Number of functon evaluations of the ODE solver:  21365
time= 3.0776607990264893 rmse_elm= 0.00032847229262168536 rel_err_elm= 0.0005633570002279504
Number of functon evaluations of the ODE solver:  21077
time= 2.7268364429473877 rmse_elm= 0.00033049319979800714 rel_err_elm= 0.0005668230222644058
Number of functon evaluations of the ODE solver:  21383
time= 2.8810243606567383 rmse_elm= 0.00033489289467803906 rel_err_elm= 0.000574368860879134
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  2.8951738675435386
Test: rmse elm-ode =  0.00033128612903257724 +- 2.680495634491281e-06
Test: rel l-2 error elm-ode =  0.0005681829611238301 +- 4.597270496450482e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18830
time= 5.5716941356658936 rmse_elm= 0.00022216454960731122 rel_err_elm= 0.00038103047664941994
Number of functon evaluations of the ODE solver:  19025
time= 5.066518306732178 rmse_elm= 0.00022849251472259043 rel_err_elm= 0.00039188345732683936
Number of functon evaluations of the ODE solver:  19043
time= 5.106626033782959 rmse_elm= 0.00023228440399012095 rel_err_elm= 0.00039838685932127454
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  5.248279492060344
Test: rmse elm-ode =  0.0002276471561066742 +- 4.174433021337243e-06
Test: rel l-2 error elm-ode =  0.00039043359776584456 +- 7.159495998225926e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17072
time= 18.1902756690979 rmse_elm= 0.00020442316482383404 rel_err_elm= 0.00035060254243391266
Number of functon evaluations of the ODE solver:  16982
time= 22.874385356903076 rmse_elm= 0.0002072329042933842 rel_err_elm= 0.0003554214767383988
Number of functon evaluations of the ODE solver:  16967
time= 21.787055730819702 rmse_elm= 0.00020511205918545807 rel_err_elm= 0.00035178405292887987
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  20.95057225227356
Test: rmse elm-ode =  0.0002055893761008921 +- 1.1956957667697297e-06
Test: rel l-2 error elm-ode =  0.0003526026907003971 +- 2.050716591577086e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15362
time= 46.697556495666504 rmse_elm= 0.00018513382172874996 rel_err_elm= 0.00031751973238719125
Number of functon evaluations of the ODE solver:  15257
time= 45.586294174194336 rmse_elm= 0.00018793062016805924 rel_err_elm= 0.00032231647176035404
Number of functon evaluations of the ODE solver:  15335
time= 45.51847696304321 rmse_elm= 0.00018578055858775672 rel_err_elm= 0.0003186289392975182
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  45.93410921096802
Test: rmse elm-ode =  0.00018628166682818864 +- 1.1955061630964182e-06
Test: rel l-2 error elm-ode =  0.0003194883811483545 +- 2.0503914056815675e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19274
time= 2.7522780895233154 rmse_elm= 0.008138552006383143 rel_err_elm= 0.013958286124899423
Number of functon evaluations of the ODE solver:  19244
time= 2.780893564224243 rmse_elm= 0.008774859174029646 rel_err_elm= 0.015049605256652615
Number of functon evaluations of the ODE solver:  19241
time= 2.7276809215545654 rmse_elm= 0.008418083104493183 rel_err_elm= 0.014437704950897842
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  2.753617525100708
Test: rmse elm-ode =  0.00844383142830199 +- 0.000260408570050733
Test: rel l-2 error elm-ode =  0.014481865444149958 +- 0.0004466221174593707
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  16970
time= 5.589555025100708 rmse_elm= 0.005124922166421292 rel_err_elm= 0.008789663064221024
Number of functon evaluations of the ODE solver:  16985
time= 5.030600547790527 rmse_elm= 0.0043173401520825525 rel_err_elm= 0.007404593482233754
Number of functon evaluations of the ODE solver:  16961
time= 5.2780256271362305 rmse_elm= 0.005070269182850346 rel_err_elm= 0.008695928701933435
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  5.299393733342488
Test: rmse elm-ode =  0.004837510500451396 +- 0.00036849209005072295
Test: rel l-2 error elm-ode =  0.008296728416129405 +- 0.0006319942446341911
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15542
time= 19.75560474395752 rmse_elm= 0.004644595150546634 rel_err_elm= 0.007965862722853278
Number of functon evaluations of the ODE solver:  15515
time= 19.249654531478882 rmse_elm= 0.004500542824299011 rel_err_elm= 0.0077188011343612885
Number of functon evaluations of the ODE solver:  15527
time= 19.76561427116394 rmse_elm= 0.0048312871825322784 rel_err_elm= 0.008286054914001122
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  19.590291182200115
Test: rmse elm-ode =  0.004658808385792641 +- 0.00013539933448360024
Test: rel l-2 error elm-ode =  0.00799023959040523 +- 0.0002322209958676624
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14270
time= 42.76360487937927 rmse_elm= 0.004077632345762331 rel_err_elm= 0.00699347487730681
Number of functon evaluations of the ODE solver:  14279
time= 42.37986135482788 rmse_elm= 0.003943778447103759 rel_err_elm= 0.006763904430998392
Number of functon evaluations of the ODE solver:  14279
time= 42.305996894836426 rmse_elm= 0.0040138456792313095 rel_err_elm= 0.006884075497454566
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  42.48315437634786
Test: rmse elm-ode =  0.0040117521573658005 +- 5.466567278695644e-05
Test: rel l-2 error elm-ode =  0.006880484935253256 +- 9.375612533679315e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21422
time= 3.739769458770752 rmse_elm= 0.00032847063291302736 rel_err_elm= 0.0005633541536910831
Number of functon evaluations of the ODE solver:  21095
time= 3.9339911937713623 rmse_elm= 0.0003304921702596984 rel_err_elm= 0.0005668212565215219
Number of functon evaluations of the ODE solver:  21425
time= 3.554898738861084 rmse_elm= 0.0003348918232431201 rel_err_elm= 0.0005743670232801175
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.742886463801066
Test: rmse elm-ode =  0.0003312848754719486 +- 2.6806973569036776e-06
Test: rel l-2 error elm-ode =  0.0005681808111642409 +- 4.5976164669803645e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18899
time= 6.531594276428223 rmse_elm= 0.00022216334720850454 rel_err_elm= 0.00038102841443656357
Number of functon evaluations of the ODE solver:  19067
time= 6.34886908531189 rmse_elm= 0.00022849034629060535 rel_err_elm= 0.0003918797382876213
Number of functon evaluations of the ODE solver:  19085
time= 6.289313554763794 rmse_elm= 0.0002322830474034041 rel_err_elm= 0.00039838453266346954
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  6.389925638834636
Test: rmse elm-ode =  0.00022764558030083802 +- 4.1743107368573074e-06
Test: rel l-2 error elm-ode =  0.00039043089512921813 +- 7.1592862702843555e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17114
time= 22.24526619911194 rmse_elm= 0.00020442158402370875 rel_err_elm= 0.00035059983123166954
Number of functon evaluations of the ODE solver:  17012
time= 21.69088625907898 rmse_elm= 0.00020723188326426625 rel_err_elm= 0.00035541972558947706
Number of functon evaluations of the ODE solver:  17009
time= 21.947900533676147 rmse_elm= 0.00020511135440219518 rel_err_elm= 0.00035178284416761225
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  21.96135099728902
Test: rmse elm-ode =  0.0002055882738967234 +- 1.19583572131663e-06
Test: rel l-2 error elm-ode =  0.00035260080032958625 +- 2.0509566251369403e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15380
time= 46.02078104019165 rmse_elm= 0.00018513351389549853 rel_err_elm= 0.00031751920442784433
Number of functon evaluations of the ODE solver:  15287
time= 45.58594250679016 rmse_elm= 0.00018792938724875776 rel_err_elm= 0.00032231435720233865
Number of functon evaluations of the ODE solver:  15401
time= 46.395904541015625 rmse_elm= 0.00018577931757956327 rel_err_elm= 0.0003186268108663877
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  46.00087602933248
Test: rmse elm-ode =  0.00018628073957460654 +- 1.195211268549374e-06
Test: rel l-2 error elm-ode =  0.0003194867908321902 +- 2.0498856372769433e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19250
time= 2.7651898860931396 rmse_elm= 0.008130941345142155 rel_err_elm= 0.013945233214858662
Number of functon evaluations of the ODE solver:  19232
time= 2.7200510501861572 rmse_elm= 0.008761258045263978 rel_err_elm= 0.015026278202063063
Number of functon evaluations of the ODE solver:  19241
time= 2.7596943378448486 rmse_elm= 0.008397047708623456 rel_err_elm= 0.014401627516721603
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  2.748311758041382
Test: rmse elm-ode =  0.008429749033009864 +- 0.0002583625593045356
Test: rel l-2 error elm-ode =  0.014457712977881109 +- 0.00044311304073569224
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17009
time= 4.913857460021973 rmse_elm= 0.005107760596864983 rel_err_elm= 0.008760229560812623
Number of functon evaluations of the ODE solver:  17012
time= 4.996124744415283 rmse_elm= 0.004295878958295262 rel_err_elm= 0.0073677857696050255
Number of functon evaluations of the ODE solver:  17009
time= 5.594597101211548 rmse_elm= 0.005057422060278884 rel_err_elm= 0.008673894829987483
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  5.168193101882935
Test: rmse elm-ode =  0.004820353871813044 +- 0.00037142872196292736
Test: rel l-2 error elm-ode =  0.00826730338680171 +- 0.0006370308099153258
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15569
time= 19.707128524780273 rmse_elm= 0.004634340216588628 rel_err_elm= 0.007948274667599035
Number of functon evaluations of the ODE solver:  15554
time= 19.74258017539978 rmse_elm= 0.004494693061224318 rel_err_elm= 0.007708768309517829
Number of functon evaluations of the ODE solver:  15542
time= 19.329429388046265 rmse_elm= 0.004821006850765026 rel_err_elm= 0.008268423299414934
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  19.59304602940877
Test: rmse elm-ode =  0.0046500133761926575 +- 0.00013367724378787486
Test: rel l-2 error elm-ode =  0.007975155425510598 +- 0.00022926746867448256
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14273
time= 43.00903868675232 rmse_elm= 0.004072354131183508 rel_err_elm= 0.006984422305146301
Number of functon evaluations of the ODE solver:  14285
time= 43.31797957420349 rmse_elm= 0.003939193111605232 rel_err_elm= 0.006756040203453136
Number of functon evaluations of the ODE solver:  14273
time= 42.07041263580322 rmse_elm= 0.0040079325780848565 rel_err_elm= 0.006873934042608184
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  42.79914363225301
Test: rmse elm-ode =  0.004006493273624532 +- 5.437228449482111e-05
Test: rel l-2 error elm-ode =  0.006871465517069207 +- 9.3252940283222e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21365
time= 3.622690200805664 rmse_elm= 0.00032847229262168536 rel_err_elm= 0.0005633570002279504
Number of functon evaluations of the ODE solver:  21077
time= 3.7227606773376465 rmse_elm= 0.00033049319979800714 rel_err_elm= 0.0005668230222644058
Number of functon evaluations of the ODE solver:  21383
time= 3.615678071975708 rmse_elm= 0.00033489289467803906 rel_err_elm= 0.000574368860879134
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.653709650039673
Test: rmse elm-ode =  0.00033128612903257724 +- 2.680495634491281e-06
Test: rel l-2 error elm-ode =  0.0005681829611238301 +- 4.597270496450482e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18830
time= 6.544574499130249 rmse_elm= 0.00022216454960731122 rel_err_elm= 0.00038103047664941994
Number of functon evaluations of the ODE solver:  19025
time= 7.152380704879761 rmse_elm= 0.00022849251472259043 rel_err_elm= 0.00039188345732683936
Number of functon evaluations of the ODE solver:  19043
time= 6.2984113693237305 rmse_elm= 0.00023228440399012095 rel_err_elm= 0.00039838685932127454
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  6.665122191111247
Test: rmse elm-ode =  0.0002276471561066742 +- 4.174433021337243e-06
Test: rel l-2 error elm-ode =  0.00039043359776584456 +- 7.159495998225926e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17072
time= 21.49999713897705 rmse_elm= 0.00020442316482383404 rel_err_elm= 0.00035060254243391266
Number of functon evaluations of the ODE solver:  16982
time= 21.718687534332275 rmse_elm= 0.0002072329042933842 rel_err_elm= 0.0003554214767383988
Number of functon evaluations of the ODE solver:  16967
time= 22.08917784690857 rmse_elm= 0.00020511205918545807 rel_err_elm= 0.00035178405292887987
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  21.7692875067393
Test: rmse elm-ode =  0.0002055893761008921 +- 1.1956957667697297e-06
Test: rel l-2 error elm-ode =  0.0003526026907003971 +- 2.050716591577086e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15362
time= 45.90102958679199 rmse_elm= 0.00018513382172874996 rel_err_elm= 0.00031751973238719125
Number of functon evaluations of the ODE solver:  15257
time= 45.87728261947632 rmse_elm= 0.00018793062016805924 rel_err_elm= 0.00032231647176035404
Number of functon evaluations of the ODE solver:  15335
time= 45.860185861587524 rmse_elm= 0.00018578055858775672 rel_err_elm= 0.0003186289392975182
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  45.87949935595194
Test: rmse elm-ode =  0.00018628166682818864 +- 1.1955061630964182e-06
Test: rel l-2 error elm-ode =  0.0003194883811483545 +- 2.0503914056815675e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19274
time= 2.8734986782073975 rmse_elm= 0.008138552006383143 rel_err_elm= 0.013958286124899423
Number of functon evaluations of the ODE solver:  19244
time= 3.023906946182251 rmse_elm= 0.008774859174029646 rel_err_elm= 0.015049605256652615
Number of functon evaluations of the ODE solver:  19241
time= 2.8240573406219482 rmse_elm= 0.008418083104493183 rel_err_elm= 0.014437704950897842
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  2.9071543216705322
Test: rmse elm-ode =  0.00844383142830199 +- 0.000260408570050733
Test: rel l-2 error elm-ode =  0.014481865444149958 +- 0.0004466221174593707
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  16970
time= 5.067049264907837 rmse_elm= 0.005124922166421292 rel_err_elm= 0.008789663064221024
Number of functon evaluations of the ODE solver:  16985
time= 5.023112773895264 rmse_elm= 0.0043173401520825525 rel_err_elm= 0.007404593482233754
Number of functon evaluations of the ODE solver:  16961
time= 6.031120300292969 rmse_elm= 0.005070269182850346 rel_err_elm= 0.008695928701933435
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  5.3737607796986895
Test: rmse elm-ode =  0.004837510500451396 +- 0.00036849209005072295
Test: rel l-2 error elm-ode =  0.008296728416129405 +- 0.0006319942446341911
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15542
time= 19.599950551986694 rmse_elm= 0.004644595150546634 rel_err_elm= 0.007965862722853278
Number of functon evaluations of the ODE solver:  15515
time= 19.24171280860901 rmse_elm= 0.004500542824299011 rel_err_elm= 0.0077188011343612885
Number of functon evaluations of the ODE solver:  15527
time= 20.099675178527832 rmse_elm= 0.0048312871825322784 rel_err_elm= 0.008286054914001122
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  19.64711284637451
Test: rmse elm-ode =  0.004658808385792641 +- 0.00013539933448360024
Test: rel l-2 error elm-ode =  0.00799023959040523 +- 0.0002322209958676624
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14270
time= 42.774823904037476 rmse_elm= 0.004077632345762331 rel_err_elm= 0.00699347487730681
Number of functon evaluations of the ODE solver:  14279
time= 42.602924823760986 rmse_elm= 0.003943778447103759 rel_err_elm= 0.006763904430998392
Number of functon evaluations of the ODE solver:  14279
time= 42.6772255897522 rmse_elm= 0.0040138456792313095 rel_err_elm= 0.006884075497454566
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  42.684991439183555
Test: rmse elm-ode =  0.0040117521573658005 +- 5.466567278695644e-05
Test: rel l-2 error elm-ode =  0.006880484935253256 +- 9.375612533679315e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21422
time= 3.6336958408355713 rmse_elm= 0.00032847063291302736 rel_err_elm= 0.0005633541536910831
Number of functon evaluations of the ODE solver:  21095
time= 3.6034750938415527 rmse_elm= 0.0003304921702596984 rel_err_elm= 0.0005668212565215219
Number of functon evaluations of the ODE solver:  21425
time= 3.5969700813293457 rmse_elm= 0.0003348918232431201 rel_err_elm= 0.0005743670232801175
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.6113803386688232
Test: rmse elm-ode =  0.0003312848754719486 +- 2.6806973569036776e-06
Test: rel l-2 error elm-ode =  0.0005681808111642409 +- 4.5976164669803645e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18899
time= 6.552889585494995 rmse_elm= 0.00022216334720850454 rel_err_elm= 0.00038102841443656357
Number of functon evaluations of the ODE solver:  19067
time= 6.704917907714844 rmse_elm= 0.00022849034629060535 rel_err_elm= 0.0003918797382876213
Number of functon evaluations of the ODE solver:  19085
time= 7.041582107543945 rmse_elm= 0.0002322830474034041 rel_err_elm= 0.00039838453266346954
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  6.766463200251262
Test: rmse elm-ode =  0.00022764558030083802 +- 4.1743107368573074e-06
Test: rel l-2 error elm-ode =  0.00039043089512921813 +- 7.1592862702843555e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17114
time= 21.872098207473755 rmse_elm= 0.00020442158402370875 rel_err_elm= 0.00035059983123166954
Number of functon evaluations of the ODE solver:  17012
time= 21.783289909362793 rmse_elm= 0.00020723188326426625 rel_err_elm= 0.00035541972558947706
Number of functon evaluations of the ODE solver:  17009
time= 21.981810569763184 rmse_elm= 0.00020511135440219518 rel_err_elm= 0.00035178284416761225
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  21.879066228866577
Test: rmse elm-ode =  0.0002055882738967234 +- 1.19583572131663e-06
Test: rel l-2 error elm-ode =  0.00035260080032958625 +- 2.0509566251369403e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15380
time= 45.93626570701599 rmse_elm= 0.00018513351389549853 rel_err_elm= 0.00031751920442784433
Number of functon evaluations of the ODE solver:  15287
time= 45.82006216049194 rmse_elm= 0.00018792938724875776 rel_err_elm= 0.00032231435720233865
Number of functon evaluations of the ODE solver:  15401
time= 46.51384472846985 rmse_elm= 0.00018577931757956327 rel_err_elm= 0.0003186268108663877
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  46.09005753199259
Test: rmse elm-ode =  0.00018628073957460654 +- 1.195211268549374e-06
Test: rel l-2 error elm-ode =  0.0003194867908321902 +- 2.0498856372769433e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19250
time= 3.217630624771118 rmse_elm= 0.008130941345142155 rel_err_elm= 0.013945233214858662
Number of functon evaluations of the ODE solver:  19232
time= 2.9749741554260254 rmse_elm= 0.008761258045263978 rel_err_elm= 0.015026278202063063
Number of functon evaluations of the ODE solver:  19241
time= 2.7729952335357666 rmse_elm= 0.008397047708623456 rel_err_elm= 0.014401627516721603
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  2.98853333791097
Test: rmse elm-ode =  0.008429749033009864 +- 0.0002583625593045356
Test: rel l-2 error elm-ode =  0.014457712977881109 +- 0.00044311304073569224
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17009
time= 4.93896222114563 rmse_elm= 0.005107760596864983 rel_err_elm= 0.008760229560812623
Number of functon evaluations of the ODE solver:  17012
time= 5.035858869552612 rmse_elm= 0.004295878958295262 rel_err_elm= 0.0073677857696050255
Number of functon evaluations of the ODE solver:  17009
time= 5.095905780792236 rmse_elm= 0.005057422060278884 rel_err_elm= 0.008673894829987483
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  5.023575623830159
Test: rmse elm-ode =  0.004820353871813044 +- 0.00037142872196292736
Test: rel l-2 error elm-ode =  0.00826730338680171 +- 0.0006370308099153258
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15569
time= 20.110305547714233 rmse_elm= 0.004634340216588628 rel_err_elm= 0.007948274667599035
Number of functon evaluations of the ODE solver:  15554
time= 19.24857497215271 rmse_elm= 0.004494693061224318 rel_err_elm= 0.007708768309517829
Number of functon evaluations of the ODE solver:  15542
time= 19.908468008041382 rmse_elm= 0.004821006850765026 rel_err_elm= 0.008268423299414934
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  19.75578284263611
Test: rmse elm-ode =  0.0046500133761926575 +- 0.00013367724378787486
Test: rel l-2 error elm-ode =  0.007975155425510598 +- 0.00022926746867448256
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14273
time= 42.62282729148865 rmse_elm= 0.004072354131183508 rel_err_elm= 0.006984422305146301
Number of functon evaluations of the ODE solver:  14285
time= 43.22329354286194 rmse_elm= 0.003939193111605232 rel_err_elm= 0.006756040203453136
Number of functon evaluations of the ODE solver:  14273
time= 42.459736585617065 rmse_elm= 0.0040079325780848565 rel_err_elm= 0.006873934042608184
-------------------------------------------------------------------------
Width:  200 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  42.76861913998922
Test: rmse elm-ode =  0.004006493273624532 +- 5.437228449482111e-05
Test: rel l-2 error elm-ode =  0.006871465517069207 +- 9.3252940283222e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23243
time= 5.810916185379028 rmse_elm= 0.0019043847026765843 rel_err_elm= 0.003266176409635622
Number of functon evaluations of the ODE solver:  23330
time= 6.106241703033447 rmse_elm= 0.0013085507694953402 rel_err_elm= 0.0022442722041031084
Number of functon evaluations of the ODE solver:  23315
time= 5.753135681152344 rmse_elm= 0.0016271974505608537 rel_err_elm= 0.0027907774723097364
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.8900978565216064
Test: rmse elm-ode =  0.001613377640910926 +- 0.0002434443938378646
Test: rel l-2 error elm-ode =  0.0027670753620161557 +- 0.0004175271598714956
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21323
time= 13.115295886993408 rmse_elm= 0.00030904014238435963 rel_err_elm= 0.0005300292641857295
Number of functon evaluations of the ODE solver:  21398
time= 13.213188648223877 rmse_elm= 0.00031489569904716416 rel_err_elm= 0.000540072025509351
Number of functon evaluations of the ODE solver:  21248
time= 13.263733386993408 rmse_elm= 0.0002995977266289229 rel_err_elm= 0.0005138347444823139
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  13.19740597407023
Test: rmse elm-ode =  0.0003078445226868156 +- 6.302333952496437e-06
Test: rel l-2 error elm-ode =  0.0005279786780591314 +- 1.0809021124963999e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19070
time= 31.97671866416931 rmse_elm= 0.00022332815664737981 rel_err_elm= 0.0003830261584352568
Number of functon evaluations of the ODE solver:  19049
time= 31.835115671157837 rmse_elm= 0.0002263613224387952 rel_err_elm= 0.00038822828725960137
Number of functon evaluations of the ODE solver:  19037
time= 32.0892276763916 rmse_elm= 0.000222075021153874 rel_err_elm= 0.00038087692798764126
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  31.967020670572918
Test: rmse elm-ode =  0.00022392150008001632 +- 1.7994697363517918e-06
Test: rel l-2 error elm-ode =  0.00038404379122749984 +- 3.0862386126421184e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  16712
time= 66.38933300971985 rmse_elm= 0.00018346755856496976 rel_err_elm= 0.0003146619540033728
Number of functon evaluations of the ODE solver:  16802
time= 66.80776786804199 rmse_elm= 0.0001843356307763741 rel_err_elm= 0.0003161507692489291
Number of functon evaluations of the ODE solver:  16697
time= 66.78427577018738 rmse_elm= 0.00018267556430111515 rel_err_elm= 0.00031330361869563115
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  66.66045888264973
Test: rmse elm-ode =  0.0001834929178808197 +- 6.779564866788786e-07
Test: rel l-2 error elm-ode =  0.0003147054473159777 +- 1.162751139744938e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19442
time= 3.819243907928467 rmse_elm= 0.006058145073648158 rel_err_elm= 0.010390217112062273
Number of functon evaluations of the ODE solver:  19364
time= 3.4416635036468506 rmse_elm= 0.007021131160082519 rel_err_elm= 0.012041817460405018
Number of functon evaluations of the ODE solver:  19325
time= 3.4443297386169434 rmse_elm= 0.006243553477393799 rel_err_elm= 0.010708207775194087
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.5684123833974204
Test: rmse elm-ode =  0.0064409432370414925 +- 0.00041717908910272764
Test: rel l-2 error elm-ode =  0.01104674744922046 +- 0.0007154964527416755
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17048
time= 8.181137800216675 rmse_elm= 0.003855156955699926 rel_err_elm= 0.006611911283708823
Number of functon evaluations of the ODE solver:  17090
time= 8.114247798919678 rmse_elm= 0.003544840246638155 rel_err_elm= 0.0060796926026677545
Number of functon evaluations of the ODE solver:  17207
time= 8.95370078086853 rmse_elm= 0.0038193767007077737 rel_err_elm= 0.006550545203304026
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  8.416362126668295
Test: rmse elm-ode =  0.003739791301015285 +- 0.0001386229703521796
Test: rel l-2 error elm-ode =  0.006414049696560201 +- 0.00023774979654139737
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15578
time= 23.985363960266113 rmse_elm= 0.003022917674455182 rel_err_elm= 0.005184552460802273
Number of functon evaluations of the ODE solver:  15593
time= 24.328840732574463 rmse_elm= 0.003227920455485494 rel_err_elm= 0.005536149092706438
Number of functon evaluations of the ODE solver:  15575
time= 24.0789315700531 rmse_elm= 0.0031642898217194766 rel_err_elm= 0.005427017321880601
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  24.131045420964558
Test: rmse elm-ode =  0.0031383759838867174 +- 8.567450146127643e-05
Test: rel l-2 error elm-ode =  0.0053825729584631036 +- 0.00014693881713438432
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14345
time= 55.918083906173706 rmse_elm= 0.0023965384282421337 rel_err_elm= 0.004110260530925411
Number of functon evaluations of the ODE solver:  14345
time= 55.84750533103943 rmse_elm= 0.0023848025715870014 rel_err_elm= 0.004090132571432781
Number of functon evaluations of the ODE solver:  14333
time= 55.47523856163025 rmse_elm= 0.0024128147854560974 rel_err_elm= 0.004138175822353836
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  55.746942599614464
Test: rmse elm-ode =  0.0023980519284284105 +- 1.148590566948292e-05
Test: rel l-2 error elm-ode =  0.004112856308237343 +- 1.9699272992604175e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23297
time= 5.711257219314575 rmse_elm= 0.0019043840864640016 rel_err_elm= 0.003266175352780356
Number of functon evaluations of the ODE solver:  23396
time= 5.757669925689697 rmse_elm= 0.0013085500940547353 rel_err_elm= 0.002244271045666913
Number of functon evaluations of the ODE solver:  23357
time= 5.837467908859253 rmse_elm= 0.0016271964647256644 rel_err_elm= 0.002790775781521297
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.768798351287842
Test: rmse elm-ode =  0.0016133768817481336 +- 0.00024344441156431867
Test: rel l-2 error elm-ode =  0.0027670740599895216 +- 0.00041752719027382236
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21392
time= 13.396485805511475 rmse_elm= 0.0003090396619319628 rel_err_elm= 0.0005300284401703494
Number of functon evaluations of the ODE solver:  21440
time= 13.739121675491333 rmse_elm= 0.00031489478276650116 rel_err_elm= 0.0005400704540126455
Number of functon evaluations of the ODE solver:  21290
time= 13.312814712524414 rmse_elm= 0.000299596394455393 rel_err_elm= 0.0005138324596951326
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  13.482807397842407
Test: rmse elm-ode =  0.00030784361305128565 +- 6.302542921873652e-06
Test: rel l-2 error elm-ode =  0.0005279771179593759 +- 1.0809379524634606e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19124
time= 31.37604069709778 rmse_elm= 0.000223326666135024 rel_err_elm= 0.00038302360208396496
Number of functon evaluations of the ODE solver:  19094
time= 31.324751138687134 rmse_elm= 0.00022636044401591122 rel_err_elm= 0.00038822678069210095
Number of functon evaluations of the ODE solver:  19070
time= 32.076744556427 rmse_elm= 0.00022207366482642271 rel_err_elm= 0.00038087460177449803
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  31.592512130737305
Test: rmse elm-ode =  0.00022392025832578596 +- 1.7997004790720288e-06
Test: rel l-2 error elm-ode =  0.00038404166151685465 +- 3.086634355386999e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  16730
time= 66.33325672149658 rmse_elm= 0.0001834665884335817 rel_err_elm= 0.00031466029014824443
Number of functon evaluations of the ODE solver:  16835
time= 66.56449556350708 rmse_elm= 0.00018433406443940615 rel_err_elm= 0.00031614808285219053
Number of functon evaluations of the ODE solver:  16739
time= 66.13242864608765 rmse_elm= 0.0001826746200463418 rel_err_elm= 0.00031330199922102546
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  66.3433936436971
Test: rmse elm-ode =  0.00018349175763977655 +- 6.776990679859528e-07
Test: rel l-2 error elm-ode =  0.0003147034574071535 +- 1.1623096455126824e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19460
time= 3.9382975101470947 rmse_elm= 0.0060577413704662325 rel_err_elm= 0.010389524727898797
Number of functon evaluations of the ODE solver:  19391
time= 3.4365665912628174 rmse_elm= 0.007020066138184892 rel_err_elm= 0.012039990860247556
Number of functon evaluations of the ODE solver:  19364
time= 3.451364040374756 rmse_elm= 0.00623206162566905 rel_err_elm= 0.010688498304227611
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.6087427139282227
Test: rmse elm-ode =  0.006436623044773391 +- 0.0004186496309809109
Test: rel l-2 error elm-ode =  0.011039337964124657 +- 0.0007180185530217039
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17135
time= 8.032437086105347 rmse_elm= 0.003852061883359986 rel_err_elm= 0.006606602980061655
Number of functon evaluations of the ODE solver:  17144
time= 8.33130168914795 rmse_elm= 0.0035424559459043526 rel_err_elm= 0.006075603330789402
Number of functon evaluations of the ODE solver:  17237
time= 8.648716926574707 rmse_elm= 0.003819210777794247 rel_err_elm= 0.0065502606318593925
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  8.337485233942667
Test: rmse elm-ode =  0.003737909535686195 +- 0.0001388557479381136
Test: rel l-2 error elm-ode =  0.006410822314236816 +- 0.0002381490292483186
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15656
time= 24.920010328292847 rmse_elm= 0.0030190836401870354 rel_err_elm= 0.005177976776665158
Number of functon evaluations of the ODE solver:  15659
time= 24.649438619613647 rmse_elm= 0.0032258406034091323 rel_err_elm= 0.005532581975317921
Number of functon evaluations of the ODE solver:  15605
time= 24.618304014205933 rmse_elm= 0.003159173918169086 rel_err_elm= 0.0054182431264846965
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  24.729250987370808
Test: rmse elm-ode =  0.0031346993872550847 +- 8.616403912615823e-05
Test: rel l-2 error elm-ode =  0.005376267292822592 +- 0.0001477784144964183
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14384
time= 56.43302130699158 rmse_elm= 0.002392688005221225 rel_err_elm= 0.004103656738729257
Number of functon evaluations of the ODE solver:  14372
time= 55.53232979774475 rmse_elm= 0.002380638333335519 rel_err_elm= 0.004082990560303424
Number of functon evaluations of the ODE solver:  14384
time= 56.29275393486023 rmse_elm= 0.0024087897007972017 rel_err_elm= 0.004131272471081799
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  56.08603501319885
Test: rmse elm-ode =  0.0023940386797846485 +- 1.1532363557192198e-05
Test: rel l-2 error elm-ode =  0.004105973256704827 +- 1.977895209140396e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23243
time= 6.671629190444946 rmse_elm= 0.0019043847026765843 rel_err_elm= 0.003266176409635622
Number of functon evaluations of the ODE solver:  23330
time= 6.216862916946411 rmse_elm= 0.0013085507694953402 rel_err_elm= 0.0022442722041031084
Number of functon evaluations of the ODE solver:  23315
time= 5.863307952880859 rmse_elm= 0.0016271974505608537 rel_err_elm= 0.0027907774723097364
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  6.250600020090739
Test: rmse elm-ode =  0.001613377640910926 +- 0.0002434443938378646
Test: rel l-2 error elm-ode =  0.0027670753620161557 +- 0.0004175271598714956
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21323
time= 13.100855588912964 rmse_elm= 0.00030904014238435963 rel_err_elm= 0.0005300292641857295
Number of functon evaluations of the ODE solver:  21398
time= 13.92314100265503 rmse_elm= 0.00031489569904716416 rel_err_elm= 0.000540072025509351
Number of functon evaluations of the ODE solver:  21248
time= 13.214453220367432 rmse_elm= 0.0002995977266289229 rel_err_elm= 0.0005138347444823139
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  13.412816603978476
Test: rmse elm-ode =  0.0003078445226868156 +- 6.302333952496437e-06
Test: rel l-2 error elm-ode =  0.0005279786780591314 +- 1.0809021124963999e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19070
time= 32.015286445617676 rmse_elm= 0.00022332815664737981 rel_err_elm= 0.0003830261584352568
Number of functon evaluations of the ODE solver:  19049
time= 31.865790605545044 rmse_elm= 0.0002263613224387952 rel_err_elm= 0.00038822828725960137
Number of functon evaluations of the ODE solver:  19037
time= 32.043536901474 rmse_elm= 0.000222075021153874 rel_err_elm= 0.00038087692798764126
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  31.974871317545574
Test: rmse elm-ode =  0.00022392150008001632 +- 1.7994697363517918e-06
Test: rel l-2 error elm-ode =  0.00038404379122749984 +- 3.0862386126421184e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  16712
time= 65.90792989730835 rmse_elm= 0.00018346755856496976 rel_err_elm= 0.0003146619540033728
Number of functon evaluations of the ODE solver:  16802
time= 66.58729004859924 rmse_elm= 0.0001843356307763741 rel_err_elm= 0.0003161507692489291
Number of functon evaluations of the ODE solver:  16697
time= 68.02555727958679 rmse_elm= 0.00018267556430111515 rel_err_elm= 0.00031330361869563115
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  66.8402590751648
Test: rmse elm-ode =  0.0001834929178808197 +- 6.779564866788786e-07
Test: rel l-2 error elm-ode =  0.0003147054473159777 +- 1.162751139744938e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19442
time= 3.5662155151367188 rmse_elm= 0.006058145073648158 rel_err_elm= 0.010390217112062273
Number of functon evaluations of the ODE solver:  19364
time= 3.370936632156372 rmse_elm= 0.007021131160082519 rel_err_elm= 0.012041817460405018
Number of functon evaluations of the ODE solver:  19325
time= 3.549093008041382 rmse_elm= 0.006243553477393799 rel_err_elm= 0.010708207775194087
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.4954150517781577
Test: rmse elm-ode =  0.0064409432370414925 +- 0.00041717908910272764
Test: rel l-2 error elm-ode =  0.01104674744922046 +- 0.0007154964527416755
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17048
time= 8.071239709854126 rmse_elm= 0.003855156955699926 rel_err_elm= 0.006611911283708823
Number of functon evaluations of the ODE solver:  17090
time= 8.655957460403442 rmse_elm= 0.003544840246638155 rel_err_elm= 0.0060796926026677545
Number of functon evaluations of the ODE solver:  17207
time= 8.398111343383789 rmse_elm= 0.0038193767007077737 rel_err_elm= 0.006550545203304026
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  8.375102837880453
Test: rmse elm-ode =  0.003739791301015285 +- 0.0001386229703521796
Test: rel l-2 error elm-ode =  0.006414049696560201 +- 0.00023774979654139737
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15578
time= 24.715521335601807 rmse_elm= 0.003022917674455182 rel_err_elm= 0.005184552460802273
Number of functon evaluations of the ODE solver:  15593
time= 24.199905157089233 rmse_elm= 0.003227920455485494 rel_err_elm= 0.005536149092706438
Number of functon evaluations of the ODE solver:  15575
time= 24.814560651779175 rmse_elm= 0.0031642898217194766 rel_err_elm= 0.005427017321880601
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  24.57666238149007
Test: rmse elm-ode =  0.0031383759838867174 +- 8.567450146127643e-05
Test: rel l-2 error elm-ode =  0.0053825729584631036 +- 0.00014693881713438432
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14345
time= 56.3524124622345 rmse_elm= 0.0023965384282421337 rel_err_elm= 0.004110260530925411
Number of functon evaluations of the ODE solver:  14345
time= 55.58293414115906 rmse_elm= 0.0023848025715870014 rel_err_elm= 0.004090132571432781
Number of functon evaluations of the ODE solver:  14333
time= 55.37028479576111 rmse_elm= 0.0024128147854560974 rel_err_elm= 0.004138175822353836
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  55.76854379971822
Test: rmse elm-ode =  0.0023980519284284105 +- 1.148590566948292e-05
Test: rel l-2 error elm-ode =  0.004112856308237343 +- 1.9699272992604175e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23297
time= 6.522901773452759 rmse_elm= 0.0019043840864640016 rel_err_elm= 0.003266175352780356
Number of functon evaluations of the ODE solver:  23396
time= 5.8883891105651855 rmse_elm= 0.0013085500940547353 rel_err_elm= 0.002244271045666913
Number of functon evaluations of the ODE solver:  23357
time= 5.920168876647949 rmse_elm= 0.0016271964647256644 rel_err_elm= 0.002790775781521297
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  6.110486586888631
Test: rmse elm-ode =  0.0016133768817481336 +- 0.00024344441156431867
Test: rel l-2 error elm-ode =  0.0027670740599895216 +- 0.00041752719027382236
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21392
time= 13.50497317314148 rmse_elm= 0.0003090396619319628 rel_err_elm= 0.0005300284401703494
Number of functon evaluations of the ODE solver:  21440
time= 13.855445861816406 rmse_elm= 0.00031489478276650116 rel_err_elm= 0.0005400704540126455
Number of functon evaluations of the ODE solver:  21290
time= 13.18540644645691 rmse_elm= 0.000299596394455393 rel_err_elm= 0.0005138324596951326
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  13.515275160471598
Test: rmse elm-ode =  0.00030784361305128565 +- 6.302542921873652e-06
Test: rel l-2 error elm-ode =  0.0005279771179593759 +- 1.0809379524634606e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19124
time= 32.13678026199341 rmse_elm= 0.000223326666135024 rel_err_elm= 0.00038302360208396496
Number of functon evaluations of the ODE solver:  19094
time= 31.740323781967163 rmse_elm= 0.00022636044401591122 rel_err_elm= 0.00038822678069210095
Number of functon evaluations of the ODE solver:  19070
time= 31.62803602218628 rmse_elm= 0.00022207366482642271 rel_err_elm= 0.00038087460177449803
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  31.835046688715618
Test: rmse elm-ode =  0.00022392025832578596 +- 1.7997004790720288e-06
Test: rel l-2 error elm-ode =  0.00038404166151685465 +- 3.086634355386999e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  16730
time= 66.50187301635742 rmse_elm= 0.0001834665884335817 rel_err_elm= 0.00031466029014824443
Number of functon evaluations of the ODE solver:  16835
time= 67.52236890792847 rmse_elm= 0.00018433406443940615 rel_err_elm= 0.00031614808285219053
Number of functon evaluations of the ODE solver:  16739
time= 66.42516446113586 rmse_elm= 0.0001826746200463418 rel_err_elm= 0.00031330199922102546
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  66.81646879514058
Test: rmse elm-ode =  0.00018349175763977655 +- 6.776990679859528e-07
Test: rel l-2 error elm-ode =  0.0003147034574071535 +- 1.1623096455126824e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19460
time= 3.45979642868042 rmse_elm= 0.0060577413704662325 rel_err_elm= 0.010389524727898797
Number of functon evaluations of the ODE solver:  19391
time= 3.3259129524230957 rmse_elm= 0.007020066138184892 rel_err_elm= 0.012039990860247556
Number of functon evaluations of the ODE solver:  19364
time= 3.505504608154297 rmse_elm= 0.00623206162566905 rel_err_elm= 0.010688498304227611
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.4304046630859375
Test: rmse elm-ode =  0.006436623044773391 +- 0.0004186496309809109
Test: rel l-2 error elm-ode =  0.011039337964124657 +- 0.0007180185530217039
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17135
time= 8.242094039916992 rmse_elm= 0.003852061883359986 rel_err_elm= 0.006606602980061655
Number of functon evaluations of the ODE solver:  17144
time= 8.497589588165283 rmse_elm= 0.0035424559459043526 rel_err_elm= 0.006075603330789402
Number of functon evaluations of the ODE solver:  17237
time= 8.79400086402893 rmse_elm= 0.003819210777794247 rel_err_elm= 0.0065502606318593925
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  8.51122816403707
Test: rmse elm-ode =  0.003737909535686195 +- 0.0001388557479381136
Test: rel l-2 error elm-ode =  0.006410822314236816 +- 0.0002381490292483186
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15656
time= 24.813371181488037 rmse_elm= 0.0030190836401870354 rel_err_elm= 0.005177976776665158
Number of functon evaluations of the ODE solver:  15659
time= 24.941781044006348 rmse_elm= 0.0032258406034091323 rel_err_elm= 0.005532581975317921
Number of functon evaluations of the ODE solver:  15605
time= 24.883589506149292 rmse_elm= 0.003159173918169086 rel_err_elm= 0.0054182431264846965
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  24.879580577214558
Test: rmse elm-ode =  0.0031346993872550847 +- 8.616403912615823e-05
Test: rel l-2 error elm-ode =  0.005376267292822592 +- 0.0001477784144964183
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14384
time= 55.90135407447815 rmse_elm= 0.002392688005221225 rel_err_elm= 0.004103656738729257
Number of functon evaluations of the ODE solver:  14372
time= 55.430336713790894 rmse_elm= 0.002380638333335519 rel_err_elm= 0.004082990560303424
Number of functon evaluations of the ODE solver:  14384
time= 56.08573126792908 rmse_elm= 0.0024087897007972017 rel_err_elm= 0.004131272471081799
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  55.80580735206604
Test: rmse elm-ode =  0.0023940386797846485 +- 1.1532363557192198e-05
Test: rel l-2 error elm-ode =  0.004105973256704827 +- 1.977895209140396e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23360
time= 7.448003053665161 rmse_elm= 0.1661912400870814 rel_err_elm= 0.2850316467558282
Number of functon evaluations of the ODE solver:  23360
time= 7.498305082321167 rmse_elm= 0.05658629713867175 rel_err_elm= 0.09705015408031709
Number of functon evaluations of the ODE solver:  23360
time= 7.373971700668335 rmse_elm= 0.037931806761219496 rel_err_elm= 0.06505616866393843
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.440093278884888
Test: rmse elm-ode =  0.08690311466232421 +- 0.05658004729489972
Test: rel l-2 error elm-ode =  0.14904598983336123 +- 0.09703943508416919
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22613
time= 19.114681005477905 rmse_elm= 0.0005712903274684196 rel_err_elm= 0.0009798099029087021
Number of functon evaluations of the ODE solver:  22610
time= 18.840590000152588 rmse_elm= 0.0005612835781942423 rel_err_elm= 0.000962647504801576
Number of functon evaluations of the ODE solver:  22523
time= 19.104827880859375 rmse_elm= 0.0006158514887214932 rel_err_elm= 0.0010562359598215712
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  19.020032962163288
Test: rmse elm-ode =  0.0005828084647947184 +- 2.3719398958491404e-05
Test: rel l-2 error elm-ode =  0.0009995644558439497 +- 4.06807202452713e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  20378
time= 42.840184926986694 rmse_elm= 0.0002519772892434581 rel_err_elm= 0.00043216177736262905
Number of functon evaluations of the ODE solver:  20351
time= 42.25581693649292 rmse_elm= 0.00026144591186915583 rel_err_elm= 0.0004484012440041799
Number of functon evaluations of the ODE solver:  20315
time= 43.07094168663025 rmse_elm= 0.0002525840759831579 rel_err_elm= 0.00043320246653226046
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  42.722314516703285
Test: rmse elm-ode =  0.00025533575903192394 +- 4.3276262398393096e-06
Test: rel l-2 error elm-ode =  0.0004379218292996898 +- 7.422234968815409e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17729
time= 88.06399393081665 rmse_elm= 0.00019017238640353304 rel_err_elm= 0.0003261612852499453
Number of functon evaluations of the ODE solver:  17558
time= 87.49005913734436 rmse_elm= 0.00019118141760345565 rel_err_elm= 0.00032789185675534627
Number of functon evaluations of the ODE solver:  17588
time= 87.36450576782227 rmse_elm= 0.00019076558892847445 rel_err_elm= 0.00032717867637390086
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  87.63951961199443
Test: rmse elm-ode =  0.00019070646431182102 +- 4.140513501367722e-07
Test: rel l-2 error elm-ode =  0.0003270772727930642 +- 7.101321231439158e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22622
time= 5.768035173416138 rmse_elm= 0.005944941885769288 rel_err_elm= 0.010196064333358556
Number of functon evaluations of the ODE solver:  22301
time= 5.65387487411499 rmse_elm= 0.00630242825966229 rel_err_elm= 0.010809182869510645
Number of functon evaluations of the ODE solver:  21635
time= 5.075849294662476 rmse_elm= 0.005333932256837089 rel_err_elm= 0.009148132561341228
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.499253114064534
Test: rmse elm-ode =  0.005860434134089556 +- 0.0003998768951753111
Test: rel l-2 error elm-ode =  0.010051126588070142 +- 0.0006858217669698128
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17114
time= 10.515726566314697 rmse_elm= 0.003703053416820969 rel_err_elm= 0.0063510412033042155
Number of functon evaluations of the ODE solver:  17183
time= 10.907713174819946 rmse_elm= 0.0035037352249267196 rel_err_elm= 0.0060091941093524314
Number of functon evaluations of the ODE solver:  17285
time= 10.264206171035767 rmse_elm= 0.003638942695274636 rel_err_elm= 0.006241086042445674
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.562548637390137
Test: rmse elm-ode =  0.003615243779007441 +- 8.3078935874977e-05
Test: rel l-2 error elm-ode =  0.006200440451700773 +- 0.00014248720865647646
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15653
time= 29.097695112228394 rmse_elm= 0.0027536369338199353 rel_err_elm= 0.004722713841012952
Number of functon evaluations of the ODE solver:  15668
time= 28.80979347229004 rmse_elm= 0.0029215774662273864 rel_err_elm= 0.0050107456679856855
Number of functon evaluations of the ODE solver:  15641
time= 28.366763591766357 rmse_elm= 0.0029034781871768935 rel_err_elm= 0.00497970391566377
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  28.758084058761597
Test: rmse elm-ode =  0.0028595641957414046 +- 7.526546170797355e-05
Test: rel l-2 error elm-ode =  0.004904387808220802 +- 0.00012908645776528522
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14429
time= 69.28481197357178 rmse_elm= 0.001952781999316439 rel_err_elm= 0.003349181754276891
Number of functon evaluations of the ODE solver:  14429
time= 68.15538263320923 rmse_elm= 0.001981876238915504 rel_err_elm= 0.003399080768326518
Number of functon evaluations of the ODE solver:  14432
time= 67.73207211494446 rmse_elm= 0.002061892622689343 rel_err_elm= 0.0035363154482203137
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  68.39075557390849
Test: rmse elm-ode =  0.001998850286973762 +- 4.613292940925495e-05
Test: rel l-2 error elm-ode =  0.003428192656941241 +- 7.912176858599943e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23402
time= 7.548993825912476 rmse_elm= 0.16619120651089023 rel_err_elm= 0.28503158916989857
Number of functon evaluations of the ODE solver:  23429
time= 7.59016752243042 rmse_elm= 0.05658627454028059 rel_err_elm= 0.09705011532221744
Number of functon evaluations of the ODE solver:  23402
time= 7.444072484970093 rmse_elm= 0.03793180313268121 rel_err_elm= 0.06505616244069681
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.527744611104329
Test: rmse elm-ode =  0.08690309472795067 +- 0.05658003669406241
Test: rel l-2 error elm-ode =  0.14904595564427092 +- 0.09703941690286123
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22682
time= 19.560529232025146 rmse_elm= 0.0005712921969958315 rel_err_elm= 0.0009798131093019908
Number of functon evaluations of the ODE solver:  22667
time= 19.2147216796875 rmse_elm= 0.0005612831836370362 rel_err_elm= 0.0009626468281035134
Number of functon evaluations of the ODE solver:  22577
time= 19.189915895462036 rmse_elm= 0.0006158487489397299 rel_err_elm= 0.0010562312608704872
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  19.321722269058228
Test: rmse elm-ode =  0.0005828080431908659 +- 2.3717943480150184e-05
Test: rel l-2 error elm-ode =  0.0009995637327586638 +- 4.0678223980196267e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  20435
time= 42.68371653556824 rmse_elm= 0.00025197585346416917 rel_err_elm= 0.000432159314883049
Number of functon evaluations of the ODE solver:  20393
time= 43.032859563827515 rmse_elm= 0.00026144379217135036 rel_err_elm= 0.00044839760854808845
Number of functon evaluations of the ODE solver:  20345
time= 43.464245557785034 rmse_elm= 0.0002525826801585709 rel_err_elm= 0.0004332000725782807
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  43.06027388572693
Test: rmse elm-ode =  0.00025533410859803016 +- 4.32729589804332e-06
Test: rel l-2 error elm-ode =  0.000437918998669806 +- 7.421668405463119e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17747
time= 88.6153461933136 rmse_elm= 0.00019017085038487648 rel_err_elm= 0.0003261586508516046
Number of functon evaluations of the ODE solver:  17648
time= 88.14676785469055 rmse_elm= 0.00019117990172468153 rel_err_elm= 0.0003278892568985605
Number of functon evaluations of the ODE solver:  17642
time= 87.87974333763123 rmse_elm= 0.00019076406057293285 rel_err_elm= 0.00032717605511843264
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  88.21395246187846
Test: rmse elm-ode =  0.00019070493756083028 +- 4.140594156323075e-07
Test: rel l-2 error elm-ode =  0.0003270746542895326 +- 7.101459561321702e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22640
time= 6.523092746734619 rmse_elm= 0.005944937111633481 rel_err_elm= 0.01019605614532295
Number of functon evaluations of the ODE solver:  22328
time= 5.598737478256226 rmse_elm= 0.006302410891483963 rel_err_elm= 0.010809153081656201
Number of functon evaluations of the ODE solver:  21665
time= 5.205411911010742 rmse_elm= 0.005333916905829069 rel_err_elm= 0.009148106233099782
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.775747378667195
Test: rmse elm-ode =  0.005860421636315505 +- 0.0003998768970892525
Test: rel l-2 error elm-ode =  0.010051105153359644 +- 0.00068582177025238
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17177
time= 10.720861434936523 rmse_elm= 0.003701481905872219 rel_err_elm= 0.006348345932762987
Number of functon evaluations of the ODE solver:  17234
time= 10.547382593154907 rmse_elm= 0.0035021538571202594 rel_err_elm= 0.006006481933489457
Number of functon evaluations of the ODE solver:  17312
time= 10.332771062850952 rmse_elm= 0.003638717095285921 rel_err_elm= 0.006240699119908374
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.533671696980795
Test: rmse elm-ode =  0.0036141176194261332 +- 8.321365438535568e-05
Test: rel l-2 error elm-ode =  0.006198508995386939 +- 0.00014271826198300298
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15719
time= 28.72220230102539 rmse_elm= 0.0027511768802329175 rel_err_elm= 0.004718494646760307
Number of functon evaluations of the ODE solver:  15707
time= 29.20641565322876 rmse_elm= 0.0029203444349863244 rel_err_elm= 0.00500863091798468
Number of functon evaluations of the ODE solver:  15704
time= 29.086364269256592 rmse_elm= 0.0029011813073829217 rel_err_elm= 0.004975764577888006
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  29.004994074503582
Test: rmse elm-ode =  0.002857567540867388 +- 7.563524693142015e-05
Test: rel l-2 error elm-ode =  0.004900963380877664 +- 0.00012972066984005977
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14447
time= 69.43124270439148 rmse_elm= 0.001948143555884408 rel_err_elm= 0.0033412264422573
Number of functon evaluations of the ODE solver:  14435
time= 68.74227476119995 rmse_elm= 0.0019811754716112543 rel_err_elm= 0.0033978788947583425
Number of functon evaluations of the ODE solver:  14462
time= 68.90860605239868 rmse_elm= 0.0020593045707253516 rel_err_elm= 0.003531876726222695
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  69.0273745059967
Test: rmse elm-ode =  0.0019962078660736714 +- 4.660953026704874e-05
Test: rel l-2 error elm-ode =  0.0034236606877461125 +- 7.993917825976456e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23360
time= 7.571025133132935 rmse_elm= 0.1661912400870814 rel_err_elm= 0.2850316467558282
Number of functon evaluations of the ODE solver:  23360
time= 8.000711441040039 rmse_elm= 0.05658629713867175 rel_err_elm= 0.09705015408031709
Number of functon evaluations of the ODE solver:  23360
time= 7.390453100204468 rmse_elm= 0.037931806761219496 rel_err_elm= 0.06505616866393843
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.6540632247924805
Test: rmse elm-ode =  0.08690311466232421 +- 0.05658004729489972
Test: rel l-2 error elm-ode =  0.14904598983336123 +- 0.09703943508416919
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22613
time= 19.74616575241089 rmse_elm= 0.0005712903274684196 rel_err_elm= 0.0009798099029087021
Number of functon evaluations of the ODE solver:  22610
time= 19.01788568496704 rmse_elm= 0.0005612835781942423 rel_err_elm= 0.000962647504801576
Number of functon evaluations of the ODE solver:  22523
time= 19.240780353546143 rmse_elm= 0.0006158514887214932 rel_err_elm= 0.0010562359598215712
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  19.334943930308025
Test: rmse elm-ode =  0.0005828084647947184 +- 2.3719398958491404e-05
Test: rel l-2 error elm-ode =  0.0009995644558439497 +- 4.06807202452713e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  20378
time= 43.27512526512146 rmse_elm= 0.0002519772892434581 rel_err_elm= 0.00043216177736262905
Number of functon evaluations of the ODE solver:  20351
time= 42.98778557777405 rmse_elm= 0.00026144591186915583 rel_err_elm= 0.0004484012440041799
Number of functon evaluations of the ODE solver:  20315
time= 42.45276927947998 rmse_elm= 0.0002525840759831579 rel_err_elm= 0.00043320246653226046
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  42.905226707458496
Test: rmse elm-ode =  0.00025533575903192394 +- 4.3276262398393096e-06
Test: rel l-2 error elm-ode =  0.0004379218292996898 +- 7.422234968815409e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17729
time= 89.75265717506409 rmse_elm= 0.00019017238640353304 rel_err_elm= 0.0003261612852499453
Number of functon evaluations of the ODE solver:  17558
time= 88.07006621360779 rmse_elm= 0.00019118141760345565 rel_err_elm= 0.00032789185675534627
Number of functon evaluations of the ODE solver:  17588
time= 88.31007289886475 rmse_elm= 0.00019076558892847445 rel_err_elm= 0.00032717867637390086
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  88.71093209584554
Test: rmse elm-ode =  0.00019070646431182102 +- 4.140513501367722e-07
Test: rel l-2 error elm-ode =  0.0003270772727930642 +- 7.101321231439158e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22622
time= 6.086287498474121 rmse_elm= 0.005944941885769288 rel_err_elm= 0.010196064333358556
Number of functon evaluations of the ODE solver:  22301
time= 5.482630491256714 rmse_elm= 0.00630242825966229 rel_err_elm= 0.010809182869510645
Number of functon evaluations of the ODE solver:  21635
time= 5.1313862800598145 rmse_elm= 0.005333932256837089 rel_err_elm= 0.009148132561341228
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.566768089930217
Test: rmse elm-ode =  0.005860434134089556 +- 0.0003998768951753111
Test: rel l-2 error elm-ode =  0.010051126588070142 +- 0.0006858217669698128
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17114
time= 10.55657696723938 rmse_elm= 0.003703053416820969 rel_err_elm= 0.0063510412033042155
Number of functon evaluations of the ODE solver:  17183
time= 10.806134462356567 rmse_elm= 0.0035037352249267196 rel_err_elm= 0.0060091941093524314
Number of functon evaluations of the ODE solver:  17285
time= 10.075952291488647 rmse_elm= 0.003638942695274636 rel_err_elm= 0.006241086042445674
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.479554573694864
Test: rmse elm-ode =  0.003615243779007441 +- 8.3078935874977e-05
Test: rel l-2 error elm-ode =  0.006200440451700773 +- 0.00014248720865647646
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15653
time= 28.95376944541931 rmse_elm= 0.0027536369338199353 rel_err_elm= 0.004722713841012952
Number of functon evaluations of the ODE solver:  15668
time= 28.555481672286987 rmse_elm= 0.0029215774662273864 rel_err_elm= 0.0050107456679856855
Number of functon evaluations of the ODE solver:  15641
time= 27.66268277168274 rmse_elm= 0.0029034781871768935 rel_err_elm= 0.00497970391566377
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  28.390644629796345
Test: rmse elm-ode =  0.0028595641957414046 +- 7.526546170797355e-05
Test: rel l-2 error elm-ode =  0.004904387808220802 +- 0.00012908645776528522
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14429
time= 69.01467442512512 rmse_elm= 0.001952781999316439 rel_err_elm= 0.003349181754276891
Number of functon evaluations of the ODE solver:  14429
time= 68.35062766075134 rmse_elm= 0.001981876238915504 rel_err_elm= 0.003399080768326518
Number of functon evaluations of the ODE solver:  14432
time= 68.59084439277649 rmse_elm= 0.002061892622689343 rel_err_elm= 0.0035363154482203137
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  68.65204882621765
Test: rmse elm-ode =  0.001998850286973762 +- 4.613292940925495e-05
Test: rel l-2 error elm-ode =  0.003428192656941241 +- 7.912176858599943e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23402
time= 7.779919624328613 rmse_elm= 0.16619120651089023 rel_err_elm= 0.28503158916989857
Number of functon evaluations of the ODE solver:  23429
time= 7.64686131477356 rmse_elm= 0.05658627454028059 rel_err_elm= 0.09705011532221744
Number of functon evaluations of the ODE solver:  23402
time= 7.815706014633179 rmse_elm= 0.03793180313268121 rel_err_elm= 0.06505616244069681
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.747495651245117
Test: rmse elm-ode =  0.08690309472795067 +- 0.05658003669406241
Test: rel l-2 error elm-ode =  0.14904595564427092 +- 0.09703941690286123
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22682
time= 19.925732851028442 rmse_elm= 0.0005712921969958315 rel_err_elm= 0.0009798131093019908
Number of functon evaluations of the ODE solver:  22667
time= 19.288662433624268 rmse_elm= 0.0005612831836370362 rel_err_elm= 0.0009626468281035134
Number of functon evaluations of the ODE solver:  22577
time= 18.8690824508667 rmse_elm= 0.0006158487489397299 rel_err_elm= 0.0010562312608704872
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  19.361159245173138
Test: rmse elm-ode =  0.0005828080431908659 +- 2.3717943480150184e-05
Test: rel l-2 error elm-ode =  0.0009995637327586638 +- 4.0678223980196267e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  20435
time= 42.870731592178345 rmse_elm= 0.00025197585346416917 rel_err_elm= 0.000432159314883049
Number of functon evaluations of the ODE solver:  20393
time= 42.902061462402344 rmse_elm= 0.00026144379217135036 rel_err_elm= 0.00044839760854808845
Number of functon evaluations of the ODE solver:  20345
time= 43.065011501312256 rmse_elm= 0.0002525826801585709 rel_err_elm= 0.0004332000725782807
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  42.94593485196432
Test: rmse elm-ode =  0.00025533410859803016 +- 4.32729589804332e-06
Test: rel l-2 error elm-ode =  0.000437918998669806 +- 7.421668405463119e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17747
time= 88.5276038646698 rmse_elm= 0.00019017085038487648 rel_err_elm= 0.0003261586508516046
Number of functon evaluations of the ODE solver:  17648
time= 89.10255980491638 rmse_elm= 0.00019117990172468153 rel_err_elm= 0.0003278892568985605
Number of functon evaluations of the ODE solver:  17642
time= 88.61746025085449 rmse_elm= 0.00019076406057293285 rel_err_elm= 0.00032717605511843264
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  88.74920797348022
Test: rmse elm-ode =  0.00019070493756083028 +- 4.140594156323075e-07
Test: rel l-2 error elm-ode =  0.0003270746542895326 +- 7.101459561321702e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22640
time= 5.9356207847595215 rmse_elm= 0.005944937111633481 rel_err_elm= 0.01019605614532295
Number of functon evaluations of the ODE solver:  22328
time= 5.567005157470703 rmse_elm= 0.006302410891483963 rel_err_elm= 0.010809153081656201
Number of functon evaluations of the ODE solver:  21665
time= 5.927579641342163 rmse_elm= 0.005333916905829069 rel_err_elm= 0.009148106233099782
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.810068527857463
Test: rmse elm-ode =  0.005860421636315505 +- 0.0003998768970892525
Test: rel l-2 error elm-ode =  0.010051105153359644 +- 0.00068582177025238
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17177
time= 10.718381881713867 rmse_elm= 0.003701481905872219 rel_err_elm= 0.006348345932762987
Number of functon evaluations of the ODE solver:  17234
time= 10.397205114364624 rmse_elm= 0.0035021538571202594 rel_err_elm= 0.006006481933489457
Number of functon evaluations of the ODE solver:  17312
time= 10.601249933242798 rmse_elm= 0.003638717095285921 rel_err_elm= 0.006240699119908374
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.57227897644043
Test: rmse elm-ode =  0.0036141176194261332 +- 8.321365438535568e-05
Test: rel l-2 error elm-ode =  0.006198508995386939 +- 0.00014271826198300298
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15719
time= 28.717088222503662 rmse_elm= 0.0027511768802329175 rel_err_elm= 0.004718494646760307
Number of functon evaluations of the ODE solver:  15707
time= 28.585622787475586 rmse_elm= 0.0029203444349863244 rel_err_elm= 0.00500863091798468
Number of functon evaluations of the ODE solver:  15704
time= 28.24412226676941 rmse_elm= 0.0029011813073829217 rel_err_elm= 0.004975764577888006
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  28.515611092249554
Test: rmse elm-ode =  0.002857567540867388 +- 7.563524693142015e-05
Test: rel l-2 error elm-ode =  0.004900963380877664 +- 0.00012972066984005977
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14447
time= 69.45712995529175 rmse_elm= 0.001948143555884408 rel_err_elm= 0.0033412264422573
Number of functon evaluations of the ODE solver:  14435
time= 68.80519914627075 rmse_elm= 0.0019811754716112543 rel_err_elm= 0.0033978788947583425
Number of functon evaluations of the ODE solver:  14462
time= 68.21675896644592 rmse_elm= 0.0020593045707253516 rel_err_elm= 0.003531876726222695
-------------------------------------------------------------------------
Width:  600 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  68.82636268933614
Test: rmse elm-ode =  0.0019962078660736714 +- 4.660953026704874e-05
Test: rel l-2 error elm-ode =  0.0034236606877461125 +- 7.993917825976456e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22733
time= 7.480538845062256 rmse_elm= 0.048602430191911634 rel_err_elm= 0.08335716555624051
Number of functon evaluations of the ODE solver:  22700
time= 7.293213605880737 rmse_elm= 0.039957500081352994 rel_err_elm= 0.06853039933071359
Number of functon evaluations of the ODE solver:  22736
time= 7.475308418273926 rmse_elm= 0.03170169250332922 rel_err_elm= 0.05437101025563152
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.416353623072307
Test: rmse elm-ode =  0.04008720759219795 +- 0.0069003068353682495
Test: rel l-2 error elm-ode =  0.06875285838086187 +- 0.011834593805154454
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23300
time= 24.82447600364685 rmse_elm= 0.001761920134116877 rel_err_elm= 0.003021837956178902
Number of functon evaluations of the ODE solver:  23291
time= 24.86463761329651 rmse_elm= 0.0014718362422455858 rel_err_elm= 0.0025243202208633147
Number of functon evaluations of the ODE solver:  23291
time= 24.92564058303833 rmse_elm= 0.0014366226900640394 rel_err_elm= 0.002463926082392663
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  24.87158473332723
Test: rmse elm-ode =  0.0015567930221421673 +- 0.00014575744146726421
Test: rel l-2 error elm-ode =  0.0026700280864782933 +- 0.0002499860013473722
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21218
time= 53.154380083084106 rmse_elm= 0.00031538267550631756 rel_err_elm= 0.0005409072301928896
Number of functon evaluations of the ODE solver:  21305
time= 52.380449295043945 rmse_elm= 0.00034282073164098215 rel_err_elm= 0.0005879657533722363
Number of functon evaluations of the ODE solver:  21398
time= 53.631112813949585 rmse_elm= 0.0003239307719734187 rel_err_elm= 0.000555567918754867
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  53.05531406402588
Test: rmse elm-ode =  0.00032737805970690616 +- 1.1463698520411897e-05
Test: rel l-2 error elm-ode =  0.000561480300773331 +- 1.966118590530542e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18356
time= 108.96140766143799 rmse_elm= 0.00019997471412436395 rel_err_elm= 0.0003429730835784538
Number of functon evaluations of the ODE solver:  18458
time= 109.89593815803528 rmse_elm= 0.0002028940107022986 rel_err_elm= 0.00034797991733540365
Number of functon evaluations of the ODE solver:  18413
time= 109.94823026657104 rmse_elm= 0.00019970657697184274 rel_err_elm= 0.00034251320630634545
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  109.6018586953481
Test: rmse elm-ode =  0.0002008584339328351 +- 1.4435266933047785e-06
Test: rel l-2 error elm-ode =  0.0003444887357400676 +- 2.4757670158370705e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23405
time= 7.896750450134277 rmse_elm= 0.007133812415972418 rel_err_elm= 0.012235075082816306
Number of functon evaluations of the ODE solver:  23333
time= 7.079303741455078 rmse_elm= 0.0075970522105062175 rel_err_elm= 0.013029569434080636
Number of functon evaluations of the ODE solver:  23048
time= 6.561751842498779 rmse_elm= 0.006467802785394529 rel_err_elm= 0.011092813783969346
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.179268678029378
Test: rmse elm-ode =  0.007066222470624388 +- 0.00046348489120493955
Test: rel l-2 error elm-ode =  0.012119152766955429 +- 0.0007949147122156828
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18227
time= 12.775528192520142 rmse_elm= 0.003739966825236542 rel_err_elm= 0.0064143507350373444
Number of functon evaluations of the ODE solver:  17243
time= 12.491093635559082 rmse_elm= 0.003526712972477149 rel_err_elm= 0.006048602836428581
Number of functon evaluations of the ODE solver:  18005
time= 12.471639156341553 rmse_elm= 0.003551186704562211 rel_err_elm= 0.006090577300033347
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.579420328140259
Test: rmse elm-ode =  0.003605955500758634 +- 9.528559599710464e-05
Test: rel l-2 error elm-ode =  0.006184510290499758 +- 0.00016342263482078942
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15755
time= 33.081626415252686 rmse_elm= 0.0026035310030287067 rel_err_elm= 0.004465269822791404
Number of functon evaluations of the ODE solver:  15767
time= 32.77616548538208 rmse_elm= 0.0027577458629989135 rel_err_elm= 0.004729760992533534
Number of functon evaluations of the ODE solver:  15716
time= 33.4608633518219 rmse_elm= 0.00266217148093241 rel_err_elm= 0.004565843065849721
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  33.10621841748556
Test: rmse elm-ode =  0.0026744827823200097 +- 6.35569658668498e-05
Test: rel l-2 error elm-ode =  0.004586957960391553 +- 0.00010900542431923478
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14504
time= 81.79058504104614 rmse_elm= 0.0017549750651838954 rel_err_elm= 0.0030099265916944487
Number of functon evaluations of the ODE solver:  14489
time= 81.58106899261475 rmse_elm= 0.0018360275639460724 rel_err_elm= 0.0031489382940185465
Number of functon evaluations of the ODE solver:  14534
time= 79.42044186592102 rmse_elm= 0.001876620470373661 rel_err_elm= 0.003218558467498197
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  80.93069863319397
Test: rmse elm-ode =  0.0018225410331678762 +- 5.056887076235072e-05
Test: rel l-2 error elm-ode =  0.0031258077844037307 +- 8.672977288347407e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22811
time= 7.773345470428467 rmse_elm= 0.048602430550486776 rel_err_elm= 0.08335716617122638
Number of functon evaluations of the ODE solver:  22742
time= 8.071601390838623 rmse_elm= 0.03995749441391085 rel_err_elm= 0.06853038961058415
Number of functon evaluations of the ODE solver:  22802
time= 7.763927459716797 rmse_elm= 0.03170169245295155 rel_err_elm= 0.05437101016922967
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.869624773661296
Test: rmse elm-ode =  0.04008720580578306 +- 0.006900307038784856
Test: rel l-2 error elm-ode =  0.0687528553170134 +- 0.011834594154030667
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23369
time= 25.301422834396362 rmse_elm= 0.0017619189874793564 rel_err_elm= 0.003021835989601238
Number of functon evaluations of the ODE solver:  23369
time= 25.968496561050415 rmse_elm= 0.0014718341546772692 rel_err_elm= 0.0025243166405119395
Number of functon evaluations of the ODE solver:  23372
time= 26.88129949569702 rmse_elm= 0.001436619527119259 rel_err_elm= 0.002463920657682198
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  26.05040629704793
Test: rmse elm-ode =  0.0015567908897586283 +- 0.00014575817839697326
Test: rel l-2 error elm-ode =  0.002670024429265125 +- 0.00024998726524243903
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21272
time= 53.926955699920654 rmse_elm= 0.00031538093319511556 rel_err_elm= 0.0005409042419858649
Number of functon evaluations of the ODE solver:  21347
time= 54.38173794746399 rmse_elm= 0.0003428190797669715 rel_err_elm= 0.0005879629202724337
Number of functon evaluations of the ODE solver:  21467
time= 54.093034505844116 rmse_elm= 0.00032392904073057 rel_err_elm= 0.0005555649495309786
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  54.133909384409584
Test: rmse elm-ode =  0.0003273763512308857 +- 1.1463738020059975e-05
Test: rel l-2 error elm-ode =  0.0005614773705964257 +- 1.9661253650450904e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18410
time= 111.44437170028687 rmse_elm= 0.00019997298675062167 rel_err_elm= 0.0003429701209904012
Number of functon evaluations of the ODE solver:  18500
time= 111.13208889961243 rmse_elm= 0.00020289262610939787 rel_err_elm= 0.0003479775426446897
Number of functon evaluations of the ODE solver:  18470
time= 110.88809776306152 rmse_elm= 0.00019970489599717493 rel_err_elm= 0.0003425103232965222
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  111.15485278765361
Test: rmse elm-ode =  0.00020085683628573146 +- 1.4436754754511373e-06
Test: rel l-2 error elm-ode =  0.000344485995643871 +- 2.4760221894560985e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23444
time= 7.883546352386475 rmse_elm= 0.007133721444711704 rel_err_elm= 0.012234919059621369
Number of functon evaluations of the ODE solver:  23384
time= 7.252553939819336 rmse_elm= 0.007597053620843856 rel_err_elm= 0.013029571852925692
Number of functon evaluations of the ODE solver:  23075
time= 6.367805004119873 rmse_elm= 0.006467782626256444 rel_err_elm= 0.011092779209389347
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.1679684321085615
Test: rmse elm-ode =  0.0070661858972706675 +- 0.0004634896852000274
Test: rel l-2 error elm-ode =  0.012119090040645467 +- 0.0007949229343115872
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18242
time= 12.826578378677368 rmse_elm= 0.0037399389484156094 rel_err_elm= 0.006414302923996447
Number of functon evaluations of the ODE solver:  17330
time= 12.333747625350952 rmse_elm= 0.003525376374104708 rel_err_elm= 0.006046310460278379
Number of functon evaluations of the ODE solver:  18047
time= 12.33615255355835 rmse_elm= 0.0035511454481416283 rel_err_elm= 0.006090506541878514
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.498826185862223
Test: rmse elm-ode =  0.0036054869235539817 +- 9.565222261304701e-05
Test: rel l-2 error elm-ode =  0.006183706642051113 +- 0.00016405142962388426
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15809
time= 32.595672607421875 rmse_elm= 0.0026017308701259136 rel_err_elm= 0.0044621824467937655
Number of functon evaluations of the ODE solver:  15782
time= 32.79568672180176 rmse_elm= 0.0027566240763320965 rel_err_elm= 0.004727837036127745
Number of functon evaluations of the ODE solver:  15794
time= 33.321144104003906 rmse_elm= 0.0026604731657807693 rel_err_elm= 0.004562930315670296
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  32.904167811075844
Test: rmse elm-ode =  0.002672942704079593 +- 6.384665677098083e-05
Test: rel l-2 error elm-ode =  0.004584316599530603 +- 0.00010950226804825111
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14522
time= 81.8600914478302 rmse_elm= 0.0017524947574774812 rel_err_elm= 0.0030056726599610433
Number of functon evaluations of the ODE solver:  14507
time= 80.60844278335571 rmse_elm= 0.0018327793288161055 rel_err_elm= 0.0031433673035881275
Number of functon evaluations of the ODE solver:  14552
time= 80.12698674201965 rmse_elm= 0.0018740774356321313 rel_err_elm= 0.0032141969537399766
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  80.86517365773518
Test: rmse elm-ode =  0.001819783840641906 +- 5.047936173314548e-05
Test: rel l-2 error elm-ode =  0.003121078972429716 +- 8.657625753585098e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22733
time= 7.550167798995972 rmse_elm= 0.048602430191911634 rel_err_elm= 0.08335716555624051
Number of functon evaluations of the ODE solver:  22700
time= 7.25285792350769 rmse_elm= 0.039957500081352994 rel_err_elm= 0.06853039933071359
Number of functon evaluations of the ODE solver:  22736
time= 7.633143186569214 rmse_elm= 0.03170169250332922 rel_err_elm= 0.05437101025563152
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.478722969690959
Test: rmse elm-ode =  0.04008720759219795 +- 0.0069003068353682495
Test: rel l-2 error elm-ode =  0.06875285838086187 +- 0.011834593805154454
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23300
time= 25.03712749481201 rmse_elm= 0.001761920134116877 rel_err_elm= 0.003021837956178902
Number of functon evaluations of the ODE solver:  23291
time= 24.90803289413452 rmse_elm= 0.0014718362422455858 rel_err_elm= 0.0025243202208633147
Number of functon evaluations of the ODE solver:  23291
time= 25.650402069091797 rmse_elm= 0.0014366226900640394 rel_err_elm= 0.002463926082392663
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  25.19852081934611
Test: rmse elm-ode =  0.0015567930221421673 +- 0.00014575744146726421
Test: rel l-2 error elm-ode =  0.0026700280864782933 +- 0.0002499860013473722
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21218
time= 52.833412170410156 rmse_elm= 0.00031538267550631756 rel_err_elm= 0.0005409072301928896
Number of functon evaluations of the ODE solver:  21305
time= 53.260051012039185 rmse_elm= 0.00034282073164098215 rel_err_elm= 0.0005879657533722363
Number of functon evaluations of the ODE solver:  21398
time= 53.78243660926819 rmse_elm= 0.0003239307719734187 rel_err_elm= 0.000555567918754867
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  53.291966597239174
Test: rmse elm-ode =  0.00032737805970690616 +- 1.1463698520411897e-05
Test: rel l-2 error elm-ode =  0.000561480300773331 +- 1.966118590530542e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18356
time= 110.8672742843628 rmse_elm= 0.00019997471412436395 rel_err_elm= 0.0003429730835784538
Number of functon evaluations of the ODE solver:  18458
time= 111.66472244262695 rmse_elm= 0.0002028940107022986 rel_err_elm= 0.00034797991733540365
Number of functon evaluations of the ODE solver:  18413
time= 111.45567035675049 rmse_elm= 0.00019970657697184274 rel_err_elm= 0.00034251320630634545
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  111.32922236124675
Test: rmse elm-ode =  0.0002008584339328351 +- 1.4435266933047785e-06
Test: rel l-2 error elm-ode =  0.0003444887357400676 +- 2.4757670158370705e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23405
time= 7.177486896514893 rmse_elm= 0.007133812415972418 rel_err_elm= 0.012235075082816306
Number of functon evaluations of the ODE solver:  23333
time= 7.0203635692596436 rmse_elm= 0.0075970522105062175 rel_err_elm= 0.013029569434080636
Number of functon evaluations of the ODE solver:  23048
time= 6.426046133041382 rmse_elm= 0.006467802785394529 rel_err_elm= 0.011092813783969346
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  6.874632199605306
Test: rmse elm-ode =  0.007066222470624388 +- 0.00046348489120493955
Test: rel l-2 error elm-ode =  0.012119152766955429 +- 0.0007949147122156828
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18227
time= 13.4501211643219 rmse_elm= 0.003739966825236542 rel_err_elm= 0.0064143507350373444
Number of functon evaluations of the ODE solver:  17243
time= 12.808066129684448 rmse_elm= 0.003526712972477149 rel_err_elm= 0.006048602836428581
Number of functon evaluations of the ODE solver:  18005
time= 12.702820539474487 rmse_elm= 0.003551186704562211 rel_err_elm= 0.006090577300033347
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.987002611160278
Test: rmse elm-ode =  0.003605955500758634 +- 9.528559599710464e-05
Test: rel l-2 error elm-ode =  0.006184510290499758 +- 0.00016342263482078942
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15755
time= 33.44133472442627 rmse_elm= 0.0026035310030287067 rel_err_elm= 0.004465269822791404
Number of functon evaluations of the ODE solver:  15767
time= 32.248878955841064 rmse_elm= 0.0027577458629989135 rel_err_elm= 0.004729760992533534
Number of functon evaluations of the ODE solver:  15716
time= 33.27327823638916 rmse_elm= 0.00266217148093241 rel_err_elm= 0.004565843065849721
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  32.9878306388855
Test: rmse elm-ode =  0.0026744827823200097 +- 6.35569658668498e-05
Test: rel l-2 error elm-ode =  0.004586957960391553 +- 0.00010900542431923478
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14504
time= 81.65400338172913 rmse_elm= 0.0017549750651838954 rel_err_elm= 0.0030099265916944487
Number of functon evaluations of the ODE solver:  14489
time= 80.21830081939697 rmse_elm= 0.0018360275639460724 rel_err_elm= 0.0031489382940185465
Number of functon evaluations of the ODE solver:  14534
time= 80.20488047599792 rmse_elm= 0.001876620470373661 rel_err_elm= 0.003218558467498197
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  80.69239489237468
Test: rmse elm-ode =  0.0018225410331678762 +- 5.056887076235072e-05
Test: rel l-2 error elm-ode =  0.0031258077844037307 +- 8.672977288347407e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22811
time= 8.104063510894775 rmse_elm= 0.048602430550486776 rel_err_elm= 0.08335716617122638
Number of functon evaluations of the ODE solver:  22742
time= 7.489760398864746 rmse_elm= 0.03995749441391085 rel_err_elm= 0.06853038961058415
Number of functon evaluations of the ODE solver:  22802
time= 8.086567163467407 rmse_elm= 0.03170169245295155 rel_err_elm= 0.05437101016922967
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.893463691075643
Test: rmse elm-ode =  0.04008720580578306 +- 0.006900307038784856
Test: rel l-2 error elm-ode =  0.0687528553170134 +- 0.011834594154030667
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23369
time= 25.317426443099976 rmse_elm= 0.0017619189874793564 rel_err_elm= 0.003021835989601238
Number of functon evaluations of the ODE solver:  23369
time= 25.38629961013794 rmse_elm= 0.0014718341546772692 rel_err_elm= 0.0025243166405119395
Number of functon evaluations of the ODE solver:  23372
time= 26.427738904953003 rmse_elm= 0.001436619527119259 rel_err_elm= 0.002463920657682198
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  25.710488319396973
Test: rmse elm-ode =  0.0015567908897586283 +- 0.00014575817839697326
Test: rel l-2 error elm-ode =  0.002670024429265125 +- 0.00024998726524243903
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21272
time= 54.28608703613281 rmse_elm= 0.00031538093319511556 rel_err_elm= 0.0005409042419858649
Number of functon evaluations of the ODE solver:  21347
time= 53.839155197143555 rmse_elm= 0.0003428190797669715 rel_err_elm= 0.0005879629202724337
Number of functon evaluations of the ODE solver:  21467
time= 54.54334330558777 rmse_elm= 0.00032392904073057 rel_err_elm= 0.0005555649495309786
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  54.22286184628805
Test: rmse elm-ode =  0.0003273763512308857 +- 1.1463738020059975e-05
Test: rel l-2 error elm-ode =  0.0005614773705964257 +- 1.9661253650450904e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18410
time= 110.74113631248474 rmse_elm= 0.00019997298675062167 rel_err_elm= 0.0003429701209904012
Number of functon evaluations of the ODE solver:  18500
time= 113.8822672367096 rmse_elm= 0.00020289262610939787 rel_err_elm= 0.0003479775426446897
Number of functon evaluations of the ODE solver:  18470
time= 111.01624321937561 rmse_elm= 0.00019970489599717493 rel_err_elm= 0.0003425103232965222
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sampler_2 at 0x000001785B07DB20> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  111.87988225618999
Test: rmse elm-ode =  0.00020085683628573146 +- 1.4436754754511373e-06
Test: rel l-2 error elm-ode =  0.000344485995643871 +- 2.4760221894560985e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23444
time= 7.442045211791992 rmse_elm= 0.007133721444711704 rel_err_elm= 0.012234919059621369
Number of functon evaluations of the ODE solver:  23384
time= 7.210471153259277 rmse_elm= 0.007597053620843856 rel_err_elm= 0.013029571852925692
Number of functon evaluations of the ODE solver:  23075
time= 7.321330785751343 rmse_elm= 0.006467782626256444 rel_err_elm= 0.011092779209389347
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  7.324615716934204
Test: rmse elm-ode =  0.0070661858972706675 +- 0.0004634896852000274
Test: rel l-2 error elm-ode =  0.012119090040645467 +- 0.0007949229343115872
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18242
time= 12.840554475784302 rmse_elm= 0.0037399389484156094 rel_err_elm= 0.006414302923996447
Number of functon evaluations of the ODE solver:  17330
time= 12.352158069610596 rmse_elm= 0.003525376374104708 rel_err_elm= 0.006046310460278379
Number of functon evaluations of the ODE solver:  18047
time= 13.193408966064453 rmse_elm= 0.0035511454481416283 rel_err_elm= 0.006090506541878514
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.795373837153116
Test: rmse elm-ode =  0.0036054869235539817 +- 9.565222261304701e-05
Test: rel l-2 error elm-ode =  0.006183706642051113 +- 0.00016405142962388426
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15809
time= 34.35218930244446 rmse_elm= 0.0026017308701259136 rel_err_elm= 0.0044621824467937655
Number of functon evaluations of the ODE solver:  15782
time= 33.809855937957764 rmse_elm= 0.0027566240763320965 rel_err_elm= 0.004727837036127745
Number of functon evaluations of the ODE solver:  15794
time= 33.27341365814209 rmse_elm= 0.0026604731657807693 rel_err_elm= 0.004562930315670296
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  33.811819632848106
Test: rmse elm-ode =  0.002672942704079593 +- 6.384665677098083e-05
Test: rel l-2 error elm-ode =  0.004584316599530603 +- 0.00010950226804825111
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14522
time= 82.12258648872375 rmse_elm= 0.0017524947574774812 rel_err_elm= 0.0030056726599610433
Number of functon evaluations of the ODE solver:  14507
time= 81.61578130722046 rmse_elm= 0.0018327793288161055 rel_err_elm= 0.0031433673035881275
Number of functon evaluations of the ODE solver:  14552
time= 80.46779131889343 rmse_elm= 0.0018740774356321313 rel_err_elm= 0.0032141969537399766
-------------------------------------------------------------------------
Width:  800 param_sampler:  tanh reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  81.40205303827922
Test: rmse elm-ode =  0.001819783840641906 +- 5.047936173314548e-05
Test: rel l-2 error elm-ode =  0.003121078972429716 +- 8.657625753585098e-05
-------------------------------------------------------------------------

