Number of functon evaluations of the ODE solver:  2114
time= 0.4927513599395752 rmse_elm= 0.0035358802386246265 rel_err_elm= 0.009611999612256967
Number of functon evaluations of the ODE solver:  1154
time= 0.31341123580932617 rmse_elm= 0.0035853923575291033 rel_err_elm= 0.009746594235262912
Number of functon evaluations of the ODE solver:  1928
time= 0.43587398529052734 rmse_elm= 0.003553361536086726 rel_err_elm= 0.009659521081618952
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.41401219367980957
Train: rmse elm-ode =  0.00615381771600173 +- 2.609366460056615e-05
Train: rel l-2 error elm-ode =  0.00926249933944486 +- 3.9275221054723455e-05
Train: rel l-2 error elm-ode (boundary) =  0.009874112230956822 +- 7.220010816566133e-05
Test: rmse elm-ode =  0.003558211377413486 +- 2.050208445132379e-05
Test: rel l-2 error elm-ode =  0.009672704976379612 +- 5.573323034075353e-05
Test: rel l-2 error elm-ode (boundary) =  0.00990671319013891 +- 8.929344413636567e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2051
time= 0.5938863754272461 rmse_elm= 0.0034678398994387287 rel_err_elm= 0.00942703754631124
Number of functon evaluations of the ODE solver:  4196
time= 1.220454454421997 rmse_elm= 0.003426366184778333 rel_err_elm= 0.009314294664106146
Number of functon evaluations of the ODE solver:  2198
time= 0.6402466297149658 rmse_elm= 0.0034056604446734405 rel_err_elm= 0.009258007812621283
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.8181958198547363
Train: rmse elm-ode =  0.0058259028703905 +- 4.54794188450593e-05
Train: rel l-2 error elm-ode =  0.008853485630505307 +- 6.911398802662728e-05
Train: rel l-2 error elm-ode (boundary) =  0.009644017757896367 +- 0.00010709822748358797
Test: rmse elm-ode =  0.0034332888429635007 +- 2.5852318348504505e-05
Test: rel l-2 error elm-ode =  0.009333113341012889 +- 7.027740114818688e-05
Test: rel l-2 error elm-ode (boundary) =  0.009655672344422404 +- 8.581965465422753e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18779
time= 52.93499779701233 rmse_elm= 0.0031017071160468626 rel_err_elm= 0.008431735688076899
Number of functon evaluations of the ODE solver:  1514
time= 4.871389389038086 rmse_elm= 0.003041938133421304 rel_err_elm= 0.00826925862464408
Number of functon evaluations of the ODE solver:  5429
time= 16.8777072429657 rmse_elm= 0.0028542002211354458 rel_err_elm= 0.007758908551022942
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  24.89469814300537
Train: rmse elm-ode =  0.004877760681297586 +- 0.00017389818658858193
Train: rel l-2 error elm-ode =  0.007405512092985564 +- 0.000264015643216719
Train: rel l-2 error elm-ode (boundary) =  0.00938613936816768 +- 0.00041403082971227693
Test: rmse elm-ode =  0.0029992818235345373 +- 0.00010545010300940025
Test: rel l-2 error elm-ode =  0.008153300954581307 +- 0.00028665743204952973
Test: rel l-2 error elm-ode (boundary) =  0.009483651284531783 +- 0.0004965419470224764
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  6992
time= 1.2872669696807861 rmse_elm= 0.00036520640739182993 rel_err_elm= 0.0009927835812701274
Number of functon evaluations of the ODE solver:  5594
time= 0.991328239440918 rmse_elm= 0.0003679738991245196 rel_err_elm= 0.0010003067799268456
Number of functon evaluations of the ODE solver:  6314
time= 1.1855158805847168 rmse_elm= 0.0003670515118939757 rel_err_elm= 0.00099779934610443
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  1.154703696568807
Train: rmse elm-ode =  0.0006554092769962405 +- 1.5352624058989538e-06
Train: rel l-2 error elm-ode =  0.0009863950666838233 +- 2.310579536170556e-06
Train: rel l-2 error elm-ode (boundary) =  0.0010032244075907101 +- 1.0335195162863088e-06
Test: rmse elm-ode =  0.0003667439394701084 +- 1.1505660113089528e-06
Test: rel l-2 error elm-ode =  0.0009969632357671343 +- 3.1277190708471143e-06
Test: rel l-2 error elm-ode (boundary) =  0.0010003046715084869 +- 3.828907828395925e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  3926
time= 1.0505456924438477 rmse_elm= 0.0003879390253925855 rel_err_elm= 0.001054580333609749
Number of functon evaluations of the ODE solver:  6341
time= 1.7692961692810059 rmse_elm= 0.0003646241373959544 rel_err_elm= 0.0009912007281764486
Number of functon evaluations of the ODE solver:  5339
time= 1.4787025451660156 rmse_elm= 0.0003678279622903276 rel_err_elm= 0.0009999100626459988
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  1.4328481356302898
Train: rmse elm-ode =  0.0006578719794173575 +- 1.4051554846159292e-05
Train: rel l-2 error elm-ode =  0.0009997523553105948 +- 2.1353812736735466e-05
Train: rel l-2 error elm-ode (boundary) =  0.0010170596649537475 +- 3.480607591708962e-05
Test: rmse elm-ode =  0.0003734637083596225 +- 1.031882505882794e-05
Test: rel l-2 error elm-ode =  0.0010152303748107321 +- 2.8050877227386537e-05
Test: rel l-2 error elm-ode (boundary) =  0.0010125145198291595 +- 3.175242534110267e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18917
time= 60.16643476486206 rmse_elm= 0.00035639981821471693 rel_err_elm= 0.0009688435929099326
Number of functon evaluations of the ODE solver:  3821
time= 15.131531953811646 rmse_elm= 0.0003516755494300391 rel_err_elm= 0.0009560010567769259
Number of functon evaluations of the ODE solver:  4643
time= 18.688735485076904 rmse_elm= 0.000331545046178971 rel_err_elm= 0.000901277939367534
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  31.328900734583538
Train: rmse elm-ode =  0.000594161886096303 +- 1.8189949630071395e-05
Train: rel l-2 error elm-ode =  0.000902068248150865 +- 2.7616338881237932e-05
Train: rel l-2 error elm-ode (boundary) =  0.0010284393805520967 +- 5.1649135469100035e-05
Test: rmse elm-ode =  0.00034654013794124236 +- 1.077711345418842e-05
Test: rel l-2 error elm-ode =  0.0009420408630181308 +- 2.9296696537211442e-05
Test: rel l-2 error elm-ode (boundary) =  0.0010252315602544146 +- 6.587577915039203e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  26519
time= 19.39253807067871 rmse_elm= 5.5947482294057784e-05 rel_err_elm= 0.0001520886290895462
Number of functon evaluations of the ODE solver:  41669
time= 27.2089262008667 rmse_elm= 5.772318539283741e-05 rel_err_elm= 0.00015691573191687282
Number of functon evaluations of the ODE solver:  43562
time= 28.52064824104309 rmse_elm= 5.875206938214805e-05 rel_err_elm= 0.00015971266841892986
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  25.040704170862835
Train: rmse elm-ode =  0.00010083797089290702 +- 9.330174598144182e-07
Train: rel l-2 error elm-ode =  0.00015176177773837187 +- 1.4041971204751406e-06
Train: rel l-2 error elm-ode (boundary) =  0.0001392450366694576 +- 3.0237122852881288e-06
Test: rmse elm-ode =  5.747424568968109e-05 +- 1.1584200204089286e-06
Test: rel l-2 error elm-ode =  0.00015623900980844962 +- 3.1490695486147173e-06
Test: rel l-2 error elm-ode (boundary) =  0.00014424177737213162 +- 3.00887411945634e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  30866
time= 29.032623529434204 rmse_elm= 0.00013971305317093296 rel_err_elm= 0.00037979844403005273
Number of functon evaluations of the ODE solver:  38450
time= 37.3824942111969 rmse_elm= 4.3751793052333345e-05 rel_err_elm= 0.00011893565094788282
Number of functon evaluations of the ODE solver:  29585
time= 28.26084876060486 rmse_elm= 6.795358537014926e-05 rel_err_elm= 0.00018472623283287813
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  31.558655500411987
Train: rmse elm-ode =  0.00014793778170245735 +- 6.996808413686184e-05
Train: rel l-2 error elm-ode =  0.00022481751818559685 +- 0.0001063288285577221
Train: rel l-2 error elm-ode (boundary) =  0.0002082452731123145 +- 0.00010193246001989085
Test: rmse elm-ode =  8.380614386447185e-05 +- 4.074815798699228e-05
Test: rel l-2 error elm-ode =  0.00022782010927027124 +- 0.00011077051606349266
Test: rel l-2 error elm-ode (boundary) =  0.00021385951451782814 +- 0.00010077456551692094
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19916
time= 153.89435982704163 rmse_elm= 6.787215401482444e-05 rel_err_elm= 0.00018450486839093308
Number of functon evaluations of the ODE solver:  12401
time= 99.76401019096375 rmse_elm= 6.821354251622783e-05 rel_err_elm= 0.000185432904953731
Number of functon evaluations of the ODE solver:  20168
time= 117.82225394248962 rmse_elm= 5.0236628787144454e-05 rel_err_elm= 0.00013656414353302768
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  123.82687465349834
Train: rmse elm-ode =  0.00010956313948768141 +- 1.4864777545117417e-05
Train: rel l-2 error elm-ode =  0.00016634091080615444 +- 2.2567997296788947e-05
Train: rel l-2 error elm-ode (boundary) =  0.00016405387736723317 +- 2.1166161902706543e-05
Test: rmse elm-ode =  6.210744177273224e-05 +- 8.395089327748786e-06
Test: rel l-2 error elm-ode =  0.0001688339722925639 +- 2.2821359864431342e-05
Test: rel l-2 error elm-ode (boundary) =  0.0001633891398571742 +- 2.3869289847455744e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  6185
time= 2.3315269947052 rmse_elm= 0.0035465667290418552 rel_err_elm= 0.0096410499575217
Number of functon evaluations of the ODE solver:  10010
time= 3.754337787628174 rmse_elm= 0.003546234472269034 rel_err_elm= 0.009640146744811992
Number of functon evaluations of the ODE solver:  4538
time= 1.6763911247253418 rmse_elm= 1.3209206316948954 rel_err_elm= 3.5908140951663774
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  2.5874186356862388
Train: rmse elm-ode =  0.5134652942666958 +- 0.7174800278723172
Train: rel l-2 error elm-ode =  0.7727684836858536 +- 1.0798119354991753
Train: rel l-2 error elm-ode (boundary) =  2.1721189550582483 +- 3.057946403479304
Test: rmse elm-ode =  0.44267114429873544 +- 0.6210161681114488
Test: rel l-2 error elm-ode =  1.2033650972895704 +- 1.6881813761357578
Test: rel l-2 error elm-ode (boundary) =  2.8660772933798557 +- 4.039298957488138
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  11096
time= 7.890404939651489 rmse_elm= 0.0034460152412467875 rel_err_elm= 0.009367709008034679
Number of functon evaluations of the ODE solver:  10328
time= 7.484885215759277 rmse_elm= 0.0034483510815312307 rel_err_elm= 0.009374058797731486
Number of functon evaluations of the ODE solver:  11399
time= 8.304133892059326 rmse_elm= 0.0034446649860628378 rel_err_elm= 0.009364038450371894
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  7.893141349156697
Train: rmse elm-ode =  0.005845284227511141 +- 4.004143638846734e-06
Train: rel l-2 error elm-ode =  0.008882939016630122 +- 6.085001579615167e-06
Train: rel l-2 error elm-ode (boundary) =  0.009669779532724491 +- 5.1287818923759444e-06
Test: rmse elm-ode =  0.0034463437696136186 +- 1.5226672029449265e-06
Test: rel l-2 error elm-ode =  0.009368602085379353 +- 4.139245556008004e-06
Test: rel l-2 error elm-ode (boundary) =  0.009701443305931918 +- 5.32838057853858e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  31976
time= 254.4122018814087 rmse_elm= 0.0030073167733886846 rel_err_elm= 0.008175143304907234
Number of functon evaluations of the ODE solver:  11324
time= 94.27158546447754 rmse_elm= 0.0029923202235789233 rel_err_elm= 0.008134376417674456
Number of functon evaluations of the ODE solver:  46388
time= 391.491530418396 rmse_elm= 0.0030006849334658194 rel_err_elm= 0.008157115193527556
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  246.7251059214274
Train: rmse elm-ode =  0.004882558852752156 +- 1.2355181453576734e-05
Train: rel l-2 error elm-ode =  0.007412796771150951 +- 1.8757879208037378e-05
Train: rel l-2 error elm-ode (boundary) =  0.008973144426218237 +- 1.7862290730654123e-05
Test: rmse elm-ode =  0.0030001073101444758 +- 6.135924981895982e-06
Test: rel l-2 error elm-ode =  0.008155544972036416 +- 1.6680007400296887e-05
Test: rel l-2 error elm-ode (boundary) =  0.009120102736005407 +- 1.980704960434396e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  26849
time= 10.61677622795105 rmse_elm= 0.00036595060086306853 rel_err_elm= 0.0009948066100138192
Number of functon evaluations of the ODE solver:  24836
time= 10.56306505203247 rmse_elm= 0.0003659417050292572 rel_err_elm= 0.000994782427421261
Number of functon evaluations of the ODE solver:  25559
time= 10.307394981384277 rmse_elm= 0.00036596496335069667 rel_err_elm= 0.0009948456532551612
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.495745420455933
Train: rmse elm-ode =  0.0006528369795789302 +- 1.411527550645955e-08
Train: rel l-2 error elm-ode =  0.000982523742960566 +- 2.124357804071318e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009974382292900444 +- 1.2605427803310216e-08
Test: rmse elm-ode =  0.00036595242308100747 +- 9.582196606490852e-09
Test: rel l-2 error elm-ode =  0.0009948115635634138 +- 2.6048413365421163e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009977685923644682 +- 2.61125365676809e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  24293
time= 19.45336079597473 rmse_elm= 0.0003638249501199264 rel_err_elm= 0.0009890282032975265
Number of functon evaluations of the ODE solver:  26168
time= 22.138055562973022 rmse_elm= 0.00036385472581104954 rel_err_elm= 0.0009891091460648759
Number of functon evaluations of the ODE solver:  28454
time= 23.73589038848877 rmse_elm= 0.0003638295460926819 rel_err_elm= 0.000989040697071456
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  21.775768915812176
Train: rmse elm-ode =  0.0006414968640503662 +- 3.888820399343472e-08
Train: rel l-2 error elm-ode =  0.0009748674830727905 +- 5.909747603274858e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009946537437734357 +- 4.0220258147208544e-08
Test: rmse elm-ode =  0.00036383640734121927 +- 1.3088302514935877e-08
Test: rel l-2 error elm-ode =  0.000989059348811286 +- 3.557947390994567e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009943762671991414 +- 8.037700465719267e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  39332
time= 309.18027782440186 rmse_elm= 0.00034074767431510275 rel_err_elm= 0.000926294527064704
Number of functon evaluations of the ODE solver:  22883
time= 187.82372546195984 rmse_elm= 0.00034039574564445336 rel_err_elm= 0.0009253378379187108
Number of functon evaluations of the ODE solver:  60554
time= 515.2435421943665 rmse_elm= 0.00034060234975959766 rel_err_elm= 0.0009258994742131092
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  337.41584849357605
Train: rmse elm-ode =  0.0005851610996764738 +- 3.454811431258745e-07
Train: rel l-2 error elm-ode =  0.0008884030773822382 +- 5.245162586854321e-07
Train: rel l-2 error elm-ode (boundary) =  0.0009572878317817701 +- 4.1418728152692317e-07
Test: rmse elm-ode =  0.0003405819232397179 +- 1.4439847492744625e-07
Test: rel l-2 error elm-ode =  0.0009258439463988413 +- 3.9253537771205396e-07
Test: rel l-2 error elm-ode (boundary) =  0.0009614387734044818 +- 5.917475577530662e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  114623
time= 46.15526723861694 rmse_elm= 3.6764362021878955e-05 rel_err_elm= 9.99408943886152e-05
Number of functon evaluations of the ODE solver:  101093
time= 42.04873538017273 rmse_elm= 3.6764374681574025e-05 rel_err_elm= 9.994092880295502e-05
Number of functon evaluations of the ODE solver:  105908
time= 42.50354862213135 rmse_elm= 3.676437767462327e-05 rel_err_elm= 9.994093693931321e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  43.56918374697367
Train: rmse elm-ode =  6.563487446877143e-05 +- 1.7546125075932527e-10
Train: rel l-2 error elm-ode =  9.878089714433433e-05 +- 2.6407028130317296e-10
Train: rel l-2 error elm-ode (boundary) =  9.997169152143328e-05 +- 1.0037342257012441e-10
Test: rmse elm-ode =  3.676437145935875e-05 +- 6.784251596488149e-12
Test: rel l-2 error elm-ode =  9.99409200436278e-05 +- 1.8442429980197943e-11
Test: rel l-2 error elm-ode (boundary) =  9.997315420648726e-05 +- 6.101459562304685e-10
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  133322
time= 107.03364515304565 rmse_elm= 3.6731265067208435e-05 rel_err_elm= 9.985092303947706e-05
Number of functon evaluations of the ODE solver:  128018
time= 106.14134120941162 rmse_elm= 3.6730962210680696e-05 rel_err_elm= 9.985009974891552e-05
Number of functon evaluations of the ODE solver:  115196
time= 95.06149387359619 rmse_elm= 3.673169419224167e-05 rel_err_elm= 9.985208958058556e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  102.74549341201782
Train: rmse elm-ode =  6.493676884355538e-05 +- 5.944782032814409e-10
Train: rel l-2 error elm-ode =  9.868285871530957e-05 +- 9.034143458096205e-10
Train: rel l-2 error elm-ode (boundary) =  9.993750115577174e-05 +- 4.379978908292654e-10
Test: rmse elm-ode =  3.673130715671027e-05 +- 3.0030861462351547e-10
Test: rel l-2 error elm-ode = 9.985103745632605e-05 +- 8.163642692954028e-10
Test: rel l-2 error elm-ode (boundary) =  9.992204524981485e-05 +- 9.08679485476107e-10
-------------------------------------------------------------------------

Number of functon evaluations of  the ODE solver:  80912
time= 638.3737547397614 rmse_elm= 3.633017101388737e-05 rel_err_elm= 9.876058184440868e-05
Number of functon evaluations of the ODE solver:  83762
time= 689.4965426921844 rmse_elm= 3.632524054976947e-05 rel_err_elm= 9.874717878322131e-05
Number of functon evaluations of the ODE solver:  88328
time= 741.5719127655029 rmse_elm= 3.632731091469618e-05 rel_err_elm= 9.875280689999275e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  689.8140700658163
Train: rmse elm-ode =  6.416643887252538e-05 +- 4.1712650173852394e-09
Train: rel l-2 error elm-ode =  9.741874808583199e-05 +- 6.332896496484941e-09
Train: rel l-2 error elm-ode (boundary) =  9.935498076084618e-05 +- 3.609670666976626e-09
Test: rmse elm-ode =  3.632757415945101e-05 +- 2.021442134579615e-09
Test: rel l-2 error elm-ode =  9.875352250920758e-05 +- 5.495124184789141e-09
Test: rel l-2 error elm-ode (boundary) =  9.932998262008019e-05 +- 7.973141583409856e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  1613
Integration failed or terminated due to exceeding the maximum absolute value.
time= 1.076711654663086 rmse_elm= 3.6005078291140336e+16 rel_err_elm= 9.787684401560498e+16
Number of functon evaluations of the ODE solver:  6515
time= 3.6352179050445557 rmse_elm= 1.6851906782638189 rel_err_elm= 4.581052256552542
Number of functon evaluations of the ODE solver:  395
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.5173249244689941 rmse_elm= 1.5623813182093384e+16 rel_err_elm= 4.247205111977204e+16
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  1.7430848280588787
Train: rmse elm-ode =  2966145194643922.5 +- 2409834470103207.0
Train: rel l-2 error elm-ode =  4464067094798654.5 +- 3626815970211029.0
Train: rel l-2 error elm-ode (boundary) =  2.4819452901311904e+16 +- 1.9340737706986468e+16
Test: rmse elm-ode =  1.7209630491077906e+16 +- 1.4741721475478872e+16
Test: rel l-2 error elm-ode =  4.678296504512567e+16 +- 4.007415736496213e+16
Test: rel l-2 error elm-ode (boundary) =  4.511066361206365e+16 +- 3.711697292630316e+16
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  11021
time= 11.391023874282837 rmse_elm= 0.0034520936075548136 rel_err_elm= 0.009384232546914104
Number of functon evaluations of the ODE solver:  13268
time= 13.980104923248291 rmse_elm= 0.0034602148698503984 rel_err_elm= 0.009406309530513118
Number of functon evaluations of the ODE solver:  13697
time= 14.37121057510376 rmse_elm= 0.003453504898123429 rel_err_elm= 0.009388069024250108
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  13.247446457544962
Train: rmse elm-ode =  0.005865372984655941 +- 7.98522815249315e-06
Train: rel l-2 error elm-ode =  0.008913467421698481 +- 1.2134960756677553e-05
Train: rel l-2 error elm-ode (boundary) =  0.009692098616923377 +- 8.287023990638071e-06
Test: rmse elm-ode =  0.003455271125176214 +- 3.5429172367709663e-06
Test: rel l-2 error elm-ode =  0.009392870367225777 +- 9.631129112943637e-06
Test: rel l-2 error elm-ode (boundary) =  0.00972714623511079 +- 9.804997489818676e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  41840
time= 455.84209656715393 rmse_elm= 0.003007348767132061 rel_err_elm= 0.008175230277267206
Number of functon evaluations of the ODE solver:  33665
time= 370.74503803253174 rmse_elm= 0.0029934019961616195 rel_err_elm= 0.00813731712746769
Number of functon evaluations of the ODE solver:  16646
Integration failed or terminated due to exceeding the maximum absolute value.
time= 189.78632950782776 rmse_elm= 3.8996664953898334e+21 rel_err_elm= 1.060092263085211e+22
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  338.79115470250446
Train: rmse elm-ode =  2.9259858031497278e+20 +- 4.137968806125478e+20
Train: rel l-2 error elm-ode =  4.442289129151194e+20 +- 6.282345534428185e+20
Train: rel l-2 error elm-ode (boundary) =  3.3124319159575275e+21 +- 4.6844861399846313e+21
Test: rmse elm-ode =  1.299888831796611e+21 +- 1.8383204155040863e+21
Test: rel l-2 error elm-ode =  3.5336408769507036e+21 +- 4.997322852739642e+21
Test: rel l-2 error elm-ode (boundary) =  2.960215858905963e+21 +- 4.186377415216733e+21
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  31763
time= 16.4701509475708 rmse_elm= 0.0003659366122472181 rel_err_elm= 0.0009947685831121552
Number of functon evaluations of the ODE solver:  30455
time= 16.018335580825806 rmse_elm= 0.0003659400728234684 rel_err_elm= 0.0009947779904040685
Number of functon evaluations of the ODE solver:  27059
time= 14.149894714355469 rmse_elm= 0.0003659599993110206 rel_err_elm= 0.0009948321589215805
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  15.546127080917358
Train: rmse elm-ode =  0.0006528049830865119 +- 1.7060261396189807e-08
Train: rel l-2 error elm-ode =  0.0009824755880390838 +- 2.5675800249079792e-08
Train: rel l-2 error elm-ode (boundary) =  0.000997462484945004 +- 1.5215555133340187e-08
Test: rmse elm-ode =  0.00036594556146056907 +- 1.0306390937745218e-08
Test: rel l-2 error elm-ode =  0.0009947929108126013 +- 2.801707609194358e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009977653541835103 +- 2.990174424381925e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  35444
time= 35.56794023513794 rmse_elm= 0.00036381994651384704 rel_err_elm= 0.0009890146014059325
Number of functon evaluations of the ODE solver:  31997
time= 33.11634159088135 rmse_elm= 0.0003638909495514881 rel_err_elm= 0.0009892076173239547
Number of functon evaluations of the ODE solver:  29498
time= 30.188204526901245 rmse_elm= 0.0003638424916677527 rel_err_elm= 0.000989075888552548
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  32.95749545097351
Train: rmse elm-ode =  0.0006414455126812066 +- 4.953278645626257e-08
Train: rel l-2 error elm-ode =  0.000974789445621931 +- 7.527379410294711e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009949126455987055 +- 7.183913350850939e-08
Test: rmse elm-ode =  0.00036385112924436255 +- 2.9623342550928195e-08
Test: rel l-2 error elm-ode =  0.0009890993690941452 +- 8.052862028603697e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009945309685461068 +- 9.863719950246722e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  46316
time= 501.09196877479553 rmse_elm= 0.0003407391549050007 rel_err_elm= 0.0009262713677490398
Number of functon evaluations of the ODE solver:  34565
time= 375.52565145492554 rmse_elm= 0.0003405110710287135 rel_err_elm= 0.0009256513404906257
Number of functon evaluations of the ODE solver:  56207
time= 625.7881171703339 rmse_elm= 0.0003406144803773488 rel_err_elm= 0.0009259324502997556
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  500.801912466685
Train: rmse elm-ode =  0.0005847129737564499 +- 7.601570994123593e-07
Train: rel l-2 error elm-ode =  0.0008877227238067456 +- 1.1540854420864027e-06
Train: rel l-2 error elm-ode (boundary) =  0.0009600159075715979 +- 3.912570426524147e-06
Test: rmse elm-ode =  0.0003406215687703543 +- 9.32496564501339e-08
Test: rel l-2 error elm-ode =  0.0009259517195131404 +- 2.534915215314126e-07
Test: rel l-2 error elm-ode (boundary) =  0.000965899652791332 +- 6.4394948319225285e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  136811
time= 69.20897459983826 rmse_elm= 3.6763445083533594e-05 rel_err_elm= 9.9938401767139e-05
Number of functon evaluations of the ODE solver:  139088
time= 73.29904818534851 rmse_elm= 3.67631807878309e-05 rel_err_elm= 9.993768330100882e-05
Number of functon evaluations of the ODE solver:  122852
time= 61.452892541885376 rmse_elm= 3.6763667749632396e-05 rel_err_elm= 9.993900706661492e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  67.98697177569072
Train: rmse elm-ode =  6.563286838393962e-05 +- 2.825936130689248e-10
Train: rel l-2 error elm-ode =  9.877787797409842e-05 +- 4.2530515754402523e-10
Train: rel l-2 error elm-ode (boundary) =  9.997196781535906e-05 +- 9.291050482523069e-11
Test: rmse elm-ode =  3.676343120699897e-05 +- 1.9904332474639148e-10
Test: rel l-2 error elm-ode =  9.993836404492092e-05 +- 5.410829075562549e-10
Test: rel l-2 error elm-ode (boundary) =  9.997168442244008e-05 +- 4.405043650324261e-10
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  115958
time= 115.6369035243988 rmse_elm= 3.672635393200651e-05 rel_err_elm= 9.983757252235803e-05
Number of functon evaluations of the ODE solver:  124058
time= 127.33738541603088 rmse_elm= 3.672496862066366e-05 rel_err_elm= 9.983380666741054e-05
Number of functon evaluations of the ODE solver:  152012
time= 152.63516354560852 rmse_elm= 3.6725338036163194e-05 rel_err_elm= 9.983481089306261e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  131.86981749534607
Train: rmse elm-ode =  6.492334921882958e-05 +- 2.2238929751675425e-09
Train: rel l-2 error elm-ode =  9.86624652317037e-05 +- 3.379597109231989e-09
Train: rel l-2 error elm-ode (boundary) =  9.993923507144658e-05 +- 2.888175832512913e-11
Test: rmse elm-ode =  3.672555352961112e-05 +- 5.857189022809502e-10
Test: rel l-2 error elm-ode =  9.983539669427705e-05 +- 1.5922286620780996e-09
Test: rel l-2 error elm-ode (boundary) =  9.991199398164054e-05 +- 1.3629235021730907e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  103616
time= 1116.0530378818512 rmse_elm= 3.631838882559352e-05 rel_err_elm= 9.87285529345845e-05
Number of functon evaluations of the ODE solver:  117293
time= 1278.2553398609161 rmse_elm= 3.6313450401686924e-05 rel_err_elm= 9.871512823536622e-05
Number of functon evaluations of the ODE solver:  91289
time= 1016.4743208885193 rmse_elm= 3.631083402236999e-05 rel_err_elm= 9.870801582338315e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C20B25A80> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  1136.927566210429
Train: rmse elm-ode =  6.413365678259625e-05 +- 6.703492610824587e-09
Train: rel l-2 error elm-ode =  9.736897767287703e-05 +- 1.0177374176028148e-08
Train: rel l-2 error elm-ode (boundary) =  9.935076207563951e-05 +- 3.4218746144595085e-09
Test: rmse elm-ode =  3.631422441655015e-05 +- 3.1324204903919986e-09
Test: rel l-2 error elm-ode =  9.87172323311113e-05 +- 8.515227470148174e-09
Test: rel l-2 error elm-ode (boundary) =  9.92985901932337e-05 +- 1.3303242220050715e-08
-------------------------------------------------------------------------

Running 10d_hyperparam_script.py...
