PS C:\Users\tang2000\Desktop\作业集\机器学习\HW3> & "C:/Program Files (x86)/Microsoft Visual Studio/Shared/Python37_64/python.exe" c:/Users/tang2000/Desktop/作业集/机器学习/HW3/gradient_decent.py
the call load_file():
start time is 2021-04-27 17:56:27.794754
end time is 2021-04-27 17:56:28.011175
the total cost ：0:00:00.216421



the call transform_X():
start time is 2021-04-27 17:56:28.012173
end time is 2021-04-27 17:56:30.245313
the total cost ：0:00:02.234138

this time the initial is [[-3.69020197]
 [ 0.20611856]
 [ 0.69362077]
 ...
 [ 0.46368779]
 [ 0.66783387]
 [ 0.07874851]]
the call Gradient_Descent():
start time is 2021-04-27 17:56:30.764009
0.15731839449845036
0.1560553635496188
0.1548242789528872
0.15362394259935647
0.15245321710923876
0.15131102193971788
0.150196329794521
0.14910816330775892
0.1480455919774522
0.1470077293267078
0.14599373027271173
0.1450027886857066
0.14403413512187516
0.14308703471559675
0.14216078521795583
0.14125471516960517
0.14036818219720384
0.13950057142363873
0.138651293983126
0.13781978563309427
0.13700550545545445
0.13620793464052613
0.13542657534745592
0.13466094963549743
0.13391059846099412
0.13317508073534118
0.1324539724395847
0.13174686579167605
0.13105336846271504
0.1303731028388152
0.12970570532547895
0.12905082569162382
0.12840812645061284
0.1277772822758497
0.12715797944868393
0.12654991533652812
0.12595279789926786
0.12536634522215673
0.1247902850735476
0.12422435448590564
0.12366829935867844
0.12312187408168532
0.12258484117778759
0.12205697096368999
0.12153804122779063
0.12102783692408557
0.1205261498811846
0.12003277852557713
0.1195475276183216
0.11907020800440446
0.11860063637405485
0.11813863503534572
0.11768403169746265
0.11723665926405072
0.1167963556360952
0.11636296352382026
0.11593633026712483
0.1155163076641007
0.1151027518072121
0.11469552292672985
0.11429448524105287
0.11389950681355676
end time is 2021-04-27 19:10:51.241209
the total cost ：1:14:20.477200



The GD algorithm running rounds are 6123
the optimal value we find is 0.11380950530145387


###################################################################################################
###################################################################################################

the call load_file():
start time is 2021-04-28 21:54:19.973622
end time is 2021-04-28 21:54:20.230936
the total cost ：0:00:00.257314



the call transform_X():
start time is 2021-04-28 21:54:20.232928
end time is 2021-04-28 21:54:22.283296
the total cost ：0:00:02.050368



the call closed_form_solu():
start time is 2021-04-28 21:54:22.650506
end time is 2021-04-28 21:55:50.054951
the total cost ：0:01:27.404445



the call closed_form_solu():
start time is 2021-04-28 21:55:50.057943
end time is 2021-04-28 21:57:25.356765
the total cost ：0:01:35.299819



w is [[-3.27719862e+00]
 [ 4.03040410e+03]
 [ 1.08720575e+02]
 ...
 [ 9.99005423e+02]
 [ 6.18355307e+02]
 [ 4.25105490e+01]]
f_optimal is 0.06380990067366617

u is [[-3.27719862]
 [ 1.28726354]
 [ 0.93520616]
 ...
 [ 1.45922689]
 [ 2.23809503]
 [ 0.10054219]]
g_optimal is 0.06380990067366608

###################################################################################################
###################################################################################################