-----------------------------------------------------------
dim =  3 width =  4000 reg_svd =  1e-06 r_m 0.005
w_outer_swim =  586 w_outer_elm =  17
rmse_swim = 0.0005353819110645201 rel_err_swim = 0.0008634757264710145 time = 73.69702339172363
rmse_swim (train) = 0.0005370894939270224 rel_err_swim (train)=  0.0008662074533641941 

rmse_elm = 0.008724016023313776 rel_err_elm =  0.014070285001780378 time = 55.9204797744751
rmse_elm (train) = 0.008648842997125015 rel_err_elm (train)=  0.013948685185237203
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  4000 reg_svd =  1e-06 r_m 0.1
w_outer_swim =  586 w_outer_elm =  38
rmse_swim = 0.0005353819110645201 rel_err_swim = 0.0008634757264710145 time = 78.06125235557556
rmse_swim (train) = 0.0005370894939270224 rel_err_swim (train)=  0.0008662074533641941 

rmse_elm = 0.0011319604333367972 rel_err_elm =  0.0018256506940409949 time = 55.986480474472046
rmse_elm (train) = 0.0011334959855010245 rel_err_elm (train)=  0.0018280802028363431
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  4000 reg_svd =  1e-08 r_m 0.005
w_outer_swim =  964 w_outer_elm =  20
rmse_swim = 4.441561481026303e-05 rel_err_swim = 7.163448086748443e-05 time = 95.34832000732422
rmse_swim (train) = 4.291427425943818e-05 rel_err_swim (train)=  6.921130396248528e-05 

rmse_elm = 0.008616576486413592 rel_err_elm =  0.013897004152615836 time = 58.89890813827515
rmse_elm (train) = 0.008543817229651855 rel_err_elm (train)=  0.013779301677257234
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  4000 reg_svd =  1e-08 r_m 0.1
w_outer_swim =  964 w_outer_elm =  63
rmse_swim = 4.441561481026303e-05 rel_err_swim = 7.163448086748443e-05 time = 95.84558200836182
rmse_swim (train) = 4.291427425943818e-05 rel_err_swim (train)=  6.921130396248528e-05 

rmse_elm = 2.420371742863158e-05 rel_err_elm =  3.90362880367622e-05 time = 54.606595039367676
rmse_elm (train) = 2.4132341928389765e-05 rel_err_elm (train)=  3.892017006823963e-05
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  4000 reg_svd =  1e-10 r_m 0.005
w_outer_swim =  1391 w_outer_elm =  20
rmse_swim = 3.3346581996953053e-06 rel_err_swim = 5.378210118808863e-06 time = 182.105947971344
rmse_swim (train) = 3.281388771976372e-06 rel_err_swim (train)=  5.292159768177709e-06 

rmse_elm = 0.008616576486413592 rel_err_elm =  0.013897004152615836 time = 55.32192063331604
rmse_elm (train) = 0.008543817229651855 rel_err_elm (train)=  0.013779301677257234
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  4000 reg_svd =  1e-10 r_m 0.1
w_outer_swim =  1391 w_outer_elm =  111
rmse_swim = 3.3346581996953053e-06 rel_err_swim = 5.378210118808863e-06 time = 181.14297914505005
rmse_swim (train) = 3.281388771976372e-06 rel_err_swim (train)=  5.292159768177709e-06 

rmse_elm = 7.709072456227955e-07 rel_err_elm =  1.2433361684416192e-06 time = 60.11718034744263
rmse_elm (train) = 7.690887813417848e-07 rel_err_elm (train)=  1.2403713761482707e-06
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  4000 reg_svd =  1e-12 r_m 0.005
w_outer_swim =  1848 w_outer_elm =  53
rmse_swim = 7.662425061467609e+21 rel_err_swim = 1.2358127739738117e+22 time = 186.57571864128113
rmse_swim (train) = 7.769740446292475e+21 rel_err_swim (train)=  1.253088574880643e+22 

rmse_elm = 0.00015742373223475445 rel_err_elm =  0.0002538964592302067 time = 56.74793720245361
rmse_elm (train) = 0.00015455003188348735 rel_err_elm (train)=  0.0002492552750498237
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  4000 reg_svd =  1e-12 r_m 0.1
w_outer_swim =  1848 w_outer_elm =  175
rmse_swim = 7.662425061467609e+21 rel_err_swim = 1.2358127739738117e+22 time = 184.93866658210754
rmse_swim (train) = 7.769740446292475e+21 rel_err_swim (train)=  1.253088574880643e+22 

rmse_elm = 4.0285416454260104e-08 rel_err_elm =  6.497320607986982e-08 time = 68.96504998207092
rmse_elm (train) = 4.046437195751543e-08 rel_err_elm (train)=  6.526014934498698e-08
-----------------------------------------------------------

