Noise level is10
Iteration 	1
Optimal
Best Bound 	99647.54995938539
Time taken 	2403.753560066223
Error 	1.2210488017199671e-6
loss 	99647.54995938539
Iteration 	2
Optimal
Best Bound 	99647.55110289413
Time taken 	968.953330039978
Error 	0.000808863578254941
loss 	99647.55110289437
Error wrt the true objective 	Any[1.0416410789471087e-11, 2.9478356700085584e-8]
Runtime	3378.108016014099
Error wrt the random objective 	Any[0.00864735986752142, 0.008647006127458237]
Test set error 	0.29
--------------------------------------
Iteration 	1
Optimal
Best Bound 	99792.54207673145
Time taken 	912.2807290554047
Error 	1.1267080575808926e-7
loss 	99792.5420767322
Iteration 	2
Optimal
Best Bound 	99792.54207673139
Time taken 	2261.083916902542
Error 	1.1267080620448849e-7
loss 	99792.5420767322
Iteration 	3
UserLimit
Best Bound 	99792.40437331951
Time taken 	7252.351097822189
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[2.393453490956432e-11, 8.962733333284234e-11, 0.025972753480221832]
Runtime	10430.175992012024
Error wrt the random objective 	Any[0.009236457734100041, 0.009233276300157883, 0.026699743388522146]
Test set error 	0.3
--------------------------------------
Iteration 	1
Optimal
Best Bound 	99662.06170330275
Time taken 	265.16938400268555
Error 	1.2897579553906267e-7
loss 	99662.06170330697
Iteration 	2
UserLimit
Best Bound 	99662.16181444506
Time taken 	7232.69175195694
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[3.617488253393475e-13, 0.025972753480221832]
Runtime	7500.726302862167
Error wrt the random objective 	Any[0.008496058176839252, 0.026699743388522146]
Test set error 	0.32
--------------------------------------
Iteration 	1
UserLimit
Best Bound 	99783.73307261705
Time taken 	7237.328019857407
Error 	1.2046764936648203e-7
loss 	99783.73846843277
Iteration 	2
UserLimit
Best Bound 	99783.73336215368
Time taken 	7236.497889995575
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[5.253714130404319e-13, 0.025972753480221832]
Runtime	14476.029757976532
Error wrt the random objective 	Any[0.008885139210933767, 0.026699743388522146]
Test set error 	0.35
--------------------------------------
Iteration 	1
Optimal
Best Bound 	99761.69392419438
Time taken 	1032.2258851528168
Error 	1.2914877471627784e-7
loss 	99761.69392420014
Iteration 	2
Optimal
Best Bound 	99761.74006293423
Time taken 	1118.4104850292206
Error 	0.008772592711678434
loss 	99761.74006368256
Error wrt the true objective 	Any[2.4964051659193132e-11, 9.685324792174654e-9]
Runtime	2217.8980000019073
Error wrt the random objective 	Any[0.0087241352867495, 0.00872730738605014]
Test set error 	0.43
--------------------------------------
Iteration 	1
Optimal
Best Bound 	99719.15162772225
Time taken 	837.7609119415283
Error 	1.3084596964216384e-7
loss 	99719.15162814304
Iteration 	2
UserLimit
Best Bound 	99719.1026969995
Time taken 	7225.35385799408
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[4.358404262494453e-11, 0.025972753480221832]
Runtime	8065.610162973404
Error wrt the random objective 	Any[0.009218078532806796, 0.026699743388522146]
Test set error 	0.32
--------------------------------------
Iteration 	1
Optimal
Best Bound 	99692.2290196366
Time taken 	6035.006547927856
Error 	0.013397167961074194
loss 	99692.2290196366
Iteration 	2
UserLimit
Best Bound 	99691.72943283177
Time taken 	7231.529345989227
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[2.0468814785401523e-5, 0.025972753480221832]
Runtime	13268.895136117935
Error wrt the random objective 	Any[0.00882608418906328, 0.026699743388522146]
Test set error 	0.45
--------------------------------------
Iteration 	1
UserLimit
Best Bound 	99635.4433874146
Time taken 	7233.906970977783
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[0.025972753480221832]
Runtime	7233.977409124374
Error wrt the random objective 	Any[0.026699743388522146]
Test set error 	1.0
--------------------------------------
Iteration 	1
Optimal
Best Bound 	99729.12994890579
Time taken 	377.6352188587189
Error 	1.3234808203109913e-7
loss 	99729.12994941187
Iteration 	2
UserLimit
Best Bound 	99729.13695309474
Time taken 	7232.290073156357
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[6.6341654392232385e-12, 0.025972753480221832]
Runtime	7612.364475011826
Error wrt the random objective 	Any[0.008817316063186278, 0.026699743388522146]
Test set error 	0.39
--------------------------------------
Iteration 	1
Optimal
Best Bound 	99616.5262101504
Time taken 	347.7132320404053
Error 	1.2343319451852062e-7
loss 	99616.5262101504
Iteration 	2
Optimal
Best Bound 	99616.54743514078
Time taken 	292.0831229686737
Error 	0.013794905397274997
loss 	99616.54743514468
Error wrt the true objective 	Any[2.7484022002699504e-12, 0.00011357782792516605]
Runtime	644.2046868801117
Error wrt the random objective 	Any[0.008900093808440476, 0.008892183829593857]
Test set error 	0.28
--------------------------------------
Noise level is20
Iteration 	1
Optimal
Best Bound 	49826.770703801885
Time taken 	230.67624282836914
Error 	1.3230734149426785e-7
loss 	49826.77070467696
Iteration 	2
Optimal
Best Bound 	49830.18357054214
Time taken 	819.3984789848328
Error 	0.04658581335629041
loss 	49830.18357147213
Error wrt the true objective 	Any[5.490299187504988e-12, 1.3407841264329035e-8]
Runtime	1054.7715079784393
Error wrt the random objective 	Any[0.008515555669991577, 0.00852110575634316]
Test set error 	0.33
--------------------------------------
Iteration 	1
Optimal
Best Bound 	49912.63086600893
Time taken 	328.67908811569214
Error 	0.004922546551191776
loss 	49912.630866010826
Iteration 	2
Optimal
Best Bound 	49912.70523783023
Time taken 	1388.6527440547943
Error 	1.3170859682930727e-7
loss 	49912.70523961391
Error wrt the true objective 	Any[2.600700657884314e-7, 3.882845434066695e-12]
Runtime	1721.9421780109406
Error wrt the random objective 	Any[0.008831236168605504, 0.008812881497078203]
Test set error 	0.27
--------------------------------------
Iteration 	1
Optimal
Best Bound 	49786.74645707192
Time taken 	215.06544494628906
Error 	2.7576760559606204e-6
loss 	49786.74645707192
Iteration 	2
Optimal
Best Bound 	49786.90677681641
Time taken 	689.653354883194
Error 	0.007184293338753263
loss 	49786.90677707592
Error wrt the true objective 	Any[1.582599711003052e-10, 1.3407619664854153e-7]
Runtime	909.2987930774689
Error wrt the random objective 	Any[0.008253996403984637, 0.008263514895524047]
Test set error 	0.29
--------------------------------------
Iteration 	1
Optimal
Best Bound 	49881.775077796156
Time taken 	314.11220502853394
Error 	0.004506964424360728
loss 	49881.775077796156
Iteration 	2
Optimal
Best Bound 	49881.84645868186
Time taken 	830.7858378887177
Error 	0.004397081808718586
loss 	49881.846459999004
Error wrt the true objective 	Any[8.225941087978972e-7, 2.8802129290503298e-5]
Runtime	1149.361356973648
Error wrt the random objective 	Any[0.008916030133262337, 0.008916030125363985]
Test set error 	0.22
--------------------------------------
Iteration 	1
UserLimit
Best Bound 	49957.08060571253
Time taken 	7238.946730852127
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[0.025972753480221832]
Runtime	7239.057944059372
Error wrt the random objective 	Any[0.026699743388522146]
Test set error 	1.0
--------------------------------------
Iteration 	1
Optimal
Best Bound 	49880.500714552356
Time taken 	249.35450315475464
Error 	0.0007753473913898227
loss 	49880.50071522348
Iteration 	2
Optimal
Best Bound 	49880.51126653381
Time taken 	2022.3470458984375
Error 	0.0071616396108816205
loss 	49880.51126720515
Error wrt the true objective 	Any[5.345114219290625e-9, 1.2972204604284887e-6]
Runtime	2276.1641190052032
Error wrt the random objective 	Any[0.008829918165685152, 0.00889937968657135]
Test set error 	0.34
--------------------------------------
Iteration 	1
Optimal
Best Bound 	49864.747190375696
Time taken 	438.63818311691284
Error 	0.012019260588933316
loss 	49864.74719060935
Iteration 	2
Optimal
Best Bound 	49864.75351561835
Time taken 	1468.2137188911438
Error 	0.012027768016339261
loss 	49864.75351561835
Error wrt the true objective 	Any[4.487396402033661e-8, 1.1000891211171426e-7]
Runtime	1911.3426749706268
Error wrt the random objective 	Any[0.008589738417943357, 0.008593527858080395]
Test set error 	0.25
--------------------------------------
Iteration 	1
UserLimit
Best Bound 	49821.599631044315
Time taken 	7240.972618103027
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[0.025972753480221832]
Runtime	7241.017678976059
Error wrt the random objective 	Any[0.026699743388522146]
Test set error 	1.0
--------------------------------------
Iteration 	1
Optimal
Best Bound 	49900.34838184486
Time taken 	438.2885031700134
Error 	1.3755183600466845e-7
loss 	49900.34838184486
Iteration 	2
UserLimit
Best Bound 	49900.37718789625
Time taken 	7259.9485330581665
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[1.3547114818823758e-11, 0.025972753480221832]
Runtime	7700.4356071949005
Error wrt the random objective 	Any[0.008645761288510238, 0.026699743388522146]
Test set error 	0.27
--------------------------------------
Iteration 	1
UserLimit
Best Bound 	49934.42286334472
Time taken 	7234.259044885635
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[0.025972753480221832]
Runtime	7234.302975893021
Error wrt the random objective 	Any[0.026699743388522146]
Test set error 	1.0
--------------------------------------
Noise level is100
Iteration 	1
Optimal
Best Bound 	9971.237640473351
Time taken 	1723.530349969864
Error 	1.274265482501892e-7
loss 	9971.237641504751
Iteration 	2
Optimal
Best Bound 	9971.253627134662
Time taken 	1072.2927129268646
Error 	0.001510757962017329
loss 	9971.253628090211
Error wrt the true objective 	Any[2.6125376167973613e-11, 4.819905759234633e-9]
Runtime	2800.278585910797
Error wrt the random objective 	Any[0.008864391024459295, 0.008864229583541109]
Test set error 	0.42
--------------------------------------
Iteration 	1
Optimal
Best Bound 	9985.544919933833
Time taken 	202.7562289237976
Error 	1.5753052189094387e-7
loss 	9985.544920787432
Iteration 	2
Optimal
Best Bound 	9990.218822858125
Time taken 	367.7670929431915
Error 	0.02382075973318671
loss 	9990.218822858125
Error wrt the true objective 	Any[3.801256184821078e-11, 1.3261245354771745e-5]
Runtime	571.5133581161499
Error wrt the random objective 	Any[0.008946463697318274, 0.009051824173326367]
Test set error 	0.3
--------------------------------------
Iteration 	1
Optimal
Best Bound 	9976.263158232003
Time taken 	200.31403279304504
Error 	6.741048811061136e-7
loss 	9976.263158232003
Iteration 	2
UserLimit
Best Bound 	9976.48529469577
Time taken 	7215.138928890228
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[1.1086350934497169e-10, 0.025972753480221832]
Runtime	7417.623203039169
Error wrt the random objective 	Any[0.008764699294491009, 0.026699743388522146]
Test set error 	0.42
--------------------------------------
Iteration 	1
Optimal
Best Bound 	9971.362268243767
Time taken 	221.9381160736084
Error 	1.2484243623644276e-7
loss 	9971.362268243767
Iteration 	2
Optimal
Best Bound 	9978.464487814184
Time taken 	785.3930389881134
Error 	0.0318139874766722
loss 	9978.464487814184
Error wrt the true objective 	Any[2.8083858155669716e-11, 1.4555157381440642e-8]
Runtime	1011.8048410415649
Error wrt the random objective 	Any[0.00915014058781212, 0.009157736011772735]
Test set error 	0.29
--------------------------------------
Iteration 	1
Optimal
Best Bound 	9970.707077431609
Time taken 	238.1447730064392
Error 	7.710488308776252e-7
loss 	9970.707077431609
Iteration 	2
Optimal
Best Bound 	9970.750116976094
Time taken 	432.54945492744446
Error 	0.002423562346097315
loss 	9970.75011770063
Error wrt the true objective 	Any[4.263735198239971e-12, 1.5785690962721866e-8]
Runtime	675.1571989059448
Error wrt the random objective 	Any[0.00838510393226571, 0.008380350953739735]
Test set error 	0.31
--------------------------------------
Iteration 	1
Optimal
Best Bound 	9955.365974699322
Time taken 	211.04133296012878
Error 	1.3800147707104981e-7
loss 	9955.365975450355
Iteration 	2
UserLimit
Best Bound 	9956.479996148653
Time taken 	7227.905531167984
Error 	NaN
loss 	NaN
Error wrt the true objective 	Any[2.4478738480659956e-11, 0.025972753480221832]
Runtime	7442.703841209412
Error wrt the random objective 	Any[0.008346738394620482, 0.026699743388522146]
Test set error 	0.39
--------------------------------------
Iteration 	1
Optimal
Best Bound 	9979.767399519973
Time taken 	458.32110810279846
Error 	1.3535111176845016e-7
loss 	9979.76740043486
Iteration 	2
Optimal
Best Bound 	9979.790741507022
Time taken 	1581.0284450054169
Error 	0.0010005213180315144
loss 	9979.790741507897
Error wrt the true objective 	Any[7.950792801914019e-13, 4.968696419582752e-8]
Runtime	2043.6212220191956
Error wrt the random objective 	Any[0.008622590691730277, 0.008620684786822805]
Test set error 	0.32
--------------------------------------
Iteration 	1
Optimal
Best Bound 	9978.571177772537
Time taken 	218.29744482040405
Error 	7.152978147318212e-7
loss 	9978.571179347868
Iteration 	2
Optimal
Best Bound 	9988.257348402894
Time taken 	2200.7035801410675
Error 	0.0373871075509881
loss 	9988.257348402894
Error wrt the true objective 	Any[1.2489041051333416e-11, 1.5490438792786776e-11]
Runtime	2423.4017889499664
Error wrt the random objective 	Any[0.008568404029540597, 0.00858483808078362]
Test set error 	0.43
--------------------------------------
Iteration 	1
Optimal
Best Bound 	9969.7107141788
Time taken 	413.5502290725708
Error 	1.4062549517159347e-7
loss 	9969.71071524975
Iteration 	2
Optimal
Best Bound 	9969.710881968902
Time taken 	2883.9487409591675
Error 	0.00017962114235720361
loss 	9969.710882577068
Error wrt the true objective 	Any[2.823268355212072e-11, 1.4598834328916066e-9]
Runtime	3301.9536991119385
Error wrt the random objective 	Any[0.008881535865042593, 0.008887626910531937]
Test set error 	0.33
--------------------------------------
Iteration 	1
Optimal
Best Bound 	9978.847994251657
Time taken 	207.7558708190918
Error 	7.354362849694552e-7
loss 	9978.847994251657
Iteration 	2
Optimal
Best Bound 	9982.898565353244
Time taken 	1033.1327068805695
Error 	0.021853737036927057
loss 	9982.898566316937
Error wrt the true objective 	Any[1.4435841411142292e-11, 1.3924043643295803e-6]
Runtime	1308.7939519882202
Error wrt the random objective 	Any[0.007926206507785683, 0.008143750558400484]
Test set error 	0.33
--------------------------------------
