Number of functon evaluations of the ODE solver:  1547
time= 0.42292118072509766 rmse_elm= 0.0035810048434585973 rel_err_elm= 0.009734667139123231
Number of functon evaluations of the ODE solver:  1814
time= 0.444624662399292 rmse_elm= 0.00357932195147747 rel_err_elm= 0.009730092335685782
Number of functon evaluations of the ODE solver:  1574
time= 0.40602898597717285 rmse_elm= 0.0035772516649372845 rel_err_elm= 0.009724464432001673
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.4245249430338542
Train: rmse elm-ode =  0.00621946276681973 +- 2.937980968763659e-06
Train: rel l-2 error elm-ode =  0.009361305847518453 +- 4.4221405375254945e-06
Train: rel l-2 error elm-ode (boundary) =  0.009782505127050097 +- 5.9364021282758334e-06
Test: rmse elm-ode =  0.003579192819957784 +- 1.5349470056526766e-06
Test: rel l-2 error elm-ode =  0.009729741302270228 +- 4.172627189689215e-06
Test: rel l-2 error elm-ode (boundary) =  0.009795514321535997 +- 1.2264566863993476e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  3830
time= 1.4925129413604736 rmse_elm= 0.0034075551282586824 rel_err_elm= 0.00926315835411524
Number of functon evaluations of the ODE solver:  3035
time= 1.4737389087677002 rmse_elm= 0.0034093859431667266 rel_err_elm= 0.009268135273863257
Number of functon evaluations of the ODE solver:  2528
time= 1.2780394554138184 rmse_elm= 0.003432449682784933 rel_err_elm= 0.009330832153086074
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  1.4147637685139973
Train: rmse elm-ode =  0.005816137777207744 +- 2.2859186278429648e-05
Train: rel l-2 error elm-ode =  0.008838645851316149 +- 3.473856014141839e-05
Train: rel l-2 error elm-ode (boundary) =  0.00934534770572467 +- 3.6906150336835336e-05
Test: rmse elm-ode =  0.003416463584736781 +- 1.1328561806652935e-05
Test: rel l-2 error elm-ode =  0.009287375260354856 +- 3.079576352827277e-05
Test: rel l-2 error elm-ode (boundary) =  0.00932604683161361 +- 4.682374863682975e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17855
time= 72.79567766189575 rmse_elm= 0.003363083067851115 rel_err_elm= 0.009142264715602167
Number of functon evaluations of the ODE solver:  3311
time= 14.232501029968262 rmse_elm= 0.0037686442934814625 rel_err_elm= 0.010244749551180671
Number of functon evaluations of the ODE solver:  4151
time= 17.424957275390625 rmse_elm= 0.0031156889695262368 rel_err_elm= 0.008469744206791505
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  34.81771198908488
Train: rmse elm-ode =  0.005571559963709032 +- 0.00043539240476723985
Train: rel l-2 error elm-ode =  0.008458851793660642 +- 0.0006610213024719635
Train: rel l-2 error elm-ode (boundary) =  0.010003834686027715 +- 0.000813459338976218
Test: rmse elm-ode =  0.003415805443619605 +- 0.0002691621573827121
Test: rel l-2 error elm-ode =  0.009285586157858116 +- 0.0007316951869962743
Test: rel l-2 error elm-ode (boundary) =  0.010284409215836017 +- 0.0007855465142825632
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  9092
time= 1.6863768100738525 rmse_elm= 0.000877270049720385 rel_err_elm= 0.002384786477111273
Number of functon evaluations of the ODE solver:  7709
time= 1.6601896286010742 rmse_elm= 0.0003661176850291691 rel_err_elm= 0.0009952608145771496
Number of functon evaluations of the ODE solver:  6596
time= 1.4148221015930176 rmse_elm= 0.0003667541366477231 rel_err_elm= 0.00099699095595579
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  1.5871295134226482
Train: rmse elm-ode =  0.0009519315437901011 +- 0.0004211098381255558
Train: rel l-2 error elm-ode =  0.0014326629353167634 +- 0.0006337729437745727
Train: rel l-2 error elm-ode (boundary) =  0.001558737277275787 +- 0.000795128607483351
Test: rmse elm-ode =  0.0005367139571324257 +- 0.00024080966262001713
Test: rel l-2 error elm-ode =  0.0014590127492147373 +- 0.0006546212618987583
Test: rel l-2 error elm-ode (boundary) =  0.0015742189151820365 +- 0.0008182515772402799
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  5264
time= 1.7387480735778809 rmse_elm= 0.0003645443877114164 rel_err_elm= 0.0009909839352182249
Number of functon evaluations of the ODE solver:  5414
time= 1.8810405731201172 rmse_elm= 0.0003697516651741256 rel_err_elm= 0.0010051394907163217
Number of functon evaluations of the ODE solver:  6617
time= 2.2914535999298096 rmse_elm= 0.00036307850409025247 rel_err_elm= 0.000986999051158995
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  1.9704140822092693
Train: rmse elm-ode =  0.0006456265437401113 +- 4.4853030920824145e-06
Train: rel l-2 error elm-ode =  0.0009811432587946223 +- 6.81620812390079e-06
Train: rel l-2 error elm-ode (boundary) =  0.0009949166955182324 +- 9.801148134031932e-06
Test: rmse elm-ode =  0.0003657915189919315 +- 2.863479472711374e-06
Test: rel l-2 error elm-ode =  0.0009943741590311805 +- 7.784133433239052e-06
Test: rel l-2 error elm-ode (boundary) =  0.000989489514531577 +- 1.4925371906693254e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17960
time= 70.85421586036682 rmse_elm= 0.0003735060535419295 rel_err_elm= 0.0010153454867060587
Number of functon evaluations of the ODE solver:  3266
time= 13.865970134735107 rmse_elm= 0.0004235493651158971 rel_err_elm= 0.0011513841132948753
Number of functon evaluations of the ODE solver:  3695
time= 15.473633766174316 rmse_elm= 0.0003531995883715769 rel_err_elm= 0.0009601440312914767
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  33.397939920425415
Train: rmse elm-ode =  0.0006554416867779909 +- 4.7874895946073173e-05
Train: rel l-2 error elm-ode =  0.0009951044454255666 +- 7.268460755740804e-05
Train: rel l-2 error elm-ode (boundary) =  0.0011182885867724699 +- 0.00010555437901094383
Test: rmse elm-ode =  0.00038341833567646786 +- 2.956307127515611e-05
Test: rel l-2 error elm-ode =  0.0010422912104308035 +- 8.036477778004643e-05
Test: rel l-2 error elm-ode (boundary) =  0.001171277823782715 +- 0.0001203831917663158
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  26090
time= 4.683004856109619 rmse_elm= 0.000852452601951937 rel_err_elm= 0.0023173222865197057
Number of functon evaluations of the ODE solver:  40340
time= 8.942899227142334 rmse_elm= 3.747322027787297e-05 rel_err_elm= 0.00010186786725588908
Number of functon evaluations of the ODE solver:  39668
time= 8.363913774490356 rmse_elm= 4.422448345534548e-05 rel_err_elm= 0.00012022062093098314
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  7.3299392859141035
Train: rmse elm-ode =  0.0005433084193032973 +- 0.0006669695074058543
Train: rel l-2 error elm-ode =  0.0008176825737723463 +- 0.0010037932858515952
Train: rel l-2 error elm-ode (boundary) =  0.0008874355148557196 +- 0.0010997387611361537
Test: rmse elm-ode =  0.00031138343522838516 +- 0.00038260360450716435
Test: rel l-2 error elm-ode =  0.0008464702582355259 +- 0.0010400764307564544
Test: rel l-2 error elm-ode (boundary) =  0.0009130620539317463 +- 0.0011315094397797382
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  39656
time= 13.05276107788086 rmse_elm= 5.9194994190273465e-05 rel_err_elm= 0.00016091672308046908
Number of functon evaluations of the ODE solver:  33956
time= 12.46346402168274 rmse_elm= 8.804556085434662e-05 rel_err_elm= 0.00023934461567683504
Number of functon evaluations of the ODE solver:  26291
time= 10.249962329864502 rmse_elm= 4.161346786520138e-05 rel_err_elm= 0.00011312278979804178
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  11.922062476476034
Train: rmse elm-ode =  0.00011011483055452448 +- 3.214923157266668e-05
Train: rel l-2 error elm-ode =  0.00016733888149334411 +- 4.885642038541462e-05
Train: rel l-2 error elm-ode (boundary) =  0.00017019059571662582 +- 5.256531545676511e-05
Test: rmse elm-ode =  6.295134096994049e-05 +- 1.914101043457901e-05
Test: rel l-2 error elm-ode =  0.00017112804285178198 +- 5.203326257083447e-05
Test: rel l-2 error elm-ode (boundary) =  0.00017898380300998478 +- 6.214866280049152e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19097
time= 73.86410164833069 rmse_elm= 5.7411467972044745e-05 rel_err_elm= 0.0001560683537463502
Number of functon evaluations of the ODE solver:  6971
time= 27.777761697769165 rmse_elm= 6.398865806746468e-05 rel_err_elm= 0.00017394790406491753
Number of functon evaluations of the ODE solver:  8276
time= 33.03664827346802 rmse_elm= 5.273337306939991e-05 rel_err_elm= 0.0001433513375139752
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  44.89283720652262
Train: rmse elm-ode =  9.997988789069594e-05 +- 6.666429892205701e-06
Train: rel l-2 error elm-ode =  0.00015179142996267858 +- 1.012110482850437e-05
Train: rel l-2 error elm-ode (boundary) =  0.00017117414849611795 +- 2.3611352749203967e-05
Test: rmse elm-ode =  5.8044499702969774e-05 +- 4.6167020679401254e-06
Test: rel l-2 error elm-ode =  0.00015778919844174763 +- 1.2550124860622411e-05
Test: rel l-2 error elm-ode (boundary) =  0.00019090547700600227 +- 2.544842873051122e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18986
time= 5.656339406967163 rmse_elm= 0.003584146396059867 rel_err_elm= 0.009743207191485704
Number of functon evaluations of the ODE solver:  8279
time= 3.5860214233398438 rmse_elm= 0.003587878112138519 rel_err_elm= 0.009753351554722116
Number of functon evaluations of the ODE solver:  10124
time= 3.991358757019043 rmse_elm= 0.0035826746664616754 rel_err_elm= 0.009739206415618741
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  4.411239862442017
Train: rmse elm-ode =  0.006227925857855717 +- 7.461597820332099e-06
Train: rel l-2 error elm-ode =  0.00937306742134615 +- 1.1229751451315912e-05
Train: rel l-2 error elm-ode (boundary) =  0.00979125553496702 +- 6.70537753956876e-06
Test: rmse elm-ode =  0.0035848997248866875 +- 2.190066965331454e-06
Test: rel l-2 error elm-ode =  0.009745255053942187 +- 5.953516918257048e-06
Test: rel l-2 error elm-ode (boundary) =  0.00981990825160975 +- 6.845950959978761e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  323
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.5677130222320557 rmse_elm= 3.103677358545872e+17 rel_err_elm= 8.437091630263418e+17
Number of functon evaluations of the ODE solver:  533
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.7341084480285645 rmse_elm= 1.5391321828347206e+17 rel_err_elm= 4.184004249638874e+17
Number of functon evaluations of the ODE solver:  281
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.53680419921875 rmse_elm= 1.2950881608411138e+16 rel_err_elm= 3.5205906478001932e+16
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.61287522315979
Train: rmse elm-ode =  3.473033787552598e+16 +- 2.33743576617717e+16
Train: rel l-2 error elm-ode =  5.277886606835126e+16 +- 3.552145380462139e+16
Train: rel l-2 error elm-ode (boundary) =  3.621782156380454e+17 +- 2.5829590036895142e+17
Test: rmse elm-ode =  1.590772785821568e+17 +- 1.2147481751786835e+17
Test: rel l-2 error elm-ode =  4.3243849815607706e+17 +- 3.302193004520174e+17
Test: rel l-2 error elm-ode (boundary) =  7.383791543181409e+17 +- 7.186898565756868e+17
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  32321
time= 278.86051845550537 rmse_elm= 0.0030179180557398204 rel_err_elm= 0.008203962019052423
Number of functon evaluations of the ODE solver:  6665
time= 58.32239747047424 rmse_elm= 0.0029854840162556774 rel_err_elm= 0.008115792750325502
Number of functon evaluations of the ODE solver:  42443
time= 373.69373202323914 rmse_elm= 0.9320326338859116 rel_err_elm= 2.5336540580930262
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  236.9588826497396
Train: rmse elm-ode =  0.25911575274499316 +- 0.35952603131311645
Train: rel l-2 error elm-ode =  0.3933946263074229 +- 0.545839483851864
Train: rel l-2 error elm-ode (boundary) =  1.0349177503885978 +- 1.451593986372827
Test: rmse elm-ode =  0.3126786786526357 +- 0.43794938190032784
Test: rel l-2 error elm-ode =  0.8499912709541347 +- 1.190529374561496
Test: rel l-2 error elm-ode (boundary) =  1.5999527970264282 +- 2.2504832309936424
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19478
time= 5.718297004699707 rmse_elm= 0.00036661084403554357 rel_err_elm= 0.000996601426775004
Number of functon evaluations of the ODE solver:  30296
time= 12.284327745437622 rmse_elm= 0.00036656813239687407 rel_err_elm= 0.000996485318698196
Number of functon evaluations of the ODE solver:  28775
time= 10.76514744758606 rmse_elm= 0.0003665884632877626 rel_err_elm= 0.0009965405865529164
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  9.589257399241129
Train: rmse elm-ode =  0.000654272777482057 +- 2.1434838544880014e-08
Train: rel l-2 error elm-ode =  0.0009846846277971222 +- 3.22595662556292e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009971883071329595 +- 6.303316176880586e-09
Test: rmse elm-ode =  0.0003665891465733934 +- 1.7443646004556508e-08
Test: rel l-2 error elm-ode =  0.0009965424440087055 +- 4.741911697139215e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009974059433169767 +- 3.7164772158013436e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  539
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.7581925392150879 rmse_elm= 9.3943876185971e+16 rel_err_elm= 2.5537870078561002e+17
Number of functon evaluations of the ODE solver:  2216
Integration failed or terminated due to exceeding the maximum absolute value.
time= 2.0526583194732666 rmse_elm= 1454092771876606.0 rel_err_elm= 3952831605207368.5
Number of functon evaluations of the ODE solver:  326
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.596454381942749 rmse_elm= 4041618394636893.0 rel_err_elm= 1.098680719380117e+16
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  1.1357684135437012
Train: rmse elm-ode =  7202155982696017.0 +- 9289616340707460.0
Train: rel l-2 error elm-ode =  1.0944944658368978e+16 +- 1.4117208373549146e+16
Train: rel l-2 error elm-ode (boundary) =  8.468122316404154e+16 +- 1.1042844097829189e+17
Test: rmse elm-ode =  3.3146529117494836e+16 +- 4.300319275073788e+16
Test: rel l-2 error elm-ode =  9.010611319487285e+16 +- 1.169006425983155e+17
Test: rel l-2 error elm-ode (boundary) =  1.7758641490546714e+17 +- 2.3497451615021494e+17
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  34547
time= 294.56479120254517 rmse_elm= 0.00034598077820547295 rel_err_elm= 0.0009405202895822446
Number of functon evaluations of the ODE solver:  15101
time= 128.44056677818298 rmse_elm= 0.00034537277966207333 rel_err_elm= 0.000938867495548224
Number of functon evaluations of the ODE solver:  42560
time= 370.2386484146118 rmse_elm= 2.0655015653841153 rel_err_elm= 5.614896123662507
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  264.41466879844666
Train: rmse elm-ode =  0.5410010959575807 +- 0.764245309658406
Train: rel l-2 error elm-ode =  0.8213584921855013 +- 1.1602922431973937
Train: rel l-2 error elm-ode (boundary) =  2.1332437335451235 +- 3.0155187154367424
Test: rmse elm-ode =  0.688730972980661 +- 0.9735238220267344
Test: rel l-2 error elm-ode =  1.8722585038158792 +- 2.6464444405175165
Test: rel l-2 error elm-ode (boundary) =  3.9088473256510867 +- 5.5265986342818225
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  66521
time= 19.61471939086914 rmse_elm= 3.677863883650668e-05 rel_err_elm= 9.997970473495185e-05
Number of functon evaluations of the ODE solver:  115976
time= 47.60203409194946 rmse_elm= 3.677192066439005e-05 rel_err_elm= 9.996144193660401e-05
Number of functon evaluations of the ODE solver:  125162
time= 46.903629302978516 rmse_elm= 3.677331974052996e-05 rel_err_elm= 9.996524521002019e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  38.04012759526571
Train: rmse elm-ode =  6.565156270498234e-05 +- 2.5272466032733473e-09
Train: rel l-2 error elm-ode =  9.880601304434957e-05 +- 3.803521965977855e-09
Train: rel l-2 error elm-ode (boundary) =  9.99694880309852e-05 +- 7.409607836568449e-10
Test: rmse elm-ode =  3.6774626413808896e-05 +- 2.8941326208454252e-09
Test: rel l-2 error elm-ode =  9.996879729385868e-05 +- 7.867461495305934e-09
Test: rel l-2 error elm-ode (boundary) =  9.997650120852737e-05 +- 7.121153831691086e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  97724
time= 105.61971974372864 rmse_elm= 3.674612995840202e-05 rel_err_elm= 9.989133202359033e-05
Number of functon evaluations of the ODE solver:  94088
time= 94.9742341041565 rmse_elm= 3.674502069480261e-05 rel_err_elm= 9.988831658172922e-05
Number of functon evaluations of the ODE solver:  118937
time= 125.36446642875671 rmse_elm= 3.674520446463757e-05 rel_err_elm= 9.988881614491099e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  108.65280675888062
Train: rmse elm-ode =  6.496409612957737e-05 +- 1.187289656752351e-09
Train: rel l-2 error elm-ode =  9.872438734005649e-05 +- 1.80429577168601e-09
Train: rel l-2 error elm-ode (boundary) =  9.993347213659507e-05 +- 7.189843240740623e-10
Test: rmse elm-ode =  3.674545170594741e-05 +- 4.854294539954628e-10
Test: rel l-2 error elm-ode =  9.988948825007685e-05 +- 1.3196000454450149e-09
Test: rel l-2 error elm-ode (boundary) =  9.990410726636407e-05 +- 4.2221183640725725e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  71333
time= 645.2748563289642 rmse_elm= 3.6439556954690654e-05 rel_err_elm= 9.905793852778902e-05
Number of functon evaluations of the ODE solver:  57248
time= 481.19607162475586 rmse_elm= 3.644254642418226e-05 rel_err_elm= 9.90660651547263e-05
Number of functon evaluations of the ODE solver:  60485
time= 526.350700378418 rmse_elm= 3.643489961294166e-05 rel_err_elm= 9.904527792729797e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  550.9405427773794
Train: rmse elm-ode =  6.442700168837188e-05 +- 5.155603479531955e-09
Train: rel l-2 error elm-ode =  9.781433967176859e-05 +- 7.82733848765679e-09
Train: rel l-2 error elm-ode (boundary) =  9.931520080557695e-05 +- 1.407697484455456e-09
Test: rmse elm-ode =  3.643900099727153e-05 +- 3.146452714435446e-09
Test: rel l-2 error elm-ode =  9.90564272032711e-05 +- 8.55337291708943e-09
Test: rel l-2 error elm-ode (boundary) =  9.923814206546841e-05 +- 1.8149957298764988e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21701
time= 8.270891189575195 rmse_elm= 0.003614678812865834 rel_err_elm= 0.00982620705536525
Number of functon evaluations of the ODE solver:  10244
time= 5.335847616195679 rmse_elm= 0.003580916663194027 rel_err_elm= 0.009734427428326581
Number of functon evaluations of the ODE solver:  9524
time= 4.762689828872681 rmse_elm= 0.0035826321166383553 rel_err_elm= 0.009739090747423651
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  6.1231428782145185
Train: rmse elm-ode =  0.006229152369387917 +- 1.2097414172464265e-05
Train: rel l-2 error elm-ode =  0.009374913328883709 +- 1.820668409522336e-05
Train: rel l-2 error elm-ode (boundary) =  0.009811414001701458 +- 3.684843494385056e-05
Test: rmse elm-ode =  0.0035927425308994055 +- 1.552709556469835e-05
Test: rel l-2 error elm-ode =  0.009766575077038493 +- 4.2209132231641674e-05
Test: rel l-2 error elm-ode (boundary) =  0.009850366642167143 +- 4.990800078536237e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  284
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.7787015438079834 rmse_elm= 8.90289747201122e+16 rel_err_elm= 2.4201794538782762e+17
Number of functon evaluations of the ODE solver:  299
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.77638840675354 rmse_elm= 9.060351031189747e+17 rel_err_elm= 2.462981908928654e+18
Number of functon evaluations of the ODE solver:  269
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.7840769290924072 rmse_elm= 5.217162962642757e+17 rel_err_elm= 1.4182428416611116e+18
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.7797222932179769
Train: rmse elm-ode =  1.1298425930633518e+17 +- 8.075927543321104e+16
Train: rel l-2 error elm-ode =  1.716994839247767e+17 +- 1.2272794457522923e+17
Train: rel l-2 error elm-ode (boundary) =  1.1315019868594234e+18 +- 8.478192291705693e+17
Test: rmse elm-ode =  5.055934580344542e+17 +- 3.337361361862226e+17
Test: rel l-2 error elm-ode =  1.374414231992531e+18 +- 9.072342373411087e+17
Test: rel l-2 error elm-ode (boundary) =  2.6668194314479457e+18 +- 1.7730984016431137e+18
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  1529
Integration failed or terminated due to exceeding the maximum absolute value.
time= 20.885946035385132 rmse_elm= 4.2989220949236264e+22 rel_err_elm= 1.1686266140507572e+23
Number of functon evaluations of the ODE solver:  3479
Integration failed or terminated due to exceeding the maximum absolute value.
time= 43.57435941696167 rmse_elm= 2.399316428998506e+21 rel_err_elm= 6.522344375041976e+21
Number of functon evaluations of the ODE solver:  4082
Integration failed or terminated due to exceeding the maximum absolute value.
time= 49.85893201828003 rmse_elm= 1.6819688798964037e+23 rel_err_elm= 4.572294062674795e+23
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  38.106412490208946
Train: rmse elm-ode =  1.7129221883070719e+22 +- 1.8529942929440456e+22
Train: rel l-2 error elm-ode =  2.600592117708576e+22 +- 2.813252338771965e+22
Train: rel l-2 error elm-ode (boundary) =  1.7989819771416177e+23 +- 1.9831441579952158e+23
Test: rmse elm-ode =  7.119514178929172e+22 +- 7.056386781575089e+22
Test: rel l-2 error elm-ode =  1.9353813734919904e+23 +- 1.918220709726799e+23
Test: rel l-2 error elm-ode (boundary) =  2.268263536501042e+23 +- 1.892306014647146e+23
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  30059
time= 11.422361135482788 rmse_elm= 0.000366588821936773 rel_err_elm= 0.0009965415615107534
Number of functon evaluations of the ODE solver:  32000
time= 16.093673944473267 rmse_elm= 0.00036653816059023086 rel_err_elm= 0.0009964038428069352
Number of functon evaluations of the ODE solver:  29300
time= 14.022018432617188 rmse_elm= 0.00036654694801968775 rel_err_elm= 0.000996427730711172
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  13.846017837524414
Train: rmse elm-ode =  0.0006542267095676718 +- 2.930323709242258e-08
Train: rel l-2 error elm-ode =  0.0009846152952974507 +- 4.410155534915622e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009971847726837982 +- 1.3292777893597586e-08
Test: rmse elm-ode =  0.0003665579768488972 +- 2.2103835469039767e-08
Test: rel l-2 error elm-ode =  0.0009964577116762868 +- 6.008745874280147e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009973543005200958 +- 5.441098038178718e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  341
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.8138861656188965 rmse_elm= 9.90156320298374e+16 rel_err_elm= 2.69165851909164e+17
Number of functon evaluations of the ODE solver:  383
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.879535436630249 rmse_elm= 9.353215157217813e+16 rel_err_elm= 2.5425946128623344e+17
Number of functon evaluations of the ODE solver:  299
Integration failed or terminated due to exceeding the maximum absolute value.
time= 0.7827186584472656 rmse_elm= 1.7048842304056115e+17 rel_err_elm= 4.634587558309397e+17
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.8253800868988037
Train: rmse elm-ode =  2.7935709215581228e+16 +- 4167426837169571.5
Train: rel l-2 error elm-ode =  4.245323096187236e+16 +- 6333139161413772.0
Train: rel l-2 error elm-ode (boundary) =  2.5834416489619216e+17 +- 6.96842120175865e+16
Test: rmse elm-ode =  1.210120688808589e+17 +- 3.5056614736590464e+16
Test: rel l-2 error elm-ode =  3.289613563421124e+17 +- 9.52985238510851e+16
Test: rel l-2 error elm-ode (boundary) =  5.4217760897983315e+17 +- 2.652885469277626e+17
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  1490
Integration failed or terminated due to exceeding the maximum absolute value.
time= 20.555716037750244 rmse_elm= 9.333349327127021e+22 rel_err_elm= 2.5371942503431522e+23
Number of functon evaluations of the ODE solver:  2099
Integration failed or terminated due to exceeding the maximum absolute value.
time= 32.967663288116455 rmse_elm= 1.3307443198023057e+21 rel_err_elm= 3.6175189833149904e+21
Number of functon evaluations of the ODE solver:  2276
Integration failed or terminated due to exceeding the maximum absolute value.
time= 33.788750648498535 rmse_elm= 1.6353729349005188e+23 rel_err_elm= 4.445626818592058e+23
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  29.10404332478841
Train: rmse elm-ode =  1.9851234136917518e+22 +- 1.7345197234316728e+22
Train: rel l-2 error elm-ode =  3.013853365649813e+22 +- 2.6333819198317433e+22
Train: rel l-2 error elm-ode (boundary) =  2.035473616884447e+23 +- 1.8255334046842678e+23
Test: rmse elm-ode =  8.606717702704146e+22 +- 6.641957875130397e+22
Test: rel l-2 error elm-ode =  2.3396654195894533e+23 +- 1.8055616200738095e+23
Test: rel l-2 error elm-ode (boundary) =  3.026507097089731e+23 +- 2.1050685882613045e+23
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  99860
time= 28.89220666885376 rmse_elm= 3.677279221049707e-05 rel_err_elm= 9.996381116301368e-05
Number of functon evaluations of the ODE solver:  134993
time= 66.89221978187561 rmse_elm= 3.677152933213221e-05 rel_err_elm= 9.996037813204708e-05
Number of functon evaluations of the ODE solver:  148745
time= 70.50059509277344 rmse_elm= 3.6771761938207986e-05 rel_err_elm= 9.996101045253286e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  55.42834051450094
Train: rmse elm-ode =  6.564929520722335e-05 +- 3.9512637742340013e-10
Train: rel l-2 error elm-ode =  9.880260044602104e-05 +- 5.946676726828557e-10
Train: rel l-2 error elm-ode (boundary) =  9.99700540222494e-05 +- 1.0746979048152931e-10
Test: rmse elm-ode =  3.677202782694576e-05 +- 5.487792857879295e-10
Test: rel l-2 error elm-ode =  9.996173324919788e-05 +- 1.4918113528248049e-09
Test: rel l-2 error elm-ode (boundary) =  9.997016767474515e-05 +- 5.023030211779563e-10
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  116813
time= 120.6205267906189 rmse_elm= 3.6740997861794e-05 rel_err_elm= 9.987738084106228e-05
Number of functon evaluations of the ODE solver:  119489
time= 118.26876020431519 rmse_elm= 3.674072312506059e-05 rel_err_elm= 9.987663399184884e-05
Number of functon evaluations of the ODE solver:  112673
time= 115.50577211380005 rmse_elm= 3.674177588872777e-05 rel_err_elm= 9.987949584329116e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  118.13168636957805
Train: rmse elm-ode =  6.495417105461615e-05 +- 1.1077117510747984e-09
Train: rel l-2 error elm-ode =  9.870930444037454e-05 +- 1.6833631265523227e-09
Train: rel l-2 error elm-ode (boundary) =  9.993501255434229e-05 +- 5.959077720825024e-10
Test: rmse elm-ode =  3.6741165625194115e-05 +- 4.4585965919793795e-10
Test: rel l-2 error elm-ode =  9.987783689206743e-05 +- 1.2120328127990548e-09
Test: rel l-2 error elm-ode (boundary) =  9.989546582680374e-05 +- 3.5245082258574423e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  1139
Integration failed or terminated due to exceeding the maximum absolute value.
time= 16.504337787628174 rmse_elm= 3.889990451066004e+22 rel_err_elm= 1.0574619100185866e+23
Number of functon evaluations of the ODE solver:  1247
Integration failed or terminated due to exceeding the maximum absolute value.
time= 18.335548400878906 rmse_elm= 9.635259330978138e+20 rel_err_elm= 2.619266001763167e+21
Number of functon evaluations of the ODE solver:  1316
Integration failed or terminated due to exceeding the maximum absolute value.
time= 21.92004418373108 rmse_elm= 3.656477903251904e+21 rel_err_elm= 9.939834444719331e+21
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000020C1A609260> reg_const 1e-12 atol 1e-06
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  18.919976790746052
Train: rmse elm-ode =  3.651263072321142e+21 +- 4.331229360332419e+21
Train: rel l-2 error elm-ode =  5.543419327729867e+21 +- 6.57575750454884e+21
Train: rel l-2 error elm-ode (boundary) =  3.844814249575626e+22 +- 4.475827881017074e+22
Test: rmse elm-ode =  1.450663611566992e+22 +- 1.728364650608405e+22
Test: rel l-2 error elm-ode =  3.943509714944705e+22 +- 4.69841714943058e+22
Test: rel l-2 error elm-ode (boundary) =  4.086361663968857e+22 +- 4.7712199913514155e+22
-------------------------------------------------------------------------

