Number of functon evaluations of the ODE solver:  341
time= 4.216960191726685 rmse_elm= 0.0123037840362598 rel_err_elm= 0.033446824950107625
Number of functon evaluations of the ODE solver:  326
time= 4.124410629272461 rmse_elm= 0.012271174525381727 rel_err_elm= 0.033358178676828346
-------------------------------------------------------------------------
Width:  1000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  4.170685410499573
Train: rmse elm-ode =  0.0196939974471732 +- 0.0001758353448440709
Train: rel l-2 error elm-ode =  0.029750923413717125 +- 0.00026562732588509413
Train: rel l-2 error elm-ode (boundary) =  0.025416305905643144 +- 0.001367745563070212
Test: rmse elm-ode =  0.012287479280820763 +- 1.6304755439036818e-05
Test: rel l-2 error elm-ode =  0.03340250181346799 +- 4.4323136639639465e-05
Test: rel l-2 error elm-ode (boundary) =  0.051500423407151295 +- 0.0001792693732594955
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  221
time= 14.228345155715942 rmse_elm= 0.01978873448691732 rel_err_elm= 0.05379404713359078
Number of functon evaluations of the ODE solver:  245
time= 19.73396348953247 rmse_elm= 0.019758582026901356 rel_err_elm= 0.05371208015099445
-------------------------------------------------------------------------
Width:  1000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  16.981154322624207
Train: rmse elm-ode =  0.030275716341398362 +- 0.0007814737178176035
Train: rel l-2 error elm-ode =  0.04596518733477151 +- 0.0011864487509274727
Train: rel l-2 error elm-ode (boundary) =  0.05349797408918962 +- 0.0031745207531882515
Test: rmse elm-ode =  0.01977365825690934 +- 1.507623000798243e-05
Test: rel l-2 error elm-ode =  0.05375306364229261 +- 4.0983491298166724e-05
Test: rel l-2 error elm-ode (boundary) =  0.08017606264039731 +- 0.0024458214596630723
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  407
time= 6.764335632324219 rmse_elm= 0.013913988911278072 rel_err_elm= 0.03782403446791364
Number of functon evaluations of the ODE solver:  407
time= 6.168569564819336 rmse_elm= 0.0141349353055882 rel_err_elm= 0.03842465906861126
-------------------------------------------------------------------------
Width:  1000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  6.466452598571777
Train: rmse elm-ode =  0.015518512867341929 +- 0.00019551164575168714
Train: rel l-2 error elm-ode =  0.023614203981710623 +- 0.0002975060769705735
Train: rel l-2 error elm-ode (boundary) =  0.01972523708847313 +- 0.0008899099531914454
Test: rmse elm-ode =  0.014024462108433135 +- 0.0001104731971550638
Test: rel l-2 error elm-ode =  0.03812434676826245 +- 0.0003003123003488123
Test: rel l-2 error elm-ode (boundary) =  0.06362127494311963 +- 0.002387790772701733
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  272
time= 19.299072980880737 rmse_elm= 0.037523514783244054 rel_err_elm= 0.10200458873215537
Number of functon evaluations of the ODE solver:  272
time= 13.006221532821655 rmse_elm= 0.020283398037922624 rel_err_elm= 0.05513874931227942
-------------------------------------------------------------------------
Width:  1000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  16.152647256851196
Train: rmse elm-ode =  0.022843747867628786 +- 0.004652816131343744
Train: rel l-2 error elm-ode =  0.034681826792255725 +- 0.007063996858070179
Train: rel l-2 error elm-ode (boundary) =  0.052030427490020424 +- 0.016444066335182785
Test: rmse elm-ode =  0.02890345641058334 +- 0.008620058372660715
Test: rel l-2 error elm-ode =  0.07857166902221739 +- 0.023432919709937976
Test: rel l-2 error elm-ode (boundary) =  0.137616652599183 +- 0.040728487140720596
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  12335
time= 31.181920528411865 rmse_elm= 0.0032561834274748747 rel_err_elm= 0.008851666835441351
Number of functon evaluations of the ODE solver:  11222
time= 33.672181606292725 rmse_elm= 0.003252341772899458 rel_err_elm= 0.008841223613443626
-------------------------------------------------------------------------
Width:  1000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  32.427051067352295
Train: rmse elm-ode =  0.0054125720353914684 +- 4.3422176855840294e-06
Train: rel l-2 error elm-ode =  0.008236200285557979 +- 6.607463939161881e-06
Train: rel l-2 error elm-ode (boundary) =  0.009363748217434785 +- 3.5424338698103464e-06
Test: rmse elm-ode =  0.0032542626001871664 +- 1.9208272877082634e-06
Test: rel l-2 error elm-ode =  0.008846445224442489 +- 5.221610998862314e-06
Test: rel l-2 error elm-ode (boundary) =  0.009446867975143897 +- 5.054014819751325e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  36665
time= 401.0317487716675 rmse_elm= 0.002995703970714025 rel_err_elm= 0.008143574855957316
Number of functon evaluations of the ODE solver:  3872
Integration failed or terminated due to exceeding the maximum absolute value.
time= 50.638673543930054 rmse_elm= 1.4437763120025858e+31 rel_err_elm= 3.924787157540352e+31
-------------------------------------------------------------------------
Width:  1000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  225.83521115779877
Train: rmse elm-ode =  8.821432604050179e+29 +- 8.821432604050179e+29
Train: rel l-2 error elm-ode =  1.3392872281994027e+30 +- 1.3392872281994027e+30
Train: rel l-2 error elm-ode (boundary) =  2.2720089611176833e+31 +- 2.2720089611176833e+31
Test: rmse elm-ode =  7.218881560012929e+30 +- 7.218881560012929e+30
Test: rel l-2 error elm-ode =  1.962393578770176e+31 +- 1.962393578770176e+31
Test: rel l-2 error elm-ode (boundary) =  4.198242689137102e+31 +- 4.198242689137102e+31
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  20963
time= 117.42709994316101 rmse_elm= 0.011255143934663127 rel_err_elm= 0.03059618308168704
Number of functon evaluations of the ODE solver:  21080
time= 117.63695406913757 rmse_elm= 0.013617243865197822 rel_err_elm= 0.037017357466609994
-------------------------------------------------------------------------
Width:  1000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  117.53202700614929
Train: rmse elm-ode =  0.02090194624781628 +- 0.0018595084752221751
Train: rel l-2 error elm-ode =  0.0318060645713939 +- 0.002829576056351679
Train: rel l-2 error elm-ode (boundary) =  0.0037269948647322784 +- 2.309528642068263e-05
Test: rmse elm-ode =  0.012436193899930476 +- 0.0011810499652673478
Test: rel l-2 error elm-ode =  0.033806770274148516 +- 0.0032105871924614764
Test: rel l-2 error elm-ode (boundary) =  0.040350675660159624 +- 0.002897901436632131
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  10532
time= 220.50788807868958 rmse_elm= 0.008723275324383176 rel_err_elm= 0.023713506503884527
Number of functon evaluations of the ODE solver:  10919
time= 228.41127014160156 rmse_elm= 0.010269832521910244 rel_err_elm= 0.027917695045277472
-------------------------------------------------------------------------
Width:  1000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  224.45957911014557
Train: rmse elm-ode =  0.016184213593439606 +- 0.0013992273229306912
Train: rel l-2 error elm-ode =  0.024571191026492745 +- 0.0021243344103635976
Train: rel l-2 error elm-ode (boundary) =  0.005492866717161428 +- 0.00015203663493444826
Test: rmse elm-ode =  0.00949655392314671 +- 0.000773278598763534
Test: rel l-2 error elm-ode =  0.025815600774580998 +- 0.0021020942706964727
Test: rel l-2 error elm-ode (boundary) =  0.03548903782331038 +- 0.0029136449199164242
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22877
time= 121.38663935661316 rmse_elm= 0.0020789792080604624 rel_err_elm= 0.005651533986779041
Number of functon evaluations of the ODE solver:  22790
time= 113.10566687583923 rmse_elm= 0.00211723644286962 rel_err_elm= 0.005755533133055184
-------------------------------------------------------------------------
Width:  1000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  117.2461531162262
Train: rmse elm-ode =  0.0033834085366993244 +- 1.142058350595259e-05
Train: rel l-2 error elm-ode =  0.005148463646102185 +- 1.737846859458216e-05
Train: rel l-2 error elm-ode (boundary) =  0.0008903884274252996 +- 4.404473986434392e-05
Test: rmse elm-ode =  0.002098107825465041 +- 1.9128617404578835e-05
Test: rel l-2 error elm-ode =  0.005703533559917113 +- 5.199957313807178e-05
Test: rel l-2 error elm-ode (boundary) =  0.008234073140425856 +- 0.00028243040915812943
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17183
time= 345.8937668800354 rmse_elm= 0.0038029751912956747 rel_err_elm= 0.010338075273266497
Number of functon evaluations of the ODE solver:  16079
time= 319.80727219581604 rmse_elm= 0.005358041458515048 rel_err_elm= 0.014565395020770346
-------------------------------------------------------------------------
Width:  1000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  332.8505195379257
Train: rmse elm-ode =  0.0061133997599958235 +- 0.0005098755777036604
Train: rel l-2 error elm-ode =  0.009281483617162741 +- 0.0007741031188922519
Train: rel l-2 error elm-ode (boundary) =  0.001694172558799586 +- 0.00022780117761161034
Test: rmse elm-ode =  0.004580508324905362 +- 0.0007775331336096866
Test: rel l-2 error elm-ode =  0.01245173514701842 +- 0.0021136598737519245
Test: rel l-2 error elm-ode (boundary) =  0.021394151474790575 +- 0.003792517740956689
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  26252
time= 75.98044800758362 rmse_elm= 3.6637962202724766e-05 rel_err_elm= 9.95972868762827e-05
Number of functon evaluations of the ODE solver:  33527
time= 94.30088114738464 rmse_elm= 3.664044921585201e-05 rel_err_elm= 9.960404761691912e-05
-------------------------------------------------------------------------
Width:  1000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  85.14066457748413
Train: rmse elm-ode =  6.467607733016277e-05 +- 2.7458558129881457e-09
Train: rel l-2 error elm-ode =  9.841626551893636e-05 +- 4.178312691850575e-09
Train: rel l-2 error elm-ode (boundary) =  9.983310274005701e-05 +- 5.331141621499379e-10
Test: rmse elm-ode =  3.663920570928839e-05 +- 1.2435065636226474e-09
Test: rel l-2 error elm-ode =  9.960066724660092e-05 +- 3.3803703182095127e-09
Test: rel l-2 error elm-ode (boundary) =  9.978395531311148e-05 +- 1.937632485422792e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  37655
time= 412.05981826782227 rmse_elm= 3.631034393706046e-05 rel_err_elm= 9.870668356677737e-05
Number of functon evaluations of the ODE solver:  52397
time= 603.3939621448517 rmse_elm= 3.630799120574644e-05 rel_err_elm= 9.87002878602059e-05
-------------------------------------------------------------------------
Width:  1000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  507.726890206337
Train: rmse elm-ode =  6.412243886833662e-05 +- 3.3649697423143938e-09
Train: rel l-2 error elm-ode =  9.735194641506518e-05 +- 5.10876316970547e-09
Train: rel l-2 error elm-ode (boundary) =  9.934779462934955e-05 +- 2.1534414421399135e-09
Test: rmse elm-ode =  3.630916757140345e-05 +- 1.1763656570119158e-09
Test: rel l-2 error elm-ode =  9.870348571349164e-05 +- 3.19785328573637e-09
Test: rel l-2 error elm-ode (boundary) =  9.928594096740562e-05 +- 4.473147481997978e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  299
time= 17.63579559326172 rmse_elm= 0.007401425825983643 rel_err_elm= 0.020120167360978332
Number of functon evaluations of the ODE solver:  299
time= 17.15702533721924 rmse_elm= 0.00889792415408655 rel_err_elm= 0.0241882749830463
-------------------------------------------------------------------------
Width:  2000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  17.39641046524048
Train: rmse elm-ode =  0.013029845676727915 +- 0.0012020629555813973
Train: rel l-2 error elm-ode =  0.019827249962074845 +- 0.0018291546409510487
Train: rel l-2 error elm-ode (boundary) =  0.01326636286501889 +- 0.0006491969811139491
Test: rmse elm-ode =  0.008149674990035096 +- 0.0007482491640514537
Test: rel l-2 error elm-ode =  0.022154221172012316 +- 0.002034053811033984
Test: rel l-2 error elm-ode (boundary) =  0.033881952153899386 +- 0.0032036263653242598
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  314
time= 49.204232931137085 rmse_elm= 0.010429963916553472 rel_err_elm= 0.028352999071247418
Number of functon evaluations of the ODE solver:  266
time= 50.07277798652649 rmse_elm= 0.012013168498304938 rel_err_elm= 0.03265681051250763
-------------------------------------------------------------------------
Width:  2000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  49.63850545883179
Train: rmse elm-ode =  0.017355168448109498 +- 0.0014456826784349387
Train: rel l-2 error elm-ode =  0.026348957690988307 +- 0.002194863843734473
Train: rel l-2 error elm-ode (boundary) =  0.02600934729943706 +- 0.0017670009843572827
Test: rmse elm-ode =  0.011221566207429205 +- 0.000791602290875733
Test: rel l-2 error elm-ode =  0.03050490479187752 +- 0.002151905720630105
Test: rel l-2 error elm-ode (boundary) =  0.04641584212406106 +- 0.003732729846112108
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  887
Integration failed or terminated due to exceeding the maximum absolute value.
time= 16.514671802520752 rmse_elm= 4.044028342403625e+48 rel_err_elm= 1.0993358438593442e+49
Number of functon evaluations of the ODE solver:  878
Integration failed or terminated due to exceeding the maximum absolute value.
time= 16.763795614242554 rmse_elm= 7.9358615573254e+47 rel_err_elm= 2.157298694075895e+48
-------------------------------------------------------------------------
Width:  2000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  16.639233708381653
Train: rmse elm-ode =  7.058077463775183e+47 +- 4.795198255122996e+47
Train: rel l-2 error elm-ode =  1.0740132277690984e+48 +- 7.296755217280852e+47
Train: rel l-2 error elm-ode (boundary) =  2.4451454396971154e+48 +- 1.2957889663920229e+48
Test: rmse elm-ode =  2.4188072490680825e+48 +- 1.6252210933355424e+48
Test: rel l-2 error elm-ode =  6.575328566334668e+48 +- 4.4180298722587734e+48
Test: rel l-2 error elm-ode (boundary) =  1.1526768719621497e+49 +- 7.337895713828313e+48
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  833
Integration failed or terminated due to exceeding the maximum absolute value.
time= 67.35546588897705 rmse_elm= 5.839993860159666e+43 rel_err_elm= 1.5875542985379105e+44
Number of functon evaluations of the ODE solver:  938
Integration failed or terminated due to exceeding the maximum absolute value.
time= 56.995335817337036 rmse_elm= 7.932258556908645e+41 rel_err_elm= 2.15631924804629e+42
-------------------------------------------------------------------------
Width:  2000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  62.17540085315704
Train: rmse elm-ode =  3.04065121230645e+42 +- 2.901196357884303e+42
Train: rel l-2 error elm-ode =  4.616376406006144e+42 +- 4.404653306345169e+42
Train: rel l-2 error elm-ode (boundary) =  3.5663162683091704e+43 +- 3.318782393506267e+43
Test: rmse elm-ode =  2.9596582228643765e+43 +- 2.88033563729529e+43
Test: rel l-2 error elm-ode =  8.045587455091867e+43 +- 7.829955530287238e+43
Test: rel l-2 error elm-ode (boundary) =  3.0239451423960182e+44 +- 2.947843996233835e+44
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15953
time= 57.142690658569336 rmse_elm= 0.003256434638907691 rel_err_elm= 0.008852349733060013
Number of functon evaluations of the ODE solver:  13136
time= 48.85201597213745 rmse_elm= 0.0032598561078330387 rel_err_elm= 0.008861650714927142
-------------------------------------------------------------------------
Width:  2000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  52.997353315353394
Train: rmse elm-ode =  0.005420091163852954 +- 4.3452658613058436e-06
Train: rel l-2 error elm-ode =  0.008247641989719456 +- 6.612102285882479e-06
Train: rel l-2 error elm-ode (boundary) =  0.00936735095646964 +- 6.718203969152507e-06
Test: rmse elm-ode =  0.0032581453733703646 +- 1.7107344626738751e-06
Test: rel l-2 error elm-ode =  0.008857000223993577 +- 4.650490933564774e-06
Test: rel l-2 error elm-ode (boundary) =  0.009456721207558088 +- 9.196534678915236e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  42065
time= 631.600916147232 rmse_elm= 0.0029969679044561633 rel_err_elm= 0.008147010755880238
Number of functon evaluations of the ODE solver:  60173
time= 908.9692270755768 rmse_elm= 0.0029960289401848913 rel_err_elm= 0.00814445825873602
-------------------------------------------------------------------------
Width:  2000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  770.2850716114044
Train: rmse elm-ode =  0.0048736351658313255 +- 7.474149768846132e-07
Train: rel l-2 error elm-ode =  0.007399248654356373 +- 1.1347401013377112e-06
Train: rel l-2 error elm-ode (boundary) =  0.00895775044709801 +- 1.6724107291359036e-06
Test: rmse elm-ode =  0.0029964984223205273 +- 4.6948213563600613e-07
Test: rel l-2 error elm-ode =  0.00814573450730813 +- 1.2762485721087846e-06
Test: rel l-2 error elm-ode (boundary) =  0.009104523350828394 +- 2.077477740999173e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23018
time= 249.76260995864868 rmse_elm= 0.005849858819283101 rel_err_elm= 0.01590236006539035
Number of functon evaluations of the ODE solver:  23003
time= 250.26733589172363 rmse_elm= 0.008304592381613277 rel_err_elm= 0.022575351359487367
-------------------------------------------------------------------------
Width:  2000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  250.01497292518616
Train: rmse elm-ode =  0.01049546557020523 +- 0.0017273597171131106
Train: rel l-2 error elm-ode =  0.015970735532231342 +- 0.0026284879909814225
Train: rel l-2 error elm-ode (boundary) =  0.00025278335624667183 +- 2.4755316597651933e-05
Test: rmse elm-ode =  0.007077225600448189 +- 0.001227366781165088
Test: rel l-2 error elm-ode =  0.019238855712438857 +- 0.0033364956470485086
Test: rel l-2 error elm-ode (boundary) =  0.031175512450634157 +- 0.0054939221665050424
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15758
time= 620.5719351768494 rmse_elm= 0.00597456508782343 rel_err_elm= 0.01624136379966895
Number of functon evaluations of the ODE solver:  15692
time= 621.6820685863495 rmse_elm= 0.006378668636597243 rel_err_elm= 0.01733988606060289
-------------------------------------------------------------------------
Width:  2000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  621.1270018815994
Train: rmse elm-ode =  0.009701850398734432 +- 0.0005905989568293739
Train: rel l-2 error elm-ode =  0.01472953987423832 +- 0.0008966589389418538
Train: rel l-2 error elm-ode (boundary) =  0.0007886348421068193 +- 3.564250415528312e-05
Test: rmse elm-ode =  0.006176616862210337 +- 0.00020205177438690656
Test: rel l-2 error elm-ode =  0.01679062493013592 +- 0.0005492611304669694
Test: rel l-2 error elm-ode (boundary) =  0.02743443857977637 +- 0.0013247771242896715
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  13079
Integration failed or terminated due to exceeding the maximum absolute value.
time= 115.1116590499878 rmse_elm= 7.425873897507372e+50 rel_err_elm= 2.0186627432628813e+51
Number of functon evaluations of the ODE solver:  14084
Integration failed or terminated due to exceeding the maximum absolute value.
time= 122.12759351730347 rmse_elm= 1.4231132559777063e+49 rel_err_elm= 3.8686163392163573e+49
-------------------------------------------------------------------------
Width:  2000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  118.61962628364563
Train: rmse elm-ode =  6.280981813272259e+49 +- 6.047397161900729e+49
Train: rel l-2 error elm-ode =  9.55764170265051e+49 +- 9.202200710872741e+49
Train: rel l-2 error elm-ode (boundary) =  2.5186319481218813e+50 +- 2.3512878749723587e+50
Test: rmse elm-ode =  3.784092611552571e+50 +- 3.6417812859548007e+50
Test: rel l-2 error elm-ode =  1.0286744533275224e+51 +- 9.899882899353589e+50
Test: rel l-2 error elm-ode (boundary) =  1.928776644139207e+51 +- 1.8858968096529646e+51
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  9278
Integration failed or terminated due to exceeding the maximum absolute value.
time= 360.18627977371216 rmse_elm= 8.664900454451747e+48 rel_err_elm= 2.3554819221148757e+49
Number of functon evaluations of the ODE solver:  10826
Integration failed or terminated due to exceeding the maximum absolute value.
time= 414.3720614910126 rmse_elm= 2.7599129878523342e+50 rel_err_elm= 7.502596462208935e+50
-------------------------------------------------------------------------
Width:  2000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  387.27917063236237
Train: rmse elm-ode =  2.0488136121172432e+49 +- 1.8756936745324804e+49
Train: rel l-2 error elm-ode =  3.1105490761329187e+49 +- 2.847714985842983e+49
Train: rel l-2 error elm-ode (boundary) =  1.8919360724536074e+50 +- 1.7655201913681006e+50
Test: rmse elm-ode =  1.4232809961984259e+50 +- 1.3366319916539083e+50
Test: rel l-2 error elm-ode =  3.869072327210211e+50 +- 3.6335241349987237e+50
Test: rel l-2 error elm-ode (boundary) =  2.991262409488643e+50 +- 2.2541483483736317e+50
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  29621
time= 106.82335567474365 rmse_elm= 3.6628877940433415e-05 rel_err_elm= 9.957259205639931e-05
Number of functon evaluations of the ODE solver:  26903
time= 99.73168277740479 rmse_elm= 3.663107310644775e-05 rel_err_elm= 9.95785594346629e-05
-------------------------------------------------------------------------
Width:  2000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  103.27751922607422
Train: rmse elm-ode =  6.465584977016417e-05 +- 1.0053738017001454e-09
Train: rel l-2 error elm-ode =  9.838548565414246e-05 +- 1.5298567739168464e-09
Train: rel l-2 error elm-ode (boundary) =  9.983466820724375e-05 +- 1.522269375874366e-09
Test: rmse elm-ode =  3.662997552344058e-05 +- 1.0975830071676958e-09
Test: rel l-2 error elm-ode =  9.95755757455311e-05 +- 2.9836891317960293e-09
Test: rel l-2 error elm-ode (boundary) =  9.977167508997007e-05 +- 5.6042339239604794e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  42926
time= 656.301687002182 rmse_elm= 3.629524745723389e-05 rel_err_elm= 9.866564502801286e-05
Number of functon evaluations of the ODE solver:  61190
time= 940.4670310020447 rmse_elm= 3.6291925194577263e-05 rel_err_elm= 9.865661373022781e-05
-------------------------------------------------------------------------
Width:  2000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  798.3843590021133
Train: rmse elm-ode =  6.408380199992168e-05 +- 4.3707427846661996e-09
Train: rel l-2 error elm-ode =  9.729328716239233e-05 +- 6.635747561636461e-09
Train: rel l-2 error elm-ode (boundary) =  9.935582709683158e-05 +- 7.807055643372371e-10
Test: rmse elm-ode =  3.629358632590558e-05 +- 1.6611313283117202e-09
Test: rel l-2 error elm-ode =  9.866112937912034e-05 +- 4.51564889252426e-09
Test: rel l-2 error elm-ode (boundary) =  9.926686433363034e-05 +- 1.3521075831505417e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  863
Integration failed or terminated due to exceeding the maximum absolute value.
time= 88.00825142860413 rmse_elm= 5.705403407331128e+61 rel_err_elm= 1.5509669909060033e+62
Number of functon evaluations of the ODE solver:  935
Integration failed or terminated due to exceeding the maximum absolute value.
time= 94.28602194786072 rmse_elm= 1.2281546056108659e+63 rel_err_elm= 3.338637283007958e+63
-------------------------------------------------------------------------
Width:  4000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  91.14713668823242
Train: rmse elm-ode =  1.1373386352855596e+62 +- 1.0310454875840154e+62
Train: rel l-2 error elm-ode =  1.730664965096866e+62 +- 1.5689208538447748e+62
Train: rel l-2 error elm-ode (boundary) =  3.1004255887545923e+62 +- 2.778560929310322e+62
Test: rmse elm-ode =  6.426043198420886e+62 +- 5.855502857687773e+62
Test: rel l-2 error elm-ode =  1.746866991049279e+63 +- 1.5917702919586786e+63
Test: rel l-2 error elm-ode (boundary) =  3.877584575249089e+63 +- 3.575637104059234e+63
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  317
time= 178.41453909873962 rmse_elm= 0.011483456745168472 rel_err_elm= 0.031216832678943846
Number of functon evaluations of the ODE solver:  356
time= 178.76386618614197 rmse_elm= 0.010644153760666068 rel_err_elm= 0.028935256545940757
-------------------------------------------------------------------------
Width:  4000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  178.5892026424408
Train: rmse elm-ode =  0.01562652914581892 +- 9.766590694799526e-05
Train: rel l-2 error elm-ode =  0.023724503542057504 +- 0.00014827829863587813
Train: rel l-2 error elm-ode (boundary) =  0.016993249675666535 +- 0.0003296256570349716
Test: rmse elm-ode =  0.01106380525291727 +- 0.00041965149225120166
Test: rel l-2 error elm-ode =  0.0300760446124423 +- 0.001140788066501544
Test: rel l-2 error elm-ode (boundary) =  0.04890773220067013 +- 0.0037782837809376343
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  728
Integration failed or terminated due to exceeding the maximum absolute value.
time= 45.96093678474426 rmse_elm= 1.9006743099772295e+45 rel_err_elm= 5.166826786428215e+45
Number of functon evaluations of the ODE solver:  740
Integration failed or terminated due to exceeding the maximum absolute value.
time= 48.338682889938354 rmse_elm= 1.3152670703635408e+47 rel_err_elm= 3.5754453536769914e+47
-------------------------------------------------------------------------
Width:  4000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  47.14980983734131
Train: rmse elm-ode =  1.7265956015651172e+46 +- 1.691628286901815e+46
Train: rel l-2 error elm-ode =  2.627325251963183e+46 +- 2.57411620363423e+46
Train: rel l-2 error elm-ode (boundary) =  5.964752004054681e+46 +- 5.811959647539605e+46
Test: rmse elm-ode =  6.671369067316566e+46 +- 6.481301636318843e+46
Test: rel l-2 error elm-ode =  1.8135568107706367e+47 +- 1.7618885429063545e+47
Test: rel l-2 error elm-ode (boundary) =  4.379609074787025e+47 +- 4.1699331177144325e+47
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  785
Integration failed or terminated due to exceeding the maximum absolute value.
time= 177.1602087020874 rmse_elm= 1.289871080906089e+45 rel_err_elm= 3.506408445087333e+45
Number of functon evaluations of the ODE solver:  734
Integration failed or terminated due to exceeding the maximum absolute value.
time= 173.70700025558472 rmse_elm= 3.7822073523695543e+42 rel_err_elm= 1.0281619611243585e+43
-------------------------------------------------------------------------
Width:  4000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  175.43360447883606
Train: rmse elm-ode =  1.8622023659924302e+44 +- 1.850151371706976e+44
Train: rel l-2 error elm-ode =  2.8272322161723395e+44 +- 2.808936159898892e+44
Train: rel l-2 error elm-ode (boundary) =  6.328814509873482e+44 +- 6.252676842336444e+44
Test: rmse elm-ode =  6.4682664412922935e+44 +- 6.430444367768598e+44
Test: rel l-2 error elm-ode =  1.7583450323492882e+45 +- 1.7480634127380445e+45
Test: rel l-2 error elm-ode (boundary) =  1.756570040478569e+45 +- 1.7343921313749546e+45
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  11684
time= 75.40047717094421 rmse_elm= 0.0032630988423745597 rel_err_elm= 0.008870465822072252
Number of functon evaluations of the ODE solver:  10424
time= 65.67033171653748 rmse_elm= 0.003262806531672993 rel_err_elm= 0.008869671199471796
-------------------------------------------------------------------------
Width:  4000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  70.53540444374084
Train: rmse elm-ode =  0.005430156760360181 +- 3.7852294564521757e-07
Train: rel l-2 error elm-ode =  0.008262958602280926 +- 5.759906330348591e-07
Train: rel l-2 error elm-ode (boundary) =  0.009375303825467425 +- 2.2080431902838857e-06
Test: rmse elm-ode =  0.0032629526870237764 +- 1.4615535078336614e-07
Test: rel l-2 error elm-ode =  0.008870068510772024 +- 3.973113002278539e-07
Test: rel l-2 error elm-ode (boundary) =  0.009456726271878664 +- 2.666426208147027e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  52184
time= 1028.3587713241577 rmse_elm= 0.002999020825337385 rel_err_elm= 0.008152591452448732
Number of functon evaluations of the ODE solver:  73337
time= 1429.41410779953 rmse_elm= 0.002996167396646057 rel_err_elm= 0.008144834641238035
-------------------------------------------------------------------------
Width:  4000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  1228.8864395618439
Train: rmse elm-ode =  0.004875724300015377 +- 2.8315309019699697e-06
Train: rel l-2 error elm-ode =  0.007402420418916939 +- 4.298885842554927e-06
Train: rel l-2 error elm-ode (boundary) =  0.008960818721289315 +- 5.908196387860616e-06
Test: rmse elm-ode =  0.002997594110991721 +- 1.4267143456641197e-06
Test: rel l-2 error elm-ode =  0.008148713046843383 +- 3.878405605348481e-06
Test: rel l-2 error elm-ode (boundary) =  0.00909942465698775 +- 1.8336369869880256e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  12722
Integration failed or terminated due to exceeding the maximum absolute value.
time= 327.57988715171814 rmse_elm= 2.932086517272141e+60 rel_err_elm= 7.97063604113648e+60
Number of functon evaluations of the ODE solver:  14627
Integration failed or terminated due to exceeding the maximum absolute value.
time= 365.4935145378113 rmse_elm= 4.215161906024787e+66 rel_err_elm= 1.1458570956031702e+67
-------------------------------------------------------------------------
Width:  4000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  346.5367008447647
Train: rmse elm-ode =  3.746292879140946e+65 +- 3.746286916277064e+65
Train: rel l-2 error elm-ode =  5.700657336144416e+65 +- 5.70064826257627e+65
Train: rel l-2 error elm-ode (boundary) =  7.999354820127759e+65 +- 7.999338278827746e+65
Test: rmse elm-ode =  2.107582419055652e+66 +- 2.1075794869691348e+66
Test: rel l-2 error elm-ode =  5.7292894633338714e+66 +- 5.72928149269783e+66
Test: rel l-2 error elm-ode (boundary) =  1.5343560978291542e+67 +- 1.5343545460790078e+67
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  20705
time= 1616.8736164569855 rmse_elm= 0.01499968778586183 rel_err_elm= 0.040775417562717256
Number of functon evaluations of the ODE solver:  20705
time= 1618.9006161689758 rmse_elm= 0.012088966147220067 rel_err_elm= 0.032862860186934836
-------------------------------------------------------------------------
Width:  4000 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  1617.8871163129807
Train: rmse elm-ode =  0.015159378715757418 +- 7.335582803951954e-05
Train: rel l-2 error elm-ode =  0.02301526658167765 +- 0.00011137025925042274
Train: rel l-2 error elm-ode (boundary) =  0.00043482302123273224 +- 4.4216257031131023e-05
Test: rmse elm-ode =  0.013544326966540949 +- 0.0014553608193208813
Test: rel l-2 error elm-ode =  0.036819138874826046 +- 0.00395627868789121
Test: rel l-2 error elm-ode (boundary) =  0.060817986877234415 +- 0.005496978496509361
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  8474
Integration failed or terminated due to exceeding the maximum absolute value.
time= 140.74451446533203 rmse_elm= 2.94569282251128e+46 rel_err_elm= 8.00762366284782e+46
Number of functon evaluations of the ODE solver:  7544
Integration failed or terminated due to exceeding the maximum absolute value.
time= 127.85691595077515 rmse_elm= 2.155938110469762e+47 rel_err_elm= 5.860740433320241e+47
-------------------------------------------------------------------------
Width:  4000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  134.3007152080536
Train: rmse elm-ode =  3.2101246097833926e+46 +- 2.536034990019193e+46
Train: rel l-2 error elm-ode =  4.884781034764082e+46 +- 3.8590326322503005e+46
Train: rel l-2 error elm-ode (boundary) =  1.0860149018843948e+47 +- 8.45651149484012e+46
Test: rmse elm-ode =  1.225253696360445e+47 +- 9.30684414109317e+46
Test: rel l-2 error elm-ode =  3.3307513998025117e+47 +- 2.5299890335177294e+47
Test: rel l-2 error elm-ode (boundary) =  8.009533923101123e+47 +- 6.005176872547584e+47
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  8798
Integration failed or terminated due to exceeding the maximum absolute value.
time= 665.4223623275757 rmse_elm= 9.435646120369124e+40 rel_err_elm= 2.5650027922229727e+41
Number of functon evaluations of the ODE solver:  8780
Integration failed or terminated due to exceeding the maximum absolute value.
time= 663.606861114502 rmse_elm= 5.813467585180431e+42 rel_err_elm= 1.580343348856136e+43
-------------------------------------------------------------------------
Width:  4000 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  664.5146117210388
Train: rmse elm-ode =  1.1431418482797981e+42 +- 1.1174236934821872e+42
Train: rel l-2 error elm-ode =  1.7355404117903344e+42 +- 1.6964946039274694e+42
Train: rel l-2 error elm-ode (boundary) =  5.3203224450106e+42 +- 5.207070557355905e+42
Test: rmse elm-ode =  2.953912023192061e+42 +- 2.8595555619883695e+42
Test: rel l-2 error elm-ode =  8.029966883891829e+42 +- 7.773466604669531e+42
Test: rel l-2 error elm-ode (boundary) =  1.890655013037222e+43 +- 1.8605415024200025e+43
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  26939
time= 125.414146900177 rmse_elm= 3.6620634288002647e-05 rel_err_elm= 9.955018236528405e-05
Number of functon evaluations of the ODE solver:  26108
time= 121.23120999336243 rmse_elm= 3.662161497852331e-05 rel_err_elm= 9.955284829180538e-05
-------------------------------------------------------------------------
Width:  4000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  123.32267844676971
Train: rmse elm-ode =  6.463623460405742e-05 +- 3.973310243511217e-10
Train: rel l-2 error elm-ode =  9.835563765662236e-05 +- 6.04610502146581e-10
Train: rel l-2 error elm-ode (boundary) =  9.983849288281344e-05 +- 1.2466432933562954e-10
Test: rmse elm-ode =  3.662112463326298e-05 +- 4.903452603333071e-10
Test: rel l-2 error elm-ode =  9.955151532854473e-05 +- 1.3329632606639348e-09
Test: rel l-2 error elm-ode (boundary) =  9.975548855993265e-05 +- 7.091983058487347e-10
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  53006
time= 1047.6396565437317 rmse_elm= 3.628262830213785e-05 rel_err_elm= 9.863134089277516e-05
Number of functon evaluations of the ODE solver:  74501
time= 1480.8982236385345 rmse_elm= 3.6278944992931373e-05 rel_err_elm= 9.862132811963941e-05
-------------------------------------------------------------------------
Width:  4000 param_sampler:  <function sample_parameters_tanh at 0x000002A460745940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  1264.2689400911331
Train: rmse elm-ode =  6.405309140138638e-05 +- 4.55699636414729e-09
Train: rel l-2 error elm-ode =  9.724666172836725e-05 +- 6.918521405073648e-09
Train: rel l-2 error elm-ode (boundary) =  9.936262927208519e-05 +- 3.337990434488505e-09
Test: rmse elm-ode =  3.628078664753461e-05 +- 1.8416546032393286e-09
Test: rel l-2 error elm-ode =  9.862633450620728e-05 +- 5.006386567873793e-09
Test: rel l-2 error elm-ode (boundary) =  9.924434819097832e-05 +- 7.470044814311748e-10
-------------------------------------------------------------------------

