-----------------------------------------------------------
dim =  3 width =  40 reg_svd =  1e-06 r_m 0.005
w_outer_swim =  29 w_outer_elm =  13
rmse_swim = 0.03961387037244014 rel_err_swim = 0.06386489215441454 time = 0.03722548484802246
rmse_swim (train) = 0.03816317842331748 rel_err_swim (train)=  0.06121956413629501 

rmse_elm = 0.08345238735628005 rel_err_elm =  0.13454069669105537 time = 0.022097349166870117
rmse_elm (train) = 0.08181220779394882 rel_err_elm (train)=  0.13123927065554308
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  40 reg_svd =  1e-06 r_m 0.1
w_outer_swim =  29 w_outer_elm =  25
rmse_swim = 0.03961387037244014 rel_err_swim = 0.06386489215441454 time = 0.028839826583862305
rmse_swim (train) = 0.03816317842331748 rel_err_swim (train)=  0.06121956413629501 

rmse_elm = 0.00695415744413938 rel_err_elm =  0.01121138911747853 time = 0.014292478561401367
rmse_elm (train) = 0.006358163717924043 rel_err_elm (train)=  0.010199465233238777
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  40 reg_svd =  1e-08 r_m 0.005
w_outer_swim =  29 w_outer_elm =  20
rmse_swim = 0.03961387037244014 rel_err_swim = 0.06386489215441454 time = 0.024159669876098633
rmse_swim (train) = 0.03816317842331748 rel_err_swim (train)=  0.06121956413629501 

rmse_elm = 0.010309968415230852 rel_err_elm =  0.01662157761318437 time = 0.020758628845214844
rmse_elm (train) = 0.009658695665740206 rel_err_elm (train)=  0.015494022332805897
-----------------------------------------------------------

-----------------------------------------------------------
dim =  3 width =  40 reg_svd =  1e-08 r_m 0.1
w_outer_swim =  29 w_outer_elm =  40
rmse_swim = 0.03961387037244014 rel_err_swim = 0.06386489215441454 time = 0.023616790771484375
rmse_swim (train) = 0.03816317842331748 rel_err_swim (train)=  0.06121956413629501 

rmse_elm = 0.0051465082004432785 rel_err_elm =  0.008297123913996235 time = 0.04624509811401367
rmse_elm (train) = 0.0040555435718795056 rel_err_elm (train)=  0.0065057110037386075
-----------------------------------------------------------

