Number of functon evaluations of the ODE solver:  2114
time= 0.5316894054412842 rmse_elm= 0.0035358802386246265 rel_err_elm= 0.009611999612256967
Number of functon evaluations of the ODE solver:  1154
time= 0.2670304775238037 rmse_elm= 0.0035853923575291033 rel_err_elm= 0.009746594235262912
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.39935994148254395
Train: rmse elm-ode =  0.006154783854426516 +- 3.191424020813774e-05
Train: rel l-2 error elm-ode =  0.009263953535349641 +- 4.803613666977836e-05
Train: rel l-2 error elm-ode (boundary) =  0.009894262277448879 +- 8.124783263449911e-05
Test: rmse elm-ode =  0.003560636298076865 +- 2.4756059452238398e-05
Test: rel l-2 error elm-ode =  0.00967929692375994 +- 6.729731150297274e-05
Test: rel l-2 error elm-ode (boundary) =  0.009914549681764126 +- 0.00010851611376023942
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2051
time= 0.7290709018707275 rmse_elm= 0.0034678398994387287 rel_err_elm= 0.00942703754631124
Number of functon evaluations of the ODE solver:  4196
time= 1.4364874362945557 rmse_elm= 0.003426366184778333 rel_err_elm= 0.009314294664106146
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  1.0827791690826416
Train: rmse elm-ode =  0.005849470926470717 +- 3.7897315281240195e-05
Train: rel l-2 error elm-ode =  0.008889301443176272 +- 5.759164609187798e-05
Train: rel l-2 error elm-ode (boundary) =  0.009699351777212734 +- 8.955157404578248e-05
Test: rmse elm-ode =  0.003447103042108531 +- 2.0736857330197868e-05
Test: rel l-2 error elm-ode =  0.009370666105208692 +- 5.637144110254722e-05
Test: rel l-2 error elm-ode (boundary) =  0.009703860370299255 +- 6.388475697482587e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18779
time= 69.76757049560547 rmse_elm= 0.0031017071160468626 rel_err_elm= 0.008431735688076899
Number of functon evaluations of the ODE solver:  1514
time= 7.510363578796387 rmse_elm= 0.003041938133421304 rel_err_elm= 0.00826925862464408
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  38.63896703720093
Train: rmse elm-ode =  0.004999347927981968 +- 3.178825694073132e-05
Train: rel l-2 error elm-ode =  0.007590108239558807 +- 4.826155618747885e-05
Train: rel l-2 error elm-ode (boundary) =  0.009678825593434342 +- 1.1688136969435943e-05
Test: rmse elm-ode =  0.003071822624734083 +- 2.9884491312779293e-05
Test: rel l-2 error elm-ode =  0.008350497156360489 +- 8.123853171640959e-05
Test: rel l-2 error elm-ode (boundary) =  0.00983095944949627 +- 8.922989059899095e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  6992
time= 2.2755961418151855 rmse_elm= 0.00036520640739182993 rel_err_elm= 0.0009927835812701274
Number of functon evaluations of the ODE solver:  5594
time= 1.5510776042938232 rmse_elm= 0.0003679738991245196 rel_err_elm= 0.0010003067799268456
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  1.9133368730545044
Train: rmse elm-ode =  0.0006550871286898886 +- 1.7956078047818929e-06
Train: rel l-2 error elm-ode =  0.0009859102314651604 +- 2.702400992023158e-06
Train: rel l-2 error elm-ode (boundary) =  0.001002537043570265 +- 4.2992557031335064e-07
Test: rmse elm-ode =  0.0003665901532581748 +- 1.3837458663448255e-06
Test: rel l-2 error elm-ode =  0.0009965451805984864 +- 3.761599328359097e-06
Test: rel l-2 error elm-ode (boundary) =  0.0009985403055505413 +- 3.556942653017538e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  3926
time= 1.6094295978546143 rmse_elm= 0.0003879390253925855 rel_err_elm= 0.001054580333609749
Number of functon evaluations of the ODE solver:  6341
time= 2.8992507457733154 rmse_elm= 0.0003646241373959544 rel_err_elm= 0.0009912007281764486
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  2.254340171813965
Train: rmse elm-ode =  0.0006607019970738434 +- 1.6496735755411416e-05
Train: rel l-2 error elm-ode =  0.0010040530656405104 +- 2.5069695841150935e-05
Train: rel l-2 error elm-ode (boundary) =  0.0010292216353403616 +- 3.7060137750211846e-05
Test: rmse elm-ode =  0.00037628158139427 +- 1.1657443998315558e-05
Test: rel l-2 error elm-ode =  0.0010228905308930988 +- 3.1689802716650204e-05
Test: rel l-2 error elm-ode (boundary) =  0.0010231269230626182 +- 3.427032922799066e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18917
time= 73.91210150718689 rmse_elm= 0.00035639981821471693 rel_err_elm= 0.0009688435929099326
Number of functon evaluations of the ODE solver:  3821
time= 15.452785015106201 rmse_elm= 0.0003516755494300391 rel_err_elm= 0.0009560010567769259
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  44.682443261146545
Train: rmse elm-ode =  0.0006067921275335805 +- 4.2121734324496824e-06
Train: rel l-2 error elm-ode =  0.0009212437288298811 +- 6.395004455909568e-06
Train: rel l-2 error elm-ode (boundary) =  0.0010649530682240128 +- 1.3044653508009025e-06
Test: rmse elm-ode =  0.00035403768382237803 +- 2.362134392338921e-06
Test: rel l-2 error elm-ode =  0.0009624223248434292 +- 6.421268066503347e-06
Test: rel l-2 error elm-ode (boundary) =  0.0010718120656360995 +- 4.4381659196964397e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  26519
time= 7.649755954742432 rmse_elm= 5.5947482294057784e-05 rel_err_elm= 0.0001520886290895462
Number of functon evaluations of the ODE solver:  41669
time= 12.801412582397461 rmse_elm= 5.772318539283741e-05 rel_err_elm= 0.00015691573191687282
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.225584268569946
Train: rmse elm-ode =  0.00010050128528780687 +- 9.827058463410368e-07
Train: rel l-2 error elm-ode =  0.00015125506379404642 +- 1.4789784533942636e-06
Train: rel l-2 error elm-ode (boundary) =  0.00013977231547593376 +- 3.5888974848867895e-06
Test: rmse elm-ode =  5.68353338434476e-05 +- 8.878515493898129e-07
Test: rel l-2 error elm-ode =  0.0001545021805032095 +- 2.4135514136633114e-06
Test: rel l-2 error elm-ode (boundary) =  0.00014231809010251803 +- 1.5742512716466464e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  30866
time= 14.962334871292114 rmse_elm= 0.00013971305317093296 rel_err_elm= 0.00037979844403005273
Number of functon evaluations of the ODE solver:  38450
time= 18.847129583358765 rmse_elm= 4.3751793052333345e-05 rel_err_elm= 0.00011893565094788282
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  16.90473222732544
Train: rmse elm-ode =  0.00016060585391020307 +- 8.283633886340274e-05
Train: rel l-2 error elm-ode =  0.0002440688853560836 +- 0.00012588440832719317
Train: rel l-2 error elm-ode (boundary) =  0.00023221991337955036 +- 0.00011773270353104896
Test: rmse elm-ode =  9.173242311163315e-05 +- 4.798063005929981e-05
Test: rel l-2 error elm-ode =  0.0002493670474889678 +- 0.00013043139654108496
Test: rel l-2 error elm-ode (boundary) =  0.00023380163715156513 +- 0.00011849137022276882
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19916
time= 79.16191029548645 rmse_elm= 6.787215401482444e-05 rel_err_elm= 0.00018450486839093308
Number of functon evaluations of the ODE solver:  12401
time= 50.79402732849121 rmse_elm= 6.821354251622783e-05 rel_err_elm= 0.000185432904953731
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  64.97796881198883
Train: rmse elm-ode =  0.00012007360035766533 +- 1.8180786658174736e-07
Train: rel l-2 error elm-ode =  0.00018229809898349892 +- 2.7602427477292873e-07
Train: rel l-2 error elm-ode (boundary) =  0.00017902051649701254 +- 9.356288927719555e-08
Test: rmse elm-ode =  6.804284826552614e-05 +- 1.7069425070169312e-07
Test: rel l-2 error elm-ode =  0.00018496888667233205 +- 4.6401828139896507e-07
Test: rel l-2 error elm-ode (boundary) =  0.00018026043821971763 +- 8.320885883707105e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  6185
time= 3.1478652954101562 rmse_elm= 0.0035465667290418552 rel_err_elm= 0.0096410499575217
Number of functon evaluations of the ODE solver:  10010
time= 6.5323333740234375 rmse_elm= 0.003546234472269034 rel_err_elm= 0.009640146744811992
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  4.840099334716797
Train: rmse elm-ode =  0.006130301192442817 +- 7.311444563309205e-07
Train: rel l-2 error elm-ode =  0.009226141688480006 +- 1.100376985909042e-06
Train: rel l-2 error elm-ode (boundary) =  0.009824316653019175 +- 1.0419473710568394e-07
Test: rmse elm-ode =  0.0035464006006554446 +- 1.6612838641067232e-07
Test: rel l-2 error elm-ode =  0.009640598351166846 +- 4.516063548537508e-07
Test: rel l-2 error elm-ode (boundary) =  0.009861609300241516 +- 9.699846377237559e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  11096
time= 11.291684627532959 rmse_elm= 0.0034460152412467875 rel_err_elm= 0.009367709008034679
Number of functon evaluations of the ODE solver:  10328
time= 11.516510009765625 rmse_elm= 0.0034483510815312307 rel_err_elm= 0.009374058797731486
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  11.404097318649292
Train: rmse elm-ode =  0.005847620078595442 +- 2.7714885092095833e-06
Train: rel l-2 error elm-ode =  0.008886488753807337 +- 4.211764980859532e-06
Train: rel l-2 error elm-ode (boundary) =  0.009673395596113733 +- 4.783954894111223e-07
Test: rmse elm-ode =  0.0034471831613890093 +- 1.1679201422215828e-06
Test: rel l-2 error elm-ode =  0.009370883902883083 +- 3.174894848403595e-06
Test: rel l-2 error elm-ode (boundary) =  0.009705125765345372 +- 1.3805569127620446e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  31976
time= 300.11323857307434 rmse_elm= 0.0030073167733886846 rel_err_elm= 0.008175143304907234
Number of functon evaluations of the ODE solver:  11324
time= 113.23283243179321 rmse_elm= 0.0029923202235789233 rel_err_elm= 0.008134376417674456
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  206.67303550243378
Train: rmse elm-ode =  0.004880862962478938 +- 1.4844111009751706e-05
Train: rel l-2 error elm-ode =  0.007410222037221335 +- 2.2536620956789977e-05
Train: rel l-2 error elm-ode (boundary) =  0.008970766111073192 +- 2.1485413573682152e-05
Test: rmse elm-ode =  0.002999818498483804 +- 7.49827490488064e-06
Test: rel l-2 error elm-ode =  0.008154759861290845 +- 2.038344361638897e-05
Test: rel l-2 error elm-ode (boundary) =  0.00911854155701876 +- 2.4107405118725667e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  26849
time= 14.37520956993103 rmse_elm= 0.00036595060086306853 rel_err_elm= 0.0009948066100138192
Number of functon evaluations of the ODE solver:  24836
time= 15.128017902374268 rmse_elm= 0.0003659417050292572 rel_err_elm= 0.000994782427421261
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  14.751613736152649
Train: rmse elm-ode =  0.0006528278443329173 +- 6.964434275970582e-09
Train: rel l-2 error elm-ode =  0.0009825099943581027 +- 1.0481517203329328e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009974327644035913 +- 1.2196321712764843e-08
Test: rmse elm-ode =  0.00036594615294616286 +- 4.447916905668883e-09
Test: rel l-2 error elm-ode =  0.00099479451871754 +- 1.2091296279102479e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009977554545669296 +- 2.247201985789999e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  24293
time= 25.10227108001709 rmse_elm= 0.0003638249501199264 rel_err_elm= 0.0009890282032975265
Number of functon evaluations of the ODE solver:  26168
time= 28.506319046020508 rmse_elm= 0.00036385472581104954 rel_err_elm= 0.0009891091460648759
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  26.8042950630188
Train: rmse elm-ode =  0.0006415127147618939 +- 3.8919191242166307e-08
Train: rel l-2 error elm-ode =  0.000974891571021022 +- 5.9144566615521987e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009946797762271963 +- 1.9835266616913608e-08
Test: rmse elm-ode =  0.000363839837965488 +- 1.4887845561559459e-08
Test: rel l-2 error elm-ode =  0.0009890686746812012 +- 4.04713836746947e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009944262584113599 +- 4.683300566170161e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  39332
time= 373.70927715301514 rmse_elm= 0.00034074767431510275 rel_err_elm= 0.000926294527064704
Number of functon evaluations of the ODE solver:  22883
time= 225.54393768310547 rmse_elm= 0.00034039574564445336 rel_err_elm= 0.0009253378379187108
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  299.6266074180603
Train: rmse elm-ode =  0.0005851414661941383 +- 4.2175752452977295e-07
Train: rel l-2 error elm-ode =  0.0008883732694436445 +- 6.403205594297432e-07
Train: rel l-2 error elm-ode (boundary) =  0.0009572488455454739 +- 5.027592628747296e-07
Test: rmse elm-ode =  0.00034057170997977806 +- 1.7596433532469187e-07
Test: rel l-2 error elm-ode =  0.0009258161824917074 +- 4.783445729965915e-07
Test: rel l-2 error elm-ode (boundary) =  0.0009614079175612215 +- 7.227665660295497e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  114623
time= 63.47304844856262 rmse_elm= 3.6764362021878955e-05 rel_err_elm= 9.99408943886152e-05
Number of functon evaluations of the ODE solver:  101093
time= 56.103293657302856 rmse_elm= 3.6764374681574025e-05 rel_err_elm= 9.994092880295502e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  59.78817105293274
Train: rmse elm-ode =  6.563498422812537e-05 +- 1.0019295606394397e-10
Train: rel l-2 error elm-ode =  9.878106233284943e-05 +- 1.507910263871099e-10
Train: rel l-2 error elm-ode (boundary) =  9.997162109776116e-05 +- 1.5289053463746812e-11
Test: rmse elm-ode =  3.676436835172649e-05 +- 6.329847534796915e-12
Test: rel l-2 error elm-ode =  9.99409115957851e-05 +- 1.7207169913382395e-11
Test: rel l-2 error elm-ode (boundary) =  9.997327384755142e-05 +- 7.179660013891366e-10
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  133322
time= 136.5827145576477 rmse_elm= 3.6731265067208435e-05 rel_err_elm= 9.985092303947706e-05
Number of functon evaluations of the ODE solver:  128018
time= 133.48220443725586 rmse_elm= 3.6730962210680696e-05 rel_err_elm= 9.985009974891552e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  135.03245949745178
Train: rmse elm-ode =  6.49365564849741e-05 +- 6.283454465018292e-10
Train: rel l-2 error elm-ode =  9.868253599903886e-05 +- 9.548815875170765e-10
Train: rel l-2 error elm-ode (boundary) =  9.993732226175713e-05 +- 4.378972746815258e-10
Test: rmse elm-ode =  3.6731113638944566e-05 +- 1.5142826386940105e-10
Test: rel l-2 error elm-ode =  9.985051139419629e-05 +- 4.1164528076921385e-10
Test: rel l-2 error elm-ode (boundary) =  9.992234009219281e-05 +- 9.888131913816348e-10
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  80912
time= 743.7405681610107 rmse_elm= 3.633017101388737e-05 rel_err_elm= 9.876058184440868e-05
Number of functon evaluations of the ODE solver:  83762
time= 777.5776336193085 rmse_elm= 3.632524054976947e-05 rel_err_elm= 9.874717878322131e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  760.6591008901596
Train: rmse elm-ode =  6.416681436587441e-05 +- 5.067168045604759e-09
Train: rel l-2 error elm-ode =  9.741931816721128e-05 +- 7.693074074499107e-09
Train: rel l-2 error elm-ode (boundary) =  9.935500399179786e-05 +- 4.420742523004279e-09
Test: rmse elm-ode =  3.632770578182842e-05 +- 2.4652320589497448e-09
Test: rel l-2 error elm-ode =  9.875388031381499e-05 +- 6.7015305936867875e-09
Test: rel l-2 error elm-ode (boundary) =  9.932960690564477e-05 +- 9.743356508549507e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  1613
Integration failed or terminated due to exceeding the maximum absolute value.
time= 1.4417855739593506 rmse_elm= 3.6005078291140336e+16 rel_err_elm= 9.787684401560498e+16
Number of functon evaluations of the ODE solver:  6515
time= 4.377097129821777 rmse_elm= 1.6851906782638189 rel_err_elm= 4.581052256552542
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  2.909441351890564
Train: rmse elm-ode =  2951320715269736.5 +- 2951320715269734.5
Train: rel l-2 error elm-ode =  4441756160495329.0 +- 4441756160495327.0
Train: rel l-2 error elm-ode (boundary) =  2.359184471353582e+16 +- 2.3591844713535812e+16
Test: rmse elm-ode =  1.8002539145570168e+16 +- 1.8002539145570168e+16
Test: rel l-2 error elm-ode =  4.893842200780249e+16 +- 4.893842200780248e+16
Test: rel l-2 error elm-ode (boundary) =  4.5454911709948264e+16 +- 4.545491170994826e+16
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  11021
time= 16.193381786346436 rmse_elm= 0.0034520936075548136 rel_err_elm= 0.009384232546914104
Number of functon evaluations of the ODE solver:  13268
time= 19.287196397781372 rmse_elm= 0.0034602148698503984 rel_err_elm= 0.009406309530513118
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  17.740289092063904
Train: rmse elm-ode =  0.005867531733804849 +- 9.036880507526292e-06
Train: rel l-2 error elm-ode =  0.00891674802128878 +- 1.3733131756213726e-05
Train: rel l-2 error elm-ode (boundary) =  0.009695281543423983 +- 8.52168332005597e-06
Test: rmse elm-ode =  0.0034561542387026058 +- 4.060631147792407e-06
Test: rel l-2 error elm-ode =  0.00939527103871361 +- 1.1038491799507041e-05
Test: rel l-2 error elm-ode (boundary) =  0.009732021901217087 +- 8.537599412170374e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  41840
time= 507.80738496780396 rmse_elm= 0.003007348767132061 rel_err_elm= 0.008175230277267206
Number of functon evaluations of the ODE solver:  33665
time= 418.80415391921997 rmse_elm= 0.0029934019961616195 rel_err_elm= 0.00813731712746769
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  463.30576944351196
Train: rmse elm-ode =  0.0048815946683956595 +- 1.4522845185737255e-05
Train: rel l-2 error elm-ode =  0.007411332927518919 +- 2.2048868871304538e-05
Train: rel l-2 error elm-ode (boundary) =  0.008966018504786417 +- 1.8020679866803148e-05
Test: rmse elm-ode =  0.0030003753816468404 +- 6.973385485220746e-06
Test: rel l-2 error elm-ode =  0.008156273702367448 +- 1.8956574899757668e-05
Test: rel l-2 error elm-ode (boundary) =  0.009115561601045085 +- 2.6203089809006402e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  31763
time= 20.568302392959595 rmse_elm= 0.0003659366122472181 rel_err_elm= 0.0009947685831121552
Number of functon evaluations of the ODE solver:  30455
time= 20.332895040512085 rmse_elm= 0.0003659400728234684 rel_err_elm= 0.0009947779904040685
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  20.45059871673584
Train: rmse elm-ode =  0.0006527939372700693 +- 8.39932114544929e-09
Train: rel l-2 error elm-ode =  0.000982458964016158 +- 1.2641030928506151e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009974519995977612 +- 4.176380803363501e-09
Test: rmse elm-ode =  0.00036593834253534325 +- 1.7302881251271898e-09
Test: rel l-2 error elm-ode =  0.0009947732867581118 +- 4.703645956668362e-09
Test: rel l-2 error elm-ode (boundary) =  0.000997745275135352 +- 1.1474621492237914e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  35444
time= 43.18781590461731 rmse_elm= 0.00036381994651384704 rel_err_elm= 0.0009890146014059325
Number of functon evaluations of the ODE solver:  31997
time= 40.36610531806946 rmse_elm= 0.0003638909495514881 rel_err_elm= 0.0009892076173239547
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  41.776960611343384
Train: rmse elm-ode =  0.0006414584131443235 +- 5.640017336223501e-08
Train: rel l-2 error elm-ode =  0.000974809050148023 +- 8.570999818045691e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009949345315698383 +- 7.939965023602471e-08
Test: rmse elm-ode =  0.00036385544803266756 +- 3.550151882054085e-08
Test: rel l-2 error elm-ode =  0.0009891111093649437 +- 9.650795901111012e-08
Test: rel l-2 error elm-ode (boundary) =  0.000994587561842219 +- 7.060837198258341e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  46316
time= 559.1742780208588 rmse_elm= 0.0003407391549050007 rel_err_elm= 0.0009262713677490398
Number of functon evaluations of the ODE solver:  34565
time= 432.5313720703125 rmse_elm= 0.0003405110710287135 rel_err_elm= 0.0009256513404906257
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  495.85282504558563
Train: rmse elm-ode =  0.0005852284411614745 +- 2.638906719690877e-07
Train: rel l-2 error elm-ode =  0.0008885053165477314 +- 4.006440024797173e-07
Train: rel l-2 error elm-ode (boundary) =  0.0009572549296521221 +- 3.05473072903799e-07
Test: rmse elm-ode =  0.0003406251129668571 +- 1.140419381436106e-07
Test: rel l-2 error elm-ode =  0.0009259613541198327 +- 3.1001362920703157e-07
Test: rel l-2 error elm-ode (boundary) =  0.0009613616213907223 +- 6.476523425224439e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  136811
time= 86.04301047325134 rmse_elm= 3.6763445083533594e-05 rel_err_elm= 9.9938401767139e-05
Number of functon evaluations of the ODE solver:  139088
time= 88.46362924575806 rmse_elm= 3.67631807878309e-05 rel_err_elm= 9.993768330100882e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  87.2533198595047
Train: rmse elm-ode =  6.563272321493368e-05 +- 2.378373485569657e-10
Train: rel l-2 error elm-ode =  9.877765949383531e-05 +- 3.5794669915004563e-10
Train: rel l-2 error elm-ode (boundary) =  9.99719087226071e-05 +- 4.972607824907816e-11
Test: rmse elm-ode =  3.676331293568225e-05 +- 1.321478513469337e-10
Test: rel l-2 error elm-ode =  9.993804253407391e-05 +- 3.5923306508840215e-10
Test: rel l-2 error elm-ode (boundary) =  9.997138518241854e-05 +- 1.4977440349148857e-10
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  115958
time= 138.41808199882507 rmse_elm= 3.672635393200651e-05 rel_err_elm= 9.983757252235803e-05
Number of functon evaluations of the ODE solver:  124058
time= 155.18400025367737 rmse_elm= 3.672496862066366e-05 rel_err_elm= 9.983380666741054e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  146.80104112625122
Train: rmse elm-ode =  6.492362152301569e-05 +- 2.6825549832545014e-09
Train: rel l-2 error elm-ode =  9.866287904588023e-05 +- 4.076614822744033e-09
Train: rel l-2 error elm-ode (boundary) =  9.993923366417404e-05 +- 3.52887049619101e-11
Test: rmse elm-ode =  3.6725661276335087e-05 +- 6.926556714260609e-10
Test: rel l-2 error elm-ode =  9.983568959488428e-05 +- 1.882927473743348e-09
Test: rel l-2 error elm-ode (boundary) =  9.991262696423215e-05 +- 1.2587056150381538e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  103616
time= 1247.418444633484 rmse_elm= 3.631838882559352e-05 rel_err_elm= 9.87285529345845e-05
Number of functon evaluations of the ODE solver:  117293
time= 1585.27476644516 rmse_elm= 3.6313450401686924e-05 rel_err_elm= 9.871512823536622e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x00000162C34D5760> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  1416.346605539322
Train: rmse elm-ode =  6.413752250149444e-05 +- 4.7511968992694e-09
Train: rel l-2 error elm-ode =  9.737484668325272e-05 +- 7.2133604726832244e-09
Train: rel l-2 error elm-ode (boundary) =  9.935156378824351e-05 +- 3.9541888570708474e-09
Test: rmse elm-ode =  3.631591961364022e-05 +- 2.4692119532989396e-09
Test: rel l-2 error elm-ode =  9.872184058497537e-05 +- 6.712349609142986e-09
Test: rel l-2 error elm-ode (boundary) =  9.930522996137374e-05 +- 1.1541439142825731e-08
-------------------------------------------------------------------------

