06-04 16:21:58,374 - INFO - Training: cls_zice: 113.81386001536389; reg_zipnll: -173.94867622931272; cnt_loss: 22.367110163960234; +2025-06-04 16:21:58,374 - INFO - Evaluation: +Curr mae: 137.4410; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 321.2594; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.2901; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:21:58,374 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 +2025-06-04 16:23:12,560 - INFO - Training: cls_zice: 115.75229926456679; reg_zipnll: -216.721028852147; cnt_loss: 28.089839373203304; +2025-06-04 16:23:12,560 - INFO - Evaluation: +Curr mae: 179.6899; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 440.4671; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.4884; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:23:12,560 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 +2025-06-04 16:24:26,702 - INFO - Training: cls_zice: 111.75340476888695; reg_zipnll: -158.75814280604683; cnt_loss: 25.86293651252393; +2025-06-04 16:24:26,703 - INFO - Evaluation: +Curr mae: 126.3769; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 290.9457; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.2248; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:24:26,703 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 +2025-06-04 16:25:40,906 - INFO - Training: cls_zice: 111.13121472289231; reg_zipnll: -144.12431701761207; cnt_loss: 24.338415107979678; +2025-06-04 16:25:40,907 - INFO - Evaluation: +Curr mae: 86.7420; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 159.1348; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1239; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:25:40,907 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 +2025-06-04 16:26:54,515 - INFO - Training: cls_zice: 113.42769491435676; reg_zipnll: -150.53837937235042; cnt_loss: 22.649757396306423; +2025-06-04 16:26:54,516 - INFO - Evaluation: +Curr mae: 121.3979; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 266.9631; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.2245; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:26:54,516 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 +2025-06-04 16:28:09,081 - INFO - Training: cls_zice: 114.93045253627348; reg_zipnll: -152.80993337189125; cnt_loss: 22.865046962207515; +2025-06-04 16:28:09,082 - INFO - Evaluation: +Curr mae: 103.3405; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 182.6312; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1850; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:28:09,082 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 +2025-06-04 16:29:22,670 - INFO - Training: cls_zice: 112.13730434392461; reg_zipnll: -130.15322206509825; cnt_loss: 24.816730764527986; +2025-06-04 16:29:22,671 - INFO - Evaluation: +Curr mae: 122.1473; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 275.0285; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.2489; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:29:22,671 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 +2025-06-04 16:30:36,251 - INFO - Training: cls_zice: 109.61665682761085; reg_zipnll: -149.71614589438533; cnt_loss: 20.97234928055315; +2025-06-04 16:30:36,252 - INFO - Evaluation: +Curr mae: 133.2337; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 267.9688; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.2466; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:30:36,252 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 +2025-06-04 16:31:50,590 - INFO - Training: cls_zice: 109.04087737064488; reg_zipnll: -140.7623531771022; cnt_loss: 19.3392704827896; +2025-06-04 16:31:50,590 - INFO - Evaluation: +Curr mae: 104.1273; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 172.3751; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.2033; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:31:50,590 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 +2025-06-04 16:33:04,259 - INFO - Training: cls_zice: 111.49567525749964; reg_zipnll: -148.82230590668735; cnt_loss: 23.09703742431489; +2025-06-04 16:33:04,260 - INFO - Evaluation: +Curr mae: 93.2959; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 172.7380; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1345; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:33:04,260 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 +2025-06-04 16:34:18,538 - INFO - Training: cls_zice: 109.06644956323484; reg_zipnll: -155.06139237991232; cnt_loss: 19.423229402264223; +2025-06-04 16:34:18,539 - INFO - Evaluation: +Curr mae: 91.0969; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 163.0001; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1345; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:34:18,539 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 +2025-06-04 16:35:33,228 - INFO - Training: cls_zice: 113.73256274090697; reg_zipnll: -160.20666757798352; cnt_loss: 24.71396183020232; +2025-06-04 16:35:33,229 - INFO - Evaluation: +Curr mae: 87.5197; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 155.2921; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1278; Best nae: 0.1134; 0.1156; 0.1167; 0.1191; 0.1202; + + + +2025-06-04 16:35:33,229 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 +2025-06-04 16:36:46,849 - INFO - Training: cls_zice: 107.68662193753072; reg_zipnll: -184.39468998309002; cnt_loss: 21.718645383190633; +2025-06-04 16:36:47,054 - INFO - Evaluation: +Curr mae: 83.8688; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 151.9926; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1140; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:36:47,054 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 +2025-06-04 16:38:01,334 - INFO - Training: cls_zice: 109.87589082023166; reg_zipnll: -161.08602521908995; cnt_loss: 22.546815603774114; +2025-06-04 16:38:01,334 - INFO - Evaluation: +Curr mae: 95.4916; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 159.4440; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1587; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:38:01,335 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 +2025-06-04 16:39:15,192 - INFO - Training: cls_zice: 110.28319630401813; reg_zipnll: -129.93994777249975; cnt_loss: 25.48314420434813; +2025-06-04 16:39:15,192 - INFO - Evaluation: +Curr mae: 87.2492; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 146.4325; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1391; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:39:15,192 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 +2025-06-04 16:40:29,133 - INFO - Training: cls_zice: 111.11104087324333; reg_zipnll: -184.98969834687693; cnt_loss: 24.294929911758725; +2025-06-04 16:40:29,134 - INFO - Evaluation: +Curr mae: 89.8978; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 153.2748; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1395; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:40:29,134 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 +2025-06-04 16:41:43,401 - INFO - Training: cls_zice: 110.24688761123758; reg_zipnll: -151.39353756557236; cnt_loss: 20.545875579316096; +2025-06-04 16:41:43,401 - INFO - Evaluation: +Curr mae: 100.5212; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 180.4896; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1507; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:41:43,402 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 +2025-06-04 16:42:57,878 - INFO - Training: cls_zice: 109.04878848751649; reg_zipnll: -175.73360991951645; cnt_loss: 23.031612907813873; +2025-06-04 16:42:57,878 - INFO - Evaluation: +Curr mae: 91.6549; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 157.9814; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1299; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:42:57,879 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 +2025-06-04 16:44:12,271 - INFO - Training: cls_zice: 110.48673200291513; reg_zipnll: -161.82802999888034; cnt_loss: 20.3940203758265; +2025-06-04 16:44:12,271 - INFO - Evaluation: +Curr mae: 93.9423; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 160.4926; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1337; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:44:12,271 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 +2025-06-04 16:45:26,061 - INFO - Training: cls_zice: 109.03860594894712; reg_zipnll: -175.22235049948787; cnt_loss: 23.236721971966574; +2025-06-04 16:45:26,062 - INFO - Evaluation: +Curr mae: 129.5090; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 206.5783; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.3035; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:45:26,062 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 +2025-06-04 16:46:39,660 - INFO - Training: cls_zice: 106.38904767320646; reg_zipnll: -153.27034898467411; cnt_loss: 19.160924030455533; +2025-06-04 16:46:39,660 - INFO - Evaluation: +Curr mae: 85.5948; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 143.3369; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1357; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:46:39,660 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 +2025-06-04 16:47:53,895 - INFO - Training: cls_zice: 107.02058365171318; reg_zipnll: -145.82033679659003; cnt_loss: 20.655700910959812; +2025-06-04 16:47:53,896 - INFO - Evaluation: +Curr mae: 98.2057; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 167.5450; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1558; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:47:53,896 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 +2025-06-04 16:49:07,161 - INFO - Training: cls_zice: 107.27420364784089; reg_zipnll: -156.21395212135567; cnt_loss: 19.884553972459; +2025-06-04 16:49:07,162 - INFO - Evaluation: +Curr mae: 102.2928; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 194.0460; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1731; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:49:07,162 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 +2025-06-04 16:50:21,591 - INFO - Training: cls_zice: 110.64991266364294; reg_zipnll: -184.8483623226747; cnt_loss: 23.361405299988803; +2025-06-04 16:50:21,592 - INFO - Evaluation: +Curr mae: 189.1026; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 364.4522; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.4621; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:50:22,375 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 +2025-06-04 16:51:36,797 - INFO - Training: cls_zice: 111.08060360586407; reg_zipnll: -157.11623907405018; cnt_loss: 25.2009646403079; +2025-06-04 16:51:36,798 - INFO - Evaluation: +Curr mae: 99.4569; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 170.4778; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1654; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:51:36,798 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 +2025-06-04 16:52:50,196 - INFO - Training: cls_zice: 111.12735283453733; reg_zipnll: -165.07475114026607; cnt_loss: 23.09352480970471; +2025-06-04 16:52:50,196 - INFO - Evaluation: +Curr mae: 91.5179; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 165.2797; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1394; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:52:50,196 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 +2025-06-04 16:54:04,703 - INFO - Training: cls_zice: 108.49882454272138; reg_zipnll: -128.76320015989393; cnt_loss: 19.781279282854094; +2025-06-04 16:54:04,703 - INFO - Evaluation: +Curr mae: 83.6338; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 150.2758; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1219; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:54:04,703 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 +2025-06-04 16:55:18,228 - INFO - Training: cls_zice: 106.25332989597952; reg_zipnll: -158.94557463412252; cnt_loss: 19.296695838700856; +2025-06-04 16:55:18,229 - INFO - Evaluation: +Curr mae: 96.8536; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 163.5637; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1463; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:55:18,229 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 +2025-06-04 16:56:31,930 - INFO - Training: cls_zice: 106.74630657726566; reg_zipnll: -165.2193743282596; cnt_loss: 19.373581662083303; +2025-06-04 16:56:31,931 - INFO - Evaluation: +Curr mae: 92.9492; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 169.7210; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1368; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:56:31,931 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 +2025-06-04 16:57:46,292 - INFO - Training: cls_zice: 108.53753669688244; reg_zipnll: -166.0475169428137; cnt_loss: 20.391219688567105; +2025-06-04 16:57:46,292 - INFO - Evaluation: +Curr mae: 95.6857; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 169.6628; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1410; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:57:46,292 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 +2025-06-04 16:59:00,099 - INFO - Training: cls_zice: 108.80239280801734; reg_zipnll: -154.09036155725946; cnt_loss: 21.34182961255509; +2025-06-04 16:59:00,100 - INFO - Evaluation: +Curr mae: 103.7133; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 188.7696; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1624; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 16:59:00,100 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 +2025-06-04 17:00:14,637 - INFO - Training: cls_zice: 107.90259072006933; reg_zipnll: -157.04800518616935; cnt_loss: 19.288589670168644; +2025-06-04 17:00:14,637 - INFO - Evaluation: +Curr mae: 91.5501; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 171.5049; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1342; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:00:14,637 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 +2025-06-04 17:01:29,030 - INFO - Training: cls_zice: 108.04768961470648; reg_zipnll: -135.56642544980082; cnt_loss: 22.507496934852853; +2025-06-04 17:01:29,030 - INFO - Evaluation: +Curr mae: 113.7844; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 195.3775; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1998; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:01:29,031 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 +2025-06-04 17:02:42,757 - INFO - Training: cls_zice: 107.70553247818094; reg_zipnll: -159.19582526099603; cnt_loss: 22.00102242412946; +2025-06-04 17:02:42,757 - INFO - Evaluation: +Curr mae: 88.8705; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 163.8335; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1282; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:02:42,757 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 +2025-06-04 17:03:56,922 - INFO - Training: cls_zice: 107.31398199094052; reg_zipnll: -171.74303140703415; cnt_loss: 20.36290099920816; +2025-06-04 17:03:56,922 - INFO - Evaluation: +Curr mae: 138.4797; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 278.0259; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.3052; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:03:56,922 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 +2025-06-04 17:05:10,766 - INFO - Training: cls_zice: 110.0056266532039; reg_zipnll: -174.15304962688725; cnt_loss: 21.689046793426108; +2025-06-04 17:05:10,767 - INFO - Evaluation: +Curr mae: 91.0818; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 168.4343; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1293; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:05:10,767 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 +2025-06-04 17:06:25,339 - INFO - Training: cls_zice: 107.67423529972304; reg_zipnll: -151.93228964774025; cnt_loss: 20.89107475849177; +2025-06-04 17:06:25,339 - INFO - Evaluation: +Curr mae: 93.0216; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 176.4700; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1383; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:06:25,340 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 +2025-06-04 17:07:39,976 - INFO - Training: cls_zice: 108.86413321589792; reg_zipnll: -163.46147279549908; cnt_loss: 20.56281684723911; +2025-06-04 17:07:39,977 - INFO - Evaluation: +Curr mae: 93.3210; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 156.1543; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1561; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:07:39,977 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 +2025-06-04 17:08:53,568 - INFO - Training: cls_zice: 105.08054257070782; reg_zipnll: -149.2313536208197; cnt_loss: 18.399656840507557; +2025-06-04 17:08:53,568 - INFO - Evaluation: +Curr mae: 99.3701; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 171.5333; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1615; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:08:53,568 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 +2025-06-04 17:10:07,840 - INFO - Training: cls_zice: 106.90310073372544; reg_zipnll: -140.97036606744425; cnt_loss: 20.254790699245124; +2025-06-04 17:10:07,841 - INFO - Evaluation: +Curr mae: 104.2627; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 167.7645; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1992; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:10:07,841 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 +2025-06-04 17:11:21,479 - INFO - Training: cls_zice: 107.68588759567564; reg_zipnll: -168.4168957211324; cnt_loss: 19.98874332099561; +2025-06-04 17:11:21,480 - INFO - Evaluation: +Curr mae: 93.8553; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 158.7446; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1533; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:11:21,480 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 +2025-06-04 17:12:35,331 - INFO - Training: cls_zice: 109.38102249751817; reg_zipnll: -186.96993047827917; cnt_loss: 18.29207137404688; +2025-06-04 17:12:35,331 - INFO - Evaluation: +Curr mae: 87.3318; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 153.0125; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1226; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:12:35,331 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 +2025-06-04 17:13:49,754 - INFO - Training: cls_zice: 106.32181802964368; reg_zipnll: -150.7702020746193; cnt_loss: 19.930712440945456; +2025-06-04 17:13:49,755 - INFO - Evaluation: +Curr mae: 93.5275; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 164.1626; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.2878; +Curr nae: 0.1455; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:13:49,755 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 +2025-06-04 17:15:03,437 - INFO - Training: cls_zice: 106.90429071085343; reg_zipnll: -162.9948778720881; cnt_loss: 20.028472420395605; +2025-06-04 17:15:03,705 - INFO - Evaluation: +Curr mae: 82.9681; Best mae: 80.7320; 81.6356; 81.8482; 81.8827; 82.0651; +Curr rmse: 142.1857; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1288; Best nae: 0.1134; 0.1140; 0.1156; 0.1167; 0.1191; + + + +2025-06-04 17:15:03,706 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 +2025-06-04 17:16:18,398 - INFO - Training: cls_zice: 108.0641170021714; reg_zipnll: -161.69481237045187; cnt_loss: 20.20436738500532; +2025-06-04 17:16:18,803 - INFO - Evaluation: +Curr mae: 79.8751; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 144.3627; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1111; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:16:18,803 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 +2025-06-04 17:17:33,173 - INFO - Training: cls_zice: 105.95154492586654; reg_zipnll: -178.49816258537848; cnt_loss: 20.745795960457908; +2025-06-04 17:17:33,173 - INFO - Evaluation: +Curr mae: 90.3057; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 164.1647; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1269; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:17:33,173 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 +2025-06-04 17:18:46,918 - INFO - Training: cls_zice: 106.57527693691632; reg_zipnll: -156.11462627183522; cnt_loss: 21.466670446837973; +2025-06-04 17:18:46,918 - INFO - Evaluation: +Curr mae: 106.1855; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 182.1360; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1995; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:18:46,919 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 +2025-06-04 17:20:01,412 - INFO - Training: cls_zice: 104.37958407875718; reg_zipnll: -146.31781248383174; cnt_loss: 18.410153955813275; +2025-06-04 17:20:01,412 - INFO - Evaluation: +Curr mae: 82.8632; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 146.4244; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1184; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:20:01,413 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 +2025-06-04 17:21:15,320 - INFO - Training: cls_zice: 103.86338482787278; reg_zipnll: -157.56579800157357; cnt_loss: 18.19539198970163; +2025-06-04 17:21:15,320 - INFO - Evaluation: +Curr mae: 87.6202; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 155.2004; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1267; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:21:15,321 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 +2025-06-04 17:22:29,173 - INFO - Training: cls_zice: 107.88315794483715; reg_zipnll: -156.73946314931706; cnt_loss: 17.309938893412912; +2025-06-04 17:22:29,174 - INFO - Evaluation: +Curr mae: 109.2525; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 183.7116; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1982; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:22:29,174 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 +2025-06-04 17:23:43,506 - INFO - Training: cls_zice: 108.67215353605764; reg_zipnll: -171.51955093611156; cnt_loss: 19.40926588765833; +2025-06-04 17:23:43,507 - INFO - Evaluation: +Curr mae: 86.9998; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 148.9086; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1290; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:23:43,507 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 +2025-06-04 17:24:56,887 - INFO - Training: cls_zice: 103.77254131140299; reg_zipnll: -139.86456607667026; cnt_loss: 16.5646485587619; +2025-06-04 17:24:56,888 - INFO - Evaluation: +Curr mae: 85.7263; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 156.1393; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1248; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:24:56,888 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 +2025-06-04 17:26:11,391 - INFO - Training: cls_zice: 105.46769586146273; reg_zipnll: -142.93402850548952; cnt_loss: 16.111459158903717; +2025-06-04 17:26:11,392 - INFO - Evaluation: +Curr mae: 87.8154; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 159.9037; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1309; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:26:11,392 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 +2025-06-04 17:27:25,780 - INFO - Training: cls_zice: 106.40783074991593; reg_zipnll: -152.93884889968973; cnt_loss: 18.207493200996854; +2025-06-04 17:27:25,780 - INFO - Evaluation: +Curr mae: 90.1081; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 164.3966; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1297; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:27:25,781 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 +2025-06-04 17:28:40,105 - INFO - Training: cls_zice: 103.99678748175009; reg_zipnll: -163.78147331136742; cnt_loss: 19.665545150933678; +2025-06-04 17:28:40,106 - INFO - Evaluation: +Curr mae: 93.4296; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 163.0870; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1528; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:28:40,106 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 +2025-06-04 17:29:54,629 - INFO - Training: cls_zice: 104.39449676614723; reg_zipnll: -131.4056843953417; cnt_loss: 15.943499028287976; +2025-06-04 17:29:54,630 - INFO - Evaluation: +Curr mae: 89.3282; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 155.3050; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1378; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:29:54,630 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 +2025-06-04 17:31:08,108 - INFO - Training: cls_zice: 104.0217573911149; reg_zipnll: -139.4543709912837; cnt_loss: 17.498917350705884; +2025-06-04 17:31:08,108 - INFO - Evaluation: +Curr mae: 87.6276; Best mae: 79.8751; 80.7320; 81.6356; 81.8482; 81.8827; +Curr rmse: 155.4030; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1367; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:31:08,108 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 +2025-06-04 17:32:21,512 - INFO - Training: cls_zice: 100.37447277599613; reg_zipnll: -131.5426268893362; cnt_loss: 17.970997548261227; +2025-06-04 17:32:21,715 - INFO - Evaluation: +Curr mae: 81.0219; Best mae: 79.8751; 80.7320; 81.0219; 81.6356; 81.8482; +Curr rmse: 145.2133; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1183; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:32:21,715 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 +2025-06-04 17:33:36,094 - INFO - Training: cls_zice: 104.73248864957039; reg_zipnll: -153.56064161085925; cnt_loss: 18.285366560449663; +2025-06-04 17:33:36,094 - INFO - Evaluation: +Curr mae: 83.9684; Best mae: 79.8751; 80.7320; 81.0219; 81.6356; 81.8482; +Curr rmse: 147.1170; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1252; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:33:36,094 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 +2025-06-04 17:34:49,783 - INFO - Training: cls_zice: 104.33329277796462; reg_zipnll: -166.2932625701096; cnt_loss: 19.25113002196053; +2025-06-04 17:34:49,783 - INFO - Evaluation: +Curr mae: 93.5260; Best mae: 79.8751; 80.7320; 81.0219; 81.6356; 81.8482; +Curr rmse: 171.1966; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1397; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:34:49,784 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 +2025-06-04 17:36:04,262 - INFO - Training: cls_zice: 111.1520713654575; reg_zipnll: -153.55678824241588; cnt_loss: 21.330563518385222; +2025-06-04 17:36:04,263 - INFO - Evaluation: +Curr mae: 88.9832; Best mae: 79.8751; 80.7320; 81.0219; 81.6356; 81.8482; +Curr rmse: 164.8565; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1244; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:36:04,263 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 +2025-06-04 17:37:18,549 - INFO - Training: cls_zice: 103.15784051402515; reg_zipnll: -176.13368136677522; cnt_loss: 17.08833144832131; +2025-06-04 17:37:18,549 - INFO - Evaluation: +Curr mae: 83.5659; Best mae: 79.8751; 80.7320; 81.0219; 81.6356; 81.8482; +Curr rmse: 150.2484; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1182; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:37:18,550 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 +2025-06-04 17:38:31,840 - INFO - Training: cls_zice: 105.26451115892424; reg_zipnll: -174.9007626400878; cnt_loss: 18.57280568255494; +2025-06-04 17:38:31,840 - INFO - Evaluation: +Curr mae: 101.3067; Best mae: 79.8751; 80.7320; 81.0219; 81.6356; 81.8482; +Curr rmse: 170.7512; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1592; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:38:31,840 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 +2025-06-04 17:39:46,248 - INFO - Training: cls_zice: 104.5630466132764; reg_zipnll: -152.18872847778118; cnt_loss: 17.24573986261886; +2025-06-04 17:39:46,455 - INFO - Evaluation: +Curr mae: 81.6289; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 148.3433; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1168; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:39:46,455 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 +2025-06-04 17:41:00,557 - INFO - Training: cls_zice: 105.0044317940213; reg_zipnll: -172.8876900893963; cnt_loss: 19.332854316724056; +2025-06-04 17:41:00,557 - INFO - Evaluation: +Curr mae: 86.6944; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 152.3529; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1267; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:41:00,557 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 +2025-06-04 17:42:14,949 - INFO - Training: cls_zice: 104.9902602442053; reg_zipnll: -126.41763741449014; cnt_loss: 17.58827101947456; +2025-06-04 17:42:14,949 - INFO - Evaluation: +Curr mae: 82.5750; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 149.4310; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1175; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:42:14,949 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 +2025-06-04 17:43:29,443 - INFO - Training: cls_zice: 106.65405925220212; reg_zipnll: -181.3654708578097; cnt_loss: 18.937435994874562; +2025-06-04 17:43:29,443 - INFO - Evaluation: +Curr mae: 103.4812; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 185.1624; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1540; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:43:29,443 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 +2025-06-04 17:44:43,600 - INFO - Training: cls_zice: 104.07186841648935; reg_zipnll: -173.06443451256152; cnt_loss: 18.02032859120148; +2025-06-04 17:44:43,601 - INFO - Evaluation: +Curr mae: 85.8306; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 151.1331; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1322; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:44:43,601 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 +2025-06-04 17:45:57,993 - INFO - Training: cls_zice: 104.79539886373558; reg_zipnll: -151.1717320941142; cnt_loss: 16.758219445778046; +2025-06-04 17:45:57,993 - INFO - Evaluation: +Curr mae: 92.6904; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 152.2414; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1665; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:45:57,994 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 +2025-06-04 17:47:12,234 - INFO - Training: cls_zice: 103.67089839960566; reg_zipnll: -179.23426170222805; cnt_loss: 16.180515114045303; +2025-06-04 17:47:12,235 - INFO - Evaluation: +Curr mae: 83.3446; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 149.9231; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1261; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:47:12,235 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 +2025-06-04 17:48:26,054 - INFO - Training: cls_zice: 103.91953383692054; reg_zipnll: -157.40102267107426; cnt_loss: 17.115430639279598; +2025-06-04 17:48:26,054 - INFO - Evaluation: +Curr mae: 91.8900; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 161.2704; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1444; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:48:26,055 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 +2025-06-04 17:49:40,325 - INFO - Training: cls_zice: 105.0276942063641; reg_zipnll: -178.88591384887695; cnt_loss: 18.319713829368943; +2025-06-04 17:49:40,325 - INFO - Evaluation: +Curr mae: 105.3198; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 191.9451; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1689; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:49:40,325 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 +2025-06-04 17:50:53,841 - INFO - Training: cls_zice: 107.5268819442648; reg_zipnll: -185.6937597666355; cnt_loss: 17.950901937800527; +2025-06-04 17:50:53,842 - INFO - Evaluation: +Curr mae: 94.5081; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 167.5613; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1488; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:50:53,842 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 +2025-06-04 17:52:08,100 - INFO - Training: cls_zice: 105.35135979052411; reg_zipnll: -159.84233289680733; cnt_loss: 16.73161466547985; +2025-06-04 17:52:08,101 - INFO - Evaluation: +Curr mae: 123.8526; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 219.6981; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.2359; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:52:08,882 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 +2025-06-04 17:53:23,358 - INFO - Training: cls_zice: 105.47525208833201; reg_zipnll: -162.72151697550387; cnt_loss: 17.418000357040505; +2025-06-04 17:53:23,359 - INFO - Evaluation: +Curr mae: 104.4486; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 179.3260; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1724; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:53:23,359 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 +2025-06-04 17:54:37,274 - INFO - Training: cls_zice: 105.6212873395705; reg_zipnll: -186.0158989382106; cnt_loss: 15.577257341106996; +2025-06-04 17:54:37,275 - INFO - Evaluation: +Curr mae: 85.5456; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 150.2646; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1284; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:54:37,275 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 +2025-06-04 17:55:52,242 - INFO - Training: cls_zice: 98.78728846366832; reg_zipnll: -149.54326650480562; cnt_loss: 16.107999065853903; +2025-06-04 17:55:52,242 - INFO - Evaluation: +Curr mae: 81.7156; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 146.9995; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1209; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:55:52,242 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 +2025-06-04 17:57:06,009 - INFO - Training: cls_zice: 97.63287094570943; reg_zipnll: -137.02349027418933; cnt_loss: 15.179770115984986; +2025-06-04 17:57:06,009 - INFO - Evaluation: +Curr mae: 83.0174; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 143.2227; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1207; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:57:06,009 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 +2025-06-04 17:58:20,019 - INFO - Training: cls_zice: 101.58231427022163; reg_zipnll: -168.77191708419497; cnt_loss: 15.296992025627995; +2025-06-04 17:58:20,019 - INFO - Evaluation: +Curr mae: 86.9411; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 153.9611; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1282; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:58:20,020 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 +2025-06-04 17:59:34,321 - INFO - Training: cls_zice: 98.74906788756516; reg_zipnll: -149.3599188469893; cnt_loss: 15.80650022803553; +2025-06-04 17:59:34,321 - INFO - Evaluation: +Curr mae: 103.8143; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 197.7325; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1824; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 17:59:34,322 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 +2025-06-04 18:00:47,947 - INFO - Training: cls_zice: 102.46868729749262; reg_zipnll: -188.3930264845589; cnt_loss: 17.01504830808829; +2025-06-04 18:00:47,947 - INFO - Evaluation: +Curr mae: 114.8756; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 214.6733; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.2382; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:00:47,947 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 +2025-06-04 18:02:02,506 - INFO - Training: cls_zice: 102.35455769418881; reg_zipnll: -153.88356334799963; cnt_loss: 14.842813330770328; +2025-06-04 18:02:02,507 - INFO - Evaluation: +Curr mae: 100.3841; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 182.7571; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1631; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:02:02,507 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 +2025-06-04 18:03:16,917 - INFO - Training: cls_zice: 105.30306925994671; reg_zipnll: -162.0920816762558; cnt_loss: 14.782897688695137; +2025-06-04 18:03:16,918 - INFO - Evaluation: +Curr mae: 131.3552; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 232.7708; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.2640; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:03:16,918 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 +2025-06-04 18:04:30,609 - INFO - Training: cls_zice: 102.00984929571088; reg_zipnll: -145.87907949030793; cnt_loss: 16.40688264133125; +2025-06-04 18:04:30,610 - INFO - Evaluation: +Curr mae: 87.0550; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 151.2111; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1321; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:04:30,610 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 +2025-06-04 18:05:45,138 - INFO - Training: cls_zice: 101.30210910569753; reg_zipnll: -163.27757426760843; cnt_loss: 14.733094245392754; +2025-06-04 18:05:45,139 - INFO - Evaluation: +Curr mae: 90.7729; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 168.4977; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1287; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:05:45,139 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 +2025-06-04 18:06:59,205 - INFO - Training: cls_zice: 102.26684046107412; reg_zipnll: -167.50963738422521; cnt_loss: 15.327939935077895; +2025-06-04 18:06:59,205 - INFO - Evaluation: +Curr mae: 102.6986; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 202.7799; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1366; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:06:59,205 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 +2025-06-04 18:08:13,642 - INFO - Training: cls_zice: 101.826799923221; reg_zipnll: -181.22661737100967; cnt_loss: 16.98891122293788; +2025-06-04 18:08:13,642 - INFO - Evaluation: +Curr mae: 88.6506; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 158.4975; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1270; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:08:13,642 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 +2025-06-04 18:09:28,150 - INFO - Training: cls_zice: 104.02888472348648; reg_zipnll: -174.47609843323562; cnt_loss: 16.62455319410918; +2025-06-04 18:09:28,151 - INFO - Evaluation: +Curr mae: 92.5055; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 171.7755; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1301; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:09:28,151 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 +2025-06-04 18:10:42,510 - INFO - Training: cls_zice: 99.1169781969083; reg_zipnll: -158.82314356747054; cnt_loss: 14.21956688205138; +2025-06-04 18:10:42,511 - INFO - Evaluation: +Curr mae: 93.5177; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 171.0148; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1358; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:10:42,511 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 +2025-06-04 18:11:56,977 - INFO - Training: cls_zice: 101.39781927904546; reg_zipnll: -194.83468366458715; cnt_loss: 15.492763224027014; +2025-06-04 18:11:56,977 - INFO - Evaluation: +Curr mae: 85.2439; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 151.6763; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1223; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:11:56,977 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 +2025-06-04 18:13:11,117 - INFO - Training: cls_zice: 101.09012650496123; reg_zipnll: -168.109039755057; cnt_loss: 15.711514041913267; +2025-06-04 18:13:11,117 - INFO - Evaluation: +Curr mae: 90.5340; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 165.9957; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1263; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:13:11,117 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 +2025-06-04 18:14:24,935 - INFO - Training: cls_zice: 101.31312761243605; reg_zipnll: -184.87903954966967; cnt_loss: 14.522219367374648; +2025-06-04 18:14:24,936 - INFO - Evaluation: +Curr mae: 92.6322; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 167.4981; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1307; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:14:24,936 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 +2025-06-04 18:15:39,371 - INFO - Training: cls_zice: 99.45048509054627; reg_zipnll: -147.95189366119587; cnt_loss: 14.567178985140972; +2025-06-04 18:15:39,371 - INFO - Evaluation: +Curr mae: 92.4496; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 164.5906; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1373; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:15:39,372 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 +2025-06-04 18:16:53,144 - INFO - Training: cls_zice: 100.62271077743429; reg_zipnll: -149.7449138969775; cnt_loss: 14.7590844678563; +2025-06-04 18:16:53,144 - INFO - Evaluation: +Curr mae: 85.8381; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 155.0447; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1257; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:16:53,144 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 +2025-06-04 18:18:07,797 - INFO - Training: cls_zice: 98.87614178815424; reg_zipnll: -141.27572814044572; cnt_loss: 14.593805728369201; +2025-06-04 18:18:07,798 - INFO - Evaluation: +Curr mae: 87.3982; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 157.8424; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1232; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:18:07,798 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 +2025-06-04 18:19:22,144 - INFO - Training: cls_zice: 100.5635321787651; reg_zipnll: -152.0188315309436; cnt_loss: 13.81705460958923; +2025-06-04 18:19:22,144 - INFO - Evaluation: +Curr mae: 90.9706; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 171.4972; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1275; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:19:22,144 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 +2025-06-04 18:20:35,851 - INFO - Training: cls_zice: 101.83586790072208; reg_zipnll: -162.2670926605629; cnt_loss: 14.045642843309617; +2025-06-04 18:20:35,851 - INFO - Evaluation: +Curr mae: 90.4241; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 158.0330; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1404; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:20:35,852 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 +2025-06-04 18:21:50,041 - INFO - Training: cls_zice: 98.03878874494539; reg_zipnll: -148.4944894298023; cnt_loss: 13.121692990625142; +2025-06-04 18:21:50,041 - INFO - Evaluation: +Curr mae: 96.0239; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 175.4987; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1391; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:21:50,041 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 +2025-06-04 18:23:03,698 - INFO - Training: cls_zice: 103.65175273718424; reg_zipnll: -178.72194085531677; cnt_loss: 13.534193907352472; +2025-06-04 18:23:03,698 - INFO - Evaluation: +Curr mae: 83.7048; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 148.1134; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1246; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:23:03,698 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 +2025-06-04 18:24:17,771 - INFO - Training: cls_zice: 100.75561978169624; reg_zipnll: -159.74553000216451; cnt_loss: 14.248362130676673; +2025-06-04 18:24:17,772 - INFO - Evaluation: +Curr mae: 92.7084; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 164.1868; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1426; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:24:17,772 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 +2025-06-04 18:25:32,567 - INFO - Training: cls_zice: 97.4416497337897; reg_zipnll: -165.55804166730667; cnt_loss: 14.255268755338049; +2025-06-04 18:25:32,567 - INFO - Evaluation: +Curr mae: 84.4569; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 151.7520; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1227; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:25:32,567 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 +2025-06-04 18:26:46,815 - INFO - Training: cls_zice: 99.86862780084674; reg_zipnll: -191.66296771977912; cnt_loss: 15.95278187777033; +2025-06-04 18:26:46,816 - INFO - Evaluation: +Curr mae: 88.1187; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 153.8839; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1296; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:26:46,816 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 +2025-06-04 18:28:01,873 - INFO - Training: cls_zice: 99.82817950469769; reg_zipnll: -175.925949204047; cnt_loss: 13.854981671105946; +2025-06-04 18:28:01,873 - INFO - Evaluation: +Curr mae: 86.3455; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 156.9567; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1213; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:28:01,873 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 +2025-06-04 18:29:16,166 - INFO - Training: cls_zice: 100.53319338615367; reg_zipnll: -153.1315505551976; cnt_loss: 14.319172740772071; +2025-06-04 18:29:16,166 - INFO - Evaluation: +Curr mae: 84.6515; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 148.8423; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1218; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:29:16,166 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 +2025-06-04 18:30:29,586 - INFO - Training: cls_zice: 99.33516728483289; reg_zipnll: -145.35595499758688; cnt_loss: 13.19457267609653; +2025-06-04 18:30:29,587 - INFO - Evaluation: +Curr mae: 87.4868; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 154.4637; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1346; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:30:29,587 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 +2025-06-04 18:31:44,302 - INFO - Training: cls_zice: 99.84602230905698; reg_zipnll: -166.55506447293112; cnt_loss: 13.7231520469615; +2025-06-04 18:31:44,302 - INFO - Evaluation: +Curr mae: 104.8898; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 177.5888; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1783; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:31:44,303 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 +2025-06-04 18:32:57,855 - INFO - Training: cls_zice: 98.21510883356562; reg_zipnll: -166.62122353812717; cnt_loss: 15.58107114311875; +2025-06-04 18:32:57,855 - INFO - Evaluation: +Curr mae: 94.6887; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 174.2492; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1470; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:32:57,855 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 +2025-06-04 18:34:12,426 - INFO - Training: cls_zice: 101.89014068502465; reg_zipnll: -190.69046196084938; cnt_loss: 12.72897242236611; +2025-06-04 18:34:12,427 - INFO - Evaluation: +Curr mae: 88.3540; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 156.1984; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1297; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:34:12,427 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 +2025-06-04 18:35:26,972 - INFO - Training: cls_zice: 98.05630143272955; reg_zipnll: -167.6666430353329; cnt_loss: 13.22712366786224; +2025-06-04 18:35:26,973 - INFO - Evaluation: +Curr mae: 91.0534; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 161.5313; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1448; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:35:26,973 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 +2025-06-04 18:36:41,006 - INFO - Training: cls_zice: 99.419791922664; reg_zipnll: -171.21416763280402; cnt_loss: 14.583769916698632; +2025-06-04 18:36:41,006 - INFO - Evaluation: +Curr mae: 99.8873; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 193.0255; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1360; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:36:41,006 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 +2025-06-04 18:37:55,305 - INFO - Training: cls_zice: 100.51194106348304; reg_zipnll: -181.94049288263383; cnt_loss: 14.02618611095757; +2025-06-04 18:37:55,306 - INFO - Evaluation: +Curr mae: 89.3808; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 163.9989; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1232; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:37:55,306 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 +2025-06-04 18:39:09,218 - INFO - Training: cls_zice: 101.80605634474597; reg_zipnll: -206.16524754454758; cnt_loss: 15.732890474085776; +2025-06-04 18:39:09,219 - INFO - Evaluation: +Curr mae: 87.0414; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 154.0246; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1197; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:39:09,219 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 +2025-06-04 18:40:22,401 - INFO - Training: cls_zice: 101.34852534414127; reg_zipnll: -163.77928784983047; cnt_loss: 13.995717116539051; +2025-06-04 18:40:22,401 - INFO - Evaluation: +Curr mae: 88.5867; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 152.9787; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1300; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:40:22,402 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 +2025-06-04 18:41:36,950 - INFO - Training: cls_zice: 95.80989640595897; reg_zipnll: -174.84443684129525; cnt_loss: 12.559655468984944; +2025-06-04 18:41:36,950 - INFO - Evaluation: +Curr mae: 84.2041; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 146.5045; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1246; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:41:36,950 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 +2025-06-04 18:42:50,514 - INFO - Training: cls_zice: 99.83523370098594; reg_zipnll: -164.1518477856718; cnt_loss: 12.797687904724222; +2025-06-04 18:42:50,514 - INFO - Evaluation: +Curr mae: 83.8779; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 153.4473; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1181; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:42:50,515 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 +2025-06-04 18:44:04,697 - INFO - Training: cls_zice: 99.57036490787733; reg_zipnll: -172.70588967658037; cnt_loss: 13.16186173230607; +2025-06-04 18:44:04,698 - INFO - Evaluation: +Curr mae: 84.4925; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 152.7496; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1237; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:44:04,698 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 +2025-06-04 18:45:19,129 - INFO - Training: cls_zice: 96.31472465060405; reg_zipnll: -147.05978396080977; cnt_loss: 13.410903303038994; +2025-06-04 18:45:19,130 - INFO - Evaluation: +Curr mae: 89.9345; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 163.1252; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1340; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:45:19,130 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 +2025-06-04 18:46:33,262 - INFO - Training: cls_zice: 96.91449122397316; reg_zipnll: -174.85225393282656; cnt_loss: 13.246447482645907; +2025-06-04 18:46:33,262 - INFO - Evaluation: +Curr mae: 84.2443; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 152.1811; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1204; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:46:33,262 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 +2025-06-04 18:47:47,829 - INFO - Training: cls_zice: 96.46687661733058; reg_zipnll: -148.1068282474745; cnt_loss: 12.403661517907452; +2025-06-04 18:47:47,830 - INFO - Evaluation: +Curr mae: 86.9599; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 156.3351; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1241; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:47:47,830 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 +2025-06-04 18:49:01,729 - INFO - Training: cls_zice: 97.96609471807416; reg_zipnll: -184.13999962964596; cnt_loss: 12.54660810382161; +2025-06-04 18:49:01,730 - INFO - Evaluation: +Curr mae: 88.2540; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 158.6328; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1324; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:49:01,730 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 +2025-06-04 18:50:15,450 - INFO - Training: cls_zice: 101.3741466951686; reg_zipnll: -184.11540247430864; cnt_loss: 13.641074850069765; +2025-06-04 18:50:15,451 - INFO - Evaluation: +Curr mae: 85.5537; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 151.8995; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1256; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:50:15,451 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 +2025-06-04 18:51:29,817 - INFO - Training: cls_zice: 98.68259561298699; reg_zipnll: -153.88155051730325; cnt_loss: 12.118925688282543; +2025-06-04 18:51:29,818 - INFO - Evaluation: +Curr mae: 86.0022; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 157.0903; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1266; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:51:29,818 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 +2025-06-04 18:52:43,679 - INFO - Training: cls_zice: 100.08475088915289; reg_zipnll: -182.5516238181007; cnt_loss: 14.400943479790593; +2025-06-04 18:52:43,680 - INFO - Evaluation: +Curr mae: 85.1738; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 153.1086; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1212; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:52:43,680 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 +2025-06-04 18:53:58,509 - INFO - Training: cls_zice: 99.59560710073306; reg_zipnll: -159.42395063741318; cnt_loss: 13.26650672558917; +2025-06-04 18:53:58,509 - INFO - Evaluation: +Curr mae: 84.6237; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 153.6301; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1189; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:53:59,298 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 +2025-06-04 18:55:13,390 - INFO - Training: cls_zice: 100.87642507995201; reg_zipnll: -172.65282357449564; cnt_loss: 12.362151111198576; +2025-06-04 18:55:13,390 - INFO - Evaluation: +Curr mae: 85.1475; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 154.4234; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1214; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:55:13,391 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 +2025-06-04 18:56:27,089 - INFO - Training: cls_zice: 98.22614014227659; reg_zipnll: -141.12929817856542; cnt_loss: 11.86460702624542; +2025-06-04 18:56:27,089 - INFO - Evaluation: +Curr mae: 88.7355; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 157.0501; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1324; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:56:27,089 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 +2025-06-04 18:57:41,519 - INFO - Training: cls_zice: 98.54414127362485; reg_zipnll: -164.26075933469053; cnt_loss: 12.290206340764533; +2025-06-04 18:57:41,520 - INFO - Evaluation: +Curr mae: 85.8513; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 153.9727; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1211; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:57:41,520 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 +2025-06-04 18:58:55,452 - INFO - Training: cls_zice: 97.12045447242181; reg_zipnll: -178.08739392488997; cnt_loss: 12.239781577066081; +2025-06-04 18:58:55,452 - INFO - Evaluation: +Curr mae: 88.4070; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 162.7745; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1263; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 18:58:55,453 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 +2025-06-04 19:00:10,288 - INFO - Training: cls_zice: 98.41566012553032; reg_zipnll: -168.40864833301265; cnt_loss: 14.242749367328669; +2025-06-04 19:00:10,289 - INFO - Evaluation: +Curr mae: 88.7641; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 162.4543; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1325; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:00:10,289 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 +2025-06-04 19:01:24,775 - INFO - Training: cls_zice: 98.7106605555048; reg_zipnll: -168.9120151570301; cnt_loss: 12.578582548937261; +2025-06-04 19:01:24,776 - INFO - Evaluation: +Curr mae: 90.4358; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 172.5890; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1291; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:01:24,776 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 +2025-06-04 19:02:38,354 - INFO - Training: cls_zice: 95.26052087190135; reg_zipnll: -159.64041781899155; cnt_loss: 11.929235715739775; +2025-06-04 19:02:38,354 - INFO - Evaluation: +Curr mae: 86.8250; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 157.6604; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1207; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:02:38,354 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 +2025-06-04 19:03:52,869 - INFO - Training: cls_zice: 98.51299251783763; reg_zipnll: -182.7478269993864; cnt_loss: 15.424753673818728; +2025-06-04 19:03:52,870 - INFO - Evaluation: +Curr mae: 85.9801; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 153.1984; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1256; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:03:52,870 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 +2025-06-04 19:05:06,784 - INFO - Training: cls_zice: 98.12106723659086; reg_zipnll: -180.03640456547012; cnt_loss: 13.13406089757452; +2025-06-04 19:05:06,784 - INFO - Evaluation: +Curr mae: 87.8335; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 149.9113; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1326; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:05:06,784 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 +2025-06-04 19:06:20,732 - INFO - Training: cls_zice: 98.11573206667869; reg_zipnll: -172.51941889958667; cnt_loss: 11.866524112145632; +2025-06-04 19:06:20,733 - INFO - Evaluation: +Curr mae: 82.1610; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 144.4261; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1172; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:06:20,733 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 +2025-06-04 19:07:34,980 - INFO - Training: cls_zice: 96.26098786916164; reg_zipnll: -139.82051428106448; cnt_loss: 11.840300408420184; +2025-06-04 19:07:34,981 - INFO - Evaluation: +Curr mae: 89.7474; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 157.4559; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1380; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:07:34,981 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 +2025-06-04 19:08:49,376 - INFO - Training: cls_zice: 97.6912043805154; reg_zipnll: -176.8497469251519; cnt_loss: 11.650440152907214; +2025-06-04 19:08:49,377 - INFO - Evaluation: +Curr mae: 86.8569; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 153.5481; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1411; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:08:49,377 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 +2025-06-04 19:10:03,711 - INFO - Training: cls_zice: 100.24800046706042; reg_zipnll: -163.33299827575684; cnt_loss: 12.105772987896243; +2025-06-04 19:10:03,711 - INFO - Evaluation: +Curr mae: 82.5928; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 148.0005; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1215; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:10:03,711 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 +2025-06-04 19:11:17,701 - INFO - Training: cls_zice: 97.02571109746465; reg_zipnll: -153.78195118430435; cnt_loss: 10.86782046185424; +2025-06-04 19:11:17,702 - INFO - Evaluation: +Curr mae: 82.4130; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 147.2191; Best rmse: 135.6457; 136.4458; 137.4192; 141.7677; 142.1857; +Curr nae: 0.1214; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:11:17,702 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 +2025-06-04 19:12:31,367 - INFO - Training: cls_zice: 95.11234824073236; reg_zipnll: -176.65866558757048; cnt_loss: 11.988646927258825; +2025-06-04 19:12:31,573 - INFO - Evaluation: +Curr mae: 82.0457; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 141.5016; Best rmse: 135.6457; 136.4458; 137.4192; 141.5016; 141.7677; +Curr nae: 0.1167; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:12:31,574 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 +2025-06-04 19:13:46,036 - INFO - Training: cls_zice: 96.8674846169175; reg_zipnll: -163.15907636225617; cnt_loss: 10.737098900687615; +2025-06-04 19:13:46,037 - INFO - Evaluation: +Curr mae: 89.8204; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 155.8854; Best rmse: 135.6457; 136.4458; 137.4192; 141.5016; 141.7677; +Curr nae: 0.1413; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:13:46,037 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 +2025-06-04 19:14:59,855 - INFO - Training: cls_zice: 95.05507369704594; reg_zipnll: -165.3398119692771; cnt_loss: 11.55513227064878; +2025-06-04 19:14:59,856 - INFO - Evaluation: +Curr mae: 82.7101; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 148.5261; Best rmse: 135.6457; 136.4458; 137.4192; 141.5016; 141.7677; +Curr nae: 0.1184; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:14:59,856 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 +2025-06-04 19:16:14,167 - INFO - Training: cls_zice: 98.81594836001365; reg_zipnll: -165.56037081156344; cnt_loss: 11.692395503947276; +2025-06-04 19:16:14,167 - INFO - Evaluation: +Curr mae: 87.4864; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 158.2133; Best rmse: 135.6457; 136.4458; 137.4192; 141.5016; 141.7677; +Curr nae: 0.1237; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1167; + + + +2025-06-04 19:16:14,168 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 +2025-06-04 19:17:28,038 - INFO - Training: cls_zice: 95.67375247525852; reg_zipnll: -160.23058744771592; cnt_loss: 10.617096597785192; +2025-06-04 19:17:28,274 - INFO - Evaluation: +Curr mae: 84.6787; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 150.5597; Best rmse: 135.6457; 136.4458; 137.4192; 141.5016; 141.7677; +Curr nae: 0.1165; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1165; + + + +2025-06-04 19:17:28,274 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 +2025-06-04 19:18:41,433 - INFO - Training: cls_zice: 97.0044110152895; reg_zipnll: -178.24919792200555; cnt_loss: 10.458697129559043; +2025-06-04 19:18:41,433 - INFO - Evaluation: +Curr mae: 87.6142; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 156.3768; Best rmse: 135.6457; 136.4458; 137.4192; 141.5016; 141.7677; +Curr nae: 0.1253; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1165; + + + +2025-06-04 19:18:41,433 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 +2025-06-04 19:19:55,814 - INFO - Training: cls_zice: 95.05952075932989; reg_zipnll: -154.97169594417343; cnt_loss: 9.979395860078318; +2025-06-04 19:19:55,815 - INFO - Evaluation: +Curr mae: 86.8646; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 161.1408; Best rmse: 135.6457; 136.4458; 137.4192; 141.5016; 141.7677; +Curr nae: 0.1220; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1165; + + + +2025-06-04 19:19:55,815 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 +2025-06-04 19:21:09,355 - INFO - Training: cls_zice: 100.918423696859; reg_zipnll: -144.07475348971536; cnt_loss: 10.998877685591085; +2025-06-04 19:21:09,355 - INFO - Evaluation: +Curr mae: 83.2255; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 146.9624; Best rmse: 135.6457; 136.4458; 137.4192; 141.5016; 141.7677; +Curr nae: 0.1193; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1165; + + + +2025-06-04 19:21:09,355 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 +2025-06-04 19:22:23,119 - INFO - Training: cls_zice: 97.90894830463738; reg_zipnll: -145.28202541300791; cnt_loss: 10.915786558429136; +2025-06-04 19:22:23,120 - INFO - Evaluation: +Curr mae: 84.3302; Best mae: 79.8751; 80.7320; 81.0219; 81.6289; 81.6356; +Curr rmse: 147.1778; Best rmse: 135.6457; 136.4458; 137.4192; 141.5016; 141.7677; +Curr nae: 0.1188; Best nae: 0.1111; 0.1134; 0.1140; 0.1156; 0.1165; + + + +2025-06-04 19:22:23,120 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 +2025-06-04 19:23:37,696 - INFO - Training: cls_zice: 97.27247008266828; reg_zipnll: -163.57493497835878; cnt_loss: 10.022436665383395; +2025-06-04 19:23:38,235 - INFO - Evaluation: +Curr mae: 77.1969; Best mae: 77.1969; 79.8751; 80.7320; 81.0219; 81.6289; +Curr rmse: 138.5331; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1100; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1156; + + + +2025-06-04 19:23:38,235 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 +2025-06-04 19:24:52,436 - INFO - Training: cls_zice: 98.24698123552942; reg_zipnll: -175.34311651394069; cnt_loss: 12.032504937506669; +2025-06-04 19:24:52,437 - INFO - Evaluation: +Curr mae: 84.2854; Best mae: 77.1969; 79.8751; 80.7320; 81.0219; 81.6289; +Curr rmse: 148.2461; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1227; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1156; + + + +2025-06-04 19:24:52,437 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 +2025-06-04 19:26:07,114 - INFO - Training: cls_zice: 96.29889829269308; reg_zipnll: -169.23445475496203; cnt_loss: 10.074664726952054; +2025-06-04 19:26:07,114 - INFO - Evaluation: +Curr mae: 84.6369; Best mae: 77.1969; 79.8751; 80.7320; 81.0219; 81.6289; +Curr rmse: 147.0384; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1223; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1156; + + + +2025-06-04 19:26:07,114 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 +2025-06-04 19:27:20,863 - INFO - Training: cls_zice: 95.99636946924475; reg_zipnll: -162.3656307561508; cnt_loss: 9.8068790664736; +2025-06-04 19:27:20,864 - INFO - Evaluation: +Curr mae: 83.4916; Best mae: 77.1969; 79.8751; 80.7320; 81.0219; 81.6289; +Curr rmse: 145.6165; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1203; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1156; + + + +2025-06-04 19:27:20,864 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 +2025-06-04 19:28:34,485 - INFO - Training: cls_zice: 97.81405913750856; reg_zipnll: -193.30991575102144; cnt_loss: 11.477980567919497; +2025-06-04 19:28:34,486 - INFO - Evaluation: +Curr mae: 83.0000; Best mae: 77.1969; 79.8751; 80.7320; 81.0219; 81.6289; +Curr rmse: 147.6702; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1174; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1156; + + + +2025-06-04 19:28:34,486 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 +2025-06-04 19:29:48,965 - INFO - Training: cls_zice: 95.3251739527216; reg_zipnll: -200.6436567938091; cnt_loss: 10.684739275483896; +2025-06-04 19:29:49,216 - INFO - Evaluation: +Curr mae: 81.0727; Best mae: 77.1969; 79.8751; 80.7320; 81.0219; 81.0727; +Curr rmse: 143.2554; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1157; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1156; + + + +2025-06-04 19:29:49,216 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 +2025-06-04 19:31:02,597 - INFO - Training: cls_zice: 94.69026626735334; reg_zipnll: -147.55580121634023; cnt_loss: 9.655771527069295; +2025-06-04 19:31:03,063 - INFO - Evaluation: +Curr mae: 80.5805; Best mae: 77.1969; 79.8751; 80.5805; 80.7320; 81.0219; +Curr rmse: 142.2484; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1153; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1153; + + + +2025-06-04 19:31:03,063 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 +2025-06-04 19:32:17,500 - INFO - Training: cls_zice: 94.07520964919337; reg_zipnll: -146.57686852461455; cnt_loss: 9.627971740747919; +2025-06-04 19:32:17,500 - INFO - Evaluation: +Curr mae: 82.4355; Best mae: 77.1969; 79.8751; 80.5805; 80.7320; 81.0219; +Curr rmse: 143.6508; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1187; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1153; + + + +2025-06-04 19:32:17,500 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 +2025-06-04 19:33:31,972 - INFO - Training: cls_zice: 98.32289388795562; reg_zipnll: -168.4945888771916; cnt_loss: 10.43437309375662; +2025-06-04 19:33:31,972 - INFO - Evaluation: +Curr mae: 98.3794; Best mae: 77.1969; 79.8751; 80.5805; 80.7320; 81.0219; +Curr rmse: 166.1702; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1820; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1153; + + + +2025-06-04 19:33:31,973 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 +2025-06-04 19:34:45,809 - INFO - Training: cls_zice: 95.1552901710106; reg_zipnll: -200.52916101746212; cnt_loss: 10.343579668082938; +2025-06-04 19:34:45,809 - INFO - Evaluation: +Curr mae: 87.6626; Best mae: 77.1969; 79.8751; 80.5805; 80.7320; 81.0219; +Curr rmse: 155.2002; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 141.5016; +Curr nae: 0.1287; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1153; + + + +2025-06-04 19:34:45,809 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 +2025-06-04 19:36:00,015 - INFO - Training: cls_zice: 97.7466128835615; reg_zipnll: -194.1721523423858; cnt_loss: 9.28730683926715; +2025-06-04 19:36:00,483 - INFO - Evaluation: +Curr mae: 80.6941; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7320; +Curr rmse: 139.1701; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1198; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1153; + + + +2025-06-04 19:36:00,483 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 +2025-06-04 19:37:13,909 - INFO - Training: cls_zice: 97.06882351755307; reg_zipnll: -166.05229483219173; cnt_loss: 13.08722301192631; +2025-06-04 19:37:14,152 - INFO - Evaluation: +Curr mae: 80.7098; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 141.2957; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1164; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1153; + + + +2025-06-04 19:37:14,152 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 +2025-06-04 19:38:27,612 - INFO - Training: cls_zice: 95.13118325795558; reg_zipnll: -159.692520703701; cnt_loss: 9.861459844159764; +2025-06-04 19:38:27,888 - INFO - Evaluation: +Curr mae: 81.9363; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 146.2858; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1148; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:38:27,888 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 +2025-06-04 19:39:42,483 - INFO - Training: cls_zice: 94.62255841690973; reg_zipnll: -152.73277040822617; cnt_loss: 9.450474368025924; +2025-06-04 19:39:42,484 - INFO - Evaluation: +Curr mae: 85.1097; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 151.8314; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1183; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:39:42,484 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 +2025-06-04 19:40:56,882 - INFO - Training: cls_zice: 92.96447223385438; reg_zipnll: -127.01581801168176; cnt_loss: 9.612323104940502; +2025-06-04 19:40:56,882 - INFO - Evaluation: +Curr mae: 82.6607; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 144.1494; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1182; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:40:56,882 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 +2025-06-04 19:42:11,171 - INFO - Training: cls_zice: 95.10296668753719; reg_zipnll: -168.8105277509879; cnt_loss: 9.724762164993791; +2025-06-04 19:42:11,172 - INFO - Evaluation: +Curr mae: 87.6673; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 158.2327; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1290; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:42:11,172 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 +2025-06-04 19:43:25,054 - INFO - Training: cls_zice: 94.83722727188211; reg_zipnll: -171.26236584328657; cnt_loss: 9.674480416127388; +2025-06-04 19:43:25,055 - INFO - Evaluation: +Curr mae: 83.4434; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 150.5741; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1206; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:43:25,055 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 +2025-06-04 19:44:38,477 - INFO - Training: cls_zice: 97.86735539720549; reg_zipnll: -165.61496178835432; cnt_loss: 10.289690750324173; +2025-06-04 19:44:38,478 - INFO - Evaluation: +Curr mae: 85.5790; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 151.2597; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1233; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:44:38,478 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 +2025-06-04 19:45:53,002 - INFO - Training: cls_zice: 94.03359727670025; reg_zipnll: -164.87729890457052; cnt_loss: 10.04587115830933; +2025-06-04 19:45:53,002 - INFO - Evaluation: +Curr mae: 82.6341; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 146.1461; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1202; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:45:53,002 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 +2025-06-04 19:47:06,544 - INFO - Training: cls_zice: 97.13666231269079; reg_zipnll: -163.7786337808268; cnt_loss: 9.774063811396921; +2025-06-04 19:47:06,545 - INFO - Evaluation: +Curr mae: 82.0705; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 145.1649; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1207; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:47:06,545 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 +2025-06-04 19:48:20,916 - INFO - Training: cls_zice: 94.9510143608447; reg_zipnll: -175.18910741490245; cnt_loss: 9.467884075562685; +2025-06-04 19:48:20,917 - INFO - Evaluation: +Curr mae: 80.8764; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 143.5728; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1157; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:48:20,917 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 +2025-06-04 19:49:34,956 - INFO - Training: cls_zice: 94.13384450192483; reg_zipnll: -172.60468690126936; cnt_loss: 9.822437305324126; +2025-06-04 19:49:34,956 - INFO - Evaluation: +Curr mae: 82.5743; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 149.5055; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1182; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:49:34,956 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 +2025-06-04 19:50:48,758 - INFO - Training: cls_zice: 96.94098053231144; reg_zipnll: -155.07390053224879; cnt_loss: 9.576797892715756; +2025-06-04 19:50:48,758 - INFO - Evaluation: +Curr mae: 84.8570; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 153.4117; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1198; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:50:48,759 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 +2025-06-04 19:52:03,271 - INFO - Training: cls_zice: 98.47279552434453; reg_zipnll: -171.99671278568294; cnt_loss: 9.844530516112878; +2025-06-04 19:52:03,272 - INFO - Evaluation: +Curr mae: 82.8833; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 148.3789; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1175; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:52:03,272 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 +2025-06-04 19:53:17,139 - INFO - Training: cls_zice: 94.85989225779149; reg_zipnll: -162.0199274479948; cnt_loss: 9.889171470869456; +2025-06-04 19:53:17,140 - INFO - Evaluation: +Curr mae: 82.3960; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 144.2372; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1251; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:53:17,140 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 +2025-06-04 19:54:31,376 - INFO - Training: cls_zice: 94.3582970701306; reg_zipnll: -155.08196346965056; cnt_loss: 8.474669537007413; +2025-06-04 19:54:31,377 - INFO - Evaluation: +Curr mae: 83.9239; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 147.0089; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1244; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:54:31,377 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 +2025-06-04 19:55:45,606 - INFO - Training: cls_zice: 92.50155615648687; reg_zipnll: -149.6052821108837; cnt_loss: 9.863561614459714; +2025-06-04 19:55:45,607 - INFO - Evaluation: +Curr mae: 83.5205; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 145.3710; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1228; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:55:46,323 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 +2025-06-04 19:57:00,331 - INFO - Training: cls_zice: 96.1534036168989; reg_zipnll: -181.93052116292992; cnt_loss: 8.9548981047624; +2025-06-04 19:57:00,331 - INFO - Evaluation: +Curr mae: 85.0067; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 151.8024; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1245; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:57:00,331 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 +2025-06-04 19:58:14,707 - INFO - Training: cls_zice: 96.50213389365089; reg_zipnll: -155.98786178487816; cnt_loss: 9.58569982588686; +2025-06-04 19:58:14,707 - INFO - Evaluation: +Curr mae: 86.1724; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 153.0321; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1232; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:58:14,707 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 +2025-06-04 19:59:28,446 - INFO - Training: cls_zice: 95.82737650776541; reg_zipnll: -172.03443618168106; cnt_loss: 9.14132285118103; +2025-06-04 19:59:28,447 - INFO - Evaluation: +Curr mae: 83.0894; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 148.8210; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1174; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 19:59:28,447 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 +2025-06-04 20:00:42,714 - INFO - Training: cls_zice: 93.84329127633808; reg_zipnll: -175.3896782603485; cnt_loss: 8.731698211455187; +2025-06-04 20:00:42,715 - INFO - Evaluation: +Curr mae: 85.4725; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 155.3397; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1224; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:00:42,715 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 +2025-06-04 20:01:56,822 - INFO - Training: cls_zice: 100.30263680969642; reg_zipnll: -222.99794982127005; cnt_loss: 11.543833616553552; +2025-06-04 20:01:56,823 - INFO - Evaluation: +Curr mae: 85.1261; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 150.2522; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1233; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:01:56,823 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 +2025-06-04 20:03:11,111 - INFO - Training: cls_zice: 95.61038954526383; reg_zipnll: -156.27022402176004; cnt_loss: 9.717005685465224; +2025-06-04 20:03:11,112 - INFO - Evaluation: +Curr mae: 83.0643; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 147.1732; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1229; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:03:11,112 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 +2025-06-04 20:04:25,448 - INFO - Training: cls_zice: 96.24188034108143; reg_zipnll: -171.89522368071096; cnt_loss: 9.023916021088102; +2025-06-04 20:04:25,449 - INFO - Evaluation: +Curr mae: 87.4398; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 154.6661; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1327; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:04:25,449 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 +2025-06-04 20:05:39,058 - INFO - Training: cls_zice: 93.63121599866854; reg_zipnll: -168.23557963592327; cnt_loss: 9.149558373634388; +2025-06-04 20:05:39,059 - INFO - Evaluation: +Curr mae: 84.7774; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 150.9840; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1231; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:05:39,059 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 +2025-06-04 20:06:52,772 - INFO - Training: cls_zice: 95.35638437839533; reg_zipnll: -153.36820914413755; cnt_loss: 8.648002932403262; +2025-06-04 20:06:52,773 - INFO - Evaluation: +Curr mae: 85.9269; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 154.5331; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1239; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:06:52,773 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 +2025-06-04 20:08:07,052 - INFO - Training: cls_zice: 94.10223006570575; reg_zipnll: -170.88733019418274; cnt_loss: 8.570364462618796; +2025-06-04 20:08:07,052 - INFO - Evaluation: +Curr mae: 83.1080; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 147.2160; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1178; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:08:07,053 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 +2025-06-04 20:09:21,506 - INFO - Training: cls_zice: 94.52264291876989; reg_zipnll: -148.97206879609467; cnt_loss: 8.802445441681817; +2025-06-04 20:09:21,506 - INFO - Evaluation: +Curr mae: 86.9023; Best mae: 77.1969; 79.8751; 80.5805; 80.6941; 80.7098; +Curr rmse: 156.4678; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1243; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:09:21,507 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 +2025-06-04 20:10:36,506 - INFO - Training: cls_zice: 94.30307092729784; reg_zipnll: -192.59712964493707; cnt_loss: 8.789472718901981; +2025-06-04 20:10:36,716 - INFO - Evaluation: +Curr mae: 80.0336; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 141.8356; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1152; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:10:36,716 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 +2025-06-04 20:11:51,116 - INFO - Training: cls_zice: 97.49828117572709; reg_zipnll: -188.04881212727125; cnt_loss: 9.326244898979237; +2025-06-04 20:11:51,116 - INFO - Evaluation: +Curr mae: 86.9168; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 157.1287; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1231; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:11:51,116 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 +2025-06-04 20:13:04,230 - INFO - Training: cls_zice: 93.22564473136372; reg_zipnll: -167.84384628952733; cnt_loss: 8.907742947142646; +2025-06-04 20:13:04,230 - INFO - Evaluation: +Curr mae: 84.7944; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 152.4688; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1220; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:13:04,231 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 +2025-06-04 20:14:18,784 - INFO - Training: cls_zice: 95.11322096009917; reg_zipnll: -151.92089894907363; cnt_loss: 8.754812254810965; +2025-06-04 20:14:18,784 - INFO - Evaluation: +Curr mae: 84.7051; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 153.4938; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1193; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:14:18,784 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 +2025-06-04 20:15:32,649 - INFO - Training: cls_zice: 94.21112399543358; reg_zipnll: -196.28064447996633; cnt_loss: 9.28917753617495; +2025-06-04 20:15:32,649 - INFO - Evaluation: +Curr mae: 84.6099; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 151.2216; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1238; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:15:32,650 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 +2025-06-04 20:16:47,036 - INFO - Training: cls_zice: 93.73476911380591; reg_zipnll: -177.2263874281321; cnt_loss: 9.903336371807073; +2025-06-04 20:16:47,037 - INFO - Evaluation: +Curr mae: 84.4097; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 152.3263; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1192; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:16:47,037 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 +2025-06-04 20:18:01,455 - INFO - Training: cls_zice: 94.90421817476387; reg_zipnll: -170.36390139093461; cnt_loss: 8.342297062968576; +2025-06-04 20:18:01,456 - INFO - Evaluation: +Curr mae: 83.2126; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.5940; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1175; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:18:01,456 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 +2025-06-04 20:19:15,626 - INFO - Training: cls_zice: 96.55043764935424; reg_zipnll: -169.76673714846174; cnt_loss: 9.287144476214781; +2025-06-04 20:19:15,626 - INFO - Evaluation: +Curr mae: 85.2004; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 153.2449; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1224; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:19:15,627 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 +2025-06-04 20:20:30,062 - INFO - Training: cls_zice: 94.92747236087622; reg_zipnll: -192.64401642376225; cnt_loss: 9.221904753059741; +2025-06-04 20:20:30,063 - INFO - Evaluation: +Curr mae: 87.9256; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 158.9297; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1284; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:20:30,063 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 +2025-06-04 20:21:43,533 - INFO - Training: cls_zice: 92.22906920136205; reg_zipnll: -190.73221672765467; cnt_loss: 9.116348625018897; +2025-06-04 20:21:43,533 - INFO - Evaluation: +Curr mae: 85.5238; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 153.9203; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1217; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:21:43,533 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 +2025-06-04 20:22:57,686 - INFO - Training: cls_zice: 99.20473698748658; reg_zipnll: -184.76768841017162; cnt_loss: 11.704363885304785; +2025-06-04 20:22:57,687 - INFO - Evaluation: +Curr mae: 85.1189; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.3381; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1233; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:22:57,687 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 +2025-06-04 20:24:12,043 - INFO - Training: cls_zice: 95.19520976843424; reg_zipnll: -178.60784159275082; cnt_loss: 8.598055230071212; +2025-06-04 20:24:12,043 - INFO - Evaluation: +Curr mae: 84.8242; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 152.7435; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1203; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:24:12,043 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 +2025-06-04 20:25:25,764 - INFO - Training: cls_zice: 97.62933800552065; reg_zipnll: -158.92186296223016; cnt_loss: 8.98289586771403; +2025-06-04 20:25:25,764 - INFO - Evaluation: +Curr mae: 87.1690; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.8620; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1394; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:25:25,764 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 +2025-06-04 20:26:40,147 - INFO - Training: cls_zice: 92.85514380758171; reg_zipnll: -163.19615876911493; cnt_loss: 8.470872468506263; +2025-06-04 20:26:40,148 - INFO - Evaluation: +Curr mae: 82.2976; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 147.0526; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1172; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:26:40,148 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 +2025-06-04 20:27:54,372 - INFO - Training: cls_zice: 95.0590489621194; reg_zipnll: -173.50588978521083; cnt_loss: 8.992729899109595; +2025-06-04 20:27:54,373 - INFO - Evaluation: +Curr mae: 84.6320; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 152.7417; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1199; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:27:54,373 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 +2025-06-04 20:29:08,060 - INFO - Training: cls_zice: 93.64928978799985; reg_zipnll: -206.39221411193444; cnt_loss: 8.854368159313076; +2025-06-04 20:29:08,060 - INFO - Evaluation: +Curr mae: 83.4748; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 148.2465; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1198; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:29:08,061 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 +2025-06-04 20:30:22,611 - INFO - Training: cls_zice: 96.16911588757243; reg_zipnll: -176.32109405820734; cnt_loss: 8.868999181204284; +2025-06-04 20:30:22,612 - INFO - Evaluation: +Curr mae: 82.5704; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 146.1764; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1176; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:30:22,612 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 +2025-06-04 20:31:36,181 - INFO - Training: cls_zice: 93.12773134850508; reg_zipnll: -191.06576111143; cnt_loss: 8.615443469672803; +2025-06-04 20:31:36,182 - INFO - Evaluation: +Curr mae: 83.3307; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 149.2703; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1179; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:31:36,182 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 +2025-06-04 20:32:50,173 - INFO - Training: cls_zice: 102.38455807767957; reg_zipnll: -167.36527953874196; cnt_loss: 10.497542464969964; +2025-06-04 20:32:50,173 - INFO - Evaluation: +Curr mae: 83.1449; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 144.4848; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1194; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:32:50,173 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 +2025-06-04 20:34:04,550 - INFO - Training: cls_zice: 94.33857625999198; reg_zipnll: -193.47929090537772; cnt_loss: 8.574853881305417; +2025-06-04 20:34:04,550 - INFO - Evaluation: +Curr mae: 83.0890; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.2641; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1168; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:34:04,551 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 +2025-06-04 20:35:18,909 - INFO - Training: cls_zice: 92.72623760021285; reg_zipnll: -185.94463616175366; cnt_loss: 8.588514890102362; +2025-06-04 20:35:18,909 - INFO - Evaluation: +Curr mae: 86.6581; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 156.4811; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1268; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:35:18,909 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 +2025-06-04 20:36:33,237 - INFO - Training: cls_zice: 95.5733459043187; reg_zipnll: -190.4059321738237; cnt_loss: 8.908359658639162; +2025-06-04 20:36:33,238 - INFO - Evaluation: +Curr mae: 84.7483; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 152.4803; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1207; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:36:33,238 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 +2025-06-04 20:37:47,290 - INFO - Training: cls_zice: 94.51728936062743; reg_zipnll: -172.51523363984973; cnt_loss: 7.569230993851921; +2025-06-04 20:37:47,290 - INFO - Evaluation: +Curr mae: 84.2507; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.2174; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1242; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:37:47,291 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 +2025-06-04 20:39:01,418 - INFO - Training: cls_zice: 95.39450455975059; reg_zipnll: -191.06799167355166; cnt_loss: 9.135731044194555; +2025-06-04 20:39:01,418 - INFO - Evaluation: +Curr mae: 87.4149; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 156.2790; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1254; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:39:01,418 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 +2025-06-04 20:40:15,858 - INFO - Training: cls_zice: 93.57539024100399; reg_zipnll: -150.18648302949816; cnt_loss: 8.280205076103968; +2025-06-04 20:40:15,858 - INFO - Evaluation: +Curr mae: 86.1363; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 155.3172; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1265; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:40:15,858 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 +2025-06-04 20:41:30,229 - INFO - Training: cls_zice: 93.24665042422465; reg_zipnll: -165.2498093409254; cnt_loss: 8.124224864094463; +2025-06-04 20:41:30,229 - INFO - Evaluation: +Curr mae: 84.5370; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 153.4523; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1193; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:41:30,229 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 +2025-06-04 20:42:44,825 - INFO - Training: cls_zice: 101.59041245567877; reg_zipnll: -185.9247765351605; cnt_loss: 10.584860748013124; +2025-06-04 20:42:44,826 - INFO - Evaluation: +Curr mae: 84.2899; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.3461; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1212; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:42:44,826 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 +2025-06-04 20:43:58,841 - INFO - Training: cls_zice: 96.29730222083086; reg_zipnll: -151.9051237801053; cnt_loss: 8.77597510419934; +2025-06-04 20:43:58,842 - INFO - Evaluation: +Curr mae: 85.9784; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 155.3150; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1249; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:43:58,842 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 +2025-06-04 20:45:12,839 - INFO - Training: cls_zice: 96.64706441108754; reg_zipnll: -200.25477823674285; cnt_loss: 9.136715475297132; +2025-06-04 20:45:12,839 - INFO - Evaluation: +Curr mae: 84.8074; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.7472; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1259; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:45:12,839 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 +2025-06-04 20:46:27,340 - INFO - Training: cls_zice: 94.09687083920106; reg_zipnll: -171.61295221972938; cnt_loss: 8.156034277764377; +2025-06-04 20:46:27,340 - INFO - Evaluation: +Curr mae: 87.6650; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 159.8378; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1284; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:46:27,341 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 +2025-06-04 20:47:41,362 - INFO - Training: cls_zice: 92.45121611033055; reg_zipnll: -179.332344301489; cnt_loss: 8.250682320815837; +2025-06-04 20:47:41,362 - INFO - Evaluation: +Curr mae: 87.0348; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 158.1747; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1256; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:47:41,362 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 +2025-06-04 20:48:55,789 - INFO - Training: cls_zice: 96.08074108022728; reg_zipnll: -154.36052270914544; cnt_loss: 8.660927188317507; +2025-06-04 20:48:55,789 - INFO - Evaluation: +Curr mae: 86.2756; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 155.8642; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1283; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:48:55,789 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 +2025-06-04 20:50:10,102 - INFO - Training: cls_zice: 92.23386059691575; reg_zipnll: -159.20122397340685; cnt_loss: 7.975102555672854; +2025-06-04 20:50:10,103 - INFO - Evaluation: +Curr mae: 84.5073; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.1716; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1285; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:50:10,103 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 +2025-06-04 20:51:23,795 - INFO - Training: cls_zice: 90.89294577592256; reg_zipnll: -157.3307434959917; cnt_loss: 7.728999562610854; +2025-06-04 20:51:23,796 - INFO - Evaluation: +Curr mae: 83.7494; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.9694; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1199; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:51:23,796 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 +2025-06-04 20:52:38,156 - INFO - Training: cls_zice: 93.38079655880959; reg_zipnll: -190.48777940257494; cnt_loss: 7.8237234204020725; +2025-06-04 20:52:38,156 - INFO - Evaluation: +Curr mae: 84.8132; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 152.1300; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1238; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:52:38,157 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 +2025-06-04 20:53:52,024 - INFO - Training: cls_zice: 94.13698692195463; reg_zipnll: -153.36757782437155; cnt_loss: 7.779431668338397; +2025-06-04 20:53:52,025 - INFO - Evaluation: +Curr mae: 84.3418; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 152.2043; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1224; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:53:52,025 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 +2025-06-04 20:55:06,675 - INFO - Training: cls_zice: 95.07624852262586; reg_zipnll: -194.74788430194982; cnt_loss: 7.963751035020841; +2025-06-04 20:55:06,675 - INFO - Evaluation: +Curr mae: 85.1047; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 156.1996; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1191; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:55:06,676 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 +2025-06-04 20:56:21,211 - INFO - Training: cls_zice: 96.17880078498891; reg_zipnll: -167.34542708996906; cnt_loss: 8.184962673692514; +2025-06-04 20:56:21,211 - INFO - Evaluation: +Curr mae: 84.1074; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 152.5187; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1187; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:56:21,211 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 +2025-06-04 20:57:35,261 - INFO - Training: cls_zice: 94.02189242129295; reg_zipnll: -164.03856036205164; cnt_loss: 7.973438048204839; +2025-06-04 20:57:35,261 - INFO - Evaluation: +Curr mae: 86.0788; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 155.4143; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1273; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:57:36,052 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 +2025-06-04 20:58:50,696 - INFO - Training: cls_zice: 95.48356879152209; reg_zipnll: -184.11341957067023; cnt_loss: 9.015747363993663; +2025-06-04 20:58:50,696 - INFO - Evaluation: +Curr mae: 85.5663; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 153.6387; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1293; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 20:58:50,696 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 +2025-06-04 21:00:04,883 - INFO - Training: cls_zice: 95.72752232583153; reg_zipnll: -195.43377513759182; cnt_loss: 8.092108336505511; +2025-06-04 21:00:04,884 - INFO - Evaluation: +Curr mae: 83.2146; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.7559; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1168; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:00:04,884 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 +2025-06-04 21:01:18,879 - INFO - Training: cls_zice: 90.17085377270023; reg_zipnll: -151.9099616625451; cnt_loss: 7.25093960051505; +2025-06-04 21:01:18,879 - INFO - Evaluation: +Curr mae: 82.1666; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 147.6927; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1163; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:01:18,879 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 +2025-06-04 21:02:33,296 - INFO - Training: cls_zice: 94.81932784074189; reg_zipnll: -185.26331102611212; cnt_loss: 7.823932589284632; +2025-06-04 21:02:33,297 - INFO - Evaluation: +Curr mae: 85.4264; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 156.7853; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1203; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:02:33,297 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 +2025-06-04 21:03:47,418 - INFO - Training: cls_zice: 95.87468652535748; reg_zipnll: -196.44207394202024; cnt_loss: 7.924502698790948; +2025-06-04 21:03:47,419 - INFO - Evaluation: +Curr mae: 86.1275; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 153.8939; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1217; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:03:47,419 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 +2025-06-04 21:05:02,030 - INFO - Training: cls_zice: 94.14395636122748; reg_zipnll: -179.14567925914233; cnt_loss: 7.569339419832293; +2025-06-04 21:05:02,030 - INFO - Evaluation: +Curr mae: 82.7666; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 147.5322; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1164; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:05:02,030 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 +2025-06-04 21:06:15,648 - INFO - Training: cls_zice: 93.54770690715866; reg_zipnll: -187.07220712876477; cnt_loss: 7.946305262331931; +2025-06-04 21:06:15,648 - INFO - Evaluation: +Curr mae: 83.5806; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.6333; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1174; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:06:15,649 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 +2025-06-04 21:07:29,479 - INFO - Training: cls_zice: 93.96358891670278; reg_zipnll: -161.53800328362067; cnt_loss: 7.977728123696434; +2025-06-04 21:07:29,480 - INFO - Evaluation: +Curr mae: 82.2236; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 148.2501; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1149; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:07:29,480 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 +2025-06-04 21:08:43,739 - INFO - Training: cls_zice: 91.82941603502691; reg_zipnll: -164.57910063408858; cnt_loss: 8.10527273992829; +2025-06-04 21:08:43,740 - INFO - Evaluation: +Curr mae: 83.2825; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 149.2423; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1195; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:08:43,740 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 +2025-06-04 21:09:58,218 - INFO - Training: cls_zice: 96.76078015763238; reg_zipnll: -182.16802659571565; cnt_loss: 8.349235054672949; +2025-06-04 21:09:58,218 - INFO - Evaluation: +Curr mae: 85.3250; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 153.5452; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1227; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:09:58,218 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 +2025-06-04 21:11:12,650 - INFO - Training: cls_zice: 99.78935290961866; reg_zipnll: -173.83009018803276; cnt_loss: 14.861300599496095; +2025-06-04 21:11:12,651 - INFO - Evaluation: +Curr mae: 96.7940; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 187.9614; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1369; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:11:12,651 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 +2025-06-04 21:12:26,614 - INFO - Training: cls_zice: 106.684162885148; reg_zipnll: -210.5895469741316; cnt_loss: 25.9403714217887; +2025-06-04 21:12:26,614 - INFO - Evaluation: +Curr mae: 84.9920; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 144.7452; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1320; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:12:26,614 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 +2025-06-04 21:13:40,710 - INFO - Training: cls_zice: 106.22070971861581; reg_zipnll: -197.43943257995; cnt_loss: 24.569572473993365; +2025-06-04 21:13:40,711 - INFO - Evaluation: +Curr mae: 83.3486; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 140.3317; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1306; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:13:40,711 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 +2025-06-04 21:14:55,102 - INFO - Training: cls_zice: 103.20090612196765; reg_zipnll: -144.42422314827016; cnt_loss: 22.651997642011832; +2025-06-04 21:14:55,102 - INFO - Evaluation: +Curr mae: 87.8840; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 166.5700; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1237; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:14:55,102 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 +2025-06-04 21:16:08,452 - INFO - Training: cls_zice: 103.43223484620353; reg_zipnll: -149.91890974234272; cnt_loss: 20.552226500795378; +2025-06-04 21:16:08,453 - INFO - Evaluation: +Curr mae: 101.4219; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 180.1797; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1526; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:16:08,453 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 +2025-06-04 21:17:22,767 - INFO - Training: cls_zice: 102.1034353521486; reg_zipnll: -157.0206327880455; cnt_loss: 21.028410104726323; +2025-06-04 21:17:22,768 - INFO - Evaluation: +Curr mae: 110.5283; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 198.5245; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1538; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:17:22,768 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 +2025-06-04 21:18:37,133 - INFO - Training: cls_zice: 104.53578671082755; reg_zipnll: -175.4074555895976; cnt_loss: 25.55489115051876; +2025-06-04 21:18:37,134 - INFO - Evaluation: +Curr mae: 94.7724; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 172.0654; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1310; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:18:37,134 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 +2025-06-04 21:19:50,672 - INFO - Training: cls_zice: 104.2626405425419; reg_zipnll: -148.4790053841294; cnt_loss: 22.212814283686757; +2025-06-04 21:19:50,672 - INFO - Evaluation: +Curr mae: 104.6405; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 186.6345; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1488; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:19:50,672 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 +2025-06-04 21:21:04,928 - INFO - Training: cls_zice: 102.90370459272371; reg_zipnll: -168.40597928280863; cnt_loss: 22.731640787314106; +2025-06-04 21:21:04,929 - INFO - Evaluation: +Curr mae: 89.8551; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 170.3239; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1258; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:21:04,929 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 +2025-06-04 21:22:19,006 - INFO - Training: cls_zice: 100.38921896195569; reg_zipnll: -129.29554956954047; cnt_loss: 18.004431287184456; +2025-06-04 21:22:19,007 - INFO - Evaluation: +Curr mae: 105.2217; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 200.1520; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1431; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:22:19,007 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 +2025-06-04 21:23:33,580 - INFO - Training: cls_zice: 103.62702048851165; reg_zipnll: -160.0108526147754; cnt_loss: 22.405953839914687; +2025-06-04 21:23:33,580 - INFO - Evaluation: +Curr mae: 85.8634; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 146.7190; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1340; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:23:33,581 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 +2025-06-04 21:24:47,869 - INFO - Training: cls_zice: 102.79580723844617; reg_zipnll: -145.7729627975565; cnt_loss: 20.8519212615411; +2025-06-04 21:24:47,870 - INFO - Evaluation: +Curr mae: 96.6961; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 197.8480; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1277; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:24:47,870 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 +2025-06-04 21:26:02,095 - INFO - Training: cls_zice: 101.61178207397461; reg_zipnll: -152.9085146165052; cnt_loss: 19.999572956009416; +2025-06-04 21:26:02,095 - INFO - Evaluation: +Curr mae: 83.0962; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 146.4015; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1162; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:26:02,096 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 +2025-06-04 21:27:16,452 - INFO - Training: cls_zice: 103.84311029295259; reg_zipnll: -168.85850836267534; cnt_loss: 22.507881982437034; +2025-06-04 21:27:16,453 - INFO - Evaluation: +Curr mae: 86.5327; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 153.9859; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1244; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:27:16,453 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 +2025-06-04 21:28:30,164 - INFO - Training: cls_zice: 106.52473121289385; reg_zipnll: -155.1947245629418; cnt_loss: 26.499454962496724; +2025-06-04 21:28:30,164 - INFO - Evaluation: +Curr mae: 97.1415; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 167.6936; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1445; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:28:30,164 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 +2025-06-04 21:29:43,662 - INFO - Training: cls_zice: 104.97296225314109; reg_zipnll: -118.35934363611487; cnt_loss: 29.907167583111896; +2025-06-04 21:29:43,663 - INFO - Evaluation: +Curr mae: 153.3374; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 307.9217; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.3529; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:29:43,663 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 +2025-06-04 21:30:58,139 - INFO - Training: cls_zice: 107.15455072289271; reg_zipnll: -151.59210484233122; cnt_loss: 25.588099132310475; +2025-06-04 21:30:58,140 - INFO - Evaluation: +Curr mae: 90.7608; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 151.3358; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1415; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:30:58,140 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 +2025-06-04 21:32:11,450 - INFO - Training: cls_zice: 106.42846091062027; reg_zipnll: -158.24233912790058; cnt_loss: 24.235560432964604; +2025-06-04 21:32:11,450 - INFO - Evaluation: +Curr mae: 90.1638; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 155.8938; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.1367; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:32:11,450 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 +2025-06-04 21:33:26,090 - INFO - Training: cls_zice: 106.53746425552873; reg_zipnll: -154.72504555152742; cnt_loss: 22.350715438261727; +2025-06-04 21:33:26,090 - INFO - Evaluation: +Curr mae: 201.8488; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 355.5085; Best rmse: 135.6457; 136.4458; 137.4192; 138.5331; 139.1701; +Curr nae: 0.5391; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:33:26,090 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 +2025-06-04 21:34:40,526 - INFO - Training: cls_zice: 101.99132691945461; reg_zipnll: -173.07000067376143; cnt_loss: 21.772257454347926; +2025-06-04 21:34:40,708 - INFO - Evaluation: +Curr mae: 82.0131; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 135.2260; Best rmse: 135.2260; 135.6457; 136.4458; 137.4192; 138.5331; +Curr nae: 0.1283; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:34:40,708 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 +2025-06-04 21:35:54,879 - INFO - Training: cls_zice: 105.07398809976135; reg_zipnll: -149.33940747242102; cnt_loss: 21.77613402676109; +2025-06-04 21:35:54,879 - INFO - Evaluation: +Curr mae: 117.8085; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 217.1788; Best rmse: 135.2260; 135.6457; 136.4458; 137.4192; 138.5331; +Curr nae: 0.1727; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:35:54,880 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 +2025-06-04 21:37:09,167 - INFO - Training: cls_zice: 105.58178633885667; reg_zipnll: -152.17096741783698; cnt_loss: 21.285870365749133; +2025-06-04 21:37:09,370 - INFO - Evaluation: +Curr mae: 81.1210; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 132.9161; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1190; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:37:09,371 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 +2025-06-04 21:38:23,221 - INFO - Training: cls_zice: 101.36208970025675; reg_zipnll: -147.107274832315; cnt_loss: 22.99137210214375; +2025-06-04 21:38:23,222 - INFO - Evaluation: +Curr mae: 148.4208; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 285.5322; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.2577; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:38:23,222 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 +2025-06-04 21:39:37,549 - INFO - Training: cls_zice: 106.05680579381273; reg_zipnll: -165.9573984904005; cnt_loss: 22.55684648286428; +2025-06-04 21:39:37,550 - INFO - Evaluation: +Curr mae: 134.6576; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 241.7680; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.2032; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:39:37,550 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 +2025-06-04 21:40:52,003 - INFO - Training: cls_zice: 106.52226123430871; reg_zipnll: -142.44645585445377; cnt_loss: 23.08111043323744; +2025-06-04 21:40:52,004 - INFO - Evaluation: +Curr mae: 96.3119; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 163.9473; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1431; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:40:52,004 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 +2025-06-04 21:42:06,125 - INFO - Training: cls_zice: 104.77444850845842; reg_zipnll: -147.12161918033829; cnt_loss: 21.788950812737674; +2025-06-04 21:42:06,126 - INFO - Evaluation: +Curr mae: 89.1906; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.3699; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1357; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:42:06,126 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 +2025-06-04 21:43:20,573 - INFO - Training: cls_zice: 104.28380843661479; reg_zipnll: -162.96766467441788; cnt_loss: 19.469398670638633; +2025-06-04 21:43:20,574 - INFO - Evaluation: +Curr mae: 91.5213; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 165.4119; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1261; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:43:20,574 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 +2025-06-04 21:44:34,184 - INFO - Training: cls_zice: 105.44941009117278; reg_zipnll: -165.93836070685987; cnt_loss: 20.87971767842375; +2025-06-04 21:44:34,185 - INFO - Evaluation: +Curr mae: 103.1432; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 198.0613; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1404; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:44:34,185 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 +2025-06-04 21:45:48,296 - INFO - Training: cls_zice: 102.26936323911148; reg_zipnll: -158.1187115978721; cnt_loss: 20.16820238757607; +2025-06-04 21:45:48,297 - INFO - Evaluation: +Curr mae: 89.4861; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 150.1675; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1357; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:45:48,297 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 +2025-06-04 21:47:02,672 - INFO - Training: cls_zice: 107.06068344621468; reg_zipnll: -191.1274135918017; cnt_loss: 24.97083806675791; +2025-06-04 21:47:02,672 - INFO - Evaluation: +Curr mae: 84.6456; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 143.7366; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1181; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:47:02,672 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 +2025-06-04 21:48:16,513 - INFO - Training: cls_zice: 106.03712522746711; reg_zipnll: -168.21809887412368; cnt_loss: 23.305744786925665; +2025-06-04 21:48:16,514 - INFO - Evaluation: +Curr mae: 87.4312; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 155.2064; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1228; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:48:16,514 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 +2025-06-04 21:49:30,956 - INFO - Training: cls_zice: 102.87965053280458; reg_zipnll: -168.42029248168137; cnt_loss: 20.94179804435629; +2025-06-04 21:49:30,956 - INFO - Evaluation: +Curr mae: 89.1440; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 170.3607; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1288; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:49:30,956 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 +2025-06-04 21:50:44,476 - INFO - Training: cls_zice: 103.05672035469914; reg_zipnll: -178.91247804906985; cnt_loss: 20.649205719398346; +2025-06-04 21:50:44,477 - INFO - Evaluation: +Curr mae: 91.7219; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 169.0638; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1240; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:50:44,477 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 +2025-06-04 21:51:58,697 - INFO - Training: cls_zice: 100.84624980143364; reg_zipnll: -165.83856208750743; cnt_loss: 18.790345697213482; +2025-06-04 21:51:58,697 - INFO - Evaluation: +Curr mae: 93.9016; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 160.2318; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1486; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:51:58,697 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 +2025-06-04 21:53:13,115 - INFO - Training: cls_zice: 101.88561933403773; reg_zipnll: -165.65024833173942; cnt_loss: 21.33779823227434; +2025-06-04 21:53:13,116 - INFO - Evaluation: +Curr mae: 90.1423; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 168.4077; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1281; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:53:13,116 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 +2025-06-04 21:54:27,353 - INFO - Training: cls_zice: 100.3107666748249; reg_zipnll: -175.27906393846928; cnt_loss: 20.741337141453826; +2025-06-04 21:54:27,354 - INFO - Evaluation: +Curr mae: 116.6316; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 199.6740; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.2037; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:54:27,354 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 +2025-06-04 21:55:41,577 - INFO - Training: cls_zice: 102.89106746698847; reg_zipnll: -153.98529155049104; cnt_loss: 19.902942228001475; +2025-06-04 21:55:41,577 - INFO - Evaluation: +Curr mae: 93.2987; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 161.2363; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1427; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:55:41,577 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 +2025-06-04 21:56:55,363 - INFO - Training: cls_zice: 105.3301990079564; reg_zipnll: -199.41492551841483; cnt_loss: 21.6638349602554; +2025-06-04 21:56:55,363 - INFO - Evaluation: +Curr mae: 101.8854; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 180.6035; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1482; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:56:55,364 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 +2025-06-04 21:58:09,575 - INFO - Training: cls_zice: 100.56087461370507; reg_zipnll: -148.10171280159855; cnt_loss: 20.701446260048066; +2025-06-04 21:58:09,575 - INFO - Evaluation: +Curr mae: 131.3732; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 218.3306; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.2887; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:58:09,575 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 +2025-06-04 21:59:23,739 - INFO - Training: cls_zice: 104.32314032750413; reg_zipnll: -181.043621530596; cnt_loss: 19.976111642572263; +2025-06-04 21:59:23,739 - INFO - Evaluation: +Curr mae: 89.3441; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 152.5099; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1294; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 21:59:24,570 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 +2025-06-04 22:00:38,785 - INFO - Training: cls_zice: 101.99328759806046; reg_zipnll: -146.15507783321354; cnt_loss: 20.28254857284344; +2025-06-04 22:00:38,785 - INFO - Evaluation: +Curr mae: 119.6840; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 206.8618; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1805; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 22:00:38,785 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 +2025-06-04 22:01:53,186 - INFO - Training: cls_zice: 102.45644686869439; reg_zipnll: -146.7173009518756; cnt_loss: 21.213726899481767; +2025-06-04 22:01:53,187 - INFO - Evaluation: +Curr mae: 144.6290; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 240.8193; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.3386; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 22:01:53,187 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 +2025-06-04 22:03:06,940 - INFO - Training: cls_zice: 103.8693170989586; reg_zipnll: -169.17784873381356; cnt_loss: 22.47824582200966; +2025-06-04 22:03:06,940 - INFO - Evaluation: +Curr mae: 94.2900; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 163.5836; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1502; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 22:03:06,940 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 +2025-06-04 22:04:20,651 - INFO - Training: cls_zice: 102.03981138065161; reg_zipnll: -166.38043942988313; cnt_loss: 20.036734459415968; +2025-06-04 22:04:20,652 - INFO - Evaluation: +Curr mae: 103.6706; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 189.2038; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1463; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 22:04:20,652 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 +2025-06-04 22:05:34,980 - INFO - Training: cls_zice: 107.45255980586374; reg_zipnll: -160.20556900832827; cnt_loss: 22.041828378146846; +2025-06-04 22:05:34,981 - INFO - Evaluation: +Curr mae: 90.0473; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 159.5179; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1280; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 22:05:34,981 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 +2025-06-04 22:06:48,692 - INFO - Training: cls_zice: 102.04978848135235; reg_zipnll: -200.47717296524553; cnt_loss: 20.12117085709477; +2025-06-04 22:06:48,693 - INFO - Evaluation: +Curr mae: 94.8087; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 172.4484; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1419; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 22:06:48,693 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 +2025-06-04 22:08:03,104 - INFO - Training: cls_zice: 101.49205692872306; reg_zipnll: -167.23101728325648; cnt_loss: 20.909534230137503; +2025-06-04 22:08:03,105 - INFO - Evaluation: +Curr mae: 93.9891; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 156.8369; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1501; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 22:08:03,105 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 +2025-06-04 22:09:17,558 - INFO - Training: cls_zice: 105.78833773278242; reg_zipnll: -188.93627031591555; cnt_loss: 24.196219974795714; +2025-06-04 22:09:17,558 - INFO - Evaluation: +Curr mae: 105.6164; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 202.4320; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1582; Best nae: 0.1100; 0.1111; 0.1134; 0.1140; 0.1148; + + + +2025-06-04 22:09:17,558 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 +2025-06-04 22:10:31,113 - INFO - Training: cls_zice: 103.72868542955412; reg_zipnll: -172.69466237200805; cnt_loss: 20.7823784714503; +2025-06-04 22:10:31,320 - INFO - Evaluation: +Curr mae: 82.2410; Best mae: 77.1969; 79.8751; 80.0336; 80.5805; 80.6941; +Curr rmse: 157.4280; Best rmse: 132.9161; 135.2260; 135.6457; 136.4458; 137.4192; +Curr nae: 0.1111; Best nae: 0.1100; 0.1111; 0.1111; 0.1134; 0.1140; + + + +2025-06-04 22:10:31,321 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 +2025-06-04 22:11:45,773 - INFO - Training: cls_zice: 99.49062217939769; reg_zipnll: -128.58425492798256; cnt_loss: 18.837037440167357; +2025-06-04 22:11:46,384 - INFO - Evaluation: +Curr mae: 78.4788; Best mae: 77.1969; 78.4788; 79.8751; 80.0336; 80.5805; +Curr rmse: 135.5651; Best rmse: 132.9161; 135.2260; 135.5651; 135.6457; 136.4458; +Curr nae: 0.1101; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:11:46,384 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 +2025-06-04 22:12:59,950 - INFO - Training: cls_zice: 103.91989716788791; reg_zipnll: -181.51979920406214; cnt_loss: 23.06344707754274; +2025-06-04 22:12:59,950 - INFO - Evaluation: +Curr mae: 96.3554; Best mae: 77.1969; 78.4788; 79.8751; 80.0336; 80.5805; +Curr rmse: 175.9545; Best rmse: 132.9161; 135.2260; 135.5651; 135.6457; 136.4458; +Curr nae: 0.1381; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:12:59,950 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 +2025-06-04 22:14:14,320 - INFO - Training: cls_zice: 102.25812452202601; reg_zipnll: -153.22677105152053; cnt_loss: 21.147401827060623; +2025-06-04 22:14:14,732 - INFO - Evaluation: +Curr mae: 76.8907; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 131.7535; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1134; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:14:14,732 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 +2025-06-04 22:15:29,121 - INFO - Training: cls_zice: 104.20932657355505; reg_zipnll: -182.55246591883778; cnt_loss: 21.1142982647119; +2025-06-04 22:15:29,122 - INFO - Evaluation: +Curr mae: 81.4745; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 146.0071; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1191; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:15:29,122 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 +2025-06-04 22:16:42,913 - INFO - Training: cls_zice: 103.17241163443256; reg_zipnll: -173.50320353729046; cnt_loss: 21.40637232925718; +2025-06-04 22:16:42,913 - INFO - Evaluation: +Curr mae: 88.8118; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 148.6323; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1268; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:16:42,913 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 +2025-06-04 22:17:57,246 - INFO - Training: cls_zice: 103.17710997726743; reg_zipnll: -167.21092812746565; cnt_loss: 21.98570865984784; +2025-06-04 22:17:57,247 - INFO - Evaluation: +Curr mae: 81.2211; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 138.2541; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1144; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:17:57,247 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 +2025-06-04 22:19:10,883 - INFO - Training: cls_zice: 102.00856378220564; reg_zipnll: -166.90028560082644; cnt_loss: 21.551254427196174; +2025-06-04 22:19:10,884 - INFO - Evaluation: +Curr mae: 112.6577; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 207.1641; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1624; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:19:10,884 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 +2025-06-04 22:20:25,502 - INFO - Training: cls_zice: 100.1575037469927; reg_zipnll: -164.05483685423997; cnt_loss: 18.99881076496958; +2025-06-04 22:20:25,503 - INFO - Evaluation: +Curr mae: 91.6537; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 158.2629; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1268; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:20:25,503 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 +2025-06-04 22:21:39,506 - INFO - Training: cls_zice: 99.10942361844296; reg_zipnll: -158.5197540308466; cnt_loss: 19.01459594278146; +2025-06-04 22:21:39,506 - INFO - Evaluation: +Curr mae: 95.5923; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 186.3050; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1346; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:21:39,506 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 +2025-06-04 22:22:53,421 - INFO - Training: cls_zice: 101.63933794387918; reg_zipnll: -180.146609293704; cnt_loss: 21.51567853839192; +2025-06-04 22:22:53,421 - INFO - Evaluation: +Curr mae: 82.3277; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 141.5185; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1194; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:22:53,421 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 +2025-06-04 22:24:07,835 - INFO - Training: cls_zice: 101.6631469852877; reg_zipnll: -186.7999900224193; cnt_loss: 20.433903555206903; +2025-06-04 22:24:07,836 - INFO - Evaluation: +Curr mae: 91.7380; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 163.2485; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1241; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:24:07,836 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 +2025-06-04 22:25:21,290 - INFO - Training: cls_zice: 100.66710088110918; reg_zipnll: -166.7315451514642; cnt_loss: 21.591126072485714; +2025-06-04 22:25:21,290 - INFO - Evaluation: +Curr mae: 93.9839; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 170.4568; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1329; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:25:21,291 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 +2025-06-04 22:26:35,749 - INFO - Training: cls_zice: 100.17384471009109; reg_zipnll: -150.21796932599403; cnt_loss: 20.575285589458137; +2025-06-04 22:26:35,750 - INFO - Evaluation: +Curr mae: 87.5844; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 158.2128; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1309; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:26:35,750 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 +2025-06-04 22:27:50,290 - INFO - Training: cls_zice: 101.36483205075295; reg_zipnll: -190.42551415803416; cnt_loss: 21.28165344844591; +2025-06-04 22:27:50,291 - INFO - Evaluation: +Curr mae: 81.2649; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 139.7389; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1157; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:27:50,291 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 +2025-06-04 22:29:03,963 - INFO - Training: cls_zice: 99.50021391357018; reg_zipnll: -139.46438911261149; cnt_loss: 19.011447230711678; +2025-06-04 22:29:03,964 - INFO - Evaluation: +Curr mae: 112.6030; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 192.5609; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1739; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:29:03,964 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 +2025-06-04 22:30:18,555 - INFO - Training: cls_zice: 101.84464640333162; reg_zipnll: -184.44821972878563; cnt_loss: 22.83059442280144; +2025-06-04 22:30:18,556 - INFO - Evaluation: +Curr mae: 90.6841; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 160.8083; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1275; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:30:18,556 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 +2025-06-04 22:31:32,488 - INFO - Training: cls_zice: 101.30639671174106; reg_zipnll: -165.68254744927614; cnt_loss: 18.842541440433223; +2025-06-04 22:31:32,488 - INFO - Evaluation: +Curr mae: 90.9635; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 157.1933; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1385; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:31:32,488 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 +2025-06-04 22:32:46,599 - INFO - Training: cls_zice: 100.90101032383394; reg_zipnll: -162.02221137798387; cnt_loss: 18.921421270496797; +2025-06-04 22:32:46,599 - INFO - Evaluation: +Curr mae: 84.0462; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 145.2612; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1162; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:32:46,599 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 +2025-06-04 22:34:00,864 - INFO - Training: cls_zice: 102.53826179251766; reg_zipnll: -173.44792788233977; cnt_loss: 19.941836401326768; +2025-06-04 22:34:00,865 - INFO - Evaluation: +Curr mae: 93.5560; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 168.4028; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1366; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:34:00,865 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 +2025-06-04 22:35:14,737 - INFO - Training: cls_zice: 105.824654661267; reg_zipnll: -169.87806059982603; cnt_loss: 22.260789634376174; +2025-06-04 22:35:14,738 - INFO - Evaluation: +Curr mae: 81.2093; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 145.0171; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1237; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:35:14,738 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 +2025-06-04 22:36:29,096 - INFO - Training: cls_zice: 108.04257674564589; reg_zipnll: -174.34360689832675; cnt_loss: 25.105812328540726; +2025-06-04 22:36:29,096 - INFO - Evaluation: +Curr mae: 291.3011; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 617.4825; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.8721; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:36:29,097 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 +2025-06-04 22:37:42,925 - INFO - Training: cls_zice: 104.73925259571202; reg_zipnll: -150.4019680465294; cnt_loss: 21.031791930167092; +2025-06-04 22:37:42,926 - INFO - Evaluation: +Curr mae: 1146.0247; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 2538.5021; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 3.7794; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:37:42,926 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 +2025-06-04 22:38:56,663 - INFO - Training: cls_zice: 102.0802143551656; reg_zipnll: -163.05856189980412; cnt_loss: 18.90222834593413; +2025-06-04 22:38:56,664 - INFO - Evaluation: +Curr mae: 172.9308; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 333.4444; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.4696; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:38:56,664 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 +2025-06-04 22:40:11,081 - INFO - Training: cls_zice: 101.95752402804546; reg_zipnll: -166.6126895424546; cnt_loss: 18.041369431855664; +2025-06-04 22:40:11,082 - INFO - Evaluation: +Curr mae: 144.1034; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 283.2910; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.3676; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:40:11,082 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 +2025-06-04 22:41:25,287 - INFO - Training: cls_zice: 101.59307247439757; reg_zipnll: -182.82927774593531; cnt_loss: 19.965352524195286; +2025-06-04 22:41:25,288 - INFO - Evaluation: +Curr mae: 423.8305; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 797.7075; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 1.2558; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:41:25,288 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 +2025-06-04 22:42:39,730 - INFO - Training: cls_zice: 97.57327513031612; reg_zipnll: -148.06649236489605; cnt_loss: 18.21665104177614; +2025-06-04 22:42:39,730 - INFO - Evaluation: +Curr mae: 93.0523; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 171.2466; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1386; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:42:39,730 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 +2025-06-04 22:43:53,744 - INFO - Training: cls_zice: 98.61538645131698; reg_zipnll: -206.13520878040237; cnt_loss: 18.228102024027844; +2025-06-04 22:43:53,745 - INFO - Evaluation: +Curr mae: 184.1491; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 307.0526; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.4991; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:43:53,745 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 +2025-06-04 22:45:07,553 - INFO - Training: cls_zice: 98.63255202691286; reg_zipnll: -158.51834396968613; cnt_loss: 17.49027857559406; +2025-06-04 22:45:07,553 - INFO - Evaluation: +Curr mae: 191.0364; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 305.6897; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.5128; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:45:07,553 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 +2025-06-04 22:46:22,042 - INFO - Training: cls_zice: 102.22029705079186; reg_zipnll: -196.76512773779055; cnt_loss: 21.664486187183304; +2025-06-04 22:46:22,043 - INFO - Evaluation: +Curr mae: 389.0237; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 638.6417; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 1.1859; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:46:22,043 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 +2025-06-04 22:47:35,297 - INFO - Training: cls_zice: 100.48300940153615; reg_zipnll: -179.0906308344658; cnt_loss: 18.926624416515526; +2025-06-04 22:47:35,298 - INFO - Evaluation: +Curr mae: 101.4186; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 171.7194; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1712; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:47:35,298 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 +2025-06-04 22:48:49,855 - INFO - Training: cls_zice: 99.35922620154375; reg_zipnll: -146.57990652046456; cnt_loss: 19.829824911837544; +2025-06-04 22:48:49,855 - INFO - Evaluation: +Curr mae: 95.8616; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 166.3133; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1522; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:48:49,856 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 +2025-06-04 22:50:03,945 - INFO - Training: cls_zice: 100.4486789955998; reg_zipnll: -180.7368681446606; cnt_loss: 21.297341700421264; +2025-06-04 22:50:03,946 - INFO - Evaluation: +Curr mae: 87.1402; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 164.7508; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1222; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:50:03,946 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 +2025-06-04 22:51:17,619 - INFO - Training: cls_zice: 101.25867575209662; reg_zipnll: -160.03834920845284; cnt_loss: 18.27630733654199; +2025-06-04 22:51:17,619 - INFO - Evaluation: +Curr mae: 89.6347; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 160.4362; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1236; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:51:17,619 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 +2025-06-04 22:52:31,921 - INFO - Training: cls_zice: 99.34602012381649; reg_zipnll: -175.0253504127856; cnt_loss: 19.80609239489827; +2025-06-04 22:52:31,921 - INFO - Evaluation: +Curr mae: 91.2290; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 155.2228; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1492; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:52:31,921 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 +2025-06-04 22:53:45,656 - INFO - Training: cls_zice: 100.25926445967315; reg_zipnll: -153.1368947755422; cnt_loss: 19.97474134363086; +2025-06-04 22:53:45,656 - INFO - Evaluation: +Curr mae: 96.1424; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 165.4415; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1534; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:53:45,656 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 +2025-06-04 22:54:59,895 - INFO - Training: cls_zice: 98.86251323270481; reg_zipnll: -148.7814110193821; cnt_loss: 18.9528968539459; +2025-06-04 22:54:59,895 - INFO - Evaluation: +Curr mae: 110.0307; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 190.9023; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1653; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:54:59,895 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 +2025-06-04 22:56:14,026 - INFO - Training: cls_zice: 99.40583170960281; reg_zipnll: -166.70718445051585; cnt_loss: 21.882483119206714; +2025-06-04 22:56:14,027 - INFO - Evaluation: +Curr mae: 80.3204; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 139.0905; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1176; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:56:14,027 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 +2025-06-04 22:57:27,886 - INFO - Training: cls_zice: 100.49393650080195; reg_zipnll: -172.57910278143473; cnt_loss: 18.86860213690246; +2025-06-04 22:57:27,886 - INFO - Evaluation: +Curr mae: 87.5151; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 150.0103; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1342; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:57:27,886 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 +2025-06-04 22:58:42,200 - INFO - Training: cls_zice: 104.34442637614067; reg_zipnll: -164.6335540670433; cnt_loss: 20.399489175404934; +2025-06-04 22:58:42,201 - INFO - Evaluation: +Curr mae: 129.6279; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 218.7236; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.3068; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:58:42,201 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 +2025-06-04 22:59:56,066 - INFO - Training: cls_zice: 99.67501343480798; reg_zipnll: -132.4146501465349; cnt_loss: 18.54013735569076; +2025-06-04 22:59:56,067 - INFO - Evaluation: +Curr mae: 111.7774; Best mae: 76.8907; 77.1969; 78.4788; 79.8751; 80.0336; +Curr rmse: 206.1722; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2220; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 22:59:56,067 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 +2025-06-04 23:01:09,879 - INFO - Training: cls_zice: 100.10269504825011; reg_zipnll: -171.77748743271985; cnt_loss: 22.51788403814202; +2025-06-04 23:01:10,087 - INFO - Evaluation: +Curr mae: 79.3198; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 141.0723; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1147; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:01:10,875 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 +2025-06-04 23:02:25,526 - INFO - Training: cls_zice: 100.31661561624894; reg_zipnll: -175.64184245052718; cnt_loss: 20.52111074624472; +2025-06-04 23:02:25,527 - INFO - Evaluation: +Curr mae: 84.0805; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 151.4335; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1232; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:02:25,527 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 +2025-06-04 23:03:39,588 - INFO - Training: cls_zice: 99.67921239335016; reg_zipnll: -166.41737026252494; cnt_loss: 19.692146479688734; +2025-06-04 23:03:39,588 - INFO - Evaluation: +Curr mae: 89.0642; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 149.6837; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1401; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:03:39,589 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 +2025-06-04 23:04:53,790 - INFO - Training: cls_zice: 106.33374040489954; reg_zipnll: -181.1586547245253; cnt_loss: 25.073283981803236; +2025-06-04 23:04:53,790 - INFO - Evaluation: +Curr mae: 90.0342; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 157.0044; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1463; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:04:53,790 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 +2025-06-04 23:06:07,833 - INFO - Training: cls_zice: 99.87348622833656; reg_zipnll: -168.83555138821635; cnt_loss: 19.191579686095384; +2025-06-04 23:06:07,834 - INFO - Evaluation: +Curr mae: 92.6297; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 152.8873; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1517; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:06:07,834 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 +2025-06-04 23:07:22,039 - INFO - Training: cls_zice: 102.40123057839097; reg_zipnll: -190.32616373403184; cnt_loss: 20.10807658347073; +2025-06-04 23:07:22,039 - INFO - Evaluation: +Curr mae: 82.6586; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 141.2457; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1196; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:07:22,039 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 +2025-06-04 23:08:36,282 - INFO - Training: cls_zice: 98.28898294714114; reg_zipnll: -167.0091374757274; cnt_loss: 19.126417641608132; +2025-06-04 23:08:36,283 - INFO - Evaluation: +Curr mae: 367.9454; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 775.1795; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 1.4194; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:08:36,283 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 +2025-06-04 23:09:50,482 - INFO - Training: cls_zice: 98.5357109600345; reg_zipnll: -164.8476445864368; cnt_loss: 19.163929831902713; +2025-06-04 23:09:50,483 - INFO - Evaluation: +Curr mae: 181.6049; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 299.5492; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.4805; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:09:50,483 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 +2025-06-04 23:11:04,941 - INFO - Training: cls_zice: 100.79244962275423; reg_zipnll: -174.83724434959967; cnt_loss: 19.883283071960044; +2025-06-04 23:11:04,942 - INFO - Evaluation: +Curr mae: 113.2524; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 196.0846; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2088; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:11:04,942 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 +2025-06-04 23:12:19,104 - INFO - Training: cls_zice: 100.25677353735792; reg_zipnll: -194.54256658996178; cnt_loss: 18.64231462036537; +2025-06-04 23:12:19,104 - INFO - Evaluation: +Curr mae: 144.8155; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 239.0913; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.3263; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:12:19,105 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 +2025-06-04 23:13:33,477 - INFO - Training: cls_zice: 101.79749586092716; reg_zipnll: -167.2079117692859; cnt_loss: 21.02617076059051; +2025-06-04 23:13:33,478 - INFO - Evaluation: +Curr mae: 88.8376; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 148.7669; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1461; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:13:33,478 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 +2025-06-04 23:14:47,779 - INFO - Training: cls_zice: 102.26069092908442; reg_zipnll: -201.90512732322642; cnt_loss: 20.511109860527593; +2025-06-04 23:14:47,779 - INFO - Evaluation: +Curr mae: 110.1430; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 169.8131; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2167; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:14:47,779 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 +2025-06-04 23:16:01,872 - INFO - Training: cls_zice: 101.12916736097526; reg_zipnll: -181.23493723837746; cnt_loss: 20.548552634700243; +2025-06-04 23:16:01,873 - INFO - Evaluation: +Curr mae: 89.0251; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 158.2408; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1397; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:16:01,873 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 +2025-06-04 23:17:16,234 - INFO - Training: cls_zice: 101.83478234145815; reg_zipnll: -187.26142278254426; cnt_loss: 21.429899086225902; +2025-06-04 23:17:16,235 - INFO - Evaluation: +Curr mae: 102.1579; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 187.0135; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1634; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:17:16,235 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 +2025-06-04 23:18:30,048 - INFO - Training: cls_zice: 98.58863260730213; reg_zipnll: -178.93054011010176; cnt_loss: 19.591973053698506; +2025-06-04 23:18:30,048 - INFO - Evaluation: +Curr mae: 89.9898; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 161.5094; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1318; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:18:30,049 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 +2025-06-04 23:19:43,915 - INFO - Training: cls_zice: 99.85607970155627; reg_zipnll: -178.10946930639003; cnt_loss: 19.893931914638998; +2025-06-04 23:19:43,916 - INFO - Evaluation: +Curr mae: 98.0279; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 170.9663; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1521; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:19:43,916 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 +2025-06-04 23:20:58,152 - INFO - Training: cls_zice: 99.90444445767939; reg_zipnll: -174.50854413872523; cnt_loss: 19.39861818970434; +2025-06-04 23:20:58,153 - INFO - Evaluation: +Curr mae: 92.4721; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 159.3071; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1566; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:20:58,153 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 +2025-06-04 23:22:12,322 - INFO - Training: cls_zice: 101.50244768407961; reg_zipnll: -136.73516742756826; cnt_loss: 20.01263622258673; +2025-06-04 23:22:12,322 - INFO - Evaluation: +Curr mae: 125.7145; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 205.1055; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2605; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:22:12,323 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 +2025-06-04 23:23:26,623 - INFO - Training: cls_zice: 102.7808041477835; reg_zipnll: -197.9988691948897; cnt_loss: 21.41009350328256; +2025-06-04 23:23:26,624 - INFO - Evaluation: +Curr mae: 85.6858; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 143.2917; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1293; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:23:26,624 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 +2025-06-04 23:24:40,541 - INFO - Training: cls_zice: 101.2555585128582; reg_zipnll: -171.0349533510524; cnt_loss: 20.3259568088102; +2025-06-04 23:24:40,542 - INFO - Evaluation: +Curr mae: 87.7654; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 154.7083; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1410; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:24:40,542 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 +2025-06-04 23:25:54,585 - INFO - Training: cls_zice: 100.4148848198897; reg_zipnll: -190.59315584826942; cnt_loss: 19.68138124453311; +2025-06-04 23:25:54,585 - INFO - Evaluation: +Curr mae: 95.3106; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 171.4579; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1461; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:25:54,585 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 +2025-06-04 23:27:09,210 - INFO - Training: cls_zice: 100.4856016651684; reg_zipnll: -171.55011492849187; cnt_loss: 17.40304782216912; +2025-06-04 23:27:09,210 - INFO - Evaluation: +Curr mae: 92.2928; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 163.2146; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1478; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:27:09,211 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 +2025-06-04 23:28:23,751 - INFO - Training: cls_zice: 98.33748991757828; reg_zipnll: -153.38705638228663; cnt_loss: 16.127381869499256; +2025-06-04 23:28:23,752 - INFO - Evaluation: +Curr mae: 88.7738; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 149.9084; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1441; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:28:23,752 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 +2025-06-04 23:29:38,543 - INFO - Training: cls_zice: 97.94370087882541; reg_zipnll: -152.53737770484773; cnt_loss: 19.19063623377819; +2025-06-04 23:29:38,543 - INFO - Evaluation: +Curr mae: 114.1068; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 181.3544; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2454; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:29:38,544 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 +2025-06-04 23:30:52,131 - INFO - Training: cls_zice: 97.19276384012589; reg_zipnll: -146.69624537032172; cnt_loss: 16.04370914863435; +2025-06-04 23:30:52,132 - INFO - Evaluation: +Curr mae: 90.3816; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 147.1804; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1617; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:30:52,132 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 +2025-06-04 23:32:06,022 - INFO - Training: cls_zice: 95.57137062218015; reg_zipnll: -155.7441520438289; cnt_loss: 16.42954792250071; +2025-06-04 23:32:06,022 - INFO - Evaluation: +Curr mae: 190.5403; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 378.7133; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.4675; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:32:06,022 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 +2025-06-04 23:33:20,376 - INFO - Training: cls_zice: 96.87914847380279; reg_zipnll: -151.8919420115995; cnt_loss: 16.705413436258077; +2025-06-04 23:33:20,377 - INFO - Evaluation: +Curr mae: 85.5135; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 148.8727; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1336; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:33:20,377 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 +2025-06-04 23:34:34,654 - INFO - Training: cls_zice: 97.35314494252994; reg_zipnll: -164.72194174583385; cnt_loss: 18.072971495571515; +2025-06-04 23:34:34,654 - INFO - Evaluation: +Curr mae: 86.2354; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 151.1453; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1302; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:34:34,654 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 +2025-06-04 23:35:49,372 - INFO - Training: cls_zice: 96.96897886920449; reg_zipnll: -151.33371912090985; cnt_loss: 17.887732292642657; +2025-06-04 23:35:49,373 - INFO - Evaluation: +Curr mae: 118.7909; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 184.1803; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2609; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:35:49,373 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 +2025-06-04 23:37:03,398 - INFO - Training: cls_zice: 97.59549998605488; reg_zipnll: -171.82073396720634; cnt_loss: 18.78099625315887; +2025-06-04 23:37:03,399 - INFO - Evaluation: +Curr mae: 149.3823; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 257.0457; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.3471; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:37:03,399 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 +2025-06-04 23:38:17,069 - INFO - Training: cls_zice: 99.09891939478995; reg_zipnll: -178.3319547476358; cnt_loss: 17.499327264874186; +2025-06-04 23:38:17,070 - INFO - Evaluation: +Curr mae: 139.8613; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 223.8095; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.3084; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:38:17,070 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 +2025-06-04 23:39:31,811 - INFO - Training: cls_zice: 100.1390407764359; reg_zipnll: -172.34849158028103; cnt_loss: 21.37912844032641; +2025-06-04 23:39:31,812 - INFO - Evaluation: +Curr mae: 90.1061; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 151.8086; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1557; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:39:31,812 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 +2025-06-04 23:40:45,218 - INFO - Training: cls_zice: 98.7412518128654; reg_zipnll: -172.98494292884473; cnt_loss: 19.99842872367; +2025-06-04 23:40:45,218 - INFO - Evaluation: +Curr mae: 80.9366; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 138.9009; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1180; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:40:45,218 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 +2025-06-04 23:41:59,778 - INFO - Training: cls_zice: 96.88360302179855; reg_zipnll: -178.70852405345994; cnt_loss: 17.006219180214483; +2025-06-04 23:41:59,778 - INFO - Evaluation: +Curr mae: 87.7473; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 149.1647; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1250; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:41:59,778 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 +2025-06-04 23:43:14,052 - INFO - Training: cls_zice: 97.9099338259918; reg_zipnll: -175.7294533963235; cnt_loss: 17.94726055663153; +2025-06-04 23:43:14,052 - INFO - Evaluation: +Curr mae: 94.7707; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 164.2807; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1588; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:43:14,052 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 +2025-06-04 23:44:28,018 - INFO - Training: cls_zice: 98.40021127107127; reg_zipnll: -174.50534737820658; cnt_loss: 18.445713261105368; +2025-06-04 23:44:28,019 - INFO - Evaluation: +Curr mae: 85.6110; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 148.0709; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1370; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:44:28,019 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 +2025-06-04 23:45:42,501 - INFO - Training: cls_zice: 97.28398448110416; reg_zipnll: -171.04256048897244; cnt_loss: 17.473960450153477; +2025-06-04 23:45:42,502 - INFO - Evaluation: +Curr mae: 81.7799; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 148.9966; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1163; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:45:42,502 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 +2025-06-04 23:46:55,916 - INFO - Training: cls_zice: 96.77208734979693; reg_zipnll: -143.37255236328832; cnt_loss: 15.451214108246052; +2025-06-04 23:46:55,917 - INFO - Evaluation: +Curr mae: 101.9698; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 164.2659; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1804; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:46:55,917 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 +2025-06-04 23:48:10,473 - INFO - Training: cls_zice: 98.78500123687138; reg_zipnll: -156.68902357366701; cnt_loss: 17.9919281037438; +2025-06-04 23:48:10,474 - INFO - Evaluation: +Curr mae: 118.2628; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 187.6875; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2328; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:48:10,474 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 +2025-06-04 23:49:25,026 - INFO - Training: cls_zice: 97.90939074636294; reg_zipnll: -180.25720875468474; cnt_loss: 18.069389580101365; +2025-06-04 23:49:25,027 - INFO - Evaluation: +Curr mae: 96.8009; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 179.2743; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1390; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:49:25,027 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 +2025-06-04 23:50:38,948 - INFO - Training: cls_zice: 99.57043911763374; reg_zipnll: -146.02894650389817; cnt_loss: 17.845787334126353; +2025-06-04 23:50:38,948 - INFO - Evaluation: +Curr mae: 91.5349; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 163.0075; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1484; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:50:38,948 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 +2025-06-04 23:51:53,256 - INFO - Training: cls_zice: 96.27676204656133; reg_zipnll: -175.76744074537265; cnt_loss: 18.838853414484998; +2025-06-04 23:51:53,257 - INFO - Evaluation: +Curr mae: 97.1057; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 156.8524; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1849; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:51:53,257 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 +2025-06-04 23:53:06,989 - INFO - Training: cls_zice: 96.67743194024294; reg_zipnll: -157.8847458946784; cnt_loss: 17.720626302112805; +2025-06-04 23:53:06,990 - INFO - Evaluation: +Curr mae: 176.4813; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 271.9929; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.4808; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:53:06,990 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 +2025-06-04 23:54:20,861 - INFO - Training: cls_zice: 97.23347129569149; reg_zipnll: -173.37867228400629; cnt_loss: 17.483252852168306; +2025-06-04 23:54:20,861 - INFO - Evaluation: +Curr mae: 119.6356; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 185.0936; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2508; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:54:20,861 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 +2025-06-04 23:55:35,361 - INFO - Training: cls_zice: 97.07664858584373; reg_zipnll: -162.08256163818157; cnt_loss: 16.980259251120863; +2025-06-04 23:55:35,362 - INFO - Evaluation: +Curr mae: 106.7047; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 166.7539; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2047; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:55:35,362 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 +2025-06-04 23:56:49,242 - INFO - Training: cls_zice: 98.39610256422435; reg_zipnll: -161.49950477776937; cnt_loss: 19.579408233528895; +2025-06-04 23:56:49,242 - INFO - Evaluation: +Curr mae: 81.2615; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 136.5999; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1267; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:56:49,242 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 +2025-06-04 23:58:03,600 - INFO - Training: cls_zice: 95.04818389589424; reg_zipnll: -158.04963955026588; cnt_loss: 16.484728216335473; +2025-06-04 23:58:03,601 - INFO - Evaluation: +Curr mae: 90.5296; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 154.5538; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1407; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:58:03,601 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 +2025-06-04 23:59:17,347 - INFO - Training: cls_zice: 97.13944819115645; reg_zipnll: -130.97445182295036; cnt_loss: 17.95824564055891; +2025-06-04 23:59:17,348 - INFO - Evaluation: +Curr mae: 88.5211; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 147.0958; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1570; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-04 23:59:17,348 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 +2025-06-05 00:00:31,300 - INFO - Training: cls_zice: 99.26465528374476; reg_zipnll: -193.57033329136326; cnt_loss: 19.95346159335004; +2025-06-05 00:00:31,301 - INFO - Evaluation: +Curr mae: 128.2545; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 196.7199; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.2642; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-05 00:00:31,301 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 +2025-06-05 00:01:45,899 - INFO - Training: cls_zice: 101.92269498307184; reg_zipnll: -173.1075206592383; cnt_loss: 19.311126104253805; +2025-06-05 00:01:45,900 - INFO - Evaluation: +Curr mae: 82.0665; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 139.7741; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1208; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-05 00:01:45,900 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 +2025-06-05 00:02:59,796 - INFO - Training: cls_zice: 96.80496728025525; reg_zipnll: -173.6804833380592; cnt_loss: 17.778221995625273; +2025-06-05 00:02:59,797 - INFO - Evaluation: +Curr mae: 89.3400; Best mae: 76.8907; 77.1969; 78.4788; 79.3198; 79.8751; +Curr rmse: 152.1425; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1362; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1134; + + + +2025-06-05 00:03:00,575 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 +2025-06-05 00:04:15,092 - INFO - Training: cls_zice: 97.98555187831651; reg_zipnll: -167.52467430190535; cnt_loss: 17.823386991260858; +2025-06-05 00:04:15,562 - INFO - Evaluation: +Curr mae: 77.5062; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 137.3038; Best rmse: 131.7535; 132.9161; 135.2260; 135.5651; 135.6457; +Curr nae: 0.1117; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:04:15,562 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 +2025-06-05 00:05:29,249 - INFO - Training: cls_zice: 98.00518548725456; reg_zipnll: -172.40417031420776; cnt_loss: 16.799636122406714; +2025-06-05 00:05:29,454 - INFO - Evaluation: +Curr mae: 80.6824; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 132.7649; Best rmse: 131.7535; 132.7649; 132.9161; 135.2260; 135.5651; +Curr nae: 0.1362; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:05:29,454 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 +2025-06-05 00:06:44,127 - INFO - Training: cls_zice: 96.13839666101316; reg_zipnll: -176.74233699950162; cnt_loss: 17.04711103123545; +2025-06-05 00:06:44,127 - INFO - Evaluation: +Curr mae: 84.4976; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 144.4563; Best rmse: 131.7535; 132.7649; 132.9161; 135.2260; 135.5651; +Curr nae: 0.1269; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:06:44,128 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 +2025-06-05 00:07:58,473 - INFO - Training: cls_zice: 100.6684368840906; reg_zipnll: -197.04789829885723; cnt_loss: 18.40736766050983; +2025-06-05 00:07:58,758 - INFO - Evaluation: +Curr mae: 83.1469; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 133.5894; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 135.2260; +Curr nae: 0.1405; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:07:58,759 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 +2025-06-05 00:09:12,736 - INFO - Training: cls_zice: 95.68768813278501; reg_zipnll: -182.947947072667; cnt_loss: 17.256894667417008; +2025-06-05 00:09:12,736 - INFO - Evaluation: +Curr mae: 87.9425; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 157.7953; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 135.2260; +Curr nae: 0.1231; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:09:12,736 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 +2025-06-05 00:10:27,195 - INFO - Training: cls_zice: 98.28824794845076; reg_zipnll: -174.28251006271665; cnt_loss: 17.741334711479034; +2025-06-05 00:10:27,469 - INFO - Evaluation: +Curr mae: 81.0953; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 133.8588; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1223; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:10:27,470 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 +2025-06-05 00:11:41,330 - INFO - Training: cls_zice: 100.03207019780645; reg_zipnll: -185.96800776349; cnt_loss: 17.639024933442375; +2025-06-05 00:11:41,330 - INFO - Evaluation: +Curr mae: 96.3105; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 158.7757; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1605; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:11:41,330 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 +2025-06-05 00:12:55,927 - INFO - Training: cls_zice: 96.68434942637059; reg_zipnll: -165.6521815179989; cnt_loss: 18.54371104019367; +2025-06-05 00:12:55,928 - INFO - Evaluation: +Curr mae: 97.0705; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 154.7940; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1624; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:12:55,928 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 +2025-06-05 00:14:10,115 - INFO - Training: cls_zice: 96.08290842826793; reg_zipnll: -175.3897060558496; cnt_loss: 20.237375152032108; +2025-06-05 00:14:10,116 - INFO - Evaluation: +Curr mae: 93.1186; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 158.7275; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1508; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:14:10,116 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 +2025-06-05 00:15:23,630 - INFO - Training: cls_zice: 95.37265470643706; reg_zipnll: -154.14644545750903; cnt_loss: 17.3500573848257; +2025-06-05 00:15:23,630 - INFO - Evaluation: +Curr mae: 82.3526; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 150.1741; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1119; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:15:23,631 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 +2025-06-05 00:16:38,140 - INFO - Training: cls_zice: 95.80654503178123; reg_zipnll: -148.9690572662859; cnt_loss: 17.890656929142427; +2025-06-05 00:16:38,141 - INFO - Evaluation: +Curr mae: 81.6502; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 141.6708; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1257; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:16:38,141 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 +2025-06-05 00:17:51,793 - INFO - Training: cls_zice: 96.96073007899405; reg_zipnll: -191.77730154833256; cnt_loss: 16.882160630447185; +2025-06-05 00:17:51,794 - INFO - Evaluation: +Curr mae: 101.6414; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 186.8138; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1538; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:17:51,794 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 +2025-06-05 00:18:59,457 - INFO - Training: cls_zice: 95.81924344056489; reg_zipnll: -165.57081261060097; cnt_loss: 17.396117407754556; +2025-06-05 00:18:59,457 - INFO - Evaluation: +Curr mae: 108.7140; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 344.4710; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.2553; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:18:59,457 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 +2025-06-05 00:20:07,821 - INFO - Training: cls_zice: 97.62575907423006; reg_zipnll: -169.30524962469443; cnt_loss: 17.474718965441976; +2025-06-05 00:20:07,822 - INFO - Evaluation: +Curr mae: 100.7320; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 197.2457; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1859; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:20:07,822 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 +2025-06-05 00:21:21,785 - INFO - Training: cls_zice: 95.9087737632903; reg_zipnll: -193.51503752398963; cnt_loss: 15.624565168721787; +2025-06-05 00:21:21,786 - INFO - Evaluation: +Curr mae: 82.8252; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 147.5557; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1178; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:21:21,786 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 +2025-06-05 00:22:35,966 - INFO - Training: cls_zice: 95.36813055126872; reg_zipnll: -171.54788077272326; cnt_loss: 16.53135862413621; +2025-06-05 00:22:35,966 - INFO - Evaluation: +Curr mae: 86.0957; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 148.3661; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1280; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:22:35,966 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 +2025-06-05 00:23:50,035 - INFO - Training: cls_zice: 97.64027816570358; reg_zipnll: -193.25153084306527; cnt_loss: 18.685491325050002; +2025-06-05 00:23:50,036 - INFO - Evaluation: +Curr mae: 83.8315; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 149.7949; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1244; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:23:50,036 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 +2025-06-05 00:25:03,900 - INFO - Training: cls_zice: 97.0157335167689; reg_zipnll: -168.07022438933518; cnt_loss: 17.274846422751217; +2025-06-05 00:25:03,901 - INFO - Evaluation: +Curr mae: 82.6494; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 142.1084; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1169; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:25:03,901 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 +2025-06-05 00:26:17,688 - INFO - Training: cls_zice: 95.84164582814601; reg_zipnll: -185.7406813324682; cnt_loss: 17.517647645331376; +2025-06-05 00:26:17,689 - INFO - Evaluation: +Curr mae: 85.8222; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 147.2755; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1272; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:26:17,689 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 +2025-06-05 00:27:32,342 - INFO - Training: cls_zice: 99.48873216742712; reg_zipnll: -188.05263668338193; cnt_loss: 16.409049689375014; +2025-06-05 00:27:32,343 - INFO - Evaluation: +Curr mae: 87.2768; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 154.6508; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1266; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:27:32,343 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 +2025-06-05 00:28:45,943 - INFO - Training: cls_zice: 98.41350252265173; reg_zipnll: -177.39903801166457; cnt_loss: 17.15078619458028; +2025-06-05 00:28:45,944 - INFO - Evaluation: +Curr mae: 82.7521; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 148.9836; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1208; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:28:45,944 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 +2025-06-05 00:29:59,873 - INFO - Training: cls_zice: 96.07945637355577; reg_zipnll: -194.29930597898976; cnt_loss: 20.01331221504717; +2025-06-05 00:29:59,874 - INFO - Evaluation: +Curr mae: 82.8502; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 139.5156; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1193; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:29:59,874 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 +2025-06-05 00:31:13,588 - INFO - Training: cls_zice: 97.46504693947091; reg_zipnll: -176.8142834025503; cnt_loss: 17.42281278553388; +2025-06-05 00:31:13,589 - INFO - Evaluation: +Curr mae: 90.8692; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 163.8291; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1222; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:31:13,589 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 +2025-06-05 00:32:28,027 - INFO - Training: cls_zice: 94.26754880740943; reg_zipnll: -182.91851634852932; cnt_loss: 16.267078312817; +2025-06-05 00:32:28,027 - INFO - Evaluation: +Curr mae: 87.0512; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 165.5619; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1217; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:32:28,027 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 +2025-06-05 00:33:41,745 - INFO - Training: cls_zice: 96.37382747321729; reg_zipnll: -159.15350212324535; cnt_loss: 15.120665258129701; +2025-06-05 00:33:41,746 - INFO - Evaluation: +Curr mae: 87.8951; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 155.2133; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1192; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:33:41,746 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 +2025-06-05 00:34:55,943 - INFO - Training: cls_zice: 95.73292221770382; reg_zipnll: -166.60571845793567; cnt_loss: 17.769813401809593; +2025-06-05 00:34:55,943 - INFO - Evaluation: +Curr mae: 84.9980; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 148.6275; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1365; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:34:55,943 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 +2025-06-05 00:36:09,624 - INFO - Training: cls_zice: 92.74719968378939; reg_zipnll: -177.16285624093567; cnt_loss: 16.07388955552057; +2025-06-05 00:36:09,624 - INFO - Evaluation: +Curr mae: 90.4055; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 155.7770; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1354; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:36:09,625 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 +2025-06-05 00:37:23,798 - INFO - Training: cls_zice: 96.12137103554429; reg_zipnll: -173.31697616829777; cnt_loss: 17.232894917197576; +2025-06-05 00:37:23,799 - INFO - Evaluation: +Curr mae: 80.9462; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 144.4615; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1222; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:37:23,799 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 +2025-06-05 00:38:38,128 - INFO - Training: cls_zice: 94.87782137757105; reg_zipnll: -185.079347945207; cnt_loss: 17.48531638707546; +2025-06-05 00:38:38,129 - INFO - Evaluation: +Curr mae: 87.8791; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 151.5707; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1323; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:38:38,129 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 +2025-06-05 00:39:51,813 - INFO - Training: cls_zice: 93.3658026133152; reg_zipnll: -152.67877077898441; cnt_loss: 16.03022268907913; +2025-06-05 00:39:51,813 - INFO - Evaluation: +Curr mae: 88.1478; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 155.5618; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1249; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:39:51,813 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 +2025-06-05 00:41:05,501 - INFO - Training: cls_zice: 94.70072891538506; reg_zipnll: -175.49278367907795; cnt_loss: 15.670390547506067; +2025-06-05 00:41:05,502 - INFO - Evaluation: +Curr mae: 86.9174; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 159.3412; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1203; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1117; + + + +2025-06-05 00:41:05,502 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 +2025-06-05 00:42:19,949 - INFO - Training: cls_zice: 93.63568307232383; reg_zipnll: -160.0197492056335; cnt_loss: 14.776830295853268; +2025-06-05 00:42:20,216 - INFO - Evaluation: +Curr mae: 80.6814; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 140.2126; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1112; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:42:20,216 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 +2025-06-05 00:43:34,217 - INFO - Training: cls_zice: 96.02267870366178; reg_zipnll: -178.0890617560077; cnt_loss: 16.869788656171583; +2025-06-05 00:43:34,217 - INFO - Evaluation: +Curr mae: 83.0267; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 149.3602; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1175; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:43:34,217 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 +2025-06-05 00:44:48,308 - INFO - Training: cls_zice: 95.48678218765764; reg_zipnll: -160.35344610151077; cnt_loss: 16.43800700421365; +2025-06-05 00:44:48,308 - INFO - Evaluation: +Curr mae: 85.3536; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 155.0262; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1145; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:44:48,308 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 +2025-06-05 00:46:01,796 - INFO - Training: cls_zice: 96.36940675697579; reg_zipnll: -174.8457324236434; cnt_loss: 17.019504891326097; +2025-06-05 00:46:01,796 - INFO - Evaluation: +Curr mae: 89.5910; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 163.6611; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1253; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:46:01,796 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 +2025-06-05 00:47:15,717 - INFO - Training: cls_zice: 97.42985042041501; reg_zipnll: -171.48612811233824; cnt_loss: 18.08907084275555; +2025-06-05 00:47:15,717 - INFO - Evaluation: +Curr mae: 86.1477; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 150.9451; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1226; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:47:15,717 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 +2025-06-05 00:48:30,094 - INFO - Training: cls_zice: 97.07863894835214; reg_zipnll: -211.13439064783765; cnt_loss: 17.956623980541103; +2025-06-05 00:48:30,095 - INFO - Evaluation: +Curr mae: 86.5228; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 155.9933; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1228; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:48:30,095 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 +2025-06-05 00:49:44,120 - INFO - Training: cls_zice: 97.0715915856772; reg_zipnll: -202.37238973655448; cnt_loss: 17.919067807544934; +2025-06-05 00:49:44,121 - INFO - Evaluation: +Curr mae: 83.1535; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 151.2735; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1124; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:49:44,121 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 +2025-06-05 00:50:57,971 - INFO - Training: cls_zice: 92.50575458450822; reg_zipnll: -189.90045537380192; cnt_loss: 15.82835024082108; +2025-06-05 00:50:57,972 - INFO - Evaluation: +Curr mae: 80.4088; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 138.2904; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1142; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:50:57,972 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 +2025-06-05 00:52:12,115 - INFO - Training: cls_zice: 94.06756931582824; reg_zipnll: -164.60023522534908; cnt_loss: 14.920476793453393; +2025-06-05 00:52:12,116 - INFO - Evaluation: +Curr mae: 83.5668; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 145.6846; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1216; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:52:12,116 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 +2025-06-05 00:53:26,259 - INFO - Training: cls_zice: 94.2051367728126; reg_zipnll: -187.30927310716237; cnt_loss: 15.506800176292066; +2025-06-05 00:53:26,259 - INFO - Evaluation: +Curr mae: 84.6283; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 149.3897; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1163; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:53:26,259 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 +2025-06-05 00:54:40,292 - INFO - Training: cls_zice: 92.92833007408294; reg_zipnll: -158.1805583435968; cnt_loss: 15.404309402238454; +2025-06-05 00:54:40,293 - INFO - Evaluation: +Curr mae: 95.2827; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 79.3198; +Curr rmse: 171.4037; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1405; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:54:40,293 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 +2025-06-05 00:55:54,050 - INFO - Training: cls_zice: 93.86531453416838; reg_zipnll: -186.31411938004146; cnt_loss: 15.371629247602248; +2025-06-05 00:55:54,320 - INFO - Evaluation: +Curr mae: 78.7272; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 138.8185; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1142; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:55:54,320 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 +2025-06-05 00:57:07,567 - INFO - Training: cls_zice: 92.6372779441985; reg_zipnll: -158.17484195027131; cnt_loss: 15.431923954692108; +2025-06-05 00:57:07,567 - INFO - Evaluation: +Curr mae: 85.9118; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 152.6438; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1164; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:57:07,568 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 +2025-06-05 00:58:21,654 - INFO - Training: cls_zice: 94.27489372910253; reg_zipnll: -176.5230812047491; cnt_loss: 16.210534417866082; +2025-06-05 00:58:21,655 - INFO - Evaluation: +Curr mae: 91.4139; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 167.4990; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1304; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:58:21,655 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 +2025-06-05 00:59:35,404 - INFO - Training: cls_zice: 95.63936799409373; reg_zipnll: -196.78727458170707; cnt_loss: 15.167535769228904; +2025-06-05 00:59:35,405 - INFO - Evaluation: +Curr mae: 87.7593; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 153.1994; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1287; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 00:59:35,405 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 +2025-06-05 01:00:48,139 - INFO - Training: cls_zice: 93.91504781609339; reg_zipnll: -178.11008358633282; cnt_loss: 18.19987854104958; +2025-06-05 01:00:48,140 - INFO - Evaluation: +Curr mae: 84.1040; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 145.3992; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1215; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:00:48,140 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 +2025-06-05 01:02:02,059 - INFO - Training: cls_zice: 94.79800392302457; reg_zipnll: -156.88320895693948; cnt_loss: 14.847496800075303; +2025-06-05 01:02:02,060 - INFO - Evaluation: +Curr mae: 87.5150; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 156.8750; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1217; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:02:02,060 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 +2025-06-05 01:03:15,907 - INFO - Training: cls_zice: 96.97235730152256; reg_zipnll: -169.94001056342725; cnt_loss: 16.815212417122545; +2025-06-05 01:03:15,907 - INFO - Evaluation: +Curr mae: 84.6386; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 154.5652; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1177; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:03:15,907 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 +2025-06-05 01:04:28,643 - INFO - Training: cls_zice: 96.55886969029508; reg_zipnll: -191.6381798548414; cnt_loss: 17.71069623618726; +2025-06-05 01:04:28,644 - INFO - Evaluation: +Curr mae: 87.5849; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 154.6390; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1299; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:04:29,418 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 +2025-06-05 01:05:43,167 - INFO - Training: cls_zice: 93.41830450493768; reg_zipnll: -184.6811103220807; cnt_loss: 14.942227523058456; +2025-06-05 01:05:43,167 - INFO - Evaluation: +Curr mae: 88.0364; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 158.2724; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1191; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:05:43,167 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 +2025-06-05 01:06:56,775 - INFO - Training: cls_zice: 94.23835916077064; reg_zipnll: -190.8429634902651; cnt_loss: 16.886352659061256; +2025-06-05 01:06:56,775 - INFO - Evaluation: +Curr mae: 92.4210; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 163.6100; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1312; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:06:56,775 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 +2025-06-05 01:08:10,189 - INFO - Training: cls_zice: 96.22470640978277; reg_zipnll: -187.6575534517402; cnt_loss: 16.87715121136596; +2025-06-05 01:08:10,190 - INFO - Evaluation: +Curr mae: 80.7483; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 143.5962; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1131; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:08:10,190 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 +2025-06-05 01:09:24,400 - INFO - Training: cls_zice: 95.95870548526183; reg_zipnll: -172.02225805118383; cnt_loss: 16.790709972381592; +2025-06-05 01:09:24,400 - INFO - Evaluation: +Curr mae: 82.8028; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 140.1282; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1227; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:09:24,400 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 +2025-06-05 01:10:38,278 - INFO - Training: cls_zice: 95.32253423273959; reg_zipnll: -149.2756126100654; cnt_loss: 15.361764083634938; +2025-06-05 01:10:38,279 - INFO - Evaluation: +Curr mae: 87.9697; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 154.0091; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1245; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:10:38,279 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 +2025-06-05 01:11:52,621 - INFO - Training: cls_zice: 92.16118073621332; reg_zipnll: -180.5989045591544; cnt_loss: 15.370809903207993; +2025-06-05 01:11:52,622 - INFO - Evaluation: +Curr mae: 86.4227; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 149.9952; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1297; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:11:52,622 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 +2025-06-05 01:13:06,247 - INFO - Training: cls_zice: 96.35131393836824; reg_zipnll: -198.54433945788452; cnt_loss: 16.763167737335557; +2025-06-05 01:13:06,248 - INFO - Evaluation: +Curr mae: 84.9747; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 149.5218; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1236; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:13:06,248 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 +2025-06-05 01:14:19,242 - INFO - Training: cls_zice: 93.48864273677599; reg_zipnll: -167.45129757053806; cnt_loss: 15.79652101946193; +2025-06-05 01:14:19,243 - INFO - Evaluation: +Curr mae: 102.7213; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 181.5763; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1686; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:14:19,243 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 +2025-06-05 01:15:32,955 - INFO - Training: cls_zice: 93.03014728722982; reg_zipnll: -186.7269995417816; cnt_loss: 17.114557564653307; +2025-06-05 01:15:32,956 - INFO - Evaluation: +Curr mae: 86.7319; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 152.4457; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1228; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:15:32,956 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 +2025-06-05 01:16:47,332 - INFO - Training: cls_zice: 95.05438548208072; reg_zipnll: -175.26662842327397; cnt_loss: 15.80594133699177; +2025-06-05 01:16:47,333 - INFO - Evaluation: +Curr mae: 86.2595; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 151.9645; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1259; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:16:47,333 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 +2025-06-05 01:18:00,840 - INFO - Training: cls_zice: 89.71835070098473; reg_zipnll: -157.8079606113055; cnt_loss: 14.68698173642948; +2025-06-05 01:18:00,841 - INFO - Evaluation: +Curr mae: 99.8707; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 169.9854; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1900; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:18:00,841 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 +2025-06-05 01:19:14,376 - INFO - Training: cls_zice: 94.12824980628412; reg_zipnll: -163.44711092765758; cnt_loss: 15.64870130936831; +2025-06-05 01:19:14,376 - INFO - Evaluation: +Curr mae: 92.4434; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 167.9206; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1459; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:19:14,377 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 +2025-06-05 01:20:27,909 - INFO - Training: cls_zice: 93.98960606151859; reg_zipnll: -175.1055901887401; cnt_loss: 14.84834388233968; +2025-06-05 01:20:27,910 - INFO - Evaluation: +Curr mae: 91.2041; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 168.5863; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1329; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:20:27,910 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 +2025-06-05 01:21:41,830 - INFO - Training: cls_zice: 95.34645610455645; reg_zipnll: -185.83936863703443; cnt_loss: 15.951742688551644; +2025-06-05 01:21:41,831 - INFO - Evaluation: +Curr mae: 86.2735; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 152.7984; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1263; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:21:41,831 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 +2025-06-05 01:22:55,824 - INFO - Training: cls_zice: 94.01190265361836; reg_zipnll: -138.98590889987565; cnt_loss: 15.560036856607097; +2025-06-05 01:22:55,824 - INFO - Evaluation: +Curr mae: 84.5718; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 156.6534; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1153; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:22:55,825 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 +2025-06-05 01:24:09,365 - INFO - Training: cls_zice: 95.7264634505013; reg_zipnll: -160.82883969363786; cnt_loss: 14.845740454086405; +2025-06-05 01:24:09,365 - INFO - Evaluation: +Curr mae: 85.5323; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 147.1417; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1324; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:24:09,366 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 +2025-06-05 01:25:23,179 - INFO - Training: cls_zice: 93.12059210467812; reg_zipnll: -195.1902267885524; cnt_loss: 14.762101017086712; +2025-06-05 01:25:23,180 - INFO - Evaluation: +Curr mae: 89.4986; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 160.7580; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1302; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:25:23,180 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 +2025-06-05 01:26:37,540 - INFO - Training: cls_zice: 94.4002979859611; reg_zipnll: -179.76948173472422; cnt_loss: 15.143632021960833; +2025-06-05 01:26:37,541 - INFO - Evaluation: +Curr mae: 88.9362; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 152.3657; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1384; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:26:37,541 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 +2025-06-05 01:27:50,407 - INFO - Training: cls_zice: 92.4530868403959; reg_zipnll: -186.9887455630776; cnt_loss: 14.254289710758538; +2025-06-05 01:27:50,408 - INFO - Evaluation: +Curr mae: 88.2762; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 148.0282; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1435; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:27:50,408 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 +2025-06-05 01:29:04,478 - INFO - Training: cls_zice: 94.63509810997161; reg_zipnll: -206.93436282833682; cnt_loss: 15.008180910388365; +2025-06-05 01:29:04,479 - INFO - Evaluation: +Curr mae: 82.3961; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 140.7151; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1185; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:29:04,479 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 +2025-06-05 01:30:18,502 - INFO - Training: cls_zice: 91.54769773672749; reg_zipnll: -171.18424008855757; cnt_loss: 15.239195973667877; +2025-06-05 01:30:18,503 - INFO - Evaluation: +Curr mae: 86.7949; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 152.8026; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1210; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:30:18,503 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 +2025-06-05 01:31:32,504 - INFO - Training: cls_zice: 91.45316861481066; reg_zipnll: -168.10727233128833; cnt_loss: 15.40083222989215; +2025-06-05 01:31:32,504 - INFO - Evaluation: +Curr mae: 83.3450; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 152.9085; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1146; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:31:32,504 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 +2025-06-05 01:32:46,506 - INFO - Training: cls_zice: 92.39977936397325; reg_zipnll: -144.79426653022009; cnt_loss: 15.33015041793419; +2025-06-05 01:32:46,506 - INFO - Evaluation: +Curr mae: 90.6318; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 160.5980; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1271; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:32:46,507 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 +2025-06-05 01:33:59,942 - INFO - Training: cls_zice: 92.42192538684567; reg_zipnll: -180.1622561524246; cnt_loss: 15.819154747274538; +2025-06-05 01:33:59,942 - INFO - Evaluation: +Curr mae: 86.6290; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 153.9157; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1293; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:33:59,943 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 +2025-06-05 01:35:14,018 - INFO - Training: cls_zice: 93.21598526657812; reg_zipnll: -157.4118589565454; cnt_loss: 14.888430391715852; +2025-06-05 01:35:14,018 - INFO - Evaluation: +Curr mae: 103.0562; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 186.5440; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1524; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:35:14,019 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 +2025-06-05 01:36:27,906 - INFO - Training: cls_zice: 93.06154843513539; reg_zipnll: -193.55915481049493; cnt_loss: 14.398632523239844; +2025-06-05 01:36:27,906 - INFO - Evaluation: +Curr mae: 88.8745; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 159.8371; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1315; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:36:27,907 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 +2025-06-05 01:37:41,878 - INFO - Training: cls_zice: 90.40389827071436; reg_zipnll: -149.34738842856805; cnt_loss: 14.970052512276252; +2025-06-05 01:37:41,878 - INFO - Evaluation: +Curr mae: 85.7638; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 143.2611; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1423; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:37:41,878 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 +2025-06-05 01:38:55,721 - INFO - Training: cls_zice: 93.24076696736923; reg_zipnll: -167.7417685211889; cnt_loss: 15.637926809045652; +2025-06-05 01:38:55,722 - INFO - Evaluation: +Curr mae: 90.6467; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 158.0220; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1330; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:38:55,722 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 +2025-06-05 01:40:09,158 - INFO - Training: cls_zice: 97.18997662272675; reg_zipnll: -165.20076615289346; cnt_loss: 15.976766141045173; +2025-06-05 01:40:09,159 - INFO - Evaluation: +Curr mae: 90.4593; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 157.0008; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1275; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:40:09,159 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 +2025-06-05 01:41:23,013 - INFO - Training: cls_zice: 91.4083176543381; reg_zipnll: -169.02045122677129; cnt_loss: 16.08276627711113; +2025-06-05 01:41:23,014 - INFO - Evaluation: +Curr mae: 87.3294; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 143.7339; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1427; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:41:23,014 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 +2025-06-05 01:42:36,982 - INFO - Training: cls_zice: 92.33030938865333; reg_zipnll: -161.76657461962162; cnt_loss: 13.762796736710909; +2025-06-05 01:42:36,983 - INFO - Evaluation: +Curr mae: 87.6971; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 156.9499; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1276; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:42:36,983 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 +2025-06-05 01:43:50,478 - INFO - Training: cls_zice: 91.6964763995038; reg_zipnll: -142.47755972439091; cnt_loss: 13.297652143516288; +2025-06-05 01:43:50,479 - INFO - Evaluation: +Curr mae: 82.4227; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 142.3859; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1255; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:43:50,479 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 +2025-06-05 01:45:04,496 - INFO - Training: cls_zice: 92.47209273584632; reg_zipnll: -169.09965635135472; cnt_loss: 14.186283702092455; +2025-06-05 01:45:04,497 - INFO - Evaluation: +Curr mae: 86.3980; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 146.9234; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1301; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:45:04,497 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 +2025-06-05 01:46:18,136 - INFO - Training: cls_zice: 92.04414139993933; reg_zipnll: -188.69726067978814; cnt_loss: 15.509323622217241; +2025-06-05 01:46:18,136 - INFO - Evaluation: +Curr mae: 82.0439; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 145.8594; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1179; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:46:18,136 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 +2025-06-05 01:47:32,136 - INFO - Training: cls_zice: 95.19851568360991; reg_zipnll: -186.8865974123115; cnt_loss: 16.390568098485076; +2025-06-05 01:47:32,137 - INFO - Evaluation: +Curr mae: 82.8340; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 145.3521; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1172; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:47:32,137 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 +2025-06-05 01:48:46,219 - INFO - Training: cls_zice: 92.60376077614083; reg_zipnll: -178.0438683111936; cnt_loss: 14.9578656179226; +2025-06-05 01:48:46,219 - INFO - Evaluation: +Curr mae: 84.5183; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 148.7563; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1242; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:48:46,220 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 +2025-06-05 01:49:59,805 - INFO - Training: cls_zice: 92.7464951395199; reg_zipnll: -188.9812706827328; cnt_loss: 15.026965272347658; +2025-06-05 01:49:59,805 - INFO - Evaluation: +Curr mae: 91.4386; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 165.0049; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1271; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:49:59,805 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 +2025-06-05 01:51:13,763 - INFO - Training: cls_zice: 98.56177789801794; reg_zipnll: -160.32631036619478; cnt_loss: 16.9507531661861; +2025-06-05 01:51:13,763 - INFO - Evaluation: +Curr mae: 94.5965; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 164.4164; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1393; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:51:13,763 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 +2025-06-05 01:52:27,356 - INFO - Training: cls_zice: 96.1226051911613; reg_zipnll: -183.63193153861343; cnt_loss: 18.05711425534937; +2025-06-05 01:52:27,356 - INFO - Evaluation: +Curr mae: 83.2952; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 145.3900; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1178; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:52:27,356 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 +2025-06-05 01:53:41,374 - INFO - Training: cls_zice: 91.30710259494403; reg_zipnll: -157.42002818758124; cnt_loss: 14.862613036932535; +2025-06-05 01:53:41,375 - INFO - Evaluation: +Curr mae: 88.8858; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 157.9015; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1266; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:53:41,375 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 +2025-06-05 01:54:55,122 - INFO - Training: cls_zice: 96.8805664769861; reg_zipnll: -176.6247710897433; cnt_loss: 15.280489199998362; +2025-06-05 01:54:55,122 - INFO - Evaluation: +Curr mae: 85.3827; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 149.5829; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1229; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:54:55,122 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 +2025-06-05 01:56:08,668 - INFO - Training: cls_zice: 91.38492925277609; reg_zipnll: -175.58386004365832; cnt_loss: 14.062383035950313; +2025-06-05 01:56:08,669 - INFO - Evaluation: +Curr mae: 86.2208; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 155.9381; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1199; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:56:08,669 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 +2025-06-05 01:57:22,726 - INFO - Training: cls_zice: 92.52701188396934; reg_zipnll: -189.89531629448695; cnt_loss: 13.593656219394001; +2025-06-05 01:57:22,727 - INFO - Evaluation: +Curr mae: 82.5277; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 147.8080; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1153; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:57:22,727 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 +2025-06-05 01:58:36,725 - INFO - Training: cls_zice: 91.25522140477666; reg_zipnll: -170.95970077388333; cnt_loss: 13.317292918432628; +2025-06-05 01:58:36,726 - INFO - Evaluation: +Curr mae: 80.0785; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 144.1714; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1114; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:58:36,726 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 +2025-06-05 01:59:50,109 - INFO - Training: cls_zice: 92.58734876114801; reg_zipnll: -184.487599802333; cnt_loss: 13.201541269062371; +2025-06-05 01:59:50,109 - INFO - Evaluation: +Curr mae: 82.9287; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 145.7615; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1174; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 01:59:50,109 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 +2025-06-05 02:01:03,692 - INFO - Training: cls_zice: 91.40365934056162; reg_zipnll: -157.92619364782675; cnt_loss: 12.912118817007304; +2025-06-05 02:01:03,693 - INFO - Evaluation: +Curr mae: 84.6382; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 147.0612; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1218; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 02:01:03,693 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 +2025-06-05 02:02:17,740 - INFO - Training: cls_zice: 91.12919215019176; reg_zipnll: -181.62404850460837; cnt_loss: 14.263515450307075; +2025-06-05 02:02:17,740 - INFO - Evaluation: +Curr mae: 82.2784; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 143.7017; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1225; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 02:02:17,741 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 +2025-06-05 02:03:31,963 - INFO - Training: cls_zice: 92.4187492724286; reg_zipnll: -175.53002355588194; cnt_loss: 13.982586829078118; +2025-06-05 02:03:31,964 - INFO - Evaluation: +Curr mae: 80.8340; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 142.0486; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1173; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 02:03:31,964 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 +2025-06-05 02:04:45,899 - INFO - Training: cls_zice: 91.34572689738495; reg_zipnll: -186.95570913529554; cnt_loss: 14.247281732938147; +2025-06-05 02:04:45,900 - INFO - Evaluation: +Curr mae: 86.0092; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 151.8673; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1212; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 02:04:45,900 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 +2025-06-05 02:05:59,262 - INFO - Training: cls_zice: 91.62579809277263; reg_zipnll: -176.6095646359273; cnt_loss: 14.490299168012; +2025-06-05 02:05:59,263 - INFO - Evaluation: +Curr mae: 80.9465; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 143.3275; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1138; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 02:05:59,994 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 +2025-06-05 02:07:14,082 - INFO - Training: cls_zice: 93.78699346883407; reg_zipnll: -179.71035908705352; cnt_loss: 15.450247459853722; +2025-06-05 02:07:14,083 - INFO - Evaluation: +Curr mae: 87.5538; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 157.4435; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1313; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 02:07:14,083 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 +2025-06-05 02:08:27,811 - INFO - Training: cls_zice: 89.42521865794201; reg_zipnll: -159.9785981651963; cnt_loss: 13.731983817965778; +2025-06-05 02:08:27,811 - INFO - Evaluation: +Curr mae: 95.5527; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 167.8758; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1428; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 02:08:27,811 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 +2025-06-05 02:09:41,841 - INFO - Training: cls_zice: 91.13781988383919; reg_zipnll: -148.952674720461; cnt_loss: 13.842119243760772; +2025-06-05 02:09:41,842 - INFO - Evaluation: +Curr mae: 85.0839; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 155.9676; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1215; Best nae: 0.1100; 0.1101; 0.1111; 0.1111; 0.1112; + + + +2025-06-05 02:09:41,842 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 +2025-06-05 02:10:55,724 - INFO - Training: cls_zice: 91.91377240616754; reg_zipnll: -178.8593541233745; cnt_loss: 14.285681239816526; +2025-06-05 02:10:55,907 - INFO - Evaluation: +Curr mae: 82.3035; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 147.9596; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1097; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:10:55,908 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 +2025-06-05 02:12:09,456 - INFO - Training: cls_zice: 91.47465058746717; reg_zipnll: -163.5220456533874; cnt_loss: 14.445925605218141; +2025-06-05 02:12:09,456 - INFO - Evaluation: +Curr mae: 86.4493; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 157.7496; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1203; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:12:09,457 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 +2025-06-05 02:13:23,853 - INFO - Training: cls_zice: 92.25481844264151; reg_zipnll: -192.12917669561526; cnt_loss: 13.154710024397895; +2025-06-05 02:13:23,854 - INFO - Evaluation: +Curr mae: 85.2127; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 156.3702; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1202; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:13:23,854 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 +2025-06-05 02:14:37,689 - INFO - Training: cls_zice: 90.46018837935088; reg_zipnll: -169.54104299103187; cnt_loss: 14.017370430838982; +2025-06-05 02:14:37,690 - INFO - Evaluation: +Curr mae: 81.0570; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 143.7221; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1129; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:14:37,690 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 +2025-06-05 02:15:51,162 - INFO - Training: cls_zice: 92.91107263628221; reg_zipnll: -198.74202379643523; cnt_loss: 15.261615631596142; +2025-06-05 02:15:51,163 - INFO - Evaluation: +Curr mae: 83.8919; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 147.9877; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1208; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:15:51,164 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 +2025-06-05 02:17:04,695 - INFO - Training: cls_zice: 91.31438634253496; reg_zipnll: -178.05248836492072; cnt_loss: 13.864971921933408; +2025-06-05 02:17:04,695 - INFO - Evaluation: +Curr mae: 84.6933; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 144.8506; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1201; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:17:04,696 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 +2025-06-05 02:18:18,595 - INFO - Training: cls_zice: 89.8669647444163; reg_zipnll: -206.5218438344286; cnt_loss: 13.455354930549268; +2025-06-05 02:18:18,596 - INFO - Evaluation: +Curr mae: 86.0999; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 152.1891; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1228; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:18:18,596 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 +2025-06-05 02:19:32,368 - INFO - Training: cls_zice: 89.84978013954415; reg_zipnll: -173.29917839505026; cnt_loss: 13.93282578323061; +2025-06-05 02:19:32,369 - INFO - Evaluation: +Curr mae: 90.7115; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 164.1396; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1322; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:19:32,369 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 +2025-06-05 02:20:45,931 - INFO - Training: cls_zice: 90.9582713084505; reg_zipnll: -165.35058027229562; cnt_loss: 13.9288835541302; +2025-06-05 02:20:45,932 - INFO - Evaluation: +Curr mae: 87.1122; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 152.9167; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1192; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:20:45,932 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 +2025-06-05 02:21:59,618 - INFO - Training: cls_zice: 91.6222810934711; reg_zipnll: -173.6136574271499; cnt_loss: 13.793029808840215; +2025-06-05 02:21:59,618 - INFO - Evaluation: +Curr mae: 87.8341; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 155.1898; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1298; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:21:59,618 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 +2025-06-05 02:23:13,297 - INFO - Training: cls_zice: 91.67770242375254; reg_zipnll: -192.63631259842424; cnt_loss: 14.6942472063153; +2025-06-05 02:23:13,298 - INFO - Evaluation: +Curr mae: 80.9344; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 137.4368; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1194; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:23:13,298 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 +2025-06-05 02:24:27,444 - INFO - Training: cls_zice: 90.00104508810486; reg_zipnll: -173.10467029407323; cnt_loss: 13.631857343067397; +2025-06-05 02:24:27,445 - INFO - Evaluation: +Curr mae: 91.7590; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 161.1379; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1398; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:24:27,445 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 +2025-06-05 02:25:41,201 - INFO - Training: cls_zice: 89.72421375805179; reg_zipnll: -181.1752294136199; cnt_loss: 14.400736938249196; +2025-06-05 02:25:41,201 - INFO - Evaluation: +Curr mae: 84.2059; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 144.9170; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1284; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:25:41,201 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 +2025-06-05 02:26:55,431 - INFO - Training: cls_zice: 90.80413205102579; reg_zipnll: -202.79099760623959; cnt_loss: 14.450913238209605; +2025-06-05 02:26:55,431 - INFO - Evaluation: +Curr mae: 82.5337; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 144.7476; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1192; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:26:55,432 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 +2025-06-05 02:28:08,498 - INFO - Training: cls_zice: 91.31769484084174; reg_zipnll: -182.55973298028604; cnt_loss: 14.796559903795355; +2025-06-05 02:28:08,499 - INFO - Evaluation: +Curr mae: 84.0283; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 146.5070; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1319; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:28:08,499 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 +2025-06-05 02:29:22,143 - INFO - Training: cls_zice: 93.1258126947264; reg_zipnll: -187.7866377814716; cnt_loss: 15.132585934455822; +2025-06-05 02:29:22,144 - INFO - Evaluation: +Curr mae: 87.1390; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 150.6510; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1242; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:29:22,144 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 +2025-06-05 02:30:36,483 - INFO - Training: cls_zice: 90.42093099979375; reg_zipnll: -194.76334928676783; cnt_loss: 12.865419629393823; +2025-06-05 02:30:36,483 - INFO - Evaluation: +Curr mae: 84.0103; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 146.8612; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1188; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:30:36,484 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 +2025-06-05 02:31:50,422 - INFO - Training: cls_zice: 91.00672699126187; reg_zipnll: -180.56047704204028; cnt_loss: 13.638908467545415; +2025-06-05 02:31:50,423 - INFO - Evaluation: +Curr mae: 84.0681; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 146.2591; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1290; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:31:50,423 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 +2025-06-05 02:33:04,388 - INFO - Training: cls_zice: 89.15904849728211; reg_zipnll: -157.79767105910952; cnt_loss: 14.13645983373882; +2025-06-05 02:33:04,388 - INFO - Evaluation: +Curr mae: 81.6092; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 140.3245; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1236; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:33:04,389 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 +2025-06-05 02:34:17,072 - INFO - Training: cls_zice: 91.0158898435681; reg_zipnll: -178.3189405100235; cnt_loss: 13.180867193550464; +2025-06-05 02:34:17,073 - INFO - Evaluation: +Curr mae: 83.3694; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 145.3844; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1223; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:34:17,073 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 +2025-06-05 02:35:31,308 - INFO - Training: cls_zice: 92.07676474463861; reg_zipnll: -185.15642521712954; cnt_loss: 14.076217941890489; +2025-06-05 02:35:31,308 - INFO - Evaluation: +Curr mae: 87.2064; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 149.0525; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1347; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:35:31,308 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 +2025-06-05 02:36:45,481 - INFO - Training: cls_zice: 89.35058927220224; reg_zipnll: -177.06935402257554; cnt_loss: 13.517678480274629; +2025-06-05 02:36:45,481 - INFO - Evaluation: +Curr mae: 81.7610; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 150.2714; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1166; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:36:45,482 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 +2025-06-05 02:37:58,918 - INFO - Training: cls_zice: 88.8883950883979; reg_zipnll: -159.76035445257529; cnt_loss: 12.34732885471243; +2025-06-05 02:37:58,919 - INFO - Evaluation: +Curr mae: 90.3024; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 161.9729; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1294; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:37:58,919 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 +2025-06-05 02:39:12,349 - INFO - Training: cls_zice: 89.59204943448502; reg_zipnll: -168.09146769946773; cnt_loss: 12.464800615184355; +2025-06-05 02:39:12,349 - INFO - Evaluation: +Curr mae: 81.2036; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 144.9306; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1155; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:39:12,349 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 +2025-06-05 02:40:26,221 - INFO - Training: cls_zice: 91.08957711276629; reg_zipnll: -170.5723965878518; cnt_loss: 13.246754474197791; +2025-06-05 02:40:26,221 - INFO - Evaluation: +Curr mae: 87.1710; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 151.0884; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1280; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:40:26,222 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 +2025-06-05 02:41:40,227 - INFO - Training: cls_zice: 88.96925259741727; reg_zipnll: -154.60896431373445; cnt_loss: 13.000134479920595; +2025-06-05 02:41:40,228 - INFO - Evaluation: +Curr mae: 85.6830; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 152.5500; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1213; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:41:40,228 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 +2025-06-05 02:42:53,751 - INFO - Training: cls_zice: 90.66720365056928; reg_zipnll: -180.38090434295452; cnt_loss: 13.843700418409133; +2025-06-05 02:42:53,751 - INFO - Evaluation: +Curr mae: 82.5774; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 143.7856; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1180; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:42:53,751 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 +2025-06-05 02:44:06,233 - INFO - Training: cls_zice: 88.73013959973063; reg_zipnll: -175.87452717964223; cnt_loss: 12.346310253964354; +2025-06-05 02:44:06,234 - INFO - Evaluation: +Curr mae: 80.6863; Best mae: 76.8907; 77.1969; 77.5062; 78.4788; 78.7272; +Curr rmse: 142.7888; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1184; Best nae: 0.1097; 0.1100; 0.1101; 0.1111; 0.1111; + + + +2025-06-05 02:44:06,234 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 +2025-06-05 02:45:20,212 - INFO - Training: cls_zice: 88.96483696691247; reg_zipnll: -176.11558524504403; cnt_loss: 13.548649920533036; +2025-06-05 02:45:20,577 - INFO - Evaluation: +Curr mae: 78.1819; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 134.5219; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1106; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:45:20,577 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 +2025-06-05 02:46:34,813 - INFO - Training: cls_zice: 89.70860521524948; reg_zipnll: -160.36081978501073; cnt_loss: 13.079516635035837; +2025-06-05 02:46:34,813 - INFO - Evaluation: +Curr mae: 80.9729; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 139.9892; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1197; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:46:34,813 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 +2025-06-05 02:47:48,327 - INFO - Training: cls_zice: 89.07317020087842; reg_zipnll: -170.87356956431407; cnt_loss: 12.764830636662364; +2025-06-05 02:47:48,327 - INFO - Evaluation: +Curr mae: 87.7908; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 157.6514; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1245; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:47:48,327 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 +2025-06-05 02:49:02,198 - INFO - Training: cls_zice: 89.19346847281551; reg_zipnll: -193.67104587175987; cnt_loss: 12.766840926858762; +2025-06-05 02:49:02,198 - INFO - Evaluation: +Curr mae: 86.3638; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 162.1277; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1177; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:49:02,198 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 +2025-06-05 02:50:15,887 - INFO - Training: cls_zice: 90.07792518312569; reg_zipnll: -211.5066423731924; cnt_loss: 14.50956456392806; +2025-06-05 02:50:15,887 - INFO - Evaluation: +Curr mae: 92.1051; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 167.5123; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1332; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:50:15,888 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 +2025-06-05 02:51:29,682 - INFO - Training: cls_zice: 90.65174947827067; reg_zipnll: -182.0143360744249; cnt_loss: 13.680396530012422; +2025-06-05 02:51:29,683 - INFO - Evaluation: +Curr mae: 80.3106; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 142.2363; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1156; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:51:29,683 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 +2025-06-05 02:52:43,549 - INFO - Training: cls_zice: 90.19309608509998; reg_zipnll: -155.61385488194347; cnt_loss: 12.231702109835796; +2025-06-05 02:52:43,549 - INFO - Evaluation: +Curr mae: 83.8034; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 142.7347; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1240; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:52:43,549 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 +2025-06-05 02:53:56,769 - INFO - Training: cls_zice: 89.51609905823966; reg_zipnll: -179.72665856216128; cnt_loss: 13.53825762571878; +2025-06-05 02:53:56,770 - INFO - Evaluation: +Curr mae: 81.2279; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 143.3639; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1200; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:53:56,770 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 +2025-06-05 02:55:10,483 - INFO - Training: cls_zice: 87.3914106886908; reg_zipnll: -167.96794882515408; cnt_loss: 13.01006926606033; +2025-06-05 02:55:10,484 - INFO - Evaluation: +Curr mae: 90.0691; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 159.6812; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1379; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:55:10,484 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 +2025-06-05 02:56:24,476 - INFO - Training: cls_zice: 87.91606022664253; reg_zipnll: -198.8612558162765; cnt_loss: 12.350500146284798; +2025-06-05 02:56:24,477 - INFO - Evaluation: +Curr mae: 81.4509; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 149.5867; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1156; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:56:24,477 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 +2025-06-05 02:57:37,718 - INFO - Training: cls_zice: 90.68144922066998; reg_zipnll: -195.49662260977638; cnt_loss: 14.438111834178697; +2025-06-05 02:57:37,718 - INFO - Evaluation: +Curr mae: 85.8515; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 158.0373; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1207; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:57:37,719 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 +2025-06-05 02:58:51,272 - INFO - Training: cls_zice: 88.64203331802065; reg_zipnll: -169.54242979138104; cnt_loss: 12.703374772671832; +2025-06-05 02:58:51,272 - INFO - Evaluation: +Curr mae: 83.3298; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 149.3573; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1194; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 02:58:51,272 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 +2025-06-05 03:00:04,704 - INFO - Training: cls_zice: 88.03834681479347; reg_zipnll: -178.38006965687734; cnt_loss: 11.609700831356427; +2025-06-05 03:00:04,705 - INFO - Evaluation: +Curr mae: 98.3491; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 184.7331; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1422; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:00:04,705 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 +2025-06-05 03:01:18,722 - INFO - Training: cls_zice: 86.97183147329369; reg_zipnll: -175.91458300091574; cnt_loss: 12.251552177580777; +2025-06-05 03:01:18,723 - INFO - Evaluation: +Curr mae: 83.8647; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 148.2305; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1191; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:01:18,723 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 +2025-06-05 03:02:32,887 - INFO - Training: cls_zice: 88.32526583387362; reg_zipnll: -165.01095198953388; cnt_loss: 11.824923396900001; +2025-06-05 03:02:32,887 - INFO - Evaluation: +Curr mae: 87.4474; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 160.7962; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1224; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:02:32,887 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 +2025-06-05 03:03:46,263 - INFO - Training: cls_zice: 88.23164373991506; reg_zipnll: -186.89387689678875; cnt_loss: 13.950056947619709; +2025-06-05 03:03:46,263 - INFO - Evaluation: +Curr mae: 88.3251; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 156.7061; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1250; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:03:46,264 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 +2025-06-05 03:05:00,139 - INFO - Training: cls_zice: 89.87617600043089; reg_zipnll: -175.48734059870637; cnt_loss: 13.705009083084713; +2025-06-05 03:05:00,139 - INFO - Evaluation: +Curr mae: 86.5762; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 157.6464; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1213; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:05:00,140 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 +2025-06-05 03:06:13,978 - INFO - Training: cls_zice: 88.29282931144664; reg_zipnll: -176.93200854118297; cnt_loss: 11.235052514549912; +2025-06-05 03:06:13,979 - INFO - Evaluation: +Curr mae: 89.8010; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 169.0386; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1229; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:06:13,979 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 +2025-06-05 03:07:28,187 - INFO - Training: cls_zice: 102.69123638228865; reg_zipnll: -195.03410220619858; cnt_loss: 19.348253610118334; +2025-06-05 03:07:28,187 - INFO - Evaluation: +Curr mae: 91.3728; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 168.7907; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1313; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:07:29,291 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 +2025-06-05 03:08:43,078 - INFO - Training: cls_zice: 92.84121020740231; reg_zipnll: -192.4158335868886; cnt_loss: 13.908855596125521; +2025-06-05 03:08:43,079 - INFO - Evaluation: +Curr mae: 88.9040; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 162.8991; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1230; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:08:43,079 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 +2025-06-05 03:09:56,588 - INFO - Training: cls_zice: 88.25975042936818; reg_zipnll: -168.7901577854788; cnt_loss: 13.316826178538088; +2025-06-05 03:09:56,588 - INFO - Evaluation: +Curr mae: 86.2647; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 156.8553; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1189; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:09:56,588 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 +2025-06-05 03:11:10,208 - INFO - Training: cls_zice: 88.07595365410609; reg_zipnll: -184.6760071192356; cnt_loss: 12.925118020038731; +2025-06-05 03:11:10,208 - INFO - Evaluation: +Curr mae: 90.1651; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 161.0790; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1262; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:11:10,209 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 +2025-06-05 03:12:24,067 - INFO - Training: cls_zice: 87.66791322215504; reg_zipnll: -152.21479905993732; cnt_loss: 12.296652045470989; +2025-06-05 03:12:24,067 - INFO - Evaluation: +Curr mae: 89.8955; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 165.5567; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1285; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:12:24,067 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 +2025-06-05 03:13:37,715 - INFO - Training: cls_zice: 87.61386788601907; reg_zipnll: -186.7940290400524; cnt_loss: 13.56829990772222; +2025-06-05 03:13:37,716 - INFO - Evaluation: +Curr mae: 83.0407; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 148.1893; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1245; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:13:37,716 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 +2025-06-05 03:14:50,839 - INFO - Training: cls_zice: 87.97094665299977; reg_zipnll: -171.71976596630174; cnt_loss: 12.153430572408714; +2025-06-05 03:14:50,839 - INFO - Evaluation: +Curr mae: 78.5581; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 136.2594; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1174; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:14:50,840 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 +2025-06-05 03:16:04,322 - INFO - Training: cls_zice: 89.19164249597006; reg_zipnll: -203.96885979886088; cnt_loss: 13.249591585816137; +2025-06-05 03:16:04,322 - INFO - Evaluation: +Curr mae: 87.4324; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 154.0270; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1275; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:16:04,322 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 +2025-06-05 03:17:18,460 - INFO - Training: cls_zice: 88.58723771808953; reg_zipnll: -181.08223379526706; cnt_loss: 14.009525826435215; +2025-06-05 03:17:18,460 - INFO - Evaluation: +Curr mae: 82.7467; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 146.7651; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1163; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:17:18,460 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 +2025-06-05 03:18:32,412 - INFO - Training: cls_zice: 89.47788257472563; reg_zipnll: -202.7042551672222; cnt_loss: 13.316118524564024; +2025-06-05 03:18:32,412 - INFO - Evaluation: +Curr mae: 80.0228; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 140.9898; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1202; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:18:32,413 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 +2025-06-05 03:19:45,790 - INFO - Training: cls_zice: 88.23615564257894; reg_zipnll: -151.8381064459188; cnt_loss: 10.909727826023733; +2025-06-05 03:19:45,791 - INFO - Evaluation: +Curr mae: 79.7650; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 139.4946; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1163; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:19:45,791 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 +2025-06-05 03:20:59,704 - INFO - Training: cls_zice: 86.50021224621905; reg_zipnll: -178.32979816158877; cnt_loss: 10.957025099274338; +2025-06-05 03:20:59,704 - INFO - Evaluation: +Curr mae: 81.9560; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 145.3080; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1168; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:20:59,705 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 +2025-06-05 03:22:13,660 - INFO - Training: cls_zice: 87.81840094509504; reg_zipnll: -191.52406302193143; cnt_loss: 12.672929421955386; +2025-06-05 03:22:13,661 - INFO - Evaluation: +Curr mae: 86.1589; Best mae: 76.8907; 77.1969; 77.5062; 78.1819; 78.4788; +Curr rmse: 159.7222; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1214; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:22:13,661 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 +2025-06-05 03:23:27,433 - INFO - Training: cls_zice: 87.3686738108957; reg_zipnll: -166.86094141953828; cnt_loss: 12.371180678045512; +2025-06-05 03:23:27,633 - INFO - Evaluation: +Curr mae: 77.2203; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 78.1819; +Curr rmse: 136.0998; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1125; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:23:27,633 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 +2025-06-05 03:24:41,659 - INFO - Training: cls_zice: 87.08621828445536; reg_zipnll: -188.29690491126863; cnt_loss: 12.053261471110464; +2025-06-05 03:24:41,660 - INFO - Evaluation: +Curr mae: 81.0460; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 78.1819; +Curr rmse: 140.2294; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1211; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:24:41,660 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 +2025-06-05 03:25:55,200 - INFO - Training: cls_zice: 87.67712085294407; reg_zipnll: -165.4041669984527; cnt_loss: 12.291597030020707; +2025-06-05 03:25:55,200 - INFO - Evaluation: +Curr mae: 81.6720; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 78.1819; +Curr rmse: 140.0431; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1190; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:25:55,200 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 +2025-06-05 03:27:08,900 - INFO - Training: cls_zice: 86.9111039875359; reg_zipnll: -178.01315033514769; cnt_loss: 11.351882662994182; +2025-06-05 03:27:08,900 - INFO - Evaluation: +Curr mae: 79.9608; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 78.1819; +Curr rmse: 138.8150; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1159; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:27:08,900 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 +2025-06-05 03:28:22,963 - INFO - Training: cls_zice: 86.81411092644495; reg_zipnll: -174.9984334415158; cnt_loss: 12.983098097984364; +2025-06-05 03:28:22,964 - INFO - Evaluation: +Curr mae: 81.5997; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 78.1819; +Curr rmse: 143.3207; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1172; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:28:22,964 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 +2025-06-05 03:29:37,301 - INFO - Training: cls_zice: 91.46969756069562; reg_zipnll: -183.6027110775575; cnt_loss: 11.846846318402827; +2025-06-05 03:29:37,565 - INFO - Evaluation: +Curr mae: 77.8508; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 77.8508; +Curr rmse: 134.5235; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1133; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:29:37,565 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 +2025-06-05 03:30:51,333 - INFO - Training: cls_zice: 88.40999417589201; reg_zipnll: -180.71350693860592; cnt_loss: 12.22340389592758; +2025-06-05 03:30:51,333 - INFO - Evaluation: +Curr mae: 83.6635; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 77.8508; +Curr rmse: 147.5839; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1208; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:30:51,333 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 +2025-06-05 03:32:05,094 - INFO - Training: cls_zice: 89.21038627624512; reg_zipnll: -177.6693597818842; cnt_loss: 11.933362976604739; +2025-06-05 03:32:05,094 - INFO - Evaluation: +Curr mae: 79.9205; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 77.8508; +Curr rmse: 138.8445; Best rmse: 131.7535; 132.7649; 132.9161; 133.5894; 133.8588; +Curr nae: 0.1138; Best nae: 0.1097; 0.1100; 0.1101; 0.1106; 0.1111; + + + +2025-06-05 03:32:05,095 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 +2025-06-05 03:33:18,852 - INFO - Training: cls_zice: 89.22834428572497; reg_zipnll: -216.00611088607485; cnt_loss: 12.411369637937735; +2025-06-05 03:33:19,221 - INFO - Evaluation: +Curr mae: 77.9932; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 77.8508; +Curr rmse: 132.8621; Best rmse: 131.7535; 132.7649; 132.8621; 132.9161; 133.5894; +Curr nae: 0.1103; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:33:19,221 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 +2025-06-05 03:34:33,029 - INFO - Training: cls_zice: 87.94675456609157; reg_zipnll: -171.2380457556011; cnt_loss: 12.701186273271674; +2025-06-05 03:34:33,030 - INFO - Evaluation: +Curr mae: 78.9121; Best mae: 76.8907; 77.1969; 77.2203; 77.5062; 77.8508; +Curr rmse: 137.5863; Best rmse: 131.7535; 132.7649; 132.8621; 132.9161; 133.5894; +Curr nae: 0.1148; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:34:33,030 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 +2025-06-05 03:35:47,108 - INFO - Training: cls_zice: 88.36630764386511; reg_zipnll: -198.17485314173413; cnt_loss: 12.910693702318811; +2025-06-05 03:35:47,748 - INFO - Evaluation: +Curr mae: 75.3802; Best mae: 75.3802; 76.8907; 77.1969; 77.2203; 77.5062; +Curr rmse: 131.6972; Best rmse: 131.6972; 131.7535; 132.7649; 132.8621; 132.9161; +Curr nae: 0.1106; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:35:47,748 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 +2025-06-05 03:37:01,645 - INFO - Training: cls_zice: 85.94874197599904; reg_zipnll: -181.3788472864012; cnt_loss: 11.501479840436518; +2025-06-05 03:37:02,014 - INFO - Evaluation: +Curr mae: 76.7525; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 132.8594; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1129; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:37:02,015 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 +2025-06-05 03:38:15,535 - INFO - Training: cls_zice: 86.72261575357804; reg_zipnll: -201.02512931192157; cnt_loss: 11.901607628689696; +2025-06-05 03:38:15,535 - INFO - Evaluation: +Curr mae: 77.3577; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 135.2084; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1162; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:38:15,536 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 +2025-06-05 03:39:29,834 - INFO - Training: cls_zice: 86.57808636040087; reg_zipnll: -202.23728933081722; cnt_loss: 13.14858964894781; +2025-06-05 03:39:29,834 - INFO - Evaluation: +Curr mae: 83.1856; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 149.5451; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1214; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:39:29,834 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 +2025-06-05 03:40:43,842 - INFO - Training: cls_zice: 87.75788863605221; reg_zipnll: -162.02469104488955; cnt_loss: 11.128594379551362; +2025-06-05 03:40:43,842 - INFO - Evaluation: +Curr mae: 83.5830; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 141.2600; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1246; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:40:43,842 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 +2025-06-05 03:41:58,212 - INFO - Training: cls_zice: 87.93856990889998; reg_zipnll: -189.70466756189106; cnt_loss: 11.084480904585478; +2025-06-05 03:41:58,212 - INFO - Evaluation: +Curr mae: 87.3288; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 149.5484; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1267; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:41:58,212 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 +2025-06-05 03:43:12,183 - INFO - Training: cls_zice: 89.76143679713572; reg_zipnll: -174.54576768938279; cnt_loss: 12.440596253666657; +2025-06-05 03:43:12,184 - INFO - Evaluation: +Curr mae: 89.3498; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 169.2219; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1250; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:43:12,184 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 +2025-06-05 03:44:25,705 - INFO - Training: cls_zice: 84.53950955220405; reg_zipnll: -170.7360122566981; cnt_loss: 11.33698245231679; +2025-06-05 03:44:25,706 - INFO - Evaluation: +Curr mae: 82.0858; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 142.3221; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1194; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:44:25,706 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 +2025-06-05 03:45:39,132 - INFO - Training: cls_zice: 89.01531312955136; reg_zipnll: -190.49241400712373; cnt_loss: 11.744189608176024; +2025-06-05 03:45:39,133 - INFO - Evaluation: +Curr mae: 80.9785; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 141.9581; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1161; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:45:39,133 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 +2025-06-05 03:46:52,957 - INFO - Training: cls_zice: 87.04427072386079; reg_zipnll: -199.11944817549346; cnt_loss: 12.276635348402111; +2025-06-05 03:46:52,958 - INFO - Evaluation: +Curr mae: 80.7222; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 140.0101; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1121; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:46:52,958 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 +2025-06-05 03:48:06,782 - INFO - Training: cls_zice: 88.0462665565756; reg_zipnll: -191.85998187791432; cnt_loss: 12.427916465216125; +2025-06-05 03:48:06,782 - INFO - Evaluation: +Curr mae: 79.7293; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 140.3332; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1137; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:48:06,783 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 +2025-06-05 03:49:20,622 - INFO - Training: cls_zice: 87.7350304458315; reg_zipnll: -177.10359483680978; cnt_loss: 11.778373825629027; +2025-06-05 03:49:20,623 - INFO - Evaluation: +Curr mae: 80.1200; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 138.4474; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1173; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:49:20,623 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 +2025-06-05 03:50:33,908 - INFO - Training: cls_zice: 86.34899260666197; reg_zipnll: -173.2480346667056; cnt_loss: 10.664092967052333; +2025-06-05 03:50:33,908 - INFO - Evaluation: +Curr mae: 83.8404; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 147.2475; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1225; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:50:33,909 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 +2025-06-05 03:51:47,836 - INFO - Training: cls_zice: 84.03426275190138; reg_zipnll: -163.84567759684379; cnt_loss: 11.751356824344358; +2025-06-05 03:51:47,836 - INFO - Evaluation: +Curr mae: 79.1177; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 137.9836; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1122; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:51:47,836 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 +2025-06-05 03:53:02,148 - INFO - Training: cls_zice: 85.3344431491877; reg_zipnll: -161.11040707771352; cnt_loss: 10.80174610946352; +2025-06-05 03:53:02,149 - INFO - Evaluation: +Curr mae: 79.7440; Best mae: 75.3802; 76.7525; 76.8907; 77.1969; 77.2203; +Curr rmse: 135.6571; Best rmse: 131.6972; 131.7535; 132.7649; 132.8594; 132.8621; +Curr nae: 0.1184; Best nae: 0.1097; 0.1100; 0.1101; 0.1103; 0.1106; + + + +2025-06-05 03:53:02,149 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 +2025-06-05 03:54:15,473 - INFO - Training: cls_zice: 91.4713976272684; reg_zipnll: -230.6943801412519; cnt_loss: 17.47624044228863; +2025-06-05 03:54:16,257 - INFO - Evaluation: +Curr mae: 75.4798; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 129.4301; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1099; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 03:54:16,258 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 +2025-06-05 03:55:29,755 - INFO - Training: cls_zice: 85.74170658446306; reg_zipnll: -181.3944040386882; cnt_loss: 11.406544069580685; +2025-06-05 03:55:29,755 - INFO - Evaluation: +Curr mae: 85.3179; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 147.1312; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1266; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 03:55:29,756 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 +2025-06-05 03:56:43,542 - INFO - Training: cls_zice: 86.0130005514385; reg_zipnll: -169.65901563657042; cnt_loss: 11.5806250745887; +2025-06-05 03:56:43,543 - INFO - Evaluation: +Curr mae: 84.7814; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 149.4003; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1233; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 03:56:43,543 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 +2025-06-05 03:57:57,428 - INFO - Training: cls_zice: 89.06470772446386; reg_zipnll: -152.3500599040101; cnt_loss: 12.06423917511441; +2025-06-05 03:57:57,428 - INFO - Evaluation: +Curr mae: 83.2552; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 147.8179; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1118; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 03:57:57,428 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 +2025-06-05 03:59:10,886 - INFO - Training: cls_zice: 87.56981503568738; reg_zipnll: -193.34021771664652; cnt_loss: 12.903611415269358; +2025-06-05 03:59:10,887 - INFO - Evaluation: +Curr mae: 83.5404; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 152.3510; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1174; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 03:59:10,887 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 +2025-06-05 04:00:23,838 - INFO - Training: cls_zice: 85.43148217611756; reg_zipnll: -168.43862927670511; cnt_loss: 11.732420357647321; +2025-06-05 04:00:23,838 - INFO - Evaluation: +Curr mae: 77.5791; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 136.2772; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1119; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:00:23,838 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 +2025-06-05 04:01:37,598 - INFO - Training: cls_zice: 85.83335863833396; reg_zipnll: -181.2299670415209; cnt_loss: 12.015235542461571; +2025-06-05 04:01:37,599 - INFO - Evaluation: +Curr mae: 85.4665; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 153.7412; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1190; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:01:37,599 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 +2025-06-05 04:02:51,942 - INFO - Training: cls_zice: 87.53170924155128; reg_zipnll: -192.42423416920846; cnt_loss: 12.43194738444903; +2025-06-05 04:02:51,943 - INFO - Evaluation: +Curr mae: 88.4272; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 158.1128; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1319; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:02:51,943 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 +2025-06-05 04:04:05,903 - INFO - Training: cls_zice: 86.57319373958158; reg_zipnll: -202.3330236081256; cnt_loss: 11.46466320397838; +2025-06-05 04:04:05,904 - INFO - Evaluation: +Curr mae: 82.0327; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 146.2709; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1170; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:04:05,904 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 +2025-06-05 04:05:19,584 - INFO - Training: cls_zice: 86.05890520361086; reg_zipnll: -164.21437254646756; cnt_loss: 11.503898304819272; +2025-06-05 04:05:19,585 - INFO - Evaluation: +Curr mae: 79.6820; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 137.1444; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1112; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:05:19,585 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 +2025-06-05 04:06:32,781 - INFO - Training: cls_zice: 86.37606030899957; reg_zipnll: -204.67099995644676; cnt_loss: 11.539306811939012; +2025-06-05 04:06:32,782 - INFO - Evaluation: +Curr mae: 82.5395; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 141.3782; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1165; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:06:32,782 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 +2025-06-05 04:07:46,857 - INFO - Training: cls_zice: 83.63142199232088; reg_zipnll: -185.31568544905707; cnt_loss: 11.384892248949468; +2025-06-05 04:07:46,858 - INFO - Evaluation: +Curr mae: 81.6495; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 145.6220; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1152; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:07:46,858 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 +2025-06-05 04:09:01,034 - INFO - Training: cls_zice: 87.03001919171668; reg_zipnll: -182.12268598505992; cnt_loss: 10.314518027747704; +2025-06-05 04:09:01,035 - INFO - Evaluation: +Curr mae: 77.8816; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 135.9572; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1180; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:09:01,818 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 +2025-06-05 04:10:16,112 - INFO - Training: cls_zice: 86.16277144602593; reg_zipnll: -157.16803155355896; cnt_loss: 10.94932486205701; +2025-06-05 04:10:16,113 - INFO - Evaluation: +Curr mae: 83.0439; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 145.6503; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1174; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:10:16,113 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 +2025-06-05 04:11:29,798 - INFO - Training: cls_zice: 85.13537727760163; reg_zipnll: -171.60093296126814; cnt_loss: 10.27692520381599; +2025-06-05 04:11:29,799 - INFO - Evaluation: +Curr mae: 83.7092; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 146.7219; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1281; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:11:29,799 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 +2025-06-05 04:12:43,270 - INFO - Training: cls_zice: 85.67845299464977; reg_zipnll: -194.7324533020424; cnt_loss: 10.527392837385468; +2025-06-05 04:12:43,271 - INFO - Evaluation: +Curr mae: 81.6597; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 144.7967; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1122; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:12:43,271 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 +2025-06-05 04:13:57,199 - INFO - Training: cls_zice: 85.54111530607109; reg_zipnll: -189.465847950108; cnt_loss: 10.187805688144355; +2025-06-05 04:13:57,199 - INFO - Evaluation: +Curr mae: 83.6215; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 149.0729; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1194; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:13:57,199 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 +2025-06-05 04:15:11,054 - INFO - Training: cls_zice: 84.14901014669051; reg_zipnll: -169.01337933698238; cnt_loss: 10.676893709511157; +2025-06-05 04:15:11,055 - INFO - Evaluation: +Curr mae: 85.2112; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 150.9481; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1234; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:15:11,055 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 +2025-06-05 04:16:25,010 - INFO - Training: cls_zice: 84.81812406375708; reg_zipnll: -178.56514064207772; cnt_loss: 10.817553993881933; +2025-06-05 04:16:25,010 - INFO - Evaluation: +Curr mae: 80.6622; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 140.4271; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1168; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:16:25,010 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 +2025-06-05 04:17:39,175 - INFO - Training: cls_zice: 83.75982482859631; reg_zipnll: -175.23319980166605; cnt_loss: 10.365112648894454; +2025-06-05 04:17:39,176 - INFO - Evaluation: +Curr mae: 81.6774; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 144.1094; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1183; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:17:39,176 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 +2025-06-05 04:18:52,445 - INFO - Training: cls_zice: 84.07536728966315; reg_zipnll: -180.13564223485278; cnt_loss: 10.4895853901541; +2025-06-05 04:18:52,445 - INFO - Evaluation: +Curr mae: 87.5008; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 152.1033; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1307; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:18:52,445 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 +2025-06-05 04:20:06,819 - INFO - Training: cls_zice: 85.14904226846252; reg_zipnll: -174.15641150569283; cnt_loss: 11.155007458680513; +2025-06-05 04:20:06,820 - INFO - Evaluation: +Curr mae: 82.3031; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 141.1124; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1231; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:20:06,820 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 +2025-06-05 04:21:20,641 - INFO - Training: cls_zice: 83.91959213263152; reg_zipnll: -200.34249554564622; cnt_loss: 11.290020614270343; +2025-06-05 04:21:20,642 - INFO - Evaluation: +Curr mae: 84.6703; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 146.8362; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1243; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:21:20,642 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 +2025-06-05 04:22:34,825 - INFO - Training: cls_zice: 86.84593683204903; reg_zipnll: -168.18426412304507; cnt_loss: 10.290170373506104; +2025-06-05 04:22:34,826 - INFO - Evaluation: +Curr mae: 85.2845; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 150.4295; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1206; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:22:34,826 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 +2025-06-05 04:23:48,733 - INFO - Training: cls_zice: 85.09606360126016; reg_zipnll: -172.4974333845227; cnt_loss: 11.266229495307467; +2025-06-05 04:23:48,734 - INFO - Evaluation: +Curr mae: 78.3435; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 137.3138; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1113; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:23:48,734 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 +2025-06-05 04:25:01,925 - INFO - Training: cls_zice: 85.01669884043814; reg_zipnll: -175.27626492961352; cnt_loss: 10.522534600946287; +2025-06-05 04:25:01,926 - INFO - Evaluation: +Curr mae: 81.4607; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 142.5096; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1130; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:25:01,926 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 +2025-06-05 04:26:15,851 - INFO - Training: cls_zice: 85.51214133508948; reg_zipnll: -158.4635761273618; cnt_loss: 9.976271654596392; +2025-06-05 04:26:15,852 - INFO - Evaluation: +Curr mae: 79.4671; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 138.5881; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1129; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:26:15,852 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 +2025-06-05 04:27:29,624 - INFO - Training: cls_zice: 85.56296828566798; reg_zipnll: -163.3824567542171; cnt_loss: 10.526549609291633; +2025-06-05 04:27:29,625 - INFO - Evaluation: +Curr mae: 80.7336; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 144.3952; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1145; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:27:29,625 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 +2025-06-05 04:28:43,607 - INFO - Training: cls_zice: 85.35039257529556; reg_zipnll: -174.89726311639444; cnt_loss: 10.998406020221331; +2025-06-05 04:28:43,607 - INFO - Evaluation: +Curr mae: 80.7332; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 140.8495; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1167; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:28:43,608 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 +2025-06-05 04:29:57,129 - INFO - Training: cls_zice: 87.48350753531551; reg_zipnll: -193.50739347066312; cnt_loss: 11.554752255117656; +2025-06-05 04:29:57,130 - INFO - Evaluation: +Curr mae: 85.5259; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 148.6212; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1276; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:29:57,130 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 +2025-06-05 04:31:10,635 - INFO - Training: cls_zice: 86.45260458434655; reg_zipnll: -185.03501770827944; cnt_loss: 12.64743955877443; +2025-06-05 04:31:10,636 - INFO - Evaluation: +Curr mae: 84.0727; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 146.3836; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1241; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:31:10,636 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 +2025-06-05 04:32:24,231 - INFO - Training: cls_zice: 84.58747027567681; reg_zipnll: -157.69522339145078; cnt_loss: 11.015336204048813; +2025-06-05 04:32:24,232 - INFO - Evaluation: +Curr mae: 82.3633; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 140.7209; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1241; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:32:24,232 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 +2025-06-05 04:33:38,817 - INFO - Training: cls_zice: 90.51631592756866; reg_zipnll: -186.39672756195068; cnt_loss: 12.008090265539309; +2025-06-05 04:33:38,818 - INFO - Evaluation: +Curr mae: 81.9125; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 141.0748; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1189; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:33:38,818 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 +2025-06-05 04:34:52,648 - INFO - Training: cls_zice: 83.3460280942601; reg_zipnll: -158.0436298610359; cnt_loss: 10.797277990555921; +2025-06-05 04:34:52,649 - INFO - Evaluation: +Curr mae: 80.1741; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 141.5730; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1148; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:34:52,649 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 +2025-06-05 04:36:06,200 - INFO - Training: cls_zice: 83.6719814073171; reg_zipnll: -190.84269274781082; cnt_loss: 11.26868512851513; +2025-06-05 04:36:06,200 - INFO - Evaluation: +Curr mae: 81.6095; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 140.8559; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1228; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:36:06,200 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 +2025-06-05 04:37:19,956 - INFO - Training: cls_zice: 82.25270662876154; reg_zipnll: -184.65651251306596; cnt_loss: 9.19050500092917; +2025-06-05 04:37:19,956 - INFO - Evaluation: +Curr mae: 83.7296; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 142.8318; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1250; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:37:19,956 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 +2025-06-05 04:38:33,761 - INFO - Training: cls_zice: 87.09825849217295; reg_zipnll: -161.7842392321454; cnt_loss: 10.838775776079949; +2025-06-05 04:38:33,762 - INFO - Evaluation: +Curr mae: 86.9360; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 146.6803; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1273; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:38:33,762 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 +2025-06-05 04:39:48,105 - INFO - Training: cls_zice: 85.63857681072311; reg_zipnll: -194.88079639460076; cnt_loss: 10.030349540394663; +2025-06-05 04:39:48,105 - INFO - Evaluation: +Curr mae: 79.2927; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 140.4550; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1123; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:39:48,105 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 +2025-06-05 04:41:01,953 - INFO - Training: cls_zice: 82.64170640351756; reg_zipnll: -160.85339754622504; cnt_loss: 9.874670398156374; +2025-06-05 04:41:01,953 - INFO - Evaluation: +Curr mae: 81.7108; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 138.9774; Best rmse: 129.4301; 131.6972; 131.7535; 132.7649; 132.8594; +Curr nae: 0.1197; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:41:01,954 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 +2025-06-05 04:42:15,389 - INFO - Training: cls_zice: 83.91433900239451; reg_zipnll: -190.82599043688236; cnt_loss: 9.505198424225611; +2025-06-05 04:42:15,563 - INFO - Evaluation: +Curr mae: 78.3212; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 131.1177; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1151; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:42:15,563 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 +2025-06-05 04:43:29,245 - INFO - Training: cls_zice: 85.35650427609879; reg_zipnll: -178.7754194436484; cnt_loss: 11.906371811367817; +2025-06-05 04:43:29,246 - INFO - Evaluation: +Curr mae: 82.1530; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 142.4247; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1146; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:43:29,246 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 +2025-06-05 04:44:43,209 - INFO - Training: cls_zice: 86.68240607811126; reg_zipnll: -199.57359211650115; cnt_loss: 10.295358105211069; +2025-06-05 04:44:43,209 - INFO - Evaluation: +Curr mae: 79.7883; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 143.1539; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1122; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:44:43,209 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 +2025-06-05 04:45:56,747 - INFO - Training: cls_zice: 84.77426329353787; reg_zipnll: -185.87685717020602; cnt_loss: 10.20166683828594; +2025-06-05 04:45:56,748 - INFO - Evaluation: +Curr mae: 81.8610; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 142.5115; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1182; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:45:56,748 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 +2025-06-05 04:47:10,166 - INFO - Training: cls_zice: 84.58432287254081; reg_zipnll: -178.4567143269722; cnt_loss: 9.75668466959568; +2025-06-05 04:47:10,166 - INFO - Evaluation: +Curr mae: 86.0187; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 150.8079; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1233; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:47:10,167 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 +2025-06-05 04:48:24,006 - INFO - Training: cls_zice: 84.5992492018946; reg_zipnll: -176.84569864715172; cnt_loss: 10.773267126241267; +2025-06-05 04:48:24,006 - INFO - Evaluation: +Curr mae: 81.1826; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 77.1969; +Curr rmse: 144.9101; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1146; Best nae: 0.1097; 0.1099; 0.1100; 0.1101; 0.1103; + + + +2025-06-05 04:48:24,006 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 +2025-06-05 04:49:37,780 - INFO - Training: cls_zice: 81.57589781047493; reg_zipnll: -167.58975098464663; cnt_loss: 9.572226874875707; +2025-06-05 04:49:38,255 - INFO - Evaluation: +Curr mae: 76.9435; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 133.7520; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1086; Best nae: 0.1086; 0.1097; 0.1099; 0.1100; 0.1101; + + + +2025-06-05 04:49:38,255 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 +2025-06-05 04:50:52,286 - INFO - Training: cls_zice: 83.52449664690637; reg_zipnll: -204.40704406965648; cnt_loss: 10.121102159386439; +2025-06-05 04:50:52,485 - INFO - Evaluation: +Curr mae: 77.9063; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 136.3672; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1099; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 04:50:52,486 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 +2025-06-05 04:52:06,587 - INFO - Training: cls_zice: 81.52021866997346; reg_zipnll: -164.31829945772688; cnt_loss: 10.495710661079709; +2025-06-05 04:52:06,588 - INFO - Evaluation: +Curr mae: 86.7999; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 160.1798; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1200; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 04:52:06,588 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 +2025-06-05 04:53:19,959 - INFO - Training: cls_zice: 83.73293318337952; reg_zipnll: -175.23857642799024; cnt_loss: 10.104405563398702; +2025-06-05 04:53:19,960 - INFO - Evaluation: +Curr mae: 80.0959; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.1778; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1148; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 04:53:19,960 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 +2025-06-05 04:54:33,459 - INFO - Training: cls_zice: 89.18170261383057; reg_zipnll: -176.2717689994155; cnt_loss: 11.173761099379584; +2025-06-05 04:54:33,459 - INFO - Evaluation: +Curr mae: 85.5347; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 153.6674; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1207; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 04:54:33,459 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 +2025-06-05 04:55:47,573 - INFO - Training: cls_zice: 83.62975667486127; reg_zipnll: -161.80028036888072; cnt_loss: 10.50401552070845; +2025-06-05 04:55:47,574 - INFO - Evaluation: +Curr mae: 84.6916; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.0990; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1247; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 04:55:47,574 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 +2025-06-05 04:57:01,587 - INFO - Training: cls_zice: 84.626005412727; reg_zipnll: -186.13311693052583; cnt_loss: 10.019594408028963; +2025-06-05 04:57:01,587 - INFO - Evaluation: +Curr mae: 82.1331; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.1963; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1209; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 04:57:01,587 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 +2025-06-05 04:58:15,572 - INFO - Training: cls_zice: 82.43956334701437; reg_zipnll: -171.4078085375148; cnt_loss: 9.93651307497593; +2025-06-05 04:58:15,572 - INFO - Evaluation: +Curr mae: 80.6347; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.3303; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1160; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 04:58:15,573 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 +2025-06-05 04:59:28,679 - INFO - Training: cls_zice: 87.39012249573966; reg_zipnll: -240.03760064990314; cnt_loss: 13.120183213657102; +2025-06-05 04:59:28,680 - INFO - Evaluation: +Curr mae: 93.2421; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 167.9871; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1364; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 04:59:28,680 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 +2025-06-05 05:00:42,380 - INFO - Training: cls_zice: 86.24769102184977; reg_zipnll: -197.72358015515158; cnt_loss: 12.693278606364268; +2025-06-05 05:00:42,380 - INFO - Evaluation: +Curr mae: 85.3821; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 150.0272; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1223; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:00:42,380 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 +2025-06-05 05:01:56,524 - INFO - Training: cls_zice: 84.56504814198475; reg_zipnll: -198.3300385380423; cnt_loss: 10.774299021588256; +2025-06-05 05:01:56,524 - INFO - Evaluation: +Curr mae: 81.8037; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.5342; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1218; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:01:56,524 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 +2025-06-05 05:03:09,953 - INFO - Training: cls_zice: 83.47569852159513; reg_zipnll: -133.0661526168419; cnt_loss: 9.679513403911464; +2025-06-05 05:03:09,953 - INFO - Evaluation: +Curr mae: 83.1718; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.7817; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1186; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:03:09,953 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 +2025-06-05 05:04:23,287 - INFO - Training: cls_zice: 83.98842056223889; reg_zipnll: -180.09061052309755; cnt_loss: 9.433120907537194; +2025-06-05 05:04:23,287 - INFO - Evaluation: +Curr mae: 79.4981; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 135.9667; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1120; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:04:23,288 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 +2025-06-05 05:05:37,241 - INFO - Training: cls_zice: 84.24248665689633; reg_zipnll: -192.591430057753; cnt_loss: 9.859489229341216; +2025-06-05 05:05:37,241 - INFO - Evaluation: +Curr mae: 79.5605; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.8275; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1151; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:05:37,242 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 +2025-06-05 05:06:51,176 - INFO - Training: cls_zice: 81.9989753369464; reg_zipnll: -177.63926298886736; cnt_loss: 9.536482021508627; +2025-06-05 05:06:51,176 - INFO - Evaluation: +Curr mae: 77.7075; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 133.7674; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1107; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:06:51,176 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 +2025-06-05 05:08:05,043 - INFO - Training: cls_zice: 83.26195430124042; reg_zipnll: -177.63206642984554; cnt_loss: 8.929410729187214; +2025-06-05 05:08:05,043 - INFO - Evaluation: +Curr mae: 79.3883; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 135.2581; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1147; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:08:05,043 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 +2025-06-05 05:09:18,673 - INFO - Training: cls_zice: 84.16856730379016; reg_zipnll: -215.62989027768572; cnt_loss: 9.942153123830328; +2025-06-05 05:09:18,674 - INFO - Evaluation: +Curr mae: 82.6683; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.8120; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1156; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:09:18,674 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 +2025-06-05 05:10:32,557 - INFO - Training: cls_zice: 86.03056113135736; reg_zipnll: -198.9487596095003; cnt_loss: 9.911710442296716; +2025-06-05 05:10:32,557 - INFO - Evaluation: +Curr mae: 80.8710; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 136.5308; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1210; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:10:33,254 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 +2025-06-05 05:11:46,923 - INFO - Training: cls_zice: 82.31988204551848; reg_zipnll: -174.8489103380418; cnt_loss: 8.991932298963434; +2025-06-05 05:11:46,924 - INFO - Evaluation: +Curr mae: 83.3317; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.7599; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1178; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:11:46,924 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 +2025-06-05 05:13:01,148 - INFO - Training: cls_zice: 84.00278378164532; reg_zipnll: -190.51640048879662; cnt_loss: 9.295609962071804; +2025-06-05 05:13:01,149 - INFO - Evaluation: +Curr mae: 81.7324; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.3623; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1202; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:13:01,149 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 +2025-06-05 05:14:14,977 - INFO - Training: cls_zice: 84.79485254098248; reg_zipnll: -163.98310323108902; cnt_loss: 9.738040927230127; +2025-06-05 05:14:14,978 - INFO - Evaluation: +Curr mae: 82.7166; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.1574; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1187; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:14:14,978 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 +2025-06-05 05:15:28,277 - INFO - Training: cls_zice: 81.05513576482305; reg_zipnll: -195.8528173522444; cnt_loss: 10.269181740994485; +2025-06-05 05:15:28,277 - INFO - Evaluation: +Curr mae: 84.9064; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.1409; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1273; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:15:28,277 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 +2025-06-05 05:16:41,852 - INFO - Training: cls_zice: 85.07058868660832; reg_zipnll: -195.69781202985752; cnt_loss: 10.309188095149615; +2025-06-05 05:16:41,853 - INFO - Evaluation: +Curr mae: 80.1025; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.2945; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1127; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:16:41,853 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 +2025-06-05 05:17:55,883 - INFO - Training: cls_zice: 79.29412758587212; reg_zipnll: -167.51622283379763; cnt_loss: 9.921298759662552; +2025-06-05 05:17:55,883 - INFO - Evaluation: +Curr mae: 80.4457; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.2870; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1156; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:17:55,884 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 +2025-06-05 05:19:09,771 - INFO - Training: cls_zice: 83.4078726831651; reg_zipnll: -171.17053316128965; cnt_loss: 8.876050709888634; +2025-06-05 05:19:09,772 - INFO - Evaluation: +Curr mae: 84.0419; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.8383; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1209; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:19:09,772 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 +2025-06-05 05:20:23,708 - INFO - Training: cls_zice: 83.56232320393947; reg_zipnll: -186.26877389996258; cnt_loss: 8.946456747339262; +2025-06-05 05:20:23,709 - INFO - Evaluation: +Curr mae: 83.5043; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.4882; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1190; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:20:23,709 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 +2025-06-05 05:21:37,476 - INFO - Training: cls_zice: 84.23224528735837; reg_zipnll: -198.22060928597355; cnt_loss: 9.704931506257973; +2025-06-05 05:21:37,476 - INFO - Evaluation: +Curr mae: 79.9825; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.7228; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1133; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:21:37,477 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 +2025-06-05 05:22:51,509 - INFO - Training: cls_zice: 84.74237458437484; reg_zipnll: -178.3999631010144; cnt_loss: 9.47601348990636; +2025-06-05 05:22:51,510 - INFO - Evaluation: +Curr mae: 85.0780; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.2361; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1270; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:22:51,510 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 +2025-06-05 05:24:05,166 - INFO - Training: cls_zice: 85.21420274191345; reg_zipnll: -171.01365223309853; cnt_loss: 9.342222732423947; +2025-06-05 05:24:05,166 - INFO - Evaluation: +Curr mae: 82.7415; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.8682; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1182; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:24:05,167 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 +2025-06-05 05:25:18,441 - INFO - Training: cls_zice: 83.21285171382475; reg_zipnll: -191.45112317129477; cnt_loss: 9.472453726048501; +2025-06-05 05:25:18,441 - INFO - Evaluation: +Curr mae: 82.9133; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.4382; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1179; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:25:18,441 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 +2025-06-05 05:26:31,904 - INFO - Training: cls_zice: 83.54483567799953; reg_zipnll: -196.1194108337756; cnt_loss: 10.023132878423526; +2025-06-05 05:26:31,904 - INFO - Evaluation: +Curr mae: 83.6218; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 148.3052; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1193; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:26:31,904 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 +2025-06-05 05:27:45,915 - INFO - Training: cls_zice: 84.50942398854438; reg_zipnll: -196.71866217985848; cnt_loss: 9.809496072743903; +2025-06-05 05:27:45,916 - INFO - Evaluation: +Curr mae: 83.9387; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 149.4721; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1168; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:27:45,916 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 +2025-06-05 05:28:59,953 - INFO - Training: cls_zice: 84.52969592138632; reg_zipnll: -166.49404452494437; cnt_loss: 8.318169186446841; +2025-06-05 05:28:59,954 - INFO - Evaluation: +Curr mae: 81.1891; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.7612; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1141; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:28:59,954 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 +2025-06-05 05:30:13,696 - INFO - Training: cls_zice: 88.5185233867721; reg_zipnll: -178.6724822536999; cnt_loss: 10.701807816297013; +2025-06-05 05:30:13,696 - INFO - Evaluation: +Curr mae: 85.1748; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.4841; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1212; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:30:13,696 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 +2025-06-05 05:31:26,632 - INFO - Training: cls_zice: 86.28801568138678; reg_zipnll: -179.46227995133557; cnt_loss: 9.43384024165324; +2025-06-05 05:31:26,633 - INFO - Evaluation: +Curr mae: 82.9653; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.6619; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1177; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:31:26,633 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 +2025-06-05 05:32:40,324 - INFO - Training: cls_zice: 81.98957807023004; reg_zipnll: -172.9939159431205; cnt_loss: 8.571328913139192; +2025-06-05 05:32:40,324 - INFO - Evaluation: +Curr mae: 85.3362; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 154.4443; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1179; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:32:40,324 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 +2025-06-05 05:33:54,594 - INFO - Training: cls_zice: 83.73726627526693; reg_zipnll: -196.196023827357; cnt_loss: 9.485819615275654; +2025-06-05 05:33:54,595 - INFO - Evaluation: +Curr mae: 84.4920; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 150.4295; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1205; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:33:54,595 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 +2025-06-05 05:35:08,367 - INFO - Training: cls_zice: 79.93075152264525; reg_zipnll: -205.8954104492996; cnt_loss: 8.198310108374287; +2025-06-05 05:35:08,367 - INFO - Evaluation: +Curr mae: 82.0538; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.3332; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1144; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:35:08,368 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 +2025-06-05 05:36:22,168 - INFO - Training: cls_zice: 82.0447757291478; reg_zipnll: -169.81443018629062; cnt_loss: 8.794267880206077; +2025-06-05 05:36:22,169 - INFO - Evaluation: +Curr mae: 79.0546; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 137.0998; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1135; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:36:22,169 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 +2025-06-05 05:37:36,133 - INFO - Training: cls_zice: 81.11704396885752; reg_zipnll: -184.2474512390743; cnt_loss: 8.15607349209438; +2025-06-05 05:37:36,133 - INFO - Evaluation: +Curr mae: 81.0055; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.4577; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1119; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:37:36,133 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 +2025-06-05 05:38:50,087 - INFO - Training: cls_zice: 82.66006251202514; reg_zipnll: -187.6727562582256; cnt_loss: 9.424233822633099; +2025-06-05 05:38:50,087 - INFO - Evaluation: +Curr mae: 79.3866; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.1620; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1103; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:38:50,087 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 +2025-06-05 05:40:04,143 - INFO - Training: cls_zice: 82.48688070663553; reg_zipnll: -198.549871173126; cnt_loss: 9.235206369532655; +2025-06-05 05:40:04,144 - INFO - Evaluation: +Curr mae: 80.7038; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.0617; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1131; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:40:04,144 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 +2025-06-05 05:41:17,600 - INFO - Training: cls_zice: 85.26136429894049; reg_zipnll: -186.44121911509936; cnt_loss: 9.19802511922571; +2025-06-05 05:41:17,600 - INFO - Evaluation: +Curr mae: 87.2516; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 155.1224; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1239; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:41:17,601 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 +2025-06-05 05:42:31,284 - INFO - Training: cls_zice: 81.23755854170844; reg_zipnll: -166.48924741997624; cnt_loss: 8.85714759968764; +2025-06-05 05:42:31,284 - INFO - Evaluation: +Curr mae: 80.2842; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.0667; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1109; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:42:31,284 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 +2025-06-05 05:43:45,238 - INFO - Training: cls_zice: 81.56786084964575; reg_zipnll: -190.56087728209843; cnt_loss: 8.78915653955068; +2025-06-05 05:43:45,238 - INFO - Evaluation: +Curr mae: 82.2826; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.6811; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1176; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:43:45,238 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 +2025-06-05 05:44:59,525 - INFO - Training: cls_zice: 83.42107784195451; reg_zipnll: -184.1708551368966; cnt_loss: 8.697259487695252; +2025-06-05 05:44:59,525 - INFO - Evaluation: +Curr mae: 87.4949; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 153.6970; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1256; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:44:59,525 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 +2025-06-05 05:46:13,190 - INFO - Training: cls_zice: 81.57512852371923; reg_zipnll: -160.85519216550108; cnt_loss: 8.828414456733805; +2025-06-05 05:46:13,191 - INFO - Evaluation: +Curr mae: 80.6917; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.0459; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1153; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:46:13,191 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 +2025-06-05 05:47:26,158 - INFO - Training: cls_zice: 82.34617384616902; reg_zipnll: -174.8592612411802; cnt_loss: 8.828027306803016; +2025-06-05 05:47:26,159 - INFO - Evaluation: +Curr mae: 81.7488; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.5571; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1167; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:47:26,159 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 +2025-06-05 05:48:39,772 - INFO - Training: cls_zice: 82.66228307004006; reg_zipnll: -185.60378917795143; cnt_loss: 8.674931747234421; +2025-06-05 05:48:39,773 - INFO - Evaluation: +Curr mae: 80.8797; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.0243; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1159; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:48:39,773 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 +2025-06-05 05:49:54,048 - INFO - Training: cls_zice: 80.93516918207636; reg_zipnll: -141.92980055777443; cnt_loss: 8.500759322122233; +2025-06-05 05:49:54,048 - INFO - Evaluation: +Curr mae: 80.4415; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.9009; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1129; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:49:54,048 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 +2025-06-05 05:51:07,798 - INFO - Training: cls_zice: 82.31657628192018; reg_zipnll: -168.15001953832362; cnt_loss: 7.655717650786141; +2025-06-05 05:51:07,798 - INFO - Evaluation: +Curr mae: 79.3187; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.9434; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1140; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:51:07,798 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 +2025-06-05 05:52:21,601 - INFO - Training: cls_zice: 80.90860126823779; reg_zipnll: -175.96827509545332; cnt_loss: 8.440584648523899; +2025-06-05 05:52:21,602 - INFO - Evaluation: +Curr mae: 80.8868; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.7346; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1116; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:52:21,602 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 +2025-06-05 05:53:35,014 - INFO - Training: cls_zice: 81.89164493494476; reg_zipnll: -178.18773481861646; cnt_loss: 8.17556634012437; +2025-06-05 05:53:35,015 - INFO - Evaluation: +Curr mae: 80.5553; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.8091; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1105; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:53:35,015 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 +2025-06-05 05:54:49,004 - INFO - Training: cls_zice: 81.78956211165877; reg_zipnll: -182.4347142067966; cnt_loss: 8.337470106731187; +2025-06-05 05:54:49,004 - INFO - Evaluation: +Curr mae: 81.0819; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.8491; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1122; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:54:49,004 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 +2025-06-05 05:56:02,551 - INFO - Training: cls_zice: 81.18395965778275; reg_zipnll: -194.0017208263574; cnt_loss: 9.55623298449232; +2025-06-05 05:56:02,551 - INFO - Evaluation: +Curr mae: 81.0187; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.0980; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1126; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:56:02,551 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 +2025-06-05 05:57:15,939 - INFO - Training: cls_zice: 80.10534841651159; reg_zipnll: -180.12519008434373; cnt_loss: 7.848468853937869; +2025-06-05 05:57:15,939 - INFO - Evaluation: +Curr mae: 80.9224; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.6694; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1149; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:57:15,940 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 +2025-06-05 05:58:29,800 - INFO - Training: cls_zice: 85.1738377501633; reg_zipnll: -198.380933022657; cnt_loss: 8.745064795411976; +2025-06-05 05:58:29,801 - INFO - Evaluation: +Curr mae: 82.0522; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.8860; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1175; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:58:29,801 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 +2025-06-05 05:59:43,724 - INFO - Training: cls_zice: 85.44041627290233; reg_zipnll: -192.7951471821362; cnt_loss: 9.204342088162504; +2025-06-05 05:59:43,725 - INFO - Evaluation: +Curr mae: 80.4005; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.7876; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1119; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 05:59:43,725 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 +2025-06-05 06:00:57,643 - INFO - Training: cls_zice: 82.68705563829435; reg_zipnll: -173.58173111416647; cnt_loss: 8.56771181277092; +2025-06-05 06:00:57,644 - INFO - Evaluation: +Curr mae: 83.3026; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 150.1540; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1151; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:00:57,644 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 +2025-06-05 06:02:11,758 - INFO - Training: cls_zice: 82.38053272654679; reg_zipnll: -198.78810714570102; cnt_loss: 8.858429287443098; +2025-06-05 06:02:11,758 - INFO - Evaluation: +Curr mae: 80.7142; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.0198; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1150; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:02:11,758 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 +2025-06-05 06:03:25,102 - INFO - Training: cls_zice: 85.09719697055438; reg_zipnll: -196.788062304061; cnt_loss: 8.8563281337157; +2025-06-05 06:03:25,102 - INFO - Evaluation: +Curr mae: 82.0454; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.8272; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1163; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:03:25,102 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 +2025-06-05 06:04:38,577 - INFO - Training: cls_zice: 81.11370858451389; reg_zipnll: -172.662276779579; cnt_loss: 8.26371228458076; +2025-06-05 06:04:38,577 - INFO - Evaluation: +Curr mae: 83.8493; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 150.2062; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1174; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:04:38,577 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 +2025-06-05 06:05:52,165 - INFO - Training: cls_zice: 80.52163419660353; reg_zipnll: -185.10304858984537; cnt_loss: 8.263195944148183; +2025-06-05 06:05:52,166 - INFO - Evaluation: +Curr mae: 82.4014; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.4080; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1157; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:05:52,166 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 +2025-06-05 06:07:06,658 - INFO - Training: cls_zice: 82.93583604042104; reg_zipnll: -199.5067158187462; cnt_loss: 8.604139460633133; +2025-06-05 06:07:06,658 - INFO - Evaluation: +Curr mae: 84.4491; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 153.9631; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1164; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:07:06,658 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 +2025-06-05 06:08:20,700 - INFO - Training: cls_zice: 79.9974885705291; reg_zipnll: -205.0838685825171; cnt_loss: 7.935847160042516; +2025-06-05 06:08:20,701 - INFO - Evaluation: +Curr mae: 81.0310; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.8337; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1129; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:08:20,701 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 +2025-06-05 06:09:33,792 - INFO - Training: cls_zice: 79.32943730006944; reg_zipnll: -176.271895073897; cnt_loss: 8.137424334785006; +2025-06-05 06:09:33,792 - INFO - Evaluation: +Curr mae: 79.4639; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.1351; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1120; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:09:33,792 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 +2025-06-05 06:10:48,026 - INFO - Training: cls_zice: 85.71692036003466; reg_zipnll: -169.1929808847162; cnt_loss: 8.158905043507254; +2025-06-05 06:10:48,026 - INFO - Evaluation: +Curr mae: 84.4719; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 152.6269; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1175; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:10:48,027 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 +2025-06-05 06:12:02,385 - INFO - Training: cls_zice: 81.12964608653492; reg_zipnll: -178.00916522701846; cnt_loss: 7.806721433898471; +2025-06-05 06:12:02,386 - INFO - Evaluation: +Curr mae: 85.3654; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 157.1131; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1202; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:12:03,074 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 +2025-06-05 06:13:17,023 - INFO - Training: cls_zice: 83.54692894891397; reg_zipnll: -188.66838383200943; cnt_loss: 9.0685760769623; +2025-06-05 06:13:17,023 - INFO - Evaluation: +Curr mae: 83.9719; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 151.2783; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1159; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:13:17,023 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 +2025-06-05 06:14:30,991 - INFO - Training: cls_zice: 81.86963970613796; reg_zipnll: -188.1596280154803; cnt_loss: 8.123916508346204; +2025-06-05 06:14:30,991 - INFO - Evaluation: +Curr mae: 84.0272; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.3664; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1195; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:14:30,991 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 +2025-06-05 06:15:44,493 - INFO - Training: cls_zice: 81.15610982882266; reg_zipnll: -179.59322006655054; cnt_loss: 7.958357878078688; +2025-06-05 06:15:44,494 - INFO - Evaluation: +Curr mae: 84.7571; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 151.4669; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1208; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:15:44,494 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 +2025-06-05 06:16:58,372 - INFO - Training: cls_zice: 83.0642011528773; reg_zipnll: -162.33338217703712; cnt_loss: 7.56246117566595; +2025-06-05 06:16:58,373 - INFO - Evaluation: +Curr mae: 84.6734; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 151.8558; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1191; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:16:58,373 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 +2025-06-05 06:18:12,309 - INFO - Training: cls_zice: 82.8708392200091; reg_zipnll: -164.66935390826092; cnt_loss: 7.691815431544323; +2025-06-05 06:18:12,309 - INFO - Evaluation: +Curr mae: 82.8912; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.8773; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1135; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:18:12,309 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 +2025-06-05 06:19:25,749 - INFO - Training: cls_zice: 78.86655198659328; reg_zipnll: -151.3864066837639; cnt_loss: 8.37592747037774; +2025-06-05 06:19:25,749 - INFO - Evaluation: +Curr mae: 82.1875; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.8389; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1154; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:19:25,750 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 +2025-06-05 06:20:39,443 - INFO - Training: cls_zice: 77.81840905290565; reg_zipnll: -195.03228527978555; cnt_loss: 8.075932354327069; +2025-06-05 06:20:39,444 - INFO - Evaluation: +Curr mae: 79.1896; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 136.7542; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1127; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:20:39,444 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 +2025-06-05 06:21:53,040 - INFO - Training: cls_zice: 84.428773305274; reg_zipnll: -226.00849797078317; cnt_loss: 9.478124833264888; +2025-06-05 06:21:53,040 - INFO - Evaluation: +Curr mae: 82.0893; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.5386; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1181; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:21:53,040 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 +2025-06-05 06:23:07,051 - INFO - Training: cls_zice: 82.53669531613785; reg_zipnll: -180.28046630076224; cnt_loss: 7.351033556540281; +2025-06-05 06:23:07,052 - INFO - Evaluation: +Curr mae: 84.3287; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 151.8090; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1183; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:23:07,052 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 +2025-06-05 06:24:20,971 - INFO - Training: cls_zice: 82.28915522745903; reg_zipnll: -219.0114073342835; cnt_loss: 7.75685344626572; +2025-06-05 06:24:20,971 - INFO - Evaluation: +Curr mae: 85.6114; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 153.1835; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1200; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:24:20,971 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 +2025-06-05 06:25:34,291 - INFO - Training: cls_zice: 78.95095345200292; reg_zipnll: -165.75716450040704; cnt_loss: 7.628928078720901; +2025-06-05 06:25:34,292 - INFO - Evaluation: +Curr mae: 86.1248; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 153.4946; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1195; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:25:34,292 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 +2025-06-05 06:26:47,763 - INFO - Training: cls_zice: 89.14232661392515; reg_zipnll: -196.4306359764756; cnt_loss: 11.234473574240477; +2025-06-05 06:26:47,763 - INFO - Evaluation: +Curr mae: 81.5208; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.3508; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1153; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:26:47,764 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 +2025-06-05 06:28:01,533 - INFO - Training: cls_zice: 84.34789363280038; reg_zipnll: -197.68814217017976; cnt_loss: 8.691423307191457; +2025-06-05 06:28:01,534 - INFO - Evaluation: +Curr mae: 83.0150; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 148.2277; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1154; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:28:01,534 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 +2025-06-05 06:29:15,702 - INFO - Training: cls_zice: 80.4377618372835; reg_zipnll: -167.90196655601855; cnt_loss: 8.57551455103009; +2025-06-05 06:29:15,703 - INFO - Evaluation: +Curr mae: 82.9635; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.3010; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1139; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:29:15,703 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 +2025-06-05 06:30:29,889 - INFO - Training: cls_zice: 80.57710281902591; reg_zipnll: -189.19668220368442; cnt_loss: 8.202055738461729; +2025-06-05 06:30:29,889 - INFO - Evaluation: +Curr mae: 83.0888; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.8474; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1182; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:30:29,890 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 +2025-06-05 06:31:43,543 - INFO - Training: cls_zice: 79.74860552604625; reg_zipnll: -185.97565577677543; cnt_loss: 7.51089439092093; +2025-06-05 06:31:43,543 - INFO - Evaluation: +Curr mae: 79.8380; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.3972; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1129; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:31:43,543 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 +2025-06-05 06:32:57,085 - INFO - Training: cls_zice: 79.55090676869777; reg_zipnll: -152.24780488803685; cnt_loss: 6.813735495339956; +2025-06-05 06:32:57,085 - INFO - Evaluation: +Curr mae: 82.7238; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.6699; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1184; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:32:57,085 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 +2025-06-05 06:34:11,270 - INFO - Training: cls_zice: 80.66439036186168; reg_zipnll: -162.02754314056295; cnt_loss: 7.686251236113492; +2025-06-05 06:34:11,270 - INFO - Evaluation: +Curr mae: 79.7751; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 136.5683; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1143; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:34:11,271 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 +2025-06-05 06:35:24,975 - INFO - Training: cls_zice: 85.61119059379527; reg_zipnll: -182.22410852545934; cnt_loss: 9.800325357361345; +2025-06-05 06:35:24,975 - INFO - Evaluation: +Curr mae: 82.0805; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.1682; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1187; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:35:24,976 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 +2025-06-05 06:36:39,172 - INFO - Training: cls_zice: 81.30645578902289; reg_zipnll: -178.07456612113296; cnt_loss: 7.372562031872225; +2025-06-05 06:36:39,172 - INFO - Evaluation: +Curr mae: 80.5386; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.7611; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1142; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:36:39,173 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 +2025-06-05 06:37:53,393 - INFO - Training: cls_zice: 81.48175612190701; reg_zipnll: -191.85426446775728; cnt_loss: 8.63714956131992; +2025-06-05 06:37:53,393 - INFO - Evaluation: +Curr mae: 81.5042; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.6922; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1140; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:37:53,393 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 +2025-06-05 06:39:07,493 - INFO - Training: cls_zice: 80.14969487221825; reg_zipnll: -185.8859559242299; cnt_loss: 7.3715987600238115; +2025-06-05 06:39:07,493 - INFO - Evaluation: +Curr mae: 81.7706; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.2345; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1154; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:39:07,493 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 +2025-06-05 06:40:21,583 - INFO - Training: cls_zice: 80.84669098001442; reg_zipnll: -187.25412779928044; cnt_loss: 7.067830856272717; +2025-06-05 06:40:21,584 - INFO - Evaluation: +Curr mae: 82.6894; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.4518; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1160; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:40:21,584 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 +2025-06-05 06:41:35,325 - INFO - Training: cls_zice: 78.96660511698944; reg_zipnll: -192.13288477714488; cnt_loss: 7.512990745487592; +2025-06-05 06:41:35,326 - INFO - Evaluation: +Curr mae: 82.8767; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.9789; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1152; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:41:35,326 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 +2025-06-05 06:42:49,270 - INFO - Training: cls_zice: 81.26126439681906; reg_zipnll: -181.74004681694586; cnt_loss: 7.869799938422955; +2025-06-05 06:42:49,271 - INFO - Evaluation: +Curr mae: 83.5939; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 149.6420; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1143; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:42:49,271 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 +2025-06-05 06:44:03,068 - INFO - Training: cls_zice: 81.93738377804787; reg_zipnll: -181.6176516804474; cnt_loss: 7.669099676687986; +2025-06-05 06:44:03,068 - INFO - Evaluation: +Curr mae: 86.2991; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 154.8574; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1196; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:44:03,068 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 +2025-06-05 06:45:16,982 - INFO - Training: cls_zice: 81.2026250346607; reg_zipnll: -159.68028802745388; cnt_loss: 7.211020775978139; +2025-06-05 06:45:16,983 - INFO - Evaluation: +Curr mae: 82.0791; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.5806; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1156; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:45:16,983 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 +2025-06-05 06:46:30,871 - INFO - Training: cls_zice: 82.03864069806029; reg_zipnll: -170.82475551074702; cnt_loss: 7.268666753705764; +2025-06-05 06:46:30,872 - INFO - Evaluation: +Curr mae: 84.3810; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 148.8516; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1200; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:46:30,872 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 +2025-06-05 06:47:44,341 - INFO - Training: cls_zice: 80.6845624304765; reg_zipnll: -180.6855326583054; cnt_loss: 7.199295004472038; +2025-06-05 06:47:44,342 - INFO - Evaluation: +Curr mae: 82.1004; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.8074; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1144; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:47:44,342 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 +2025-06-05 06:48:57,947 - INFO - Training: cls_zice: 78.40194179048602; reg_zipnll: -177.22476403444807; cnt_loss: 7.436713528159438; +2025-06-05 06:48:57,947 - INFO - Evaluation: +Curr mae: 81.1655; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.7951; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1146; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:48:57,948 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 +2025-06-05 06:50:12,122 - INFO - Training: cls_zice: 79.51054201694514; reg_zipnll: -193.3441454274765; cnt_loss: 7.973313537654498; +2025-06-05 06:50:12,122 - INFO - Evaluation: +Curr mae: 83.7249; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.1470; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1196; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:50:12,122 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 +2025-06-05 06:51:25,955 - INFO - Training: cls_zice: 78.06408332673129; reg_zipnll: -182.41567742429822; cnt_loss: 7.659356127511587; +2025-06-05 06:51:25,956 - INFO - Evaluation: +Curr mae: 83.5540; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 148.3823; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1160; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:51:25,956 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 +2025-06-05 06:52:39,942 - INFO - Training: cls_zice: 80.93229404979984; reg_zipnll: -156.01941981852448; cnt_loss: 7.867535730071415; +2025-06-05 06:52:39,943 - INFO - Evaluation: +Curr mae: 85.1753; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 152.4284; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1214; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:52:39,943 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 +2025-06-05 06:53:52,824 - INFO - Training: cls_zice: 79.49985391730505; reg_zipnll: -161.29677791469143; cnt_loss: 7.414446355491284; +2025-06-05 06:53:52,825 - INFO - Evaluation: +Curr mae: 84.5073; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 151.0651; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1173; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:53:52,825 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 +2025-06-05 06:55:06,624 - INFO - Training: cls_zice: 81.40191026397099; reg_zipnll: -187.22582724236494; cnt_loss: 7.92771150181625; +2025-06-05 06:55:06,625 - INFO - Evaluation: +Curr mae: 81.4952; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.2094; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1144; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:55:06,625 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 +2025-06-05 06:56:20,665 - INFO - Training: cls_zice: 82.0417586446598; reg_zipnll: -205.39783777464305; cnt_loss: 8.129969571599897; +2025-06-05 06:56:20,665 - INFO - Evaluation: +Curr mae: 81.9268; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.1009; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1136; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:56:20,665 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 +2025-06-05 06:57:34,197 - INFO - Training: cls_zice: 79.1609243493996; reg_zipnll: -166.09817392462926; cnt_loss: 7.213544202166677; +2025-06-05 06:57:34,198 - INFO - Evaluation: +Curr mae: 80.4305; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.9842; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1147; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:57:34,198 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 +2025-06-05 06:58:47,226 - INFO - Training: cls_zice: 79.62549375066693; reg_zipnll: -169.89810891183006; cnt_loss: 7.46846020616443; +2025-06-05 06:58:47,226 - INFO - Evaluation: +Curr mae: 82.2140; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.1967; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1178; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 06:58:47,226 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 +2025-06-05 07:00:00,741 - INFO - Training: cls_zice: 79.85882813409464; reg_zipnll: -157.29681312485246; cnt_loss: 7.155960512477041; +2025-06-05 07:00:00,741 - INFO - Evaluation: +Curr mae: 80.8436; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.9722; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1140; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:00:00,742 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 +2025-06-05 07:01:14,558 - INFO - Training: cls_zice: 83.0786244095556; reg_zipnll: -196.99110895118966; cnt_loss: 7.551339705258806; +2025-06-05 07:01:14,558 - INFO - Evaluation: +Curr mae: 78.9942; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 137.0654; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1120; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:01:14,559 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 +2025-06-05 07:02:28,394 - INFO - Training: cls_zice: 83.96302274994503; reg_zipnll: -138.98191949073842; cnt_loss: 7.191655976093368; +2025-06-05 07:02:28,394 - INFO - Evaluation: +Curr mae: 84.0665; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.2109; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1200; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:02:28,394 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 +2025-06-05 07:03:41,750 - INFO - Training: cls_zice: 78.90625175577125; reg_zipnll: -166.13288197296345; cnt_loss: 6.95743917234686; +2025-06-05 07:03:41,750 - INFO - Evaluation: +Curr mae: 80.1268; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 136.1719; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1136; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:03:41,751 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 +2025-06-05 07:04:55,282 - INFO - Training: cls_zice: 80.18439532905225; reg_zipnll: -191.75050335056736; cnt_loss: 7.380936876827518; +2025-06-05 07:04:55,283 - INFO - Evaluation: +Curr mae: 80.3429; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.9563; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1128; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:04:55,283 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 +2025-06-05 07:06:09,322 - INFO - Training: cls_zice: 82.53418922424316; reg_zipnll: -195.4232077503836; cnt_loss: 7.342719019643519; +2025-06-05 07:06:09,323 - INFO - Evaluation: +Curr mae: 83.9140; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.6838; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1178; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:06:09,323 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 +2025-06-05 07:07:23,320 - INFO - Training: cls_zice: 80.83398071503797; reg_zipnll: -192.26650704769108; cnt_loss: 7.4292793305504405; +2025-06-05 07:07:23,321 - INFO - Evaluation: +Curr mae: 78.9969; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 136.7479; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1120; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:07:23,321 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 +2025-06-05 07:08:37,422 - INFO - Training: cls_zice: 82.36385923663512; reg_zipnll: -193.60409102534615; cnt_loss: 7.320786768237487; +2025-06-05 07:08:37,423 - INFO - Evaluation: +Curr mae: 79.0436; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.7041; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1113; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:08:37,423 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 +2025-06-05 07:09:50,514 - INFO - Training: cls_zice: 81.29393164527337; reg_zipnll: -204.5889219321952; cnt_loss: 7.023441169435615; +2025-06-05 07:09:50,514 - INFO - Evaluation: +Curr mae: 84.8312; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 149.6384; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1184; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:09:50,515 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 +2025-06-05 07:11:04,218 - INFO - Training: cls_zice: 83.61889666121527; reg_zipnll: -241.38667660517407; cnt_loss: 8.511721993913714; +2025-06-05 07:11:04,219 - INFO - Evaluation: +Curr mae: 79.8906; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.5798; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1109; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:11:04,219 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 +2025-06-05 07:12:18,278 - INFO - Training: cls_zice: 78.53012321169014; reg_zipnll: -165.62092477280572; cnt_loss: 7.35115244214898; +2025-06-05 07:12:18,279 - INFO - Evaluation: +Curr mae: 79.1936; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 137.2914; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1128; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:12:18,279 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 +2025-06-05 07:13:31,794 - INFO - Training: cls_zice: 81.15393517901566; reg_zipnll: -199.74527160695058; cnt_loss: 7.560558696456303; +2025-06-05 07:13:31,795 - INFO - Evaluation: +Curr mae: 81.4275; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.8771; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1148; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:13:32,566 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 +2025-06-05 07:14:46,459 - INFO - Training: cls_zice: 79.94930012810309; reg_zipnll: -172.47400186867114; cnt_loss: 6.312037403220373; +2025-06-05 07:14:46,460 - INFO - Evaluation: +Curr mae: 82.4322; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.5140; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1158; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:14:46,460 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 +2025-06-05 07:15:59,693 - INFO - Training: cls_zice: 79.12816132299157; reg_zipnll: -187.50531482696533; cnt_loss: 7.108533132944675; +2025-06-05 07:15:59,693 - INFO - Evaluation: +Curr mae: 82.7846; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.8991; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1148; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:15:59,694 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 +2025-06-05 07:17:13,378 - INFO - Training: cls_zice: 80.89250486260218; reg_zipnll: -199.0393278993518; cnt_loss: 7.517843340406355; +2025-06-05 07:17:13,379 - INFO - Evaluation: +Curr mae: 80.3471; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.7890; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1144; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:17:13,379 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 +2025-06-05 07:18:27,640 - INFO - Training: cls_zice: 79.17288806738443; reg_zipnll: -175.59116905414504; cnt_loss: 6.689906593979589; +2025-06-05 07:18:27,641 - INFO - Evaluation: +Curr mae: 81.3946; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.5682; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1144; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:18:27,641 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 +2025-06-05 07:19:40,817 - INFO - Training: cls_zice: 79.66756615812416; reg_zipnll: -156.58894386670448; cnt_loss: 6.643512918459659; +2025-06-05 07:19:40,818 - INFO - Evaluation: +Curr mae: 80.6219; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.7941; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1139; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:19:40,818 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 +2025-06-05 07:20:54,118 - INFO - Training: cls_zice: 77.39073179889199; reg_zipnll: -161.61419808154074; cnt_loss: 6.322416496592641; +2025-06-05 07:20:54,119 - INFO - Evaluation: +Curr mae: 81.6293; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.5057; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1164; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:20:54,119 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 +2025-06-05 07:22:07,695 - INFO - Training: cls_zice: 81.04613086877279; reg_zipnll: -192.4186536018422; cnt_loss: 7.578298237150078; +2025-06-05 07:22:07,696 - INFO - Evaluation: +Curr mae: 81.5649; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.5284; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1140; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:22:07,696 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 +2025-06-05 07:23:21,996 - INFO - Training: cls_zice: 81.3085696744603; reg_zipnll: -193.41328674594297; cnt_loss: 6.824229464625681; +2025-06-05 07:23:21,997 - INFO - Evaluation: +Curr mae: 82.0731; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.8773; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1154; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:23:21,997 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 +2025-06-05 07:24:35,751 - INFO - Training: cls_zice: 78.83001568775303; reg_zipnll: -196.15520738450107; cnt_loss: 6.706020071017032; +2025-06-05 07:24:35,751 - INFO - Evaluation: +Curr mae: 84.9396; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 148.9113; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1215; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:24:35,751 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 +2025-06-05 07:25:48,998 - INFO - Training: cls_zice: 79.56588642170887; reg_zipnll: -207.39108982465126; cnt_loss: 6.988487398387581; +2025-06-05 07:25:48,998 - INFO - Evaluation: +Curr mae: 80.7764; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.2008; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1143; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:25:48,999 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 +2025-06-05 07:27:03,615 - INFO - Training: cls_zice: 82.08847213265122; reg_zipnll: -208.45116927292173; cnt_loss: 7.482584590153978; +2025-06-05 07:27:03,616 - INFO - Evaluation: +Curr mae: 79.9007; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 137.8483; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1133; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:27:03,616 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 +2025-06-05 07:28:17,209 - INFO - Training: cls_zice: 79.24807497997158; reg_zipnll: -166.91074851964484; cnt_loss: 6.87542408033712; +2025-06-05 07:28:17,210 - INFO - Evaluation: +Curr mae: 80.5180; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.1996; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1139; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:28:17,210 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 +2025-06-05 07:29:30,142 - INFO - Training: cls_zice: 80.61812441238504; reg_zipnll: -175.25459395654943; cnt_loss: 6.305363235884155; +2025-06-05 07:29:30,143 - INFO - Evaluation: +Curr mae: 83.0715; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.6987; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1188; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:29:30,143 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 +2025-06-05 07:30:43,920 - INFO - Training: cls_zice: 78.44754471684134; reg_zipnll: -192.39544598156255; cnt_loss: 7.0068219276453485; +2025-06-05 07:30:43,920 - INFO - Evaluation: +Curr mae: 79.6297; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 137.7134; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1128; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:30:43,920 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 +2025-06-05 07:31:57,884 - INFO - Training: cls_zice: 79.45210643793574; reg_zipnll: -179.5772246998667; cnt_loss: 6.504380663499138; +2025-06-05 07:31:57,885 - INFO - Evaluation: +Curr mae: 79.8008; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.0678; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1119; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:31:57,885 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 +2025-06-05 07:33:11,751 - INFO - Training: cls_zice: 79.92780411322386; reg_zipnll: -167.2420883999755; cnt_loss: 6.269165533267899; +2025-06-05 07:33:11,752 - INFO - Evaluation: +Curr mae: 83.0269; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.6983; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1161; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:33:11,752 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 +2025-06-05 07:34:25,878 - INFO - Training: cls_zice: 79.08427825826683; reg_zipnll: -188.46916311781928; cnt_loss: 6.645648806300384; +2025-06-05 07:34:25,878 - INFO - Evaluation: +Curr mae: 81.5865; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.7549; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1144; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:34:25,878 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 +2025-06-05 07:35:39,317 - INFO - Training: cls_zice: 81.93735077207451; reg_zipnll: -184.39150851925478; cnt_loss: 7.257372290882843; +2025-06-05 07:35:39,318 - INFO - Evaluation: +Curr mae: 84.4665; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.4259; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1223; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:35:39,318 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 +2025-06-05 07:36:53,258 - INFO - Training: cls_zice: 81.04479885101318; reg_zipnll: -194.85388808534634; cnt_loss: 6.7600506149380415; +2025-06-05 07:36:53,259 - INFO - Evaluation: +Curr mae: 84.7263; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 148.4885; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1211; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:36:53,259 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 +2025-06-05 07:38:07,366 - INFO - Training: cls_zice: 79.19405968694497; reg_zipnll: -188.11154801324503; cnt_loss: 6.567371705509969; +2025-06-05 07:38:07,367 - INFO - Evaluation: +Curr mae: 81.7459; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.8550; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1144; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:38:07,367 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 +2025-06-05 07:39:20,782 - INFO - Training: cls_zice: 79.37143149596966; reg_zipnll: -205.4615660629525; cnt_loss: 6.6949643954535984; +2025-06-05 07:39:20,782 - INFO - Evaluation: +Curr mae: 82.2083; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.6420; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1149; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:39:20,783 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 +2025-06-05 07:40:34,183 - INFO - Training: cls_zice: 81.60163746764329; reg_zipnll: -193.47045484126008; cnt_loss: 6.916548521313446; +2025-06-05 07:40:34,183 - INFO - Evaluation: +Curr mae: 81.7759; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.3846; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1139; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:40:34,183 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 +2025-06-05 07:41:48,214 - INFO - Training: cls_zice: 79.95636692426062; reg_zipnll: -168.25467602938215; cnt_loss: 5.8274743035929095; +2025-06-05 07:41:48,215 - INFO - Evaluation: +Curr mae: 83.9244; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 149.1826; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1188; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:41:48,215 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 +2025-06-05 07:43:02,386 - INFO - Training: cls_zice: 82.53768088486021; reg_zipnll: -196.61064262895394; cnt_loss: 7.958811032061545; +2025-06-05 07:43:02,386 - INFO - Evaluation: +Curr mae: 82.7704; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.3873; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1179; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:43:02,386 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 +2025-06-05 07:44:16,437 - INFO - Training: cls_zice: 78.4977896545107; reg_zipnll: -165.4898300802471; cnt_loss: 7.008778505767418; +2025-06-05 07:44:16,437 - INFO - Evaluation: +Curr mae: 83.6416; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 147.1109; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1169; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:44:16,437 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 +2025-06-05 07:45:29,977 - INFO - Training: cls_zice: 78.98272232661974; reg_zipnll: -181.70118525170332; cnt_loss: 6.307892463065141; +2025-06-05 07:45:29,978 - INFO - Evaluation: +Curr mae: 80.9391; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.5073; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1130; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:45:29,978 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 +2025-06-05 07:46:43,727 - INFO - Training: cls_zice: 80.45013320367067; reg_zipnll: -215.3171147794913; cnt_loss: 7.177456074992553; +2025-06-05 07:46:43,728 - INFO - Evaluation: +Curr mae: 80.2425; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.9667; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1131; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:46:43,728 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 +2025-06-05 07:47:57,926 - INFO - Training: cls_zice: 79.57536031394605; reg_zipnll: -169.8860360644511; cnt_loss: 6.8392839194923045; +2025-06-05 07:47:57,927 - INFO - Evaluation: +Curr mae: 83.1038; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.8154; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1147; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:47:57,927 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 +2025-06-05 07:49:12,074 - INFO - Training: cls_zice: 82.10010805193163; reg_zipnll: -201.71694894815911; cnt_loss: 7.188924676535145; +2025-06-05 07:49:12,074 - INFO - Evaluation: +Curr mae: 79.7568; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 137.9402; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1116; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:49:12,074 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 +2025-06-05 07:50:26,072 - INFO - Training: cls_zice: 80.56455009820445; reg_zipnll: -187.63975019644428; cnt_loss: 6.681076970321453; +2025-06-05 07:50:26,072 - INFO - Evaluation: +Curr mae: 83.0832; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.8989; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1189; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:50:26,073 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 +2025-06-05 07:51:39,110 - INFO - Training: cls_zice: 78.77531100898389; reg_zipnll: -159.44170199640538; cnt_loss: 6.241590179354939; +2025-06-05 07:51:39,111 - INFO - Evaluation: +Curr mae: 80.7388; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.1262; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1123; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:51:39,111 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 +2025-06-05 07:52:53,128 - INFO - Training: cls_zice: 79.60303668470573; reg_zipnll: -160.64235794623167; cnt_loss: 6.296052433797065; +2025-06-05 07:52:53,128 - INFO - Evaluation: +Curr mae: 84.0372; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 149.7336; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1178; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:52:53,129 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 +2025-06-05 07:54:07,259 - INFO - Training: cls_zice: 78.83387774031684; reg_zipnll: -197.25311555925583; cnt_loss: 6.458548824518721; +2025-06-05 07:54:07,260 - INFO - Evaluation: +Curr mae: 82.3449; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.9009; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1163; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:54:07,260 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 +2025-06-05 07:55:20,580 - INFO - Training: cls_zice: 81.74089383763193; reg_zipnll: -183.07343090133162; cnt_loss: 6.39141955201989; +2025-06-05 07:55:20,580 - INFO - Evaluation: +Curr mae: 82.9779; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.8358; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1154; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:55:20,580 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 +2025-06-05 07:56:34,241 - INFO - Training: cls_zice: 81.0862784480417; reg_zipnll: -202.48304983480088; cnt_loss: 7.443797680715852; +2025-06-05 07:56:34,241 - INFO - Evaluation: +Curr mae: 83.2228; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.4849; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1167; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:56:34,242 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 +2025-06-05 07:57:48,116 - INFO - Training: cls_zice: 79.33371238203239; reg_zipnll: -173.25161095802358; cnt_loss: 6.21687389288517; +2025-06-05 07:57:48,117 - INFO - Evaluation: +Curr mae: 83.2326; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 148.0491; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1163; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:57:48,117 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 +2025-06-05 07:59:02,254 - INFO - Training: cls_zice: 85.3888173640169; reg_zipnll: -204.8464123681681; cnt_loss: 7.387694578297091; +2025-06-05 07:59:02,254 - INFO - Evaluation: +Curr mae: 80.3384; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.6880; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1132; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 07:59:02,254 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 +2025-06-05 08:00:16,036 - INFO - Training: cls_zice: 82.53740482456637; reg_zipnll: -197.78974528028476; cnt_loss: 6.838290711901835; +2025-06-05 08:00:16,036 - INFO - Evaluation: +Curr mae: 81.9135; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.2694; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1163; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:00:16,036 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 +2025-06-05 08:01:29,218 - INFO - Training: cls_zice: 80.03250143543774; reg_zipnll: -174.80585413421227; cnt_loss: 6.506855289667647; +2025-06-05 08:01:29,218 - INFO - Evaluation: +Curr mae: 82.4242; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.7334; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1154; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:01:29,218 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 +2025-06-05 08:02:43,152 - INFO - Training: cls_zice: 81.61480778574155; reg_zipnll: -157.91509599243568; cnt_loss: 5.979323372146152; +2025-06-05 08:02:43,152 - INFO - Evaluation: +Curr mae: 83.8365; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 148.8822; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1187; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:02:43,153 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 +2025-06-05 08:03:57,326 - INFO - Training: cls_zice: 79.64998390500908; reg_zipnll: -200.2072399530979; cnt_loss: 6.491272296337103; +2025-06-05 08:03:57,326 - INFO - Evaluation: +Curr mae: 81.4117; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.3058; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1132; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:03:57,326 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 +2025-06-05 08:05:11,147 - INFO - Training: cls_zice: 76.79850769042969; reg_zipnll: -156.64596592985242; cnt_loss: 6.033615418617299; +2025-06-05 08:05:11,147 - INFO - Evaluation: +Curr mae: 81.5324; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.7017; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1158; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:05:11,148 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 +2025-06-05 08:06:24,837 - INFO - Training: cls_zice: 79.58186553171929; reg_zipnll: -198.4578819717003; cnt_loss: 6.4365376834048345; +2025-06-05 08:06:24,838 - INFO - Evaluation: +Curr mae: 82.4270; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.7239; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1166; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:06:24,838 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 +2025-06-05 08:07:38,356 - INFO - Training: cls_zice: 78.88032954891786; reg_zipnll: -188.3862177109876; cnt_loss: 6.281999352751979; +2025-06-05 08:07:38,357 - INFO - Evaluation: +Curr mae: 81.8985; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.9295; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1162; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:07:38,357 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 +2025-06-05 08:08:52,477 - INFO - Training: cls_zice: 78.49828702408746; reg_zipnll: -174.92683516748693; cnt_loss: 6.03182246274506; +2025-06-05 08:08:52,477 - INFO - Evaluation: +Curr mae: 80.1255; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.2569; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1131; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:08:52,477 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 +2025-06-05 08:10:06,366 - INFO - Training: cls_zice: 78.65547532593177; reg_zipnll: -183.27024616468822; cnt_loss: 6.258676191039433; +2025-06-05 08:10:06,367 - INFO - Evaluation: +Curr mae: 82.5199; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.4235; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1162; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:10:06,367 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 +2025-06-05 08:11:19,657 - INFO - Training: cls_zice: 81.31578469434321; reg_zipnll: -191.04074884250463; cnt_loss: 6.361893210979487; +2025-06-05 08:11:19,658 - INFO - Evaluation: +Curr mae: 82.4876; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.3473; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1138; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:11:19,658 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 +2025-06-05 08:12:33,227 - INFO - Training: cls_zice: 78.86852925029022; reg_zipnll: -175.89262839184693; cnt_loss: 6.185279228039924; +2025-06-05 08:12:33,228 - INFO - Evaluation: +Curr mae: 81.9882; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.0269; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1159; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:12:33,228 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 +2025-06-05 08:13:47,291 - INFO - Training: cls_zice: 80.8590770367755; reg_zipnll: -213.15726192423838; cnt_loss: 6.373357738090666; +2025-06-05 08:13:47,292 - INFO - Evaluation: +Curr mae: 80.5201; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.0606; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1129; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:13:47,292 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 +2025-06-05 08:15:01,094 - INFO - Training: cls_zice: 79.80435458555917; reg_zipnll: -176.13309980228246; cnt_loss: 6.456158960102409; +2025-06-05 08:15:01,095 - INFO - Evaluation: +Curr mae: 82.6122; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.4303; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1147; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:15:01,892 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 +2025-06-05 08:16:15,763 - INFO - Training: cls_zice: 80.13854434790201; reg_zipnll: -186.64571875767993; cnt_loss: 6.0238882753233245; +2025-06-05 08:16:15,763 - INFO - Evaluation: +Curr mae: 81.4545; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.7803; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1130; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:16:15,763 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 +2025-06-05 08:17:29,173 - INFO - Training: cls_zice: 79.11750142937464; reg_zipnll: -186.0547364310713; cnt_loss: 6.249853406520868; +2025-06-05 08:17:29,174 - INFO - Evaluation: +Curr mae: 81.8662; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.0817; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1163; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:17:29,174 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 +2025-06-05 08:18:42,952 - INFO - Training: cls_zice: 78.38452599064404; reg_zipnll: -175.68700531460593; cnt_loss: 6.2001275574134675; +2025-06-05 08:18:42,953 - INFO - Evaluation: +Curr mae: 79.6438; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.4330; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1117; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:18:42,953 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 +2025-06-05 08:19:57,002 - INFO - Training: cls_zice: 80.4706427750998; reg_zipnll: -184.87876359674314; cnt_loss: 6.2504699538085635; +2025-06-05 08:19:57,003 - INFO - Evaluation: +Curr mae: 82.0578; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.1183; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1158; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:19:57,003 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 +2025-06-05 08:21:11,268 - INFO - Training: cls_zice: 78.18763807435698; reg_zipnll: -182.06669233966346; cnt_loss: 6.0233346342251; +2025-06-05 08:21:11,269 - INFO - Evaluation: +Curr mae: 79.6374; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.4729; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1127; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:21:11,269 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 +2025-06-05 08:22:24,853 - INFO - Training: cls_zice: 78.72570052999535; reg_zipnll: -163.5661357254382; cnt_loss: 6.107517613875156; +2025-06-05 08:22:24,853 - INFO - Evaluation: +Curr mae: 82.8909; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.0084; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1159; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:22:24,853 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 +2025-06-05 08:23:37,831 - INFO - Training: cls_zice: 78.44375892664424; reg_zipnll: -184.21274986646034; cnt_loss: 6.317910266238332; +2025-06-05 08:23:37,831 - INFO - Evaluation: +Curr mae: 80.8505; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.4877; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1140; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:23:37,831 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 +2025-06-05 08:24:51,433 - INFO - Training: cls_zice: 76.66873461047545; reg_zipnll: -197.2368561447851; cnt_loss: 5.799433738190607; +2025-06-05 08:24:51,434 - INFO - Evaluation: +Curr mae: 80.1027; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.7179; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1136; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:24:51,434 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 +2025-06-05 08:26:06,175 - INFO - Training: cls_zice: 78.44949804552344; reg_zipnll: -181.79309162240943; cnt_loss: 6.373102466002205; +2025-06-05 08:26:06,176 - INFO - Evaluation: +Curr mae: 80.2494; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.9890; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1143; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:26:06,176 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 +2025-06-05 08:27:19,775 - INFO - Training: cls_zice: 79.89163719581452; reg_zipnll: -149.80695683435098; cnt_loss: 6.113079399462567; +2025-06-05 08:27:19,776 - INFO - Evaluation: +Curr mae: 80.6857; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.2881; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1142; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:27:19,776 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 +2025-06-05 08:28:33,071 - INFO - Training: cls_zice: 80.15843752677867; reg_zipnll: -203.6366053069664; cnt_loss: 6.043534368868695; +2025-06-05 08:28:33,072 - INFO - Evaluation: +Curr mae: 80.0680; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.4850; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1125; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:28:33,072 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 +2025-06-05 08:29:46,803 - INFO - Training: cls_zice: 78.45464398213569; reg_zipnll: -181.6716517360005; cnt_loss: 6.522055220130263; +2025-06-05 08:29:46,804 - INFO - Evaluation: +Curr mae: 80.2581; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.4329; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1125; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:29:46,804 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 +2025-06-05 08:31:00,818 - INFO - Training: cls_zice: 77.86949626341561; reg_zipnll: -176.4400815963745; cnt_loss: 5.768365533936103; +2025-06-05 08:31:00,818 - INFO - Evaluation: +Curr mae: 78.7105; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 137.5408; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1114; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:31:00,818 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 +2025-06-05 08:32:14,436 - INFO - Training: cls_zice: 78.00471788684264; reg_zipnll: -168.38478946054218; cnt_loss: 5.9679209491275005; +2025-06-05 08:32:14,436 - INFO - Evaluation: +Curr mae: 78.4822; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 136.6049; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1104; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:32:14,436 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 +2025-06-05 08:33:27,929 - INFO - Training: cls_zice: 77.82089285818947; reg_zipnll: -193.617837672202; cnt_loss: 5.976125502428472; +2025-06-05 08:33:27,930 - INFO - Evaluation: +Curr mae: 80.6108; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.0023; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1147; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:33:27,930 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 +2025-06-05 08:34:41,704 - INFO - Training: cls_zice: 78.19711750864194; reg_zipnll: -197.85997630113008; cnt_loss: 6.129133178698306; +2025-06-05 08:34:41,704 - INFO - Evaluation: +Curr mae: 81.4806; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.7582; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1135; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:34:41,704 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 +2025-06-05 08:35:55,584 - INFO - Training: cls_zice: 79.31625060529899; reg_zipnll: -190.87374351356203; cnt_loss: 6.236084613578998; +2025-06-05 08:35:55,584 - INFO - Evaluation: +Curr mae: 80.0987; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.8599; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1128; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:35:55,584 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 +2025-06-05 08:37:09,791 - INFO - Training: cls_zice: 80.09870487491027; reg_zipnll: -186.19460398945589; cnt_loss: 6.874876586806695; +2025-06-05 08:37:09,791 - INFO - Evaluation: +Curr mae: 81.0156; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.3412; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1142; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:37:09,791 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 +2025-06-05 08:38:23,702 - INFO - Training: cls_zice: 76.94041694236907; reg_zipnll: -172.08939103259155; cnt_loss: 5.931888258615077; +2025-06-05 08:38:23,702 - INFO - Evaluation: +Curr mae: 80.4881; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.4581; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1129; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:38:23,702 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 +2025-06-05 08:39:36,636 - INFO - Training: cls_zice: 80.26505962902347; reg_zipnll: -177.23421357009585; cnt_loss: 6.197086422648651; +2025-06-05 08:39:36,637 - INFO - Evaluation: +Curr mae: 79.0872; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 137.1875; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1125; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:39:36,637 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 +2025-06-05 08:40:50,562 - INFO - Training: cls_zice: 77.77270205920895; reg_zipnll: -179.18416522196586; cnt_loss: 6.338461421183403; +2025-06-05 08:40:50,563 - INFO - Evaluation: +Curr mae: 82.0737; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.9081; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1151; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:40:50,563 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 +2025-06-05 08:42:04,393 - INFO - Training: cls_zice: 79.92026462933875; reg_zipnll: -185.85871889101747; cnt_loss: 6.043459356225879; +2025-06-05 08:42:04,394 - INFO - Evaluation: +Curr mae: 80.8592; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.4863; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1125; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:42:04,394 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 +2025-06-05 08:43:17,888 - INFO - Training: cls_zice: 77.09659624415518; reg_zipnll: -182.54378220261327; cnt_loss: 5.565040617194397; +2025-06-05 08:43:17,889 - INFO - Evaluation: +Curr mae: 82.1941; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.3941; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1147; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:43:17,889 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 +2025-06-05 08:44:31,675 - INFO - Training: cls_zice: 78.30670316329855; reg_zipnll: -173.15867349485688; cnt_loss: 5.906097911841033; +2025-06-05 08:44:31,675 - INFO - Evaluation: +Curr mae: 80.8741; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.5039; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1128; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:44:31,675 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 +2025-06-05 08:45:45,271 - INFO - Training: cls_zice: 79.50406577255552; reg_zipnll: -186.81661762464915; cnt_loss: 5.720298460777232; +2025-06-05 08:45:45,272 - INFO - Evaluation: +Curr mae: 79.9176; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.2416; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1118; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:45:45,272 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 +2025-06-05 08:46:59,404 - INFO - Training: cls_zice: 77.98859516042748; reg_zipnll: -172.86189473385843; cnt_loss: 5.9441572925112895; +2025-06-05 08:46:59,405 - INFO - Evaluation: +Curr mae: 80.4892; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.0534; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1121; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:46:59,405 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 +2025-06-05 08:48:12,929 - INFO - Training: cls_zice: 80.52289356301162; reg_zipnll: -194.36963925772156; cnt_loss: 6.192465029015446; +2025-06-05 08:48:12,929 - INFO - Evaluation: +Curr mae: 79.9337; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.2421; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1111; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:48:12,929 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 +2025-06-05 08:49:26,150 - INFO - Training: cls_zice: 78.8409578626519; reg_zipnll: -201.45358853624356; cnt_loss: 5.604541853563675; +2025-06-05 08:49:26,150 - INFO - Evaluation: +Curr mae: 79.6116; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.7087; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1118; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:49:26,151 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 +2025-06-05 08:50:39,489 - INFO - Training: cls_zice: 78.09788965389428; reg_zipnll: -190.7601944626562; cnt_loss: 6.130457683114816; +2025-06-05 08:50:39,490 - INFO - Evaluation: +Curr mae: 79.9176; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.1479; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1121; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:50:39,490 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 +2025-06-05 08:51:53,347 - INFO - Training: cls_zice: 81.57938124801939; reg_zipnll: -187.69807843972515; cnt_loss: 6.056333358714123; +2025-06-05 08:51:53,347 - INFO - Evaluation: +Curr mae: 79.8261; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.4725; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1122; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:51:53,347 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 +2025-06-05 08:53:07,519 - INFO - Training: cls_zice: 80.96307979356374; reg_zipnll: -196.9961032425331; cnt_loss: 5.851106570256467; +2025-06-05 08:53:07,520 - INFO - Evaluation: +Curr mae: 79.7610; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.9952; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1124; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:53:07,520 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 +2025-06-05 08:54:21,311 - INFO - Training: cls_zice: 80.34863955137746; reg_zipnll: -175.88511523189925; cnt_loss: 5.642708024441801; +2025-06-05 08:54:21,312 - INFO - Evaluation: +Curr mae: 81.2249; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.7187; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1140; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:54:21,312 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 +2025-06-05 08:55:34,461 - INFO - Training: cls_zice: 79.61478593965239; reg_zipnll: -177.33969400102728; cnt_loss: 5.40017659458893; +2025-06-05 08:55:34,462 - INFO - Evaluation: +Curr mae: 81.9501; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.9935; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1147; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:55:34,462 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 +2025-06-05 08:56:48,548 - INFO - Training: cls_zice: 77.29621537315924; reg_zipnll: -163.4097051652062; cnt_loss: 5.233974804546659; +2025-06-05 08:56:48,548 - INFO - Evaluation: +Curr mae: 79.8561; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.2085; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1123; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:56:48,548 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 +2025-06-05 08:58:02,146 - INFO - Training: cls_zice: 78.94094342111752; reg_zipnll: -181.84836102795128; cnt_loss: 6.337605100593819; +2025-06-05 08:58:02,146 - INFO - Evaluation: +Curr mae: 81.1569; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.6016; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1140; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:58:02,146 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 +2025-06-05 08:59:15,312 - INFO - Training: cls_zice: 81.72962114195161; reg_zipnll: -191.33079513650856; cnt_loss: 5.748053130724572; +2025-06-05 08:59:15,312 - INFO - Evaluation: +Curr mae: 79.8937; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.5024; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1121; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 08:59:15,313 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 +2025-06-05 09:00:28,871 - INFO - Training: cls_zice: 78.65476327226652; reg_zipnll: -162.4455495417513; cnt_loss: 5.493019074793683; +2025-06-05 09:00:28,872 - INFO - Evaluation: +Curr mae: 80.6114; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.9251; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1129; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:00:28,872 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 +2025-06-05 09:01:42,943 - INFO - Training: cls_zice: 80.338663473824; reg_zipnll: -206.31472774530877; cnt_loss: 6.322629762801114; +2025-06-05 09:01:42,944 - INFO - Evaluation: +Curr mae: 80.4147; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.2615; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1128; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:01:42,944 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 +2025-06-05 09:02:56,844 - INFO - Training: cls_zice: 76.57552058491486; reg_zipnll: -178.28016204076098; cnt_loss: 5.7989887204391275; +2025-06-05 09:02:56,845 - INFO - Evaluation: +Curr mae: 81.5840; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.4803; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1149; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:02:56,845 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 +2025-06-05 09:04:10,920 - INFO - Training: cls_zice: 77.09313041484909; reg_zipnll: -179.65591426243057; cnt_loss: 5.671419327622218; +2025-06-05 09:04:10,920 - INFO - Evaluation: +Curr mae: 79.2012; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.3244; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1116; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:04:10,921 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 +2025-06-05 09:05:24,376 - INFO - Training: cls_zice: 77.88831752499208; reg_zipnll: -193.08010634997032; cnt_loss: 5.680338954293965; +2025-06-05 09:05:24,376 - INFO - Evaluation: +Curr mae: 81.1576; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.0419; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1138; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:05:24,376 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 +2025-06-05 09:06:38,220 - INFO - Training: cls_zice: 78.03195036326024; reg_zipnll: -192.59856180481563; cnt_loss: 5.671886828561492; +2025-06-05 09:06:38,220 - INFO - Evaluation: +Curr mae: 80.1529; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.2301; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1115; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:06:38,220 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 +2025-06-05 09:07:52,119 - INFO - Training: cls_zice: 78.43731093248785; reg_zipnll: -178.96362722156854; cnt_loss: 5.667678274855708; +2025-06-05 09:07:52,120 - INFO - Evaluation: +Curr mae: 82.2456; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.0720; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1154; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:07:52,120 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 +2025-06-05 09:09:04,859 - INFO - Training: cls_zice: 78.2962568927285; reg_zipnll: -154.5458370234003; cnt_loss: 5.402366620815353; +2025-06-05 09:09:04,860 - INFO - Evaluation: +Curr mae: 79.9309; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.4133; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1127; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:09:04,860 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 +2025-06-05 09:10:18,690 - INFO - Training: cls_zice: 80.22857486017493; reg_zipnll: -184.64891077824777; cnt_loss: 5.680659630440719; +2025-06-05 09:10:18,690 - INFO - Evaluation: +Curr mae: 80.6618; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.8495; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1131; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:10:18,690 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 +2025-06-05 09:11:32,469 - INFO - Training: cls_zice: 78.28896591994936; reg_zipnll: -197.3516295856198; cnt_loss: 5.633813081987646; +2025-06-05 09:11:32,470 - INFO - Evaluation: +Curr mae: 81.1852; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.3646; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1129; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:11:32,470 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 +2025-06-05 09:12:45,923 - INFO - Training: cls_zice: 82.60863935710579; reg_zipnll: -227.48402923306094; cnt_loss: 6.2568332241070985; +2025-06-05 09:12:45,924 - INFO - Evaluation: +Curr mae: 80.6601; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.5465; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1130; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:12:45,924 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 +2025-06-05 09:13:59,284 - INFO - Training: cls_zice: 82.24106685688953; reg_zipnll: -171.5243552252157; cnt_loss: 6.486787611285583; +2025-06-05 09:13:59,284 - INFO - Evaluation: +Curr mae: 83.2156; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.5696; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1164; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:13:59,285 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 +2025-06-05 09:15:13,289 - INFO - Training: cls_zice: 80.09257250905826; reg_zipnll: -194.7941125844488; cnt_loss: 5.799636944240292; +2025-06-05 09:15:13,290 - INFO - Evaluation: +Curr mae: 80.4499; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.0670; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1128; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:15:13,290 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 +2025-06-05 09:16:27,177 - INFO - Training: cls_zice: 76.6354896848565; reg_zipnll: -187.42804405073457; cnt_loss: 5.609092341353562; +2025-06-05 09:16:27,177 - INFO - Evaluation: +Curr mae: 80.4667; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.7160; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1123; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:16:27,847 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 +2025-06-05 09:17:42,101 - INFO - Training: cls_zice: 78.24319375903401; reg_zipnll: -194.37416837704893; cnt_loss: 5.469755572988498; +2025-06-05 09:17:42,102 - INFO - Evaluation: +Curr mae: 80.7517; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.7532; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1150; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:17:42,102 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 +2025-06-05 09:18:55,879 - INFO - Training: cls_zice: 80.0810191931314; reg_zipnll: -199.97306704994858; cnt_loss: 6.881599648109335; +2025-06-05 09:18:55,880 - INFO - Evaluation: +Curr mae: 81.5294; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.9351; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1142; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:18:55,880 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 +2025-06-05 09:20:09,895 - INFO - Training: cls_zice: 78.50994240448175; reg_zipnll: -157.95169799691004; cnt_loss: 5.960956675327377; +2025-06-05 09:20:09,896 - INFO - Evaluation: +Curr mae: 81.2419; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.8551; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1128; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:20:09,896 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 +2025-06-05 09:21:23,810 - INFO - Training: cls_zice: 77.682993156231; reg_zipnll: -175.01386838243496; cnt_loss: 5.853895521321833; +2025-06-05 09:21:23,810 - INFO - Evaluation: +Curr mae: 81.2158; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.2595; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1141; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:21:23,810 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 +2025-06-05 09:22:37,777 - INFO - Training: cls_zice: 78.1975753228396; reg_zipnll: -184.23709120971478; cnt_loss: 5.761851906776428; +2025-06-05 09:22:37,777 - INFO - Evaluation: +Curr mae: 80.4183; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.8518; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1135; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:22:37,778 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 +2025-06-05 09:23:51,345 - INFO - Training: cls_zice: 79.27248944036218; reg_zipnll: -188.10195151070096; cnt_loss: 6.125917392061246; +2025-06-05 09:23:51,346 - INFO - Evaluation: +Curr mae: 80.5205; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.1748; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1133; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:23:51,346 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 +2025-06-05 09:25:04,697 - INFO - Training: cls_zice: 79.61155045111448; reg_zipnll: -218.14021327164; cnt_loss: 5.527761616454219; +2025-06-05 09:25:04,697 - INFO - Evaluation: +Curr mae: 80.3981; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.4034; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1129; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:25:04,698 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 +2025-06-05 09:26:18,395 - INFO - Training: cls_zice: 77.94890297011824; reg_zipnll: -197.67200568495997; cnt_loss: 4.9451621234022225; +2025-06-05 09:26:18,396 - INFO - Evaluation: +Curr mae: 81.0622; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.5344; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1140; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:26:18,396 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 +2025-06-05 09:27:32,419 - INFO - Training: cls_zice: 78.489527531807; reg_zipnll: -167.73867105964004; cnt_loss: 5.849385978370313; +2025-06-05 09:27:32,420 - INFO - Evaluation: +Curr mae: 82.0314; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.3322; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1147; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:27:32,420 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 +2025-06-05 09:28:46,397 - INFO - Training: cls_zice: 78.2575505869278; reg_zipnll: -172.13846615608165; cnt_loss: 5.574877706584552; +2025-06-05 09:28:46,398 - INFO - Evaluation: +Curr mae: 81.1351; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.2378; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1137; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:28:46,398 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 +2025-06-05 09:30:00,400 - INFO - Training: cls_zice: 79.43990516662598; reg_zipnll: -189.44605727543106; cnt_loss: 7.610478177765347; +2025-06-05 09:30:00,400 - INFO - Evaluation: +Curr mae: 81.8465; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.7567; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1137; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:30:00,401 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 +2025-06-05 09:31:13,879 - INFO - Training: cls_zice: 81.42793021296823; reg_zipnll: -196.25448710081594; cnt_loss: 6.0149925955083985; +2025-06-05 09:31:13,879 - INFO - Evaluation: +Curr mae: 81.2238; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.8369; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1129; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:31:13,880 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 +2025-06-05 09:32:27,602 - INFO - Training: cls_zice: 79.08189004304393; reg_zipnll: -164.49726123051929; cnt_loss: 5.41887899187227; +2025-06-05 09:32:27,603 - INFO - Evaluation: +Curr mae: 81.3748; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.7265; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1134; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:32:27,603 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 +2025-06-05 09:33:41,514 - INFO - Training: cls_zice: 78.81143122793033; reg_zipnll: -206.54675763648078; cnt_loss: 5.696616051212842; +2025-06-05 09:33:41,515 - INFO - Evaluation: +Curr mae: 80.2049; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.5444; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1127; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:33:41,515 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 +2025-06-05 09:34:55,147 - INFO - Training: cls_zice: 77.89476162866251; reg_zipnll: -190.81418810143376; cnt_loss: 5.796512642443575; +2025-06-05 09:34:55,147 - INFO - Evaluation: +Curr mae: 80.1472; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.0188; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1130; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:34:55,148 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 +2025-06-05 09:36:08,708 - INFO - Training: cls_zice: 79.17705470836715; reg_zipnll: -178.1570239288128; cnt_loss: 5.77365132199218; +2025-06-05 09:36:08,709 - INFO - Evaluation: +Curr mae: 79.7161; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.5313; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1132; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:36:08,709 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 +2025-06-05 09:37:22,805 - INFO - Training: cls_zice: 79.98945666938428; reg_zipnll: -173.8418419597954; cnt_loss: 5.937840379626546; +2025-06-05 09:37:22,806 - INFO - Evaluation: +Curr mae: 81.4951; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.2550; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1151; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:37:22,806 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 +2025-06-05 09:38:36,867 - INFO - Training: cls_zice: 78.18729835156573; reg_zipnll: -176.045593804871; cnt_loss: 5.9256703245718745; +2025-06-05 09:38:36,868 - INFO - Evaluation: +Curr mae: 80.0019; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.9583; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1128; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:38:36,868 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 +2025-06-05 09:39:50,624 - INFO - Training: cls_zice: 80.93570561440575; reg_zipnll: -182.03031603705804; cnt_loss: 5.837609881596849; +2025-06-05 09:39:50,625 - INFO - Evaluation: +Curr mae: 79.8908; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.0696; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1122; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:39:50,625 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 +2025-06-05 09:41:03,720 - INFO - Training: cls_zice: 80.36909018762854; reg_zipnll: -239.27112587556144; cnt_loss: 8.114977443455071; +2025-06-05 09:41:03,720 - INFO - Evaluation: +Curr mae: 79.5020; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.4027; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1125; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:41:03,721 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 +2025-06-05 09:42:17,793 - INFO - Training: cls_zice: 79.51413596702727; reg_zipnll: -166.99595154515956; cnt_loss: 5.316355649998646; +2025-06-05 09:42:17,794 - INFO - Evaluation: +Curr mae: 80.8396; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.9498; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1133; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:42:17,794 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 +2025-06-05 09:43:31,834 - INFO - Training: cls_zice: 83.265895931926; reg_zipnll: -183.79649922705644; cnt_loss: 6.012591609891677; +2025-06-05 09:43:31,834 - INFO - Evaluation: +Curr mae: 81.3441; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.7818; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1146; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:43:31,835 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 +2025-06-05 09:44:44,896 - INFO - Training: cls_zice: 78.40204423389687; reg_zipnll: -172.85666749335283; cnt_loss: 5.496460691982548; +2025-06-05 09:44:44,897 - INFO - Evaluation: +Curr mae: 81.1170; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.2742; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1148; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:44:44,897 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 +2025-06-05 09:45:58,365 - INFO - Training: cls_zice: 77.88472565199366; reg_zipnll: -204.2862682279372; cnt_loss: 5.742499725708109; +2025-06-05 09:45:58,365 - INFO - Evaluation: +Curr mae: 79.4690; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.4642; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1119; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:45:58,365 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 +2025-06-05 09:47:11,780 - INFO - Training: cls_zice: 78.58715465368815; reg_zipnll: -164.16768918447937; cnt_loss: 5.113241419886911; +2025-06-05 09:47:11,781 - INFO - Evaluation: +Curr mae: 80.9573; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.8549; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1132; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:47:11,781 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 +2025-06-05 09:48:26,011 - INFO - Training: cls_zice: 77.16241653391857; reg_zipnll: -179.23930914986212; cnt_loss: 5.646665802854576; +2025-06-05 09:48:26,012 - INFO - Evaluation: +Curr mae: 81.8656; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.5532; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1153; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:48:26,012 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 +2025-06-05 09:49:39,778 - INFO - Training: cls_zice: 87.58724585274197; reg_zipnll: -150.32145100397778; cnt_loss: 11.261650970440037; +2025-06-05 09:49:39,779 - INFO - Evaluation: +Curr mae: 80.4065; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 138.6218; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1119; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:49:39,779 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 +2025-06-05 09:50:53,371 - INFO - Training: cls_zice: 78.55828275112127; reg_zipnll: -192.92505188493539; cnt_loss: 5.858588109742727; +2025-06-05 09:50:53,372 - INFO - Evaluation: +Curr mae: 81.9438; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 145.0299; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1153; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:50:53,372 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 +2025-06-05 09:52:07,251 - INFO - Training: cls_zice: 78.3697795615291; reg_zipnll: -180.59926369016534; cnt_loss: 6.016985287729478; +2025-06-05 09:52:07,252 - INFO - Evaluation: +Curr mae: 82.2215; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.6904; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1152; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:52:07,252 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 +2025-06-05 09:53:20,889 - INFO - Training: cls_zice: 79.12362361427964; reg_zipnll: -180.2514703415877; cnt_loss: 5.460137454879205; +2025-06-05 09:53:20,890 - INFO - Evaluation: +Curr mae: 80.8037; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.6560; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1133; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:53:20,890 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 +2025-06-05 09:54:34,926 - INFO - Training: cls_zice: 79.42118315033565; reg_zipnll: -213.48435640650868; cnt_loss: 6.090216755077539; +2025-06-05 09:54:34,926 - INFO - Evaluation: +Curr mae: 81.0423; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.8251; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1135; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:54:34,927 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 +2025-06-05 09:55:48,757 - INFO - Training: cls_zice: 76.24935899822917; reg_zipnll: -194.38623818656467; cnt_loss: 5.740976178093462; +2025-06-05 09:55:48,757 - INFO - Evaluation: +Curr mae: 80.5314; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 140.5477; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1133; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:55:48,757 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 +2025-06-05 09:57:02,385 - INFO - Training: cls_zice: 76.51385010472985; reg_zipnll: -187.36752753857746; cnt_loss: 6.002925253861787; +2025-06-05 09:57:02,386 - INFO - Evaluation: +Curr mae: 80.9044; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.8055; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1150; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:57:02,386 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 +2025-06-05 09:58:16,142 - INFO - Training: cls_zice: 78.59485024963783; reg_zipnll: -183.66307790074129; cnt_loss: 5.567331359086447; +2025-06-05 09:58:16,142 - INFO - Evaluation: +Curr mae: 80.5906; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.0955; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1133; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:58:16,143 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 +2025-06-05 09:59:30,140 - INFO - Training: cls_zice: 77.60149489649085; reg_zipnll: -208.21453345216662; cnt_loss: 5.503114813210948; +2025-06-05 09:59:30,140 - INFO - Evaluation: +Curr mae: 80.5049; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 141.6853; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1130; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 09:59:30,140 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 +2025-06-05 10:00:43,543 - INFO - Training: cls_zice: 80.05689218028492; reg_zipnll: -175.8661501297098; cnt_loss: 5.705042281687654; +2025-06-05 10:00:43,543 - INFO - Evaluation: +Curr mae: 82.2160; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.4671; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1154; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:00:43,543 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 +2025-06-05 10:01:57,322 - INFO - Training: cls_zice: 77.17156315481427; reg_zipnll: -184.99154502034978; cnt_loss: 5.784877669732302; +2025-06-05 10:01:57,323 - INFO - Evaluation: +Curr mae: 81.0456; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.5679; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1144; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:01:57,323 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 +2025-06-05 10:03:11,139 - INFO - Training: cls_zice: 78.40105466021608; reg_zipnll: -167.86552391304875; cnt_loss: 5.073066820372019; +2025-06-05 10:03:11,140 - INFO - Evaluation: +Curr mae: 81.2650; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.0337; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1141; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:03:11,140 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 +2025-06-05 10:04:25,059 - INFO - Training: cls_zice: 78.96907728081507; reg_zipnll: -193.3610449595167; cnt_loss: 5.459844025555036; +2025-06-05 10:04:25,060 - INFO - Evaluation: +Curr mae: 79.9481; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 139.6482; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1127; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:04:25,060 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 +2025-06-05 10:05:38,789 - INFO - Training: cls_zice: 78.66045145325313; reg_zipnll: -183.157692811347; cnt_loss: 5.8240689702381365; +2025-06-05 10:05:38,790 - INFO - Evaluation: +Curr mae: 81.1709; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.2547; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1132; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:05:38,790 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 +2025-06-05 10:06:52,319 - INFO - Training: cls_zice: 76.75345526941565; reg_zipnll: -168.45760187565887; cnt_loss: 5.848286796879295; +2025-06-05 10:06:52,319 - INFO - Evaluation: +Curr mae: 81.2948; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.2315; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1143; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:06:52,319 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 +2025-06-05 10:08:05,884 - INFO - Training: cls_zice: 78.40846114758624; reg_zipnll: -151.85620924968592; cnt_loss: 5.7066736623940875; +2025-06-05 10:08:05,884 - INFO - Evaluation: +Curr mae: 81.1482; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.6358; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1142; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:08:05,884 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 +2025-06-05 10:09:20,095 - INFO - Training: cls_zice: 77.96868556066855; reg_zipnll: -161.10461482622765; cnt_loss: 5.645284869812972; +2025-06-05 10:09:20,096 - INFO - Evaluation: +Curr mae: 81.6960; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.5848; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1150; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:09:20,096 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 +2025-06-05 10:10:34,129 - INFO - Training: cls_zice: 80.21194420113468; reg_zipnll: -206.19730159304788; cnt_loss: 5.976045656677903; +2025-06-05 10:10:34,130 - INFO - Evaluation: +Curr mae: 81.9624; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.5301; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1155; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:10:34,130 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 +2025-06-05 10:11:48,159 - INFO - Training: cls_zice: 79.3600610897241; reg_zipnll: -203.10582114529137; cnt_loss: 5.823701834047077; +2025-06-05 10:11:48,160 - INFO - Evaluation: +Curr mae: 83.1991; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 146.4491; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1175; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:11:48,160 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 +2025-06-05 10:13:01,536 - INFO - Training: cls_zice: 80.72897707705467; reg_zipnll: -164.83464774706505; cnt_loss: 6.653469011483603; +2025-06-05 10:13:01,537 - INFO - Evaluation: +Curr mae: 82.0788; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 144.7572; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1160; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:13:01,537 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 +2025-06-05 10:14:15,345 - INFO - Training: cls_zice: 78.10742510233494; reg_zipnll: -194.12381370336016; cnt_loss: 5.662516181042652; +2025-06-05 10:14:15,346 - INFO - Evaluation: +Curr mae: 81.5312; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.3825; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1147; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:14:15,346 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 +2025-06-05 10:15:29,117 - INFO - Training: cls_zice: 78.3286962445998; reg_zipnll: -208.03542423879864; cnt_loss: 5.662484563739095; +2025-06-05 10:15:29,118 - INFO - Evaluation: +Curr mae: 81.5995; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.8385; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1144; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:15:29,118 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 +2025-06-05 10:16:42,730 - INFO - Training: cls_zice: 76.34804011338593; reg_zipnll: -179.68234055247527; cnt_loss: 4.991139704028503; +2025-06-05 10:16:42,731 - INFO - Evaluation: +Curr mae: 81.1901; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 143.1531; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1145; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + + +2025-06-05 10:16:42,731 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 +2025-06-05 10:17:56,462 - INFO - Training: cls_zice: 79.6906022401835; reg_zipnll: -166.97840763875192; cnt_loss: 5.636749031527942; +2025-06-05 10:17:56,462 - INFO - Evaluation: +Curr mae: 81.2072; Best mae: 75.3802; 75.4798; 76.7525; 76.8907; 76.9435; +Curr rmse: 142.4672; Best rmse: 129.4301; 131.1177; 131.6972; 131.7535; 132.7649; +Curr nae: 0.1146; Best nae: 0.1086; 0.1097; 0.1099; 0.1099; 0.1100; + + +