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2022-08-08 09:48:06,698 - __main__ - INFO - Starting D:\STUDY\Deeplearning\paper
2022-08-08 09:48:43,153 - __main__ - INFO - Starting r'D:\STUDY\Deeplearning\paper
2022-08-08 09:50:46,469 - __main__ - INFO - Starting 'PRSA_Data_20130301-20170228.csv'
2022-08-08 09:52:02,346 - __main__ - INFO - Starting \PRSA_Data_20130301-20170228.csv
2022-08-08 09:52:32,012 - __main__ - INFO - Starting \PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-08 09:52:45,827 - __main__ - INFO - Read data \PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-09 09:36:56,821 - __main__ - INFO - Starting PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-09 09:37:56,583 - __main__ - INFO - Starting \PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-09 09:38:10,390 - __main__ - INFO - Read data \PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-09 09:52:36,285 - __main__ - INFO - Starting /covtype.csv
2022-08-09 09:53:14,650 - __main__ - INFO - Read data /covtype.csv
2022-08-09 09:56:43,058 - __main__ - INFO - Starting /Generating
2022-08-09 09:57:01,372 - __main__ - INFO - Starting /covtype.csv
2022-08-09 09:57:41,226 - __main__ - INFO - Read data /covtype.csv
2022-08-09 10:01:05,226 - __main__ - INFO - Starting /covtype.csv
2022-08-09 10:01:44,169 - __main__ - INFO - Read data /covtype.csv
2022-08-09 10:03:19,779 - __main__ - INFO - Starting /covtype.csv
2022-08-09 10:04:01,036 - __main__ - INFO - Read data /covtype.csv
2022-08-09 10:04:32,401 - __main__ - INFO - Starting /covtype.csv
2022-08-09 10:05:18,066 - __main__ - INFO - Read data /covtype.csv
2022-08-10 08:18:42,861 - __main__ - INFO - Starting /covtype.csv
2022-08-10 08:19:19,597 - __main__ - INFO - Read data /covtype.csv
2022-08-10 08:22:22,297 - __main__ - INFO - Starting covtype.csv
2022-08-10 08:22:57,217 - __main__ - INFO - Read data covtype.csv
2022-08-10 08:23:44,341 - __main__ - INFO - Starting covtype.csv
2022-08-10 08:25:43,133 - __main__ - INFO - Starting covtype.csv
2022-08-10 08:26:29,588 - __main__ - INFO - Starting covtype.csv
2022-08-10 08:26:29,589 - __main__ - INFO - Read data covtype.csv
2022-08-10 08:34:12,804 - __main__ - INFO - Starting PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-10 08:34:26,505 - __main__ - INFO - Read data PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-10 08:38:13,047 - __main__ - INFO - Starting PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-10 08:38:26,988 - __main__ - INFO - Read data PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-10 08:40:17,065 - __main__ - INFO - Starting PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-10 08:40:30,892 - __main__ - INFO - Read data PRSA_Data_Aotizhongxin_20130301-20170228.csv
2022-08-10 08:41:04,980 - __main__ - INFO - Starting covtype.csv
2022-08-10 08:41:04,980 - __main__ - INFO - Read data covtype.csv
2022-08-10 08:46:35,719 - __main__ - INFO - Starting forestcover.arff
2022-08-10 08:46:36,156 - __main__ - INFO - Read data forestcover.arff
2022-08-10 08:46:36,257 - __main__ - INFO - Train Length = 500
2022-08-10 08:46:36,257 - __main__ - INFO - Test Length = 2500
2022-08-10 08:46:36,258 - __main__ - INFO - Num of features = 54
2022-08-10 08:46:36,258 - __main__ - INFO - Got training and test data.
2022-08-10 08:46:37,626 - __main__ - INFO - Full : Time = 0.1784203052520752; NMSE = 1.0170612058342088e-05
2022-08-10 08:50:21,957 - __main__ - INFO - Starting forestcover.arff
2022-08-10 08:50:22,445 - __main__ - INFO - Read data forestcover.arff
2022-08-10 08:50:22,540 - __main__ - INFO - Train Length = 500
2022-08-10 08:50:22,540 - __main__ - INFO - Test Length = 2500
2022-08-10 08:50:22,540 - __main__ - INFO - Num of features = 54
2022-08-10 08:50:22,541 - __main__ - INFO - Got training and test data.
2022-08-10 08:50:23,772 - __main__ - INFO - Full : Time = 0.10203075408935547; NMSE = 7.843446033305547e-06
2022-08-10 08:51:36,179 - __main__ - INFO - Starting forestcover.arff
2022-08-10 08:51:36,665 - __main__ - INFO - Read data forestcover.arff
2022-08-10 08:51:36,763 - __main__ - INFO - Train Length = 500
2022-08-10 08:51:36,763 - __main__ - INFO - Test Length = 2500
2022-08-10 08:51:36,763 - __main__ - INFO - Num of features = 54
2022-08-10 08:51:36,763 - __main__ - INFO - Got training and test data.
2022-08-10 08:51:37,999 - __main__ - INFO - Full : Time = 0.0980222225189209; NMSE = 8.401276045058698e-06
2022-08-10 08:51:40,934 - __main__ - INFO - Ensemble Test 5 : Time = 0.09977397918701172; NMSE = 5.0256739161473895e-06; Total Time = 2.494349479675293
2022-08-10 08:52:28,360 - __main__ - INFO - Starting forestcover.arff
2022-08-10 08:52:28,840 - __main__ - INFO - Read data forestcover.arff
2022-08-10 08:52:28,939 - __main__ - INFO - Train Length = 500
2022-08-10 08:52:28,939 - __main__ - INFO - Test Length = 2500
2022-08-10 08:52:28,940 - __main__ - INFO - Num of features = 54
2022-08-10 08:52:28,940 - __main__ - INFO - Got training and test data.
2022-08-10 08:52:30,160 - __main__ - INFO - Full : Time = 0.09456753730773926; NMSE = 8.770928771655667e-06
2022-08-10 08:52:33,078 - __main__ - INFO - Ensemble Test 5 : Time = 0.09944400787353516; NMSE = 6.174094034402644e-06; Total Time = 2.486100196838379
2022-08-10 08:52:33,199 - __main__ - INFO - Ensemble Train 5 : Time = 0.006501483917236328; NMSE = 1.941172990210555e-05; Total Time = 0.03250741958618164
2022-08-10 08:52:33,690 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006557375192642212; NMSE = 5.054415171621438e-06; Total Time = 0.15737700462341309
2022-08-10 08:53:50,107 - __main__ - INFO - Starting forestcover.arff
2022-08-10 08:53:50,606 - __main__ - INFO - Read data forestcover.arff
2022-08-10 08:53:50,701 - __main__ - INFO - Train Length = 500
2022-08-10 08:53:50,701 - __main__ - INFO - Test Length = 2500
2022-08-10 08:53:50,702 - __main__ - INFO - Num of features = 54
2022-08-10 08:53:50,702 - __main__ - INFO - Got training and test data.
2022-08-10 08:53:51,930 - __main__ - INFO - Full : Time = 0.0975494384765625; NMSE = 1.0218530745594051e-05
2022-08-10 08:53:54,833 - __main__ - INFO - Ensemble Test 5 : Time = 0.09891201972961426; NMSE = 6.980496299794267e-06; Total Time = 2.4728004932403564
2022-08-10 08:53:54,956 - __main__ - INFO - Ensemble Train 5 : Time = 0.0076273918151855465; NMSE = 2.0461479538430987e-05; Total Time = 0.038136959075927734
2022-08-10 08:53:55,438 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006176273028055827; NMSE = 4.623160953701221e-06; Total Time = 0.14823055267333984
2022-08-10 08:54:00,709 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.005839279890060425; NMSE = 4.197042854532446e-06; Total Time = 3.503567934036255
2022-08-10 08:54:03,636 - __main__ - INFO - Ensemble Test 5 : Time = 0.09968905448913574; NMSE = 6.759920840637949e-06; Total Time = 2.4922263622283936
2022-08-10 08:54:03,750 - __main__ - INFO - Ensemble Train 5 : Time = 0.005702400207519531; NMSE = 2.0386940835883807e-05; Total Time = 0.028512001037597656
2022-08-10 08:54:04,330 - __main__ - INFO - Bagging Train 5-24 : Time = 0.007897655169169107; NMSE = 5.032359189754117e-06; Total Time = 0.1895437240600586
2022-08-10 08:54:10,125 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.006437157392501831; NMSE = 4.517764413978035e-06; Total Time = 3.8622944355010986
2022-08-10 08:54:21,168 - __main__ - INFO - Ensemble Test 5 : Time = 0.3771523666381836; NMSE = 6.817897201998357e-06; Total Time = 9.42880916595459
2022-08-10 08:54:21,281 - __main__ - INFO - Ensemble Train 5 : Time = 0.006005191802978515; NMSE = 2.0187705688724448e-05; Total Time = 0.030025959014892578
2022-08-10 08:54:21,768 - __main__ - INFO - Bagging Train 5-24 : Time = 0.0060857633749643964; NMSE = 4.648244597918942e-06; Total Time = 0.1460583209991455
2022-08-10 08:54:27,298 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.006199518442153931; NMSE = 4.112129024248598e-06; Total Time = 3.7197110652923584
2022-08-10 08:54:30,140 - __main__ - INFO - Ensemble Test 5 : Time = 0.0968169116973877; NMSE = 6.824316512284986e-06; Total Time = 2.4204227924346924
2022-08-10 08:54:30,259 - __main__ - INFO - Ensemble Train 5 : Time = 0.006104183197021484; NMSE = 1.9687442107014626e-05; Total Time = 0.030520915985107422
2022-08-10 08:54:30,743 - __main__ - INFO - Bagging Train 5-24 : Time = 0.005898366371790568; NMSE = 4.882951700204295e-06; Total Time = 0.14156079292297363
2022-08-10 08:54:36,345 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.0062188990910847985; NMSE = 4.479887055991054e-06; Total Time = 3.731339454650879
2022-08-10 08:54:39,223 - __main__ - INFO - Ensemble Test 5 : Time = 0.09833813667297363; NMSE = 6.928059927345115e-06; Total Time = 2.458453416824341
2022-08-10 08:54:39,337 - __main__ - INFO - Ensemble Train 5 : Time = 0.00580143928527832; NMSE = 2.135229211429597e-05; Total Time = 0.0290071964263916
2022-08-10 08:54:39,819 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006043732166290283; NMSE = 4.863604096271119e-06; Total Time = 0.1450495719909668
2022-08-10 08:54:45,417 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.006303469737370809; NMSE = 4.062172088692572e-06; Total Time = 3.7820818424224854
2022-08-10 08:54:48,369 - __main__ - INFO - Ensemble Test 5 : Time = 0.10105403900146484; NMSE = 6.884082133327385e-06; Total Time = 2.526350975036621
2022-08-10 08:54:48,485 - __main__ - INFO - Ensemble Train 5 : Time = 0.005903053283691406; NMSE = 1.9299659756514882e-05; Total Time = 0.02951526641845703
2022-08-10 08:54:49,481 - __main__ - INFO - Bagging Train 5-50 : Time = 0.006051855087280273; NMSE = 3.955003904139364e-06; Total Time = 0.30259275436401367
2022-08-10 08:55:01,143 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006259803962707519; NMSE = 3.753555151154742e-06; Total Time = 7.824754953384399
2022-08-10 08:55:04,035 - __main__ - INFO - Ensemble Test 5 : Time = 0.09840239524841309; NMSE = 6.8727058074225854e-06; Total Time = 2.460059881210327
2022-08-10 08:55:04,147 - __main__ - INFO - Ensemble Train 5 : Time = 0.006108856201171875; NMSE = 2.1697694940677248e-05; Total Time = 0.030544281005859375
2022-08-10 08:55:05,153 - __main__ - INFO - Bagging Train 5-50 : Time = 0.00608548641204834; NMSE = 4.262960332800687e-06; Total Time = 0.304274320602417
2022-08-10 08:55:16,707 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006221156311035156; NMSE = 3.954507231036068e-06; Total Time = 7.776445388793945
2022-08-10 08:55:19,634 - __main__ - INFO - Ensemble Test 5 : Time = 0.09948483467102051; NMSE = 6.897457382724717e-06; Total Time = 2.4871208667755127
2022-08-10 08:55:19,761 - __main__ - INFO - Ensemble Train 5 : Time = 0.007475852966308594; NMSE = 2.0831205164870056e-05; Total Time = 0.03737926483154297
2022-08-10 08:55:20,762 - __main__ - INFO - Bagging Train 5-50 : Time = 0.0060590791702270505; NMSE = 4.3197573343711564e-06; Total Time = 0.30295395851135254
2022-08-10 08:55:32,349 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006244781303405762; NMSE = 4.008860354400119e-06; Total Time = 7.805976629257202
2022-08-10 08:55:35,246 - __main__ - INFO - Ensemble Test 5 : Time = 0.09849961280822754; NMSE = 6.823426901339758e-06; Total Time = 2.4624903202056885
2022-08-10 08:55:35,361 - __main__ - INFO - Ensemble Train 5 : Time = 0.006102800369262695; NMSE = 1.95845255892174e-05; Total Time = 0.030514001846313477
2022-08-10 08:55:36,365 - __main__ - INFO - Bagging Train 5-50 : Time = 0.006111092567443847; NMSE = 4.344741992909767e-06; Total Time = 0.3055546283721924
2022-08-10 08:55:48,845 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006687062454223633; NMSE = 3.933160675360937e-06; Total Time = 8.358828067779541
2022-08-10 08:55:51,745 - __main__ - INFO - Ensemble Test 5 : Time = 0.09914014816284179; NMSE = 6.78477043403474e-06; Total Time = 2.478503704071045
2022-08-10 08:55:51,858 - __main__ - INFO - Ensemble Train 5 : Time = 0.005801486968994141; NMSE = 2.0456697081141374e-05; Total Time = 0.029007434844970703
2022-08-10 08:55:52,868 - __main__ - INFO - Bagging Train 5-50 : Time = 0.006042041778564453; NMSE = 4.223899967464976e-06; Total Time = 0.30210208892822266
2022-08-10 08:56:05,719 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006994729042053223; NMSE = 3.929866769225693e-06; Total Time = 8.743411302566528
2022-08-10 08:56:08,666 - __main__ - INFO - Ensemble Test 5 : Time = 0.10010171890258789; NMSE = 6.856366704538726e-06; Total Time = 2.5025429725646973
2022-08-10 08:56:08,792 - __main__ - INFO - Ensemble Train 5 : Time = 0.006802558898925781; NMSE = 1.9702380807778725e-05; Total Time = 0.034012794494628906
2022-08-10 08:56:10,794 - __main__ - INFO - Bagging Train 5-100 : Time = 0.006165800094604493; NMSE = 3.943437586159963e-06; Total Time = 0.6165800094604492
2022-08-10 08:56:34,570 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.006412527656555176; NMSE = 3.7050196752049278e-06; Total Time = 16.03131914138794
2022-08-10 08:56:37,495 - __main__ - INFO - Ensemble Test 5 : Time = 0.09961671829223633; NMSE = 6.917341902873076e-06; Total Time = 2.490417957305908
2022-08-10 08:56:37,614 - __main__ - INFO - Ensemble Train 5 : Time = 0.005902767181396484; NMSE = 1.913740633078112e-05; Total Time = 0.029513835906982422
2022-08-10 08:56:39,635 - __main__ - INFO - Bagging Train 5-100 : Time = 0.006403388977050781; NMSE = 3.966412201712929e-06; Total Time = 0.6403388977050781
2022-08-10 08:57:03,842 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.0065067147254943844; NMSE = 3.730049346009515e-06; Total Time = 16.266786813735962
2022-08-10 08:57:06,771 - __main__ - INFO - Ensemble Test 5 : Time = 0.09994928359985351; NMSE = 6.786204927785631e-06; Total Time = 2.498732089996338
2022-08-10 08:57:06,889 - __main__ - INFO - Ensemble Train 5 : Time = 0.005501985549926758; NMSE = 1.7949832303678526e-05; Total Time = 0.02750992774963379
2022-08-10 08:57:08,864 - __main__ - INFO - Bagging Train 5-100 : Time = 0.006110930442810058; NMSE = 3.995275469770927e-06; Total Time = 0.6110930442810059
2022-08-10 08:57:33,796 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.006724309635162354; NMSE = 3.7902630457385556e-06; Total Time = 16.810774087905884
2022-08-10 08:57:36,665 - __main__ - INFO - Ensemble Test 5 : Time = 0.0974830436706543; NMSE = 6.762189169773227e-06; Total Time = 2.4370760917663574
2022-08-10 08:57:36,776 - __main__ - INFO - Ensemble Train 5 : Time = 0.005902242660522461; NMSE = 2.2702192472683784e-05; Total Time = 0.029511213302612305
2022-08-10 08:57:38,736 - __main__ - INFO - Bagging Train 5-100 : Time = 0.00600654125213623; NMSE = 4.039279568089995e-06; Total Time = 0.600654125213623
2022-08-10 08:58:01,831 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.006238723945617676; NMSE = 3.771413719841032e-06; Total Time = 15.59680986404419
2022-08-10 08:58:04,770 - __main__ - INFO - Ensemble Test 5 : Time = 0.10017380714416504; NMSE = 6.741143186931471e-06; Total Time = 2.504345178604126
2022-08-10 08:58:04,889 - __main__ - INFO - Ensemble Train 5 : Time = 0.006500768661499024; NMSE = 2.54963281113738e-05; Total Time = 0.03250384330749512
2022-08-10 08:58:06,862 - __main__ - INFO - Bagging Train 5-100 : Time = 0.006036529541015625; NMSE = 3.9450663586824755e-06; Total Time = 0.6036529541015625
2022-08-10 08:59:00,458 - __main__ - INFO - Starting forestcover.arff
2022-08-10 08:59:00,864 - __main__ - INFO - Read data forestcover.arff
2022-08-10 08:59:01,090 - __main__ - INFO - Train Length = 500
2022-08-10 08:59:01,090 - __main__ - INFO - Test Length = 0
2022-08-10 08:59:01,090 - __main__ - INFO - Num of features = 54
2022-08-10 08:59:01,090 - __main__ - INFO - Got training and test data.
2022-08-10 08:59:29,890 - __main__ - INFO - Starting forestcover.arff
2022-08-10 08:59:30,305 - __main__ - INFO - Read data forestcover.arff
2022-08-10 08:59:30,411 - __main__ - INFO - Train Length = 500
2022-08-10 08:59:30,411 - __main__ - INFO - Test Length = 500
2022-08-10 08:59:30,412 - __main__ - INFO - Num of features = 54
2022-08-10 08:59:30,412 - __main__ - INFO - Got training and test data.
2022-08-10 08:59:31,605 - __main__ - INFO - Full : Time = 0.09703993797302246; NMSE = 2.523613479135108e-05
2022-08-10 08:59:32,203 - __main__ - INFO - Ensemble Test 5 : Time = 0.10250296592712402; NMSE = 1.796493068339652e-05; Total Time = 0.5125148296356201
2022-08-10 08:59:32,264 - __main__ - INFO - Ensemble Train 5 : Time = 0.007114553451538086; NMSE = 4.236937300246431e-05; Total Time = 0.03557276725769043
2022-08-10 08:59:32,538 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006856381893157959; NMSE = 8.076375021211753e-06; Total Time = 0.16455316543579102
2022-08-10 08:59:33,773 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.007182198762893677; NMSE = 7.668565466713296e-06; Total Time = 0.8618638515472412
2022-08-10 08:59:34,375 - __main__ - INFO - Ensemble Test 5 : Time = 0.10318379402160645; NMSE = 1.8226122104422115e-05; Total Time = 0.5159189701080322
2022-08-10 08:59:34,431 - __main__ - INFO - Ensemble Train 5 : Time = 0.006302785873413086; NMSE = 3.5770735046972824e-05; Total Time = 0.03151392936706543
2022-08-10 08:59:34,688 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006166825691858928; NMSE = 8.462430172651502e-06; Total Time = 0.14800381660461426
2022-08-10 08:59:35,802 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.00629422664642334; NMSE = 7.285934733733988e-06; Total Time = 0.7553071975708008
2022-08-10 08:59:36,395 - __main__ - INFO - Ensemble Test 5 : Time = 0.10079460144042969; NMSE = 1.8161820813508336e-05; Total Time = 0.5039730072021484
2022-08-10 08:59:36,454 - __main__ - INFO - Ensemble Train 5 : Time = 0.0065002918243408205; NMSE = 4.479402938476715e-05; Total Time = 0.0325014591217041
2022-08-10 08:59:36,710 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006127546230951945; NMSE = 7.274678308588604e-06; Total Time = 0.14706110954284668
2022-08-10 08:59:37,819 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.006201340754826864; NMSE = 8.114584614184084e-06; Total Time = 0.7441608905792236
2022-08-10 08:59:38,407 - __main__ - INFO - Ensemble Test 5 : Time = 0.09998021125793458; NMSE = 1.7317266653874237e-05; Total Time = 0.49990105628967285
2022-08-10 08:59:38,461 - __main__ - INFO - Ensemble Train 5 : Time = 0.0055062294006347655; NMSE = 4.2385392096342375e-05; Total Time = 0.027531147003173828
2022-08-10 08:59:38,718 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006290217240651448; NMSE = 7.151876996810683e-06; Total Time = 0.15096521377563477
2022-08-10 08:59:39,831 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.006253425280253092; NMSE = 7.796820225271925e-06; Total Time = 0.7504110336303711
2022-08-10 08:59:40,441 - __main__ - INFO - Ensemble Test 5 : Time = 0.10457515716552734; NMSE = 1.8611180837754834e-05; Total Time = 0.5228757858276367
2022-08-10 08:59:40,497 - __main__ - INFO - Ensemble Train 5 : Time = 0.0062006950378417965; NMSE = 3.8878256528731033e-05; Total Time = 0.031003475189208984
2022-08-10 08:59:40,752 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006340056657791138; NMSE = 7.980686431147034e-06; Total Time = 0.1521613597869873
2022-08-10 08:59:41,848 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.006086365381876627; NMSE = 7.862180196341838e-06; Total Time = 0.7303638458251953
2022-08-10 08:59:42,446 - __main__ - INFO - Ensemble Test 5 : Time = 0.0999375820159912; NMSE = 1.8032435969227346e-05; Total Time = 0.49968791007995605
2022-08-10 08:59:42,503 - __main__ - INFO - Ensemble Train 5 : Time = 0.0061037540435791016; NMSE = 3.4634213428766794e-05; Total Time = 0.030518770217895508
2022-08-10 08:59:43,036 - __main__ - INFO - Bagging Train 5-50 : Time = 0.006171813011169433; NMSE = 6.568488783998607e-06; Total Time = 0.3085906505584717
2022-08-10 08:59:45,343 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.0062075891494750976; NMSE = 6.60483505565985e-06; Total Time = 1.5518972873687744
2022-08-10 08:59:45,941 - __main__ - INFO - Ensemble Test 5 : Time = 0.10125613212585449; NMSE = 1.767899487965973e-05; Total Time = 0.5062806606292725
2022-08-10 08:59:45,998 - __main__ - INFO - Ensemble Train 5 : Time = 0.006768798828125; NMSE = 4.4316345818780174e-05; Total Time = 0.033843994140625
2022-08-10 08:59:46,525 - __main__ - INFO - Bagging Train 5-50 : Time = 0.006161670684814453; NMSE = 6.681440952403504e-06; Total Time = 0.30808353424072266
2022-08-10 08:59:48,844 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006194376945495605; NMSE = 5.384524040640506e-06; Total Time = 1.5485942363739014
2022-08-10 08:59:49,412 - __main__ - INFO - Ensemble Test 5 : Time = 0.09604020118713379; NMSE = 1.822329600049018e-05; Total Time = 0.48020100593566895
2022-08-10 08:59:49,470 - __main__ - INFO - Ensemble Train 5 : Time = 0.006201839447021485; NMSE = 3.9850470817286883e-05; Total Time = 0.031009197235107422
2022-08-10 08:59:50,001 - __main__ - INFO - Bagging Train 5-50 : Time = 0.006142416000366211; NMSE = 7.046853784099052e-06; Total Time = 0.30712080001831055
2022-08-10 08:59:52,320 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006210982322692871; NMSE = 6.928134012124008e-06; Total Time = 1.5527455806732178
2022-08-10 08:59:52,913 - __main__ - INFO - Ensemble Test 5 : Time = 0.1008819580078125; NMSE = 1.6729129219962654e-05; Total Time = 0.5044097900390625
2022-08-10 08:59:52,967 - __main__ - INFO - Ensemble Train 5 : Time = 0.006001758575439453; NMSE = 3.830383824762531e-05; Total Time = 0.030008792877197266
2022-08-10 08:59:53,508 - __main__ - INFO - Bagging Train 5-50 : Time = 0.006670160293579102; NMSE = 6.450764523253879e-06; Total Time = 0.3335080146789551
2022-08-10 08:59:55,785 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006095124244689941; NMSE = 6.04011391679188e-06; Total Time = 1.5237810611724854
2022-08-10 08:59:56,369 - __main__ - INFO - Ensemble Test 5 : Time = 0.09900531768798829; NMSE = 1.7167946060229336e-05; Total Time = 0.4950265884399414
2022-08-10 08:59:56,424 - __main__ - INFO - Ensemble Train 5 : Time = 0.005902814865112305; NMSE = 3.2410616574272226e-05; Total Time = 0.029514074325561523
2022-08-10 08:59:56,957 - __main__ - INFO - Bagging Train 5-50 : Time = 0.0061921215057373045; NMSE = 6.800159467888299e-06; Total Time = 0.30960607528686523
2022-08-10 08:59:59,253 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.0061894493103027345; NMSE = 6.452317636766952e-06; Total Time = 1.5473623275756836
2022-08-10 08:59:59,835 - __main__ - INFO - Ensemble Test 5 : Time = 0.09841499328613282; NMSE = 1.767747132037447e-05; Total Time = 0.49207496643066406
2022-08-10 08:59:59,894 - __main__ - INFO - Ensemble Train 5 : Time = 0.006703042984008789; NMSE = 3.166671443912431e-05; Total Time = 0.033515214920043945
2022-08-10 09:00:01,015 - __main__ - INFO - Bagging Train 5-100 : Time = 0.00649834156036377; NMSE = 6.219597006981443e-06; Total Time = 0.649834156036377
2022-08-10 09:00:05,703 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.006305651664733887; NMSE = 5.9264035622784745e-06; Total Time = 3.1528258323669434
2022-08-10 09:00:06,298 - __main__ - INFO - Ensemble Test 5 : Time = 0.10135607719421387; NMSE = 1.8091930971812753e-05; Total Time = 0.5067803859710693
2022-08-10 09:00:06,356 - __main__ - INFO - Ensemble Train 5 : Time = 0.0067006111145019535; NMSE = 3.8722617892665445e-05; Total Time = 0.033503055572509766
2022-08-10 09:00:07,393 - __main__ - INFO - Bagging Train 5-100 : Time = 0.006114149093627929; NMSE = 6.28125435923481e-06; Total Time = 0.611414909362793
2022-08-10 09:00:11,983 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.006183782577514649; NMSE = 6.393947608975512e-06; Total Time = 3.091891288757324
2022-08-10 09:00:12,572 - __main__ - INFO - Ensemble Test 5 : Time = 0.09981737136840821; NMSE = 1.8667143548058544e-05; Total Time = 0.499086856842041
2022-08-10 09:00:12,627 - __main__ - INFO - Ensemble Train 5 : Time = 0.005806112289428711; NMSE = 3.644500709533491e-05; Total Time = 0.029030561447143555
2022-08-10 09:00:13,693 - __main__ - INFO - Bagging Train 5-100 : Time = 0.006246137619018555; NMSE = 6.455439507918646e-06; Total Time = 0.6246137619018555
2022-08-10 09:00:18,296 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.006281514644622802; NMSE = 6.4047295626839335e-06; Total Time = 3.1407573223114014
2022-08-10 09:00:18,900 - __main__ - INFO - Ensemble Test 5 : Time = 0.10303044319152832; NMSE = 1.7672529916619546e-05; Total Time = 0.5151522159576416
2022-08-10 09:00:18,958 - __main__ - INFO - Ensemble Train 5 : Time = 0.006502532958984375; NMSE = 3.46670796760817e-05; Total Time = 0.032512664794921875
2022-08-10 09:00:20,019 - __main__ - INFO - Bagging Train 5-100 : Time = 0.006241424083709717; NMSE = 6.970815353917523e-06; Total Time = 0.6241424083709717
2022-08-10 09:00:24,583 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.006130870819091797; NMSE = 6.487620784801673e-06; Total Time = 3.0654354095458984
2022-08-10 09:00:25,176 - __main__ - INFO - Ensemble Test 5 : Time = 0.10110650062561036; NMSE = 1.7762543983693842e-05; Total Time = 0.5055325031280518
2022-08-10 09:00:25,232 - __main__ - INFO - Ensemble Train 5 : Time = 0.006401824951171875; NMSE = 3.614909981407115e-05; Total Time = 0.032009124755859375
2022-08-10 09:00:26,301 - __main__ - INFO - Bagging Train 5-100 : Time = 0.006363263130187988; NMSE = 6.735526896120868e-06; Total Time = 0.6363263130187988
2022-08-10 09:00:30,917 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.006206385612487793; NMSE = 5.661870424149488e-06; Total Time = 3.1031928062438965
2022-08-10 09:00:31,508 - __main__ - INFO - Ensemble Test 5 : Time = 0.10069193840026855; NMSE = 1.8033870939334756e-05; Total Time = 0.5034596920013428
2022-08-10 09:00:31,566 - __main__ - INFO - Ensemble Train 5 : Time = 0.006707096099853515; NMSE = 3.768489243622046e-05; Total Time = 0.03353548049926758
2022-08-10 09:00:33,138 - __main__ - INFO - Bagging Train 5-150 : Time = 0.006298235257466634; NMSE = 6.438694216641224e-06; Total Time = 0.9447352886199951
2022-08-10 09:00:40,094 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.006220016797383626; NMSE = 6.146685429281138e-06; Total Time = 4.66501259803772
2022-08-10 09:00:40,670 - __main__ - INFO - Ensemble Test 5 : Time = 0.09788618087768555; NMSE = 1.72194229614492e-05; Total Time = 0.48943090438842773
2022-08-10 09:00:40,726 - __main__ - INFO - Ensemble Train 5 : Time = 0.006201791763305664; NMSE = 3.6344137897135e-05; Total Time = 0.03100895881652832
2022-08-10 09:00:42,304 - __main__ - INFO - Bagging Train 5-150 : Time = 0.0061274290084838865; NMSE = 6.2049428305299794e-06; Total Time = 0.919114351272583
2022-08-10 09:00:49,132 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.006106812795003256; NMSE = 5.836411084338428e-06; Total Time = 4.580109596252441
2022-08-10 09:00:49,728 - __main__ - INFO - Ensemble Test 5 : Time = 0.10123300552368164; NMSE = 1.719819684986899e-05; Total Time = 0.5061650276184082
2022-08-10 09:00:49,786 - __main__ - INFO - Ensemble Train 5 : Time = 0.006501388549804687; NMSE = 2.9535630462306674e-05; Total Time = 0.03250694274902344
2022-08-10 09:00:51,381 - __main__ - INFO - Bagging Train 5-150 : Time = 0.006173378626505534; NMSE = 6.1746950323637135e-06; Total Time = 0.9260067939758301
2022-08-10 09:00:58,278 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.006160379409790039; NMSE = 5.9397209154323195e-06; Total Time = 4.620284557342529
2022-08-10 09:00:58,851 - __main__ - INFO - Ensemble Test 5 : Time = 0.09761013984680175; NMSE = 1.786552349853387e-05; Total Time = 0.4880506992340088
2022-08-10 09:00:58,904 - __main__ - INFO - Ensemble Train 5 : Time = 0.005704927444458008; NMSE = 3.7896897731211144e-05; Total Time = 0.02852463722229004
2022-08-10 09:01:00,482 - __main__ - INFO - Bagging Train 5-150 : Time = 0.006231899261474609; NMSE = 6.542863678448985e-06; Total Time = 0.9347848892211914
2022-08-10 09:01:07,348 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.006139562288920084; NMSE = 5.922873243599329e-06; Total Time = 4.6046717166900635
2022-08-10 09:01:07,932 - __main__ - INFO - Ensemble Test 5 : Time = 0.09897303581237793; NMSE = 1.7461959808770224e-05; Total Time = 0.49486517906188965
2022-08-10 09:01:07,987 - __main__ - INFO - Ensemble Train 5 : Time = 0.005998754501342773; NMSE = 3.767270798137641e-05; Total Time = 0.029993772506713867
2022-08-10 09:01:09,571 - __main__ - INFO - Bagging Train 5-150 : Time = 0.006224516232808431; NMSE = 5.8508528902780176e-06; Total Time = 0.9336774349212646
2022-08-10 09:01:16,471 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.006234391530354818; NMSE = 6.343270164751608e-06; Total Time = 4.675793647766113
2022-08-10 09:01:17,041 - __main__ - INFO - Ensemble Test 5 : Time = 0.09688925743103027; NMSE = 1.793090899341826e-05; Total Time = 0.48444628715515137
2022-08-10 09:01:17,094 - __main__ - INFO - Ensemble Train 5 : Time = 0.006194448471069336; NMSE = 3.386644409524621e-05; Total Time = 0.03097224235534668
2022-08-10 09:01:19,198 - __main__ - INFO - Bagging Train 5-200 : Time = 0.006136313676834106; NMSE = 6.387392032158378e-06; Total Time = 1.2272627353668213
2022-08-10 09:01:28,448 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.00623984694480896; NMSE = 6.0823234562557164e-06; Total Time = 6.23984694480896
2022-08-10 09:01:29,027 - __main__ - INFO - Ensemble Test 5 : Time = 0.09745426177978515; NMSE = 1.8903332752535702e-05; Total Time = 0.4872713088989258
2022-08-10 09:01:29,082 - __main__ - INFO - Ensemble Train 5 : Time = 0.005502748489379883; NMSE = 3.5742237364886526e-05; Total Time = 0.027513742446899414
2022-08-10 09:01:31,192 - __main__ - INFO - Bagging Train 5-200 : Time = 0.006260374784469605; NMSE = 6.062295556580376e-06; Total Time = 1.252074956893921
2022-08-10 09:01:40,676 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.0063666548728942875; NMSE = 5.991546760031632e-06; Total Time = 6.366654872894287
2022-08-10 09:01:41,299 - __main__ - INFO - Ensemble Test 5 : Time = 0.10642237663269043; NMSE = 1.7441874084114697e-05; Total Time = 0.5321118831634521
2022-08-10 09:01:41,356 - __main__ - INFO - Ensemble Train 5 : Time = 0.006503438949584961; NMSE = 3.37417724304823e-05; Total Time = 0.032517194747924805
2022-08-10 09:01:43,587 - __main__ - INFO - Bagging Train 5-200 : Time = 0.0064673697948455814; NMSE = 6.1387555540737e-06; Total Time = 1.2934739589691162
2022-08-10 09:01:53,383 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.0065436532497406006; NMSE = 6.13275580564619e-06; Total Time = 6.543653249740601
2022-08-10 09:01:53,965 - __main__ - INFO - Ensemble Test 5 : Time = 0.09916095733642578; NMSE = 1.6888479499991584e-05; Total Time = 0.4958047866821289
2022-08-10 09:01:54,018 - __main__ - INFO - Ensemble Train 5 : Time = 0.006010007858276367; NMSE = 3.362641580491877e-05; Total Time = 0.030050039291381836
2022-08-10 09:01:56,150 - __main__ - INFO - Bagging Train 5-200 : Time = 0.006219022274017334; NMSE = 6.01624348951244e-06; Total Time = 1.2438044548034668
2022-08-10 09:02:05,301 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.006125883817672729; NMSE = 6.062067618770252e-06; Total Time = 6.1258838176727295
2022-08-10 09:02:05,879 - __main__ - INFO - Ensemble Test 5 : Time = 0.09723482131958008; NMSE = 1.8840812690246167e-05; Total Time = 0.4861741065979004
2022-08-10 09:02:05,937 - __main__ - INFO - Ensemble Train 5 : Time = 0.0065114498138427734; NMSE = 3.8506851581391734e-05; Total Time = 0.03255724906921387
2022-08-10 09:02:08,037 - __main__ - INFO - Bagging Train 5-200 : Time = 0.006112316846847534; NMSE = 6.0681097829827485e-06; Total Time = 1.2224633693695068
2022-08-10 09:02:17,179 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.006076586246490478; NMSE = 5.889201472353543e-06; Total Time = 6.0765862464904785
2022-08-10 09:02:18,339 - __main__ - INFO - Ensemble Test 10 : Time = 0.09950129985809326; NMSE = 1.398939481812352e-05; Total Time = 0.9950129985809326
2022-08-10 09:02:18,412 - __main__ - INFO - Ensemble Train 10 : Time = 0.003952336311340332; NMSE = 2.9342432774025968e-05; Total Time = 0.03952336311340332
2022-08-10 09:02:18,742 - __main__ - INFO - Bagging Train 10-47 : Time = 0.0040039305991314824; NMSE = 6.599863464294974e-06; Total Time = 0.1881847381591797
2022-08-10 09:02:21,357 - __main__ - INFO - Bagging Train ENS 10-47 : Time = 0.0038568856868338077; NMSE = 6.597100362009355e-06; Total Time = 1.8127362728118896
2022-08-10 09:02:22,516 - __main__ - INFO - Ensemble Test 10 : Time = 0.09909064769744873; NMSE = 1.4940159294850996e-05; Total Time = 0.9909064769744873
2022-08-10 09:02:22,589 - __main__ - INFO - Ensemble Train 10 : Time = 0.0038010358810424806; NMSE = 2.9004804424845338e-05; Total Time = 0.038010358810424805
2022-08-10 09:02:22,919 - __main__ - INFO - Bagging Train 10-47 : Time = 0.0037894299689759598; NMSE = 6.458787924075034e-06; Total Time = 0.17810320854187012
2022-08-10 09:02:25,490 - __main__ - INFO - Bagging Train ENS 10-47 : Time = 0.003795656752079091; NMSE = 7.227962808152624e-06; Total Time = 1.7839586734771729
2022-08-10 09:02:26,672 - __main__ - INFO - Ensemble Test 10 : Time = 0.101822829246521; NMSE = 1.4299875540539845e-05; Total Time = 1.01822829246521
2022-08-10 09:02:26,747 - __main__ - INFO - Ensemble Train 10 : Time = 0.003751993179321289; NMSE = 2.742286453752701e-05; Total Time = 0.03751993179321289
2022-08-10 09:02:27,083 - __main__ - INFO - Bagging Train 10-47 : Time = 0.003788638622202772; NMSE = 7.336549054639768e-06; Total Time = 0.17806601524353027
2022-08-10 09:02:29,666 - __main__ - INFO - Bagging Train ENS 10-47 : Time = 0.0038213318966804667; NMSE = 6.939718961430884e-06; Total Time = 1.7960259914398193
2022-08-10 09:02:30,859 - __main__ - INFO - Ensemble Test 10 : Time = 0.10305683612823487; NMSE = 1.4100257559031083e-05; Total Time = 1.0305683612823486
2022-08-10 09:02:30,937 - __main__ - INFO - Ensemble Train 10 : Time = 0.004151654243469238; NMSE = 2.6822571455955593e-05; Total Time = 0.04151654243469238
2022-08-10 09:02:31,273 - __main__ - INFO - Bagging Train 10-47 : Time = 0.0038201707474728847; NMSE = 7.038210630957217e-06; Total Time = 0.17954802513122559
2022-08-10 09:02:33,884 - __main__ - INFO - Bagging Train ENS 10-47 : Time = 0.003832432564268721; NMSE = 7.2976644132381475e-06; Total Time = 1.8012433052062988
2022-08-10 09:02:35,053 - __main__ - INFO - Ensemble Test 10 : Time = 0.0996596336364746; NMSE = 1.4981010872859505e-05; Total Time = 0.9965963363647461
2022-08-10 09:02:35,130 - __main__ - INFO - Ensemble Train 10 : Time = 0.0037865638732910156; NMSE = 2.4582081144833663e-05; Total Time = 0.037865638732910156
2022-08-10 09:02:35,475 - __main__ - INFO - Bagging Train 10-47 : Time = 0.003912418446642287; NMSE = 7.3071118638851836e-06; Total Time = 0.1838836669921875
2022-08-10 09:02:38,047 - __main__ - INFO - Bagging Train ENS 10-47 : Time = 0.003842151925918904; NMSE = 6.909939828856991e-06; Total Time = 1.8058114051818848
2022-08-10 09:02:39,192 - __main__ - INFO - Ensemble Test 10 : Time = 0.09844827651977539; NMSE = 1.3030594029811201e-05; Total Time = 0.9844827651977539
2022-08-10 09:02:39,263 - __main__ - INFO - Ensemble Train 10 : Time = 0.0037010669708251952; NMSE = 2.7975259490293957e-05; Total Time = 0.03701066970825195
2022-08-10 09:02:39,614 - __main__ - INFO - Bagging Train 10-50 : Time = 0.003982009887695312; NMSE = 6.756118904828239e-06; Total Time = 0.19910049438476562
2022-08-10 09:02:42,388 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.003938424110412598; NMSE = 6.63090868942444e-06; Total Time = 1.9692120552062988
2022-08-10 09:02:43,580 - __main__ - INFO - Ensemble Test 10 : Time = 0.1023033857345581; NMSE = 1.3054999581883356e-05; Total Time = 1.023033857345581
2022-08-10 09:02:43,655 - __main__ - INFO - Ensemble Train 10 : Time = 0.003900909423828125; NMSE = 2.9208198598488077e-05; Total Time = 0.03900909423828125
2022-08-10 09:02:43,999 - __main__ - INFO - Bagging Train 10-50 : Time = 0.00378230094909668; NMSE = 6.827681627795842e-06; Total Time = 0.18911504745483398
2022-08-10 09:02:46,771 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.0038340959548950194; NMSE = 7.040198364822477e-06; Total Time = 1.9170479774475098
2022-08-10 09:02:47,948 - __main__ - INFO - Ensemble Test 10 : Time = 0.1014246940612793; NMSE = 1.3401281711585446e-05; Total Time = 1.014246940612793
2022-08-10 09:02:48,017 - __main__ - INFO - Ensemble Train 10 : Time = 0.0033542633056640623; NMSE = 2.8954561257582196e-05; Total Time = 0.033542633056640625
2022-08-10 09:02:48,368 - __main__ - INFO - Bagging Train 10-50 : Time = 0.0038691282272338865; NMSE = 7.2939666037509346e-06; Total Time = 0.19345641136169434
2022-08-10 09:02:51,118 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.003784060001373291; NMSE = 6.161568406575144e-06; Total Time = 1.8920300006866455
2022-08-10 09:02:52,284 - __main__ - INFO - Ensemble Test 10 : Time = 0.10028014183044434; NMSE = 1.4239691598156541e-05; Total Time = 1.0028014183044434
2022-08-10 09:02:52,360 - __main__ - INFO - Ensemble Train 10 : Time = 0.003800654411315918; NMSE = 2.9449989985469963e-05; Total Time = 0.03800654411315918
2022-08-10 09:02:52,703 - __main__ - INFO - Bagging Train 10-50 : Time = 0.00347508430480957; NMSE = 6.493441465339512e-06; Total Time = 0.17375421524047852
2022-08-10 09:02:55,468 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.003847177505493164; NMSE = 6.377050509362601e-06; Total Time = 1.923588752746582
2022-08-10 09:02:56,645 - __main__ - INFO - Ensemble Test 10 : Time = 0.10108652114868164; NMSE = 1.5121472039764408e-05; Total Time = 1.0108652114868164
2022-08-10 09:02:56,715 - __main__ - INFO - Ensemble Train 10 : Time = 0.0031012773513793947; NMSE = 2.8810424049398352e-05; Total Time = 0.031012773513793945
2022-08-10 09:02:57,068 - __main__ - INFO - Bagging Train 10-50 : Time = 0.0038720512390136718; NMSE = 6.419928285672368e-06; Total Time = 0.1936025619506836
2022-08-10 09:02:59,815 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.0038075017929077148; NMSE = 6.940853720677412e-06; Total Time = 1.9037508964538574
2022-08-10 09:03:00,990 - __main__ - INFO - Ensemble Test 10 : Time = 0.10124073028564454; NMSE = 1.3891883998702403e-05; Total Time = 1.0124073028564453
2022-08-10 09:03:01,061 - __main__ - INFO - Ensemble Train 10 : Time = 0.0036507129669189455; NMSE = 2.968841606718588e-05; Total Time = 0.03650712966918945
2022-08-10 09:03:01,762 - __main__ - INFO - Bagging Train 10-100 : Time = 0.0037891292572021485; NMSE = 6.023824141144628e-06; Total Time = 0.37891292572021484
2022-08-10 09:03:07,288 - __main__ - INFO - Bagging Train ENS 10-100 : Time = 0.003841169834136963; NMSE = 6.51453247623429e-06; Total Time = 3.841169834136963
2022-08-10 09:03:08,452 - __main__ - INFO - Ensemble Test 10 : Time = 0.09989757537841797; NMSE = 1.5180229280539831e-05; Total Time = 0.9989757537841797
2022-08-10 09:03:08,528 - __main__ - INFO - Ensemble Train 10 : Time = 0.003951358795166016; NMSE = 2.9587051653226933e-05; Total Time = 0.039513587951660156
2022-08-10 09:03:09,229 - __main__ - INFO - Bagging Train 10-100 : Time = 0.003858625888824463; NMSE = 5.7775320225911134e-06; Total Time = 0.3858625888824463
2022-08-10 09:03:14,721 - __main__ - INFO - Bagging Train ENS 10-100 : Time = 0.0038350796699523925; NMSE = 5.631514091394284e-06; Total Time = 3.8350796699523926
2022-08-10 09:03:15,909 - __main__ - INFO - Ensemble Test 10 : Time = 0.10221774578094482; NMSE = 1.5177382667938641e-05; Total Time = 1.0221774578094482
2022-08-10 09:03:15,982 - __main__ - INFO - Ensemble Train 10 : Time = 0.003700733184814453; NMSE = 2.737980293813677e-05; Total Time = 0.03700733184814453
2022-08-10 09:03:16,682 - __main__ - INFO - Bagging Train 10-100 : Time = 0.003806288242340088; NMSE = 6.714329969370542e-06; Total Time = 0.3806288242340088
2022-08-10 09:03:22,163 - __main__ - INFO - Bagging Train ENS 10-100 : Time = 0.0038095996379852296; NMSE = 5.282395036838e-06; Total Time = 3.8095996379852295
2022-08-10 09:03:23,317 - __main__ - INFO - Ensemble Test 10 : Time = 0.09863698482513428; NMSE = 1.3640149852756306e-05; Total Time = 0.9863698482513428
2022-08-10 09:03:23,391 - __main__ - INFO - Ensemble Train 10 : Time = 0.003800511360168457; NMSE = 2.6184610345734865e-05; Total Time = 0.03800511360168457
2022-08-10 09:03:24,105 - __main__ - INFO - Bagging Train 10-100 : Time = 0.003842031955718994; NMSE = 6.312292977994668e-06; Total Time = 0.3842031955718994
2022-08-10 09:03:29,648 - __main__ - INFO - Bagging Train ENS 10-100 : Time = 0.0038529744148254395; NMSE = 5.814215857948667e-06; Total Time = 3.8529744148254395
2022-08-10 09:03:30,778 - __main__ - INFO - Ensemble Test 10 : Time = 0.09707605838775635; NMSE = 1.4276706350633049e-05; Total Time = 0.9707605838775635
2022-08-10 09:03:30,854 - __main__ - INFO - Ensemble Train 10 : Time = 0.004151582717895508; NMSE = 3.077629312017959e-05; Total Time = 0.04151582717895508
2022-08-10 09:03:31,543 - __main__ - INFO - Bagging Train 10-100 : Time = 0.003859231472015381; NMSE = 6.6028593359351865e-06; Total Time = 0.3859231472015381
2022-08-10 09:03:37,031 - __main__ - INFO - Bagging Train ENS 10-100 : Time = 0.0037982587814331054; NMSE = 6.076654901262153e-06; Total Time = 3.7982587814331055
2022-08-10 09:03:38,195 - __main__ - INFO - Ensemble Test 10 : Time = 0.09969382286071778; NMSE = 1.4798132116788814e-05; Total Time = 0.9969382286071777
2022-08-10 09:03:38,269 - __main__ - INFO - Ensemble Train 10 : Time = 0.004102015495300293; NMSE = 2.5078902535954927e-05; Total Time = 0.04102015495300293
2022-08-10 09:03:39,311 - __main__ - INFO - Bagging Train 10-150 : Time = 0.0038686641057332355; NMSE = 6.128643481742807e-06; Total Time = 0.5802996158599854
2022-08-10 09:03:47,546 - __main__ - INFO - Bagging Train ENS 10-150 : Time = 0.003797154108683268; NMSE = 5.616360528493706e-06; Total Time = 5.695731163024902
2022-08-10 09:03:48,715 - __main__ - INFO - Ensemble Test 10 : Time = 0.1006976842880249; NMSE = 1.4512766875449972e-05; Total Time = 1.006976842880249
2022-08-10 09:03:48,783 - __main__ - INFO - Ensemble Train 10 : Time = 0.0033008098602294923; NMSE = 2.6238497550959612e-05; Total Time = 0.03300809860229492
2022-08-10 09:03:49,826 - __main__ - INFO - Bagging Train 10-150 : Time = 0.003811144828796387; NMSE = 5.677407839032841e-06; Total Time = 0.571671724319458
2022-08-10 09:03:58,029 - __main__ - INFO - Bagging Train ENS 10-150 : Time = 0.0037770018577575684; NMSE = 5.674301901460276e-06; Total Time = 5.6655027866363525
2022-08-10 09:03:59,146 - __main__ - INFO - Ensemble Test 10 : Time = 0.09536285400390625; NMSE = 1.5456495311029407e-05; Total Time = 0.9536285400390625
2022-08-10 09:03:59,215 - __main__ - INFO - Ensemble Train 10 : Time = 0.00355072021484375; NMSE = 2.7582252455044253e-05; Total Time = 0.0355072021484375
2022-08-10 09:04:00,278 - __main__ - INFO - Bagging Train 10-150 : Time = 0.003833142916361491; NMSE = 5.8227217950086555e-06; Total Time = 0.5749714374542236
2022-08-10 09:04:08,522 - __main__ - INFO - Bagging Train ENS 10-150 : Time = 0.0037919179598490398; NMSE = 5.379494694444388e-06; Total Time = 5.68787693977356
2022-08-10 09:04:09,665 - __main__ - INFO - Ensemble Test 10 : Time = 0.09761507511138916; NMSE = 1.4585990714476069e-05; Total Time = 0.9761507511138916
2022-08-10 09:04:09,738 - __main__ - INFO - Ensemble Train 10 : Time = 0.003600335121154785; NMSE = 2.9778335888687796e-05; Total Time = 0.03600335121154785
2022-08-10 09:04:10,781 - __main__ - INFO - Bagging Train 10-150 : Time = 0.003773670196533203; NMSE = 5.978583025008511e-06; Total Time = 0.5660505294799805
2022-08-10 09:04:19,019 - __main__ - INFO - Bagging Train ENS 10-150 : Time = 0.0038161077499389647; NMSE = 5.662914980280311e-06; Total Time = 5.724161624908447
2022-08-10 09:04:20,174 - __main__ - INFO - Ensemble Test 10 : Time = 0.09876298904418945; NMSE = 1.4599153580704249e-05; Total Time = 0.9876298904418945
2022-08-10 09:04:20,249 - __main__ - INFO - Ensemble Train 10 : Time = 0.003700709342956543; NMSE = 2.8125531826182806e-05; Total Time = 0.03700709342956543
2022-08-10 09:04:21,331 - __main__ - INFO - Bagging Train 10-150 : Time = 0.00387208620707194; NMSE = 6.262525692090797e-06; Total Time = 0.580812931060791
2022-08-10 09:04:29,619 - __main__ - INFO - Bagging Train ENS 10-150 : Time = 0.0037994200388590496; NMSE = 5.603129229972394e-06; Total Time = 5.699130058288574
2022-08-10 09:04:30,796 - __main__ - INFO - Ensemble Test 10 : Time = 0.10121097564697265; NMSE = 1.5256714038419938e-05; Total Time = 1.0121097564697266
2022-08-10 09:04:30,872 - __main__ - INFO - Ensemble Train 10 : Time = 0.0037015438079833984; NMSE = 3.1175037879332204e-05; Total Time = 0.037015438079833984
2022-08-10 09:04:32,274 - __main__ - INFO - Bagging Train 10-200 : Time = 0.0038270306587219237; NMSE = 6.137531352030153e-06; Total Time = 0.7654061317443848
2022-08-10 09:04:43,436 - __main__ - INFO - Bagging Train ENS 10-200 : Time = 0.0038565981388092043; NMSE = 5.619173240357696e-06; Total Time = 7.713196277618408
2022-08-10 09:04:44,691 - __main__ - INFO - Ensemble Test 10 : Time = 0.1064753532409668; NMSE = 1.44341024262447e-05; Total Time = 1.064753532409668
2022-08-10 09:04:44,766 - __main__ - INFO - Ensemble Train 10 : Time = 0.003595781326293945; NMSE = 2.8600774004244222e-05; Total Time = 0.03595781326293945
2022-08-10 09:05:36,256 - __main__ - INFO - Starting forestcover.arff
2022-08-10 09:05:36,658 - __main__ - INFO - Read data forestcover.arff
2022-08-10 09:05:36,759 - __main__ - INFO - Train Length = 500
2022-08-10 09:05:36,760 - __main__ - INFO - Test Length = 500
2022-08-10 09:05:36,760 - __main__ - INFO - Num of features = 54
2022-08-10 09:05:36,760 - __main__ - INFO - Got training and test data.
2022-08-10 09:05:37,958 - __main__ - INFO - Full : Time = 0.10254168510437012; NMSE = 1.6704353135003733e-05
2022-08-10 09:05:38,557 - __main__ - INFO - Ensemble Test 5 : Time = 0.10142412185668945; NMSE = 1.1936335865823848e-05; Total Time = 0.5071206092834473
2022-08-10 09:05:38,638 - __main__ - INFO - Ensemble Train 5 : Time = 0.010000991821289062; NMSE = 3.6897907618829746e-05; Total Time = 0.05000495910644531
2022-08-10 09:05:38,941 - __main__ - INFO - Bagging Train 5-24 : Time = 0.007860650618871054; NMSE = 8.093403765108797e-06; Total Time = 0.18865561485290527
2022-08-10 09:05:40,241 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.007604547341664632; NMSE = 8.413573527033091e-06; Total Time = 0.9125456809997559
2022-08-10 09:05:40,800 - __main__ - INFO - Ensemble Test 5 : Time = 0.09446148872375489; NMSE = 1.2439177427930342e-05; Total Time = 0.4723074436187744
2022-08-10 09:05:40,857 - __main__ - INFO - Ensemble Train 5 : Time = 0.006243705749511719; NMSE = 3.348615403347487e-05; Total Time = 0.031218528747558594
2022-08-10 09:05:41,117 - __main__ - INFO - Bagging Train 5-24 : Time = 0.005843639373779297; NMSE = 7.650149742289909e-06; Total Time = 0.14024734497070312
2022-08-10 09:05:42,248 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.006332115332285563; NMSE = 7.035379856697614e-06; Total Time = 0.7598538398742676
2022-08-10 09:05:42,839 - __main__ - INFO - Ensemble Test 5 : Time = 0.10087823867797852; NMSE = 1.156462863652232e-05; Total Time = 0.5043911933898926
2022-08-10 09:05:42,893 - __main__ - INFO - Ensemble Train 5 : Time = 0.006001853942871093; NMSE = 3.543997251605581e-05; Total Time = 0.03000926971435547
2022-08-10 09:05:43,155 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006546765565872192; NMSE = 7.630388918447746e-06; Total Time = 0.15712237358093262
2022-08-10 09:05:44,273 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.006223930915196737; NMSE = 6.8931141288889955e-06; Total Time = 0.7468717098236084
2022-08-10 09:05:44,857 - __main__ - INFO - Ensemble Test 5 : Time = 0.09865097999572754; NMSE = 1.177433006965913e-05; Total Time = 0.4932548999786377
2022-08-10 09:05:44,918 - __main__ - INFO - Ensemble Train 5 : Time = 0.007102680206298828; NMSE = 3.9792672224887565e-05; Total Time = 0.03551340103149414
2022-08-10 09:05:45,181 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006407896677652995; NMSE = 6.69045878280612e-06; Total Time = 0.15378952026367188
2022-08-10 09:05:46,395 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.0068781395753224695; NMSE = 7.266536161855927e-06; Total Time = 0.8253767490386963
2022-08-10 09:05:47,014 - __main__ - INFO - Ensemble Test 5 : Time = 0.1048515796661377; NMSE = 1.1768117230099294e-05; Total Time = 0.5242578983306885
2022-08-10 09:05:47,070 - __main__ - INFO - Ensemble Train 5 : Time = 0.006001615524291992; NMSE = 3.5412849457444285e-05; Total Time = 0.03000807762145996
2022-08-10 09:05:47,330 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006042162577311198; NMSE = 6.632894380291284e-06; Total Time = 0.14501190185546875
2022-08-10 09:05:48,508 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.006738160053888957; NMSE = 6.9131983783128245e-06; Total Time = 0.8085792064666748
2022-08-10 09:05:49,092 - __main__ - INFO - Ensemble Test 5 : Time = 0.09820890426635742; NMSE = 1.1812691625777497e-05; Total Time = 0.4910445213317871
2022-08-10 09:05:49,152 - __main__ - INFO - Ensemble Train 5 : Time = 0.007002878189086914; NMSE = 3.7187058944762755e-05; Total Time = 0.03501439094543457
2022-08-10 09:05:49,696 - __main__ - INFO - Bagging Train 5-50 : Time = 0.0062261676788330075; NMSE = 6.27356720273558e-06; Total Time = 0.3113083839416504
2022-08-10 09:05:52,046 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006279356002807617; NMSE = 6.222544347036358e-06; Total Time = 1.5698390007019043
2022-08-10 09:05:52,651 - __main__ - INFO - Ensemble Test 5 : Time = 0.10288853645324707; NMSE = 1.2818542878196693e-05; Total Time = 0.5144426822662354
2022-08-10 09:05:52,716 - __main__ - INFO - Ensemble Train 5 : Time = 0.007779169082641602; NMSE = 3.202476834481874e-05; Total Time = 0.03889584541320801
2022-08-10 09:05:53,264 - __main__ - INFO - Bagging Train 5-50 : Time = 0.006400442123413086; NMSE = 6.389195835114258e-06; Total Time = 0.3200221061706543
2022-08-10 09:05:55,704 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006514419555664062; NMSE = 6.04582156965423e-06; Total Time = 1.6286048889160156
2022-08-10 09:05:56,315 - __main__ - INFO - Ensemble Test 5 : Time = 0.10297203063964844; NMSE = 1.1597494869725977e-05; Total Time = 0.5148601531982422
2022-08-10 09:05:56,372 - __main__ - INFO - Ensemble Train 5 : Time = 0.006402730941772461; NMSE = 3.475490686488458e-05; Total Time = 0.032013654708862305
2022-08-10 09:05:56,921 - __main__ - INFO - Bagging Train 5-50 : Time = 0.006147518157958985; NMSE = 6.25684020548108e-06; Total Time = 0.3073759078979492
2022-08-10 09:05:59,459 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.006827239990234375; NMSE = 6.244459599484994e-06; Total Time = 1.7068099975585938
2022-08-10 09:06:00,186 - __main__ - INFO - Ensemble Test 5 : Time = 0.12422785758972169; NMSE = 1.2061531159031015e-05; Total Time = 0.6211392879486084
2022-08-10 09:06:00,269 - __main__ - INFO - Ensemble Train 5 : Time = 0.009878158569335938; NMSE = 3.3250333562197274e-05; Total Time = 0.04939079284667969
2022-08-10 09:06:01,012 - __main__ - INFO - Bagging Train 5-50 : Time = 0.008455853462219238; NMSE = 6.865812576250871e-06; Total Time = 0.4227926731109619
2022-08-10 09:07:00,993 - __main__ - INFO - Starting forestcover.arff
2022-08-10 09:07:01,400 - __main__ - INFO - Read data forestcover.arff
2022-08-10 09:07:01,506 - __main__ - INFO - Train Length = 500
2022-08-10 09:07:01,506 - __main__ - INFO - Test Length = 500
2022-08-10 09:07:01,507 - __main__ - INFO - Num of features = 54
2022-08-10 09:07:01,507 - __main__ - INFO - Got training and test data.
2022-08-10 09:07:02,713 - __main__ - INFO - Full : Time = 0.10996794700622559; NMSE = 2.0243947168126258e-05
2022-08-10 09:07:03,350 - __main__ - INFO - Ensemble Test 5 : Time = 0.10823893547058105; NMSE = 1.6365238367514824e-05; Total Time = 0.5411946773529053
2022-08-10 09:07:03,414 - __main__ - INFO - Ensemble Train 5 : Time = 0.007004404067993164; NMSE = 3.587537210448642e-05; Total Time = 0.03502202033996582
2022-08-10 09:07:03,812 - __main__ - INFO - Bagging Train 5-24 : Time = 0.010779301325480143; NMSE = 7.551391449245266e-06; Total Time = 0.25870323181152344
2022-08-10 09:07:05,195 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.007914171616236369; NMSE = 6.127215327937502e-06; Total Time = 0.9497005939483643
2022-08-10 09:07:05,850 - __main__ - INFO - Ensemble Test 5 : Time = 0.11229205131530762; NMSE = 1.5778939276884912e-05; Total Time = 0.5614602565765381
2022-08-10 09:07:05,914 - __main__ - INFO - Ensemble Train 5 : Time = 0.006600809097290039; NMSE = 3.5034688786462034e-05; Total Time = 0.033004045486450195
2022-08-10 09:07:06,270 - __main__ - INFO - Bagging Train 5-24 : Time = 0.008582482735315958; NMSE = 6.350563739386196e-06; Total Time = 0.205979585647583
2022-08-10 09:07:07,594 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.007276322444279989; NMSE = 6.206631994160271e-06; Total Time = 0.8731586933135986
2022-08-10 09:07:08,324 - __main__ - INFO - Ensemble Test 5 : Time = 0.12424817085266113; NMSE = 1.5660153176414013e-05; Total Time = 0.6212408542633057
2022-08-10 09:07:08,389 - __main__ - INFO - Ensemble Train 5 : Time = 0.006902933120727539; NMSE = 3.9688298524895366e-05; Total Time = 0.034514665603637695
2022-08-10 09:07:08,668 - __main__ - INFO - Bagging Train 5-24 : Time = 0.0066903332869211836; NMSE = 6.234245493566029e-06; Total Time = 0.1605679988861084
2022-08-10 09:07:09,956 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.007131838798522949; NMSE = 6.240974022108774e-06; Total Time = 0.8558206558227539
2022-08-10 09:07:10,674 - __main__ - INFO - Ensemble Test 5 : Time = 0.12422223091125488; NMSE = 1.6743043688672548e-05; Total Time = 0.6211111545562744
2022-08-10 09:07:10,741 - __main__ - INFO - Ensemble Train 5 : Time = 0.006804084777832032; NMSE = 2.9417202382417584e-05; Total Time = 0.034020423889160156
2022-08-10 09:07:11,032 - __main__ - INFO - Bagging Train 5-24 : Time = 0.007028728723526001; NMSE = 6.247068496174518e-06; Total Time = 0.16868948936462402
2022-08-10 09:07:12,287 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.007065620024998983; NMSE = 5.718097252446262e-06; Total Time = 0.8478744029998779
2022-08-10 09:07:12,984 - __main__ - INFO - Ensemble Test 5 : Time = 0.11985197067260742; NMSE = 1.6807199161808993e-05; Total Time = 0.5992598533630371
2022-08-10 09:07:13,040 - __main__ - INFO - Ensemble Train 5 : Time = 0.0056015968322753905; NMSE = 3.8336171503123254e-05; Total Time = 0.028007984161376953
2022-08-10 09:07:13,306 - __main__ - INFO - Bagging Train 5-24 : Time = 0.006315092245737712; NMSE = 6.679869545694414e-06; Total Time = 0.15156221389770508
2022-08-10 09:07:14,726 - __main__ - INFO - Bagging Train ENS 5-24 : Time = 0.007952040433883667; NMSE = 7.039727721814216e-06; Total Time = 0.95424485206604
2022-08-10 09:07:15,374 - __main__ - INFO - Ensemble Test 5 : Time = 0.11002616882324219; NMSE = 1.6700513242631388e-05; Total Time = 0.5501308441162109