chestmnist_50_local.log

HELR Test with thread 4
Training Data = ../data/chestmnist_train.csv
Testing Data = ../data/chestmnist_test.csv
***********************************
Secure Machine Learning Parameters
***********************************
- factorNum = 256, sampleNum = 92672, approximate degree = 3
- Iteration Number = 50, mini-batch Block Size = 512, Learning Rate = 0.1
- logN = 16, logQ = 495, logQBoot = 1155, batch = 64, cnum = 4
- logq = 45, logI = 4, logT = 3

 - KeyGen time = 511.607 seconds
 - Encrypt time = 1149.93 seconds

1-th iteration started !!!
** un-encrypted
         - wData = [-0.00878906,0,-0.00173005,-0.00204457,-0.00193066,-0.0019957,-0.00216817,-0.00226799,-0.00203435,-0.00207809,-0.00207809]
         - Accuracy: 0.575173
         - AUC: 0.747197
** encrypted
update time = 182.838 seconds
         - wData = [-0.00873551,-9.10009e-06,-0.00173139,-0.00203673,-0.00192108,-0.00198892,-0.00216621,-0.00225793,-0.00203639,-0.00206825,-0.00206825]
         - Accuracy: 0.575173
         - AUC: 0.747143

2-th iteration started !!!
** un-encrypted
         - wData = [-0.00652954,0,-0.00139671,-0.00158097,-0.00124486,-0.00144127,-0.00183072,-0.00220993,-0.00192737,-0.00200635,-0.00200635]
         - Accuracy: 0.575173
         - AUC: 0.751739
** encrypted
update time = 171.238 seconds
         - wData = [-0.00647758,-1.15955e-05,-0.00139194,-0.00158444,-0.00123567,-0.00143735,-0.00182777,-0.0022086,-0.00193263,-0.0020024,-0.0020024]
         - Accuracy: 0.575173
         - AUC: 0.751729

3-th iteration started !!!
** un-encrypted
         - wData = [-0.012599,0,-0.00293396,-0.0030677,-0.00258932,-0.00294546,-0.00357857,-0.00426834,-0.00381177,-0.00403938,-0.00403938]
         - Accuracy: 0.575173
         - AUC: 0.751755
** encrypted
update time = 165.464 seconds
         - wData = [-0.0124942,-2.14906e-05,-0.00293525,-0.00307306,-0.00257282,-0.00293205,-0.00358296,-0.00427547,-0.00381907,-0.00403644,-0.00403644]
         - Accuracy: 0.575173
         - AUC: 0.751763

Bootstrapping START!!!
bootstrapping time = 898.405 seconds
Bootstrapping END!!!
         - wData = [-0.0124957,-1.97762e-05,-0.00293471,-0.00307209,-0.0025697,-0.00293184,-0.00357997,-0.00427738,-0.00381707,-0.00403671,-0.00403671]
         - Accuracy: 0.575173
         - AUC: 0.751762

4-th iteration started !!!
** un-encrypted
         - wData = [-0.0220155,0,-0.00532223,-0.00567763,-0.00469682,-0.00514193,-0.00617032,-0.00717948,-0.0064942,-0.00694549,-0.00694549]
         - Accuracy: 0.575173
         - AUC: 0.75086
** encrypted
update time = 157.317 seconds
         - wData = [-0.0218557,-2.53282e-05,-0.00532903,-0.00568112,-0.00467452,-0.00511487,-0.00617491,-0.00718383,-0.00650966,-0.0069455,-0.0069455]
         - Accuracy: 0.575173
         - AUC: 0.750865

5-th iteration started !!!
** un-encrypted
         - wData = [-0.0313482,0,-0.00745649,-0.00807427,-0.00683599,-0.00750171,-0.00891904,-0.0101929,-0.00911136,-0.00986087,-0.00986087]
         - Accuracy: 0.575173
         - AUC: 0.751207
** encrypted
update time = 164.637 seconds
         - wData = [-0.0311045,-2.04778e-05,-0.00746368,-0.00807767,-0.00681138,-0.00746166,-0.00892552,-0.0101957,-0.00912834,-0.00986102,-0.00986102]
         - Accuracy: 0.575173
         - AUC: 0.751219

6-th iteration started !!!
** un-encrypted
         - wData = [-0.0441388,0,-0.0102815,-0.0113399,-0.00992703,-0.0108734,-0.0125614,-0.0140637,-0.0125622,-0.0134487,-0.0134487]
         - Accuracy: 0.575173
         - AUC: 0.750868
** encrypted
update time = 168.093 seconds
         - wData = [-0.0437794,-2.94245e-05,-0.010288,-0.0113447,-0.00990238,-0.0108264,-0.0125575,-0.0140608,-0.0125839,-0.0134547,-0.0134547]
         - Accuracy: 0.575173
         - AUC: 0.750879

Bootstrapping START!!!
bootstrapping time = 824.387 seconds
Bootstrapping END!!!
         - wData = [-0.0437866,-2.89179e-05,-0.0102884,-0.0113444,-0.00990327,-0.0108271,-0.0125581,-0.0140613,-0.0125836,-0.0134543,-0.0134543]
         - Accuracy: 0.575173
         - AUC: 0.750879

7-th iteration started !!!
** un-encrypted
         - wData = [-0.0539121,0,-0.0134117,-0.0148104,-0.013117,-0.0143744,-0.0162344,-0.0177854,-0.0158202,-0.0168754,-0.0168754]
         - Accuracy: 0.575173
         - AUC: 0.751873
** encrypted
update time = 171.47 seconds
         - wData = [-0.0534831,-2.55942e-05,-0.0134173,-0.0148163,-0.0130943,-0.0143258,-0.0162345,-0.0177842,-0.0158436,-0.016897,-0.016897]
         - Accuracy: 0.575173
         - AUC: 0.751882

8-th iteration started !!!
** un-encrypted
         - wData = [-0.0656408,0,-0.0168539,-0.0186544,-0.0167207,-0.018329,-0.0205956,-0.0223244,-0.0196462,-0.0207547,-0.0207547]
         - Accuracy: 0.575173
         - AUC: 0.752119
** encrypted
update time = 171.483 seconds
         - wData = [-0.0650641,-3.48835e-05,-0.0168647,-0.0186699,-0.0167027,-0.018283,-0.0205854,-0.0223229,-0.0196578,-0.0208043,-0.0208043]
         - Accuracy: 0.575173
         - AUC: 0.752129

9-th iteration started !!!
** un-encrypted
         - wData = [-0.0742329,0,-0.020468,-0.0226122,-0.0203702,-0.0223564,-0.0249019,-0.0266557,-0.0233011,-0.0245247,-0.0245247]
         - Accuracy: 0.575173
         - AUC: 0.753197
** encrypted
update time = 159.51 seconds
         - wData = [-0.0735711,-4.57225e-05,-0.0204816,-0.0226365,-0.0203574,-0.0223095,-0.0248822,-0.0266622,-0.023299,-0.0245831,-0.0245831]
         - Accuracy: 0.575173
         - AUC: 0.753203

Bootstrapping START!!!
bootstrapping time = 834.727 seconds
Bootstrapping END!!!
         - wData = [-0.0735781,-4.44882e-05,-0.0204826,-0.022637,-0.0203584,-0.0223103,-0.0248822,-0.0266617,-0.0232996,-0.0245825,-0.0245825]
         - Accuracy: 0.575173
         - AUC: 0.753203

10-th iteration started !!!
** un-encrypted
         - wData = [-0.08099,0,-0.0237482,-0.0261652,-0.0236401,-0.0260592,-0.0290131,-0.0309889,-0.027162,-0.0284132,-0.0284132]
         - Accuracy: 0.575173
         - AUC: 0.754675
** encrypted
update time = 170.46 seconds
         - wData = [-0.0802565,-5.7425e-05,-0.0237782,-0.0261915,-0.0236348,-0.0260135,-0.0289958,-0.0310075,-0.0271451,-0.0284881,-0.0284881]
         - Accuracy: 0.575173
         - AUC: 0.754679

11-th iteration started !!!
** un-encrypted
         - wData = [-0.0891897,0,-0.0273439,-0.0301293,-0.0273677,-0.0302435,-0.0337641,-0.0360272,-0.0314783,-0.0326944,-0.0326944]
         - Accuracy: 0.575173
         - AUC: 0.755536
** encrypted
update time = 171.547 seconds
         - wData = [-0.0882676,-8.16267e-05,-0.0273913,-0.0301597,-0.0273584,-0.0302005,-0.0337456,-0.0360615,-0.031454,-0.0327796,-0.0327796]
         - Accuracy: 0.575173
         - AUC: 0.755543

12-th iteration started !!!
** un-encrypted
         - wData = [-0.0977283,0,-0.0309726,-0.034118,-0.0312348,-0.0345108,-0.0386105,-0.0413758,-0.0360865,-0.0372818,-0.0372818]
         - Accuracy: 0.575173
         - AUC: 0.756256
** encrypted
update time = 142.324 seconds
         - wData = [-0.0966809,-9.46306e-05,-0.0310314,-0.0341459,-0.0312169,-0.0344649,-0.0385954,-0.0414267,-0.0360534,-0.0373719,-0.0373719]
         - Accuracy: 0.575173
         - AUC: 0.756261

Bootstrapping START!!!
bootstrapping time = 828.845 seconds
Bootstrapping END!!!
         - wData = [-0.0966912,-9.43441e-05,-0.0310315,-0.0341467,-0.0312166,-0.0344626,-0.0385937,-0.0414254,-0.0360515,-0.0373719,-0.0373719]
         - Accuracy: 0.575173
         - AUC: 0.756261

13-th iteration started !!!
** un-encrypted
         - wData = [-0.102769,0,-0.0347688,-0.0382446,-0.0351894,-0.0388827,-0.0436402,-0.0468423,-0.0407931,-0.0421362,-0.0421362]
         - Accuracy: 0.575173
         - AUC: 0.757205
** encrypted
update time = 167.393 seconds
         - wData = [-0.101541,-0.000118866,-0.0348433,-0.0382698,-0.0351679,-0.0388375,-0.0436347,-0.0469096,-0.0407495,-0.0422313,-0.0422313]
         - Accuracy: 0.575173
         - AUC: 0.757213

14-th iteration started !!!
** un-encrypted
         - wData = [-0.106736,0,-0.0389169,-0.0426238,-0.0391859,-0.0434469,-0.048964,-0.0525611,-0.0457759,-0.0471321,-0.0471321]
         - Accuracy: 0.575173
         - AUC: 0.758251
** encrypted
update time = 162.531 seconds
         - wData = [-0.105386,-0.000128278,-0.0390061,-0.0426442,-0.0391499,-0.0434136,-0.0489678,-0.0526383,-0.0457293,-0.0472337,-0.0472337]
         - Accuracy: 0.575173
         - AUC: 0.758259

15-th iteration started !!!
** un-encrypted
         - wData = [-0.106895,0,-0.0425574,-0.0465378,-0.0429457,-0.0478714,-0.0541724,-0.0583254,-0.0508178,-0.0520337,-0.0520337]
         - Accuracy: 0.575173
         - AUC: 0.759539
** encrypted
update time = 180.975 seconds
         - wData = [-0.10536,-0.000151192,-0.0426628,-0.0465645,-0.0428875,-0.04785,-0.0541859,-0.0584203,-0.0507668,-0.0521422,-0.0521422]
         - Accuracy: 0.575173
         - AUC: 0.759551

Bootstrapping START!!!
bootstrapping time = 837.641 seconds
Bootstrapping END!!!
         - wData = [-0.105369,-0.000149933,-0.0426617,-0.0465637,-0.0428871,-0.0478493,-0.054183,-0.0584212,-0.0507669,-0.0521428,-0.0521428]
         - Accuracy: 0.575173
         - AUC: 0.759551

16-th iteration started !!!
** un-encrypted
         - wData = [-0.103475,0,-0.0461821,-0.0505108,-0.0467235,-0.0522616,-0.0593227,-0.0640297,-0.055896,-0.0569472,-0.0569472]
         - Accuracy: 0.575173
         - AUC: 0.761067
** encrypted
update time = 171.302 seconds
         - wData = [-0.101847,-0.000154064,-0.0463007,-0.0505431,-0.0466468,-0.0522438,-0.0593358,-0.0641403,-0.0558245,-0.057071,-0.057071]
         - Accuracy: 0.575173
         - AUC: 0.761077

17-th iteration started !!!
** un-encrypted
         - wData = [-0.0963037,0,-0.0497654,-0.0544864,-0.050392,-0.0564588,-0.0639657,-0.0692578,-0.0606688,-0.0614653,-0.0614653]
         - Accuracy: 0.575173
         - AUC: 0.762891
** encrypted
update time = 172.397 seconds
         - wData = [-0.0946191,-0.000151271,-0.0498987,-0.0545237,-0.0502991,-0.0564444,-0.0639872,-0.0693838,-0.0605952,-0.0616098,-0.0616098]
         - Accuracy: 0.575173
         - AUC: 0.762902

18-th iteration started !!!
** un-encrypted
         - wData = [-0.0862612,0,-0.0532696,-0.0584739,-0.054146,-0.0607103,-0.068696,-0.0746371,-0.0654828,-0.065936,-0.065936]
         - Accuracy: 0.575173
         - AUC: 0.764901
** encrypted
update time = 160.31 seconds
         - wData = [-0.0845813,-0.000146173,-0.0534182,-0.058522,-0.0540366,-0.0606929,-0.0687102,-0.0747758,-0.0654036,-0.0660935,-0.0660935]
         - Accuracy: 0.575173
         - AUC: 0.764909

Bootstrapping START!!!
bootstrapping time = 838.177 seconds
Bootstrapping END!!!
         - wData = [-0.0845889,-0.00014619,-0.0534159,-0.0585198,-0.0540342,-0.0606943,-0.0687126,-0.0747757,-0.065405,-0.0660939,-0.0660939]
         - Accuracy: 0.575173
         - AUC: 0.764908

19-th iteration started !!!
** un-encrypted
         - wData = [-0.0716055,0,-0.0564206,-0.0623195,-0.0578012,-0.0647114,-0.0731407,-0.0796457,-0.0698219,-0.0698746,-0.0698746]
         - Accuracy: 0.575173
         - AUC: 0.767118
** encrypted
update time = 158.159 seconds
         - wData = [-0.0698375,-0.000143604,-0.0565768,-0.0623669,-0.0576789,-0.0646962,-0.073155,-0.0798007,-0.0697501,-0.0700385,-0.0700385]
         - Accuracy: 0.575173
         - AUC: 0.767126

20-th iteration started !!!
** un-encrypted
         - wData = [-0.0563066,0,-0.0599029,-0.0665493,-0.0618251,-0.0691149,-0.078022,-0.0849805,-0.0745063,-0.0743058,-0.0743058]
         - Accuracy: 0.575173
         - AUC: 0.769093
** encrypted
update time = 152.564 seconds
         - wData = [-0.0543664,-0.000153209,-0.0600548,-0.0666088,-0.0616971,-0.0690898,-0.0780312,-0.0851507,-0.0744373,-0.074474,-0.074474]
         - Accuracy: 0.575173
         - AUC: 0.7691

21-th iteration started !!!
** un-encrypted
         - wData = [-0.0414039,0,-0.0636912,-0.0710222,-0.065985,-0.073648,-0.0830501,-0.0904951,-0.0796019,-0.0792132,-0.0792132]
         - Accuracy: 0.575173
         - AUC: 0.770879
** encrypted
update time = 170.951 seconds
         - wData = [-0.0392317,-0.000177063,-0.0638377,-0.0710942,-0.0658708,-0.0736155,-0.0830576,-0.0906887,-0.0795237,-0.0793882,-0.0793882]
         - Accuracy: 0.575173
         - AUC: 0.770885

Bootstrapping START!!!
bootstrapping time = 826.032 seconds
Bootstrapping END!!!
         - wData = [-0.0392384,-0.000172906,-0.0638345,-0.0710913,-0.0658691,-0.0736134,-0.0830558,-0.0906877,-0.0795221,-0.0793853,-0.0793853]
         - Accuracy: 0.575173
         - AUC: 0.770885

22-th iteration started !!!
** un-encrypted
         - wData = [-0.025081,0,-0.0676914,-0.0755791,-0.0700933,-0.0782854,-0.0883059,-0.0961845,-0.0848529,-0.0842007,-0.0842007]
         - Accuracy: 0.575173
         - AUC: 0.772679
** encrypted
update time = 153.708 seconds
         - wData = [-0.0227685,-0.00019556,-0.0678338,-0.0756568,-0.0699807,-0.0782405,-0.0883112,-0.0963879,-0.0847633,-0.0843853,-0.0843853]
         - Accuracy: 0.575173
         - AUC: 0.772683

23-th iteration started !!!
** un-encrypted
         - wData = [-0.00757752,0,-0.0720504,-0.0804536,-0.0743273,-0.0828514,-0.0933544,-0.101723,-0.0899428,-0.08896,-0.08896]
         - Accuracy: 0.575173
         - AUC: 0.774568
** encrypted
update time = 170.563 seconds
         - wData = [-0.00522645,-0.000216227,-0.0721996,-0.0805608,-0.0742189,-0.0828116,-0.0933649,-0.101925,-0.089859,-0.0891473,-0.0891473]
         - Accuracy: 0.575173
         - AUC: 0.774565

24-th iteration started !!!
** un-encrypted
         - wData = [0.013402,0,-0.0759117,-0.084822,-0.0782064,-0.0871355,-0.0983042,-0.107281,-0.0950198,-0.0937807,-0.0937807]
         - Accuracy: 0.575173
         - AUC: 0.776635
** encrypted
update time = 170.358 seconds
         - wData = [0.0159271,-0.00023814,-0.0760609,-0.084948,-0.0781056,-0.0870957,-0.0983158,-0.107488,-0.0949402,-0.0939767,-0.0939767]
         - Accuracy: 0.575173
         - AUC: 0.776629

Bootstrapping START!!!
bootstrapping time = 840.993 seconds
Bootstrapping END!!!
         - wData = [0.0159211,-0.000233129,-0.0760577,-0.0849448,-0.0781027,-0.0870925,-0.0983135,-0.107485,-0.0949374,-0.0939743,-0.0939743]
         - Accuracy: 0.575173
         - AUC: 0.776629

25-th iteration started !!!
** un-encrypted
         - wData = [0.037742,0,-0.079626,-0.0890296,-0.0818468,-0.091126,-0.102989,-0.112599,-0.0998429,-0.0984268,-0.0984268]
         - Accuracy: 0.575173
         - AUC: 0.778804
** encrypted
update time = 144.399 seconds
         - wData = [0.0403395,-0.000252065,-0.0797762,-0.0891805,-0.0817529,-0.0910899,-0.102996,-0.112805,-0.0997776,-0.0986308,-0.0986308]
         - Accuracy: 0.575173
         - AUC: 0.778793

26-th iteration started !!!
** un-encrypted
         - wData = [0.0656056,0,-0.0830034,-0.0929401,-0.0851961,-0.0948209,-0.107387,-0.117657,-0.104532,-0.10302,-0.10302]
         - Accuracy: 0.575173
         - AUC: 0.781196
** encrypted
update time = 172.498 seconds
         - wData = [0.0681993,-0.000258747,-0.0831625,-0.0931174,-0.0851035,-0.0947927,-0.107407,-0.117857,-0.104491,-0.103232,-0.103232]
         - Accuracy: 0.575173
         - AUC: 0.781178

27-th iteration started !!!
** un-encrypted
         - wData = [0.0952625,0,-0.086493,-0.0968001,-0.0885557,-0.0986355,-0.112002,-0.123005,-0.109401,-0.10786,-0.10786]
         - Accuracy: 0.575173
         - AUC: 0.783575
** encrypted
update time = 160.86 seconds
         - wData = [0.0978049,-0.000259039,-0.086646,-0.0969992,-0.088462,-0.0986237,-0.112027,-0.123209,-0.109382,-0.108088,-0.108088]
         - Accuracy: 0.575173
         - AUC: 0.783553

Bootstrapping START!!!
bootstrapping time = 824.916 seconds
Bootstrapping END!!!
         - wData = [0.097798,-0.000251859,-0.0866422,-0.0969951,-0.0884569,-0.0986214,-0.112022,-0.123204,-0.109378,-0.108085,-0.108085]
         - Accuracy: 0.575173
         - AUC: 0.783553

28-th iteration started !!!
** un-encrypted
         - wData = [0.124938,0,-0.0902135,-0.100993,-0.0921988,-0.102677,-0.116874,-0.128523,-0.114391,-0.112874,-0.112874]
         - Accuracy: 0.575173
         - AUC: 0.785769
** encrypted
update time = 147.415 seconds
         - wData = [0.127311,-0.00024556,-0.0903496,-0.101197,-0.0921029,-0.10268,-0.116899,-0.128723,-0.114369,-0.113113,-0.113113]
         - Accuracy: 0.575173
         - AUC: 0.785737

29-th iteration started !!!
** un-encrypted
         - wData = [0.153475,0,-0.0944315,-0.105442,-0.0959323,-0.106792,-0.121914,-0.134265,-0.119631,-0.118063,-0.118063]
         - Accuracy: 0.575135
         - AUC: 0.787655
** encrypted
update time = 160.858 seconds
         - wData = [0.155552,-0.000226354,-0.0945584,-0.105654,-0.0958379,-0.106813,-0.121927,-0.134471,-0.119602,-0.118296,-0.118296]
         - Accuracy: 0.575135
         - AUC: 0.787616

30-th iteration started !!!
** un-encrypted
         - wData = [0.182855,0,-0.0985257,-0.109828,-0.0996753,-0.11095,-0.126961,-0.140082,-0.125029,-0.123387,-0.123387]
         - Accuracy: 0.575135
         - AUC: 0.789415
** encrypted
update time = 156.79 seconds
         - wData = [0.184455,-0.000186144,-0.0986458,-0.110053,-0.0995662,-0.110984,-0.126961,-0.140291,-0.125002,-0.123603,-0.123603]
         - Accuracy: 0.575135
         - AUC: 0.789365

Bootstrapping START!!!
bootstrapping time = 855.07 seconds
Bootstrapping END!!!
         - wData = [0.184451,-0.00017901,-0.0986407,-0.110049,-0.0995595,-0.11098,-0.126955,-0.140285,-0.124996,-0.123598,-0.123598]
         - Accuracy: 0.575135
         - AUC: 0.789366

31-th iteration started !!!
** un-encrypted
         - wData = [0.210119,0,-0.102783,-0.114435,-0.103729,-0.115284,-0.13218,-0.146253,-0.13072,-0.128893,-0.128893]
         - Accuracy: 0.575135
         - AUC: 0.790927
** encrypted
update time = 168.05 seconds
         - wData = [0.211122,-0.000136634,-0.102892,-0.114672,-0.103605,-0.115326,-0.13216,-0.14645,-0.130706,-0.129087,-0.129087]
         - Accuracy: 0.575135
         - AUC: 0.790869

32-th iteration started !!!
** un-encrypted
         - wData = [0.238456,0,-0.107054,-0.118896,-0.10759,-0.11954,-0.137213,-0.152364,-0.136342,-0.134358,-0.134358]
         - Accuracy: 0.575173
         - AUC: 0.792318
** encrypted
update time = 164.614 seconds
         - wData = [0.238811,-9.12071e-05,-0.107161,-0.119151,-0.107477,-0.119599,-0.137198,-0.152573,-0.136341,-0.134543,-0.134543]
         - Accuracy: 0.575173
         - AUC: 0.792252

33-th iteration started !!!
** un-encrypted
         - wData = [0.268632,0,-0.111372,-0.123599,-0.111674,-0.123949,-0.142324,-0.158498,-0.142027,-0.13987,-0.13987]
         - Accuracy: 0.575173
         - AUC: 0.79372
** encrypted
update time = 150.873 seconds
         - wData = [0.268309,-4.50474e-05,-0.111488,-0.123863,-0.111553,-0.124015,-0.142308,-0.158708,-0.14204,-0.140047,-0.140047]
         - Accuracy: 0.575173
         - AUC: 0.793647

Bootstrapping START!!!
bootstrapping time = 888.53 #1609.83 seconds
Bootstrapping END!!!
         - wData = [0.268306,-3.67119e-05,-0.111481,-0.123858,-0.111544,-0.124005,-0.142301,-0.158699,-0.142032,-0.140038,-0.140038]
         - Accuracy: 0.575173
         - AUC: 0.793647

34-th iteration started !!!
** un-encrypted
         - wData = [0.301484,0,-0.115384,-0.127884,-0.115483,-0.12807,-0.147074,-0.164126,-0.147255,-0.144942,-0.144942]
         - Accuracy: 0.57521
         - AUC: 0.795328
** encrypted
update time = 167.193 seconds
         - wData = [0.30072,-6.53657e-06,-0.115489,-0.128161,-0.115336,-0.128135,-0.147052,-0.164332,-0.14727,-0.145106,-0.145106]
         - Accuracy: 0.57521
         - AUC: 0.795254

35-th iteration started !!!
** un-encrypted
         - wData = [0.336963,0,-0.118867,-0.131692,-0.118994,-0.131963,-0.151622,-0.169503,-0.15219,-0.149906,-0.149906]
         - Accuracy: 0.575324
         - AUC: 0.797052
** encrypted
update time = 155.108 seconds
         - wData = [0.335915,2.94609e-05,-0.118966,-0.131997,-0.118843,-0.13203,-0.151594,-0.169704,-0.152228,-0.150063,-0.150063]
         - Accuracy: 0.575324
         - AUC: 0.79698

36-th iteration started !!!
** un-encrypted
         - wData = [0.374598,0,-0.122243,-0.13545,-0.122453,-0.135951,-0.156179,-0.174811,-0.156917,-0.154546,-0.154546]
         - Accuracy: 0.575704
         - AUC: 0.798876
** encrypted
update time = 140.992 seconds
         - wData = [0.373154,6.71115e-05,-0.122331,-0.135772,-0.122299,-0.136022,-0.156168,-0.175011,-0.156984,-0.154686,-0.154686]
         - Accuracy: 0.575704
         - AUC: 0.798806

Bootstrapping START!!!
bootstrapping time = 855.359 seconds
Bootstrapping END!!!
         - wData = [0.373154,7.74462e-05,-0.12232,-0.135761,-0.122289,-0.136015,-0.156157,-0.175002,-0.156973,-0.154675,-0.154675]
         - Accuracy: 0.575704
         - AUC: 0.798807

37-th iteration started !!!
** un-encrypted
         - wData = [0.414872,0,-0.125287,-0.138819,-0.125581,-0.139691,-0.16058,-0.18003,-0.161727,-0.159195,-0.159195]
         - Accuracy: 0.576538
         - AUC: 0.800854
** encrypted
update time = 149.9 seconds
         - wData = [0.413083,0.000105163,-0.125366,-0.139151,-0.125418,-0.139759,-0.160567,-0.180226,-0.161801,-0.159301,-0.159301]
         - Accuracy: 0.5765
         - AUC: 0.800786

38-th iteration started !!!
** un-encrypted
         - wData = [0.456376,0,-0.128493,-0.142297,-0.128833,-0.143492,-0.164996,-0.185262,-0.16653,-0.163989,-0.163989]
         - Accuracy: 0.577562
         - AUC: 0.802754
** encrypted
update time = 147.791 seconds
         - wData = [0.454375,0.000120523,-0.128571,-0.14265,-0.128678,-0.143569,-0.165008,-0.185467,-0.166608,-0.164076,-0.164076]
         - Accuracy: 0.577562
         - AUC: 0.802691

39-th iteration started !!!
** un-encrypted
         - wData = [0.497519,0,-0.131702,-0.145872,-0.132299,-0.147498,-0.169697,-0.191019,-0.171819,-0.169274,-0.169274]
         - Accuracy: 0.579648
         - AUC: 0.804515
** encrypted
update time = 142.32 seconds
         - wData = [0.495448,0.000131674,-0.131778,-0.146253,-0.132165,-0.147571,-0.169738,-0.19122,-0.171891,-0.169348,-0.169348]
         - Accuracy: 0.579383
         - AUC: 0.804463

Bootstrapping START!!!
bootstrapping time = 843.756 seconds
Bootstrapping END!!!
         - wData = [0.495452,0.000144349,-0.131766,-0.146239,-0.132154,-0.147559,-0.169726,-0.191207,-0.171878,-0.169336,-0.169336]
         - Accuracy: 0.579383
         - AUC: 0.804465

40-th iteration started !!!
** un-encrypted
         - wData = [0.536026,0,-0.135231,-0.14972,-0.135975,-0.151668,-0.17462,-0.197081,-0.177424,-0.174863,-0.174863]
         - Accuracy: 0.58181
         - AUC: 0.806042
** encrypted
update time = 151.322 seconds
         - wData = [0.533788,0.000178286,-0.13529,-0.150107,-0.135847,-0.151723,-0.174667,-0.197259,-0.17747,-0.174917,-0.174917]
         - Accuracy: 0.581658
         - AUC: 0.806001

41-th iteration started !!!
** un-encrypted
         - wData = [0.574781,0,-0.138805,-0.153648,-0.139805,-0.156134,-0.179968,-0.203439,-0.183255,-0.180752,-0.180752]
         - Accuracy: 0.58473
         - AUC: 0.807394
** encrypted
update time = 158.306 seconds
         - wData = [0.572274,0.000233783,-0.13886,-0.154051,-0.139699,-0.156175,-0.180033,-0.20361,-0.183274,-0.180781,-0.180781]
         - Accuracy: 0.584541
         - AUC: 0.807361

42-th iteration started !!!
** un-encrypted
         - wData = [0.613028,0,-0.142873,-0.158085,-0.144044,-0.16098,-0.185746,-0.21028,-0.189296,-0.186736,-0.186736]
         - Accuracy: 0.588106
         - AUC: 0.808563
** encrypted
update time = 155.047 seconds
         - wData = [0.610213,0.000284247,-0.142929,-0.158495,-0.143952,-0.161018,-0.18581,-0.210455,-0.189298,-0.186743,-0.186743]
         - Accuracy: 0.587689
         - AUC: 0.808538

Bootstrapping START!!!
bootstrapping time = 1045.47 seconds
Bootstrapping END!!!
         - wData = [0.610218,0.000298178,-0.142913,-0.15848,-0.143935,-0.161003,-0.185795,-0.210441,-0.189283,-0.186728,-0.186728]
         - Accuracy: 0.587765
         - AUC: 0.808539

43-th iteration started !!!
** un-encrypted
         - wData = [0.654622,0,-0.146486,-0.162063,-0.147936,-0.165491,-0.191073,-0.216524,-0.194906,-0.192366,-0.192366]
         - Accuracy: 0.592657
         - AUC: 0.809906
** encrypted
update time = 168.754 seconds
         - wData = [0.65153,0.000349143,-0.146523,-0.162493,-0.147845,-0.165519,-0.191119,-0.216691,-0.19486,-0.192339,-0.192339]
         - Accuracy: 0.592505
         - AUC: 0.809892

44-th iteration started !!!
** un-encrypted
         - wData = [0.695303,0,-0.150618,-0.166578,-0.152259,-0.170408,-0.196863,-0.223296,-0.200777,-0.198146,-0.198146]
         - Accuracy: 0.597436
         - AUC: 0.81104
** encrypted
update time = 151.134 seconds
         - wData = [0.691898,0.000404557,-0.150663,-0.167039,-0.152181,-0.170433,-0.196894,-0.223468,-0.200696,-0.198102,-0.198102]
         - Accuracy: 0.597133
         - AUC: 0.811035

45-th iteration started !!!
** un-encrypted
         - wData = [0.738502,0,-0.154794,-0.171133,-0.156654,-0.175456,-0.202664,-0.229895,-0.206476,-0.203796,-0.203796]
         - Accuracy: 0.60506
         - AUC: 0.812258
** encrypted
update time = 148.905 seconds
         - wData = [0.734708,0.000461264,-0.154843,-0.17163,-0.15658,-0.175472,-0.202692,-0.230071,-0.206366,-0.203715,-0.203715]
         - Accuracy: 0.604566
         - AUC: 0.812257

Bootstrapping START!!!
bootstrapping time = 990.604 seconds
Bootstrapping END!!!
         - wData = [0.734715,0.000480989,-0.154825,-0.171613,-0.156561,-0.175454,-0.202674,-0.230052,-0.206349,-0.203697,-0.203697]
         - Accuracy: 0.604642
         - AUC: 0.81226

46-th iteration started !!!
** un-encrypted
         - wData = [0.780681,0,-0.15899,-0.175797,-0.161257,-0.180705,-0.208749,-0.237032,-0.212693,-0.209972,-0.209972]
         - Accuracy: 0.612721
         - AUC: 0.813338
** encrypted
update time = 164.524 seconds
         - wData = [0.776613,0.000534131,-0.159026,-0.176307,-0.161156,-0.180687,-0.208751,-0.237186,-0.212536,-0.209839,-0.209839]
         - Accuracy: 0.611962
         - AUC: 0.813351

47-th iteration started !!!
** un-encrypted
         - wData = [0.821965,0,-0.16341,-0.180719,-0.166143,-0.186337,-0.215176,-0.244522,-0.219412,-0.216546,-0.216546]
         - Accuracy: 0.620003
         - AUC: 0.814278
** encrypted
update time = 164.522 seconds
         - wData = [0.817598,0.00058887,-0.163458,-0.181262,-0.166034,-0.186301,-0.21518,-0.244675,-0.219231,-0.216377,-0.216377]
         - Accuracy: 0.619282
         - AUC: 0.814296

48-th iteration started !!!
** un-encrypted
         - wData = [0.863723,0,-0.167988,-0.185813,-0.171213,-0.192233,-0.221842,-0.252228,-0.226327,-0.22332,-0.22332]
         - Accuracy: 0.627475
         - AUC: 0.815153
** encrypted
update time = 147.972 seconds
         - wData = [0.859194,0.000634654,-0.168039,-0.186385,-0.1711,-0.192169,-0.221836,-0.252378,-0.226111,-0.223111,-0.223111]
         - Accuracy: 0.62683
         - AUC: 0.815179

Bootstrapping START!!!
bootstrapping time = 990.052 seconds
Bootstrapping END!!!
         - wData = [0.859209,0.00065593,-0.168019,-0.186361,-0.171079,-0.19215,-0.221816,-0.252354,-0.22609,-0.223093,-0.223093]
         - Accuracy: 0.626868
         - AUC: 0.815182

49-th iteration started !!!
** un-encrypted
         - wData = [0.909024,0,-0.172575,-0.190851,-0.176195,-0.198121,-0.228488,-0.259853,-0.23321,-0.230109,-0.230109]
         - Accuracy: 0.636388
         - AUC: 0.816115
** encrypted
update time = 169.886 seconds
         - wData = [0.904387,0.000700698,-0.172612,-0.191417,-0.176063,-0.198018,-0.228455,-0.259978,-0.232925,-0.229848,-0.229848]
         - Accuracy: 0.636122
         - AUC: 0.816153

50-th iteration started !!!
** un-encrypted
         - wData = [0.954906,0,-0.177207,-0.195784,-0.180989,-0.203879,-0.235089,-0.267541,-0.240171,-0.236978,-0.236978]
         - Accuracy: 0.646363
         - AUC: 0.816996
** encrypted
update time = 178.43 seconds
         - wData = [0.950183,0.000730249,-0.177252,-0.196367,-0.180863,-0.203769,-0.235043,-0.267658,-0.23983,-0.23669,-0.23669]
         - Accuracy: 0.646211
         - AUC: 0.817039

 - Training time = 22292.1 seconds