Number of functon evaluations of the ODE solver:  326
time= 0.12729167938232422 rmse_elm= 0.08744707069006674 rel_err_elm= 0.2377176693894134
Number of functon evaluations of the ODE solver:  311
time= 0.09204363822937012 rmse_elm= 0.07477916728282173 rel_err_elm= 0.2032810158771013
Number of functon evaluations of the ODE solver:  299
time= 0.09837532043457031 rmse_elm= 0.06812692746718517 rel_err_elm= 0.18519744906675856
-------------------------------------------------------------------------
Width:  100 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.10590354601542155
Train: rmse elm-ode =  0.13542453153922462 +- 0.0125296317090121
Train: rel l-2 error elm-ode =  0.203836007469797 +- 0.018859139282990635
Train: rel l-2 error elm-ode (boundary) =  0.22611910651953196 +- 0.035965976377655376
Test: rmse elm-ode =  0.07678438848002456 +- 0.008013849161522311
Test: rel l-2 error elm-ode =  0.20873204477775775 +- 0.021784989828501886
Test: rel l-2 error elm-ode (boundary) =  0.2523962468644847 +- 0.04128688650132643
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  269
time= 0.1560654640197754 rmse_elm= 0.08605292245523422 rel_err_elm= 0.23392779207788675
Number of functon evaluations of the ODE solver:  269
time= 0.13559341430664062 rmse_elm= 0.07233338827382506 rel_err_elm= 0.19663236679975396
Number of functon evaluations of the ODE solver:  269
time= 0.15318751335144043 rmse_elm= 0.06508206318499656 rel_err_elm= 0.17692023594735826
-------------------------------------------------------------------------
Width:  100 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.1482821305592855
Train: rmse elm-ode =  0.1323036106368303 +- 0.014486290863039927
Train: rel l-2 error elm-ode =  0.20105864132929366 +- 0.022014470692101946
Train: rel l-2 error elm-ode (boundary) =  0.23137698721263625 +- 0.03358630582437641
Test: rmse elm-ode =  0.07448945797135194 +- 0.008696003374672507
Test: rel l-2 error elm-ode =  0.2024934649416663 +- 0.023639369951639087
Test: rel l-2 error elm-ode (boundary) =  0.25632012669347876 +- 0.03783601052261373
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  131
time= 0.8219156265258789 rmse_elm= 0.10964213072625625 rel_err_elm= 0.29805311461502926
Number of functon evaluations of the ODE solver:  119
time= 0.7843902111053467 rmse_elm= 0.12812000922326955 rel_err_elm= 0.348283707554373
Number of functon evaluations of the ODE solver:  119
time= 0.7114386558532715 rmse_elm= 0.12562774860198223 rel_err_elm= 0.34150870203699857
-------------------------------------------------------------------------
Width:  100 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  0.7725814978281657
Train: rmse elm-ode =  0.1889547751243882 +- 0.005280954796476783
Train: rel l-2 error elm-ode =  0.2868748517278179 +- 0.008017649319649548
Train: rel l-2 error elm-ode (boundary) =  0.4280761244676154 +- 0.024835825634114926
Test: rmse elm-ode =  0.12112996285050266 +- 0.008186597011264039
Test: rel l-2 error elm-ode =  0.3292818414021336 +- 0.0222545906499883
Test: rel l-2 error elm-ode (boundary) =  0.44383762639202945 +- 0.02973549284358559
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  383
time= 0.1110682487487793 rmse_elm= 0.03119901349991738 rel_err_elm= 0.0848119521663024
Number of functon evaluations of the ODE solver:  341
time= 0.09260869026184082 rmse_elm= 0.026839625754224005 rel_err_elm= 0.07296131512731108
Number of functon evaluations of the ODE solver:  395
time= 0.10230588912963867 rmse_elm= 0.03337155057665914 rel_err_elm= 0.09071781552421365
-------------------------------------------------------------------------
Width:  100 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.10199427604675293
Train: rmse elm-ode =  0.05182906138394489 +- 0.004433876263707216
Train: rel l-2 error elm-ode =  0.07800306198636482 +- 0.006673011546085253
Train: rel l-2 error elm-ode (boundary) =  0.09417922312882539 +- 0.0051857227499771145
Test: rmse elm-ode =  0.030470063276933506 +- 0.0027160064791500083
Test: rel l-2 error elm-ode =  0.0828303609392757 +- 0.007383240229491483
Test: rel l-2 error elm-ode (boundary) =  0.1054420261695429 +- 0.011990283831974296
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  380
time= 0.14666533470153809 rmse_elm= 0.0317254371592659 rel_err_elm= 0.08624299158734035
Number of functon evaluations of the ODE solver:  287
time= 0.13292360305786133 rmse_elm= 0.02443336545461324 rel_err_elm= 0.06642009441112398
Number of functon evaluations of the ODE solver:  326
time= 0.14358258247375488 rmse_elm= 0.03519490762311394 rel_err_elm= 0.09567446168888885
-------------------------------------------------------------------------
Width:  100 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.14105717341105142
Train: rmse elm-ode =  0.05305350955072478 +- 0.008042391705079978
Train: rel l-2 error elm-ode =  0.08062415301196639 +- 0.012221830844057315
Train: rel l-2 error elm-ode (boundary) =  0.10653520517052667 +- 0.015927365935032273
Test: rmse elm-ode =  0.03045123674566436 +- 0.004484817906494565
Test: rel l-2 error elm-ode =  0.08277918256245106 +- 0.012191608614842926
Test: rel l-2 error elm-ode (boundary) =  0.11694723917093934 +- 0.01889886765980221
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  107
time= 0.6595065593719482 rmse_elm= 0.04382169170525625 rel_err_elm= 0.1191256646868814
Number of functon evaluations of the ODE solver:  107
time= 0.6897883415222168 rmse_elm= 0.047766822276809735 rel_err_elm= 0.12985017766948892
Number of functon evaluations of the ODE solver:  119
time= 0.8813619613647461 rmse_elm= 0.04133689129229442 rel_err_elm= 0.11237093913225817
-------------------------------------------------------------------------
Width:  100 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  0.7435522874196371
Train: rmse elm-ode =  0.06969647149657937 +- 0.0031858910163964946
Train: rel l-2 error elm-ode =  0.10581455225659796 +- 0.004836882329901854
Train: rel l-2 error elm-ode (boundary) =  0.17275206742752333 +- 0.007255833533321984
Test: rmse elm-ode =  0.04430846842478681 +- 0.0026474789010698736
Test: rel l-2 error elm-ode =  0.12044892716287615 +- 0.007196953644685832
Test: rel l-2 error elm-ode (boundary) =  0.17655767764969732 +- 0.009605435775171518
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  1469
time= 0.29085445404052734 rmse_elm= 0.003536364602674002 rel_err_elm= 0.009613316316087582
Number of functon evaluations of the ODE solver:  1031
time= 0.21816372871398926 rmse_elm= 0.003543372896808464 rel_err_elm= 0.00963236778727916
Number of functon evaluations of the ODE solver:  1493
time= 0.35558319091796875 rmse_elm= 0.003543574145867814 rel_err_elm= 0.009632914866294822
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.28820045789082843
Train: rmse elm-ode =  0.006122883651933416 +- 5.548697549754228e-06
Train: rel l-2 error elm-ode =  0.00921497824355757 +- 8.35082456367111e-06
Train: rel l-2 error elm-ode (boundary) =  0.009821551624075662 +- 1.5454934937061904e-05
Test: rmse elm-ode =  0.0035411038817834265 +- 3.3521833833830396e-06
Test: rel l-2 error elm-ode =  0.009626199656553855 +- 9.112634819844665e-06
Test: rel l-2 error elm-ode (boundary) =  0.009845715615839714 +- 2.0042366957064126e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2396
time= 0.6983911991119385 rmse_elm= 0.0034678400346647644 rel_err_elm= 0.009427037913912096
Number of functon evaluations of the ODE solver:  3050
time= 0.9313924312591553 rmse_elm= 0.003426366160066757 rel_err_elm= 0.009314294596929758
Number of functon evaluations of the ODE solver:  1703
time= 0.5233187675476074 rmse_elm= 0.003405660396094554 rel_err_elm= 0.009258007680563576
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.7177007993062338
Train: rmse elm-ode =  0.005825890760664803 +- 4.548151034382919e-05
Train: rel l-2 error elm-ode =  0.00885346722764401 +- 6.911716642742061e-05
Train: rel l-2 error elm-ode (boundary) =  0.009644017719106399 +- 0.00010709836476024445
Test: rmse elm-ode =  0.0034332888636086916 +- 2.585239810188653e-05
Test: rel l-2 error elm-ode =  0.009333113397135143 +- 7.027761795119617e-05
Test: rel l-2 error elm-ode (boundary) =  0.009655672197436604 +- 8.581979850863177e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18773
time= 58.70187520980835 rmse_elm= 0.003101707111546314 rel_err_elm= 0.008431735675842525
Number of functon evaluations of the ODE solver:  1730
time= 5.68999719619751 rmse_elm= 0.0030419381450422366 rel_err_elm= 0.008269258656234629
Number of functon evaluations of the ODE solver:  3908
time= 12.050970554351807 rmse_elm= 0.002854200255488769 rel_err_elm= 0.007758908644409626
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  25.480947653452557
Train: rmse elm-ode =  0.0048777607717242506 +- 0.00017389814449085013
Train: rel l-2 error elm-ode =  0.007405512230273102 +- 0.00026401557930311523
Train: rel l-2 error elm-ode (boundary) =  0.009386139239488249 +- 0.0004140310782057678
Test: rmse elm-ode =  0.0029992818373591064 +- 0.00010545008736440499
Test: rel l-2 error elm-ode =  0.008153300992162259 +- 0.00028665738951989627
Test: rel l-2 error elm-ode (boundary) =  0.009483651125864167 +- 0.0004965422452012791
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2015
time= 0.4196162223815918 rmse_elm= 0.0903162705336844 rel_err_elm= 0.2455173531804765
Number of functon evaluations of the ODE solver:  2012
time= 0.4148740768432617 rmse_elm= 0.0797538352945882 rel_err_elm= 0.2168042417142993
Number of functon evaluations of the ODE solver:  2009
time= 0.4148869514465332 rmse_elm= 0.07480719986876173 rel_err_elm= 0.20335722015637595
-------------------------------------------------------------------------
Width:  100 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.4164590835571289
Train: rmse elm-ode =  0.1417300637498737 +- 0.011430658295753295
Train: rel l-2 error elm-ode =  0.21330463359379812 +- 0.01720321232490617
Train: rel l-2 error elm-ode (boundary) =  0.22300314588563822 +- 0.037062533788597946
Test: rmse elm-ode =  0.0816257685656781 +- 0.006468432002216678
Test: rel l-2 error elm-ode =  0.2218929383503839 +- 0.01758390038724889
Test: rel l-2 error elm-ode (boundary) =  0.251079860907802 +- 0.04342354470949898
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  1730
time= 0.5476617813110352 rmse_elm= 0.0900026836052643 rel_err_elm= 0.24466489290723054
Number of functon evaluations of the ODE solver:  1640
time= 0.5222287178039551 rmse_elm= 0.07915391515712364 rel_err_elm= 0.2151734081623865
Number of functon evaluations of the ODE solver:  1664
time= 0.512744665145874 rmse_elm= 0.07381556087529674 rel_err_elm= 0.20066153111222665
-------------------------------------------------------------------------
Width:  100 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.5275450547536215
Train: rmse elm-ode =  0.14468814679400108 +- 0.01048696070542178
Train: rel l-2 error elm-ode =  0.2198791255267302 +- 0.015936784045097237
Train: rel l-2 error elm-ode (boundary) =  0.22308580564808903 +- 0.03702263050886416
Test: rmse elm-ode =  0.08099071987922822 +- 0.006734791472105496
Test: rel l-2 error elm-ode =  0.22016661072728125 +- 0.018307976698806367
Test: rel l-2 error elm-ode (boundary) =  0.2508707576235707 +- 0.043186370992575406
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  512
time= 1.846167802810669 rmse_elm= 0.08556890421308085 rel_err_elm= 0.23261202829576466
Number of functon evaluations of the ODE solver:  509
time= 1.8166518211364746 rmse_elm= 0.0726579520683432 rel_err_elm= 0.19751466678067034
Number of functon evaluations of the ODE solver:  494
time= 1.8132495880126953 rmse_elm= 0.06547569869001736 rel_err_elm= 0.17799030169231753
-------------------------------------------------------------------------
Width:  100 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  1.825356403986613
Train: rmse elm-ode =  0.13152353270613357 +- 0.014903279203047704
Train: rel l-2 error elm-ode =  0.19968161121597924 +- 0.022626451270247698
Train: rel l-2 error elm-ode (boundary) =  0.23024042462239513 +- 0.03416405588202784
Test: rmse elm-ode =  0.07456751832381381 +- 0.00831340521932464
Test: rel l-2 error elm-ode =  0.20270566558958417 +- 0.022599308333973996
Test: rel l-2 error elm-ode (boundary) =  0.25439217882660126 +- 0.03803356802787263
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2111
time= 0.4115152359008789 rmse_elm= 0.03436734683573475 rel_err_elm= 0.09342480575300173
Number of functon evaluations of the ODE solver:  2105
time= 0.4648563861846924 rmse_elm= 0.02856888478810088 rel_err_elm= 0.07766216358409642
Number of functon evaluations of the ODE solver:  2186
time= 0.4322683811187744 rmse_elm= 0.03617153931714782 rel_err_elm= 0.09832935462384385
-------------------------------------------------------------------------
Width:  100 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.43621333440144855
Train: rmse elm-ode =  0.05715226598238962 +- 0.0053599543231724585
Train: rel l-2 error elm-ode =  0.08601451824606106 +- 0.00806676482557367
Train: rel l-2 error elm-ode (boundary) =  0.09222736886510578 +- 0.005144695226438924
Test: rmse elm-ode =  0.03303592364699448 +- 0.0032434143277977876
Test: rel l-2 error elm-ode =  0.089805441320314 +- 0.008816955088192592
Test: rel l-2 error elm-ode (boundary) =  0.10325433810199869 +- 0.011465641899500457
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2414
time= 0.6879692077636719 rmse_elm= 0.03344702026002336 rel_err_elm= 0.09092297365126498
Number of functon evaluations of the ODE solver:  1796
time= 0.5530526638031006 rmse_elm= 0.02625729423313522 rel_err_elm= 0.07137829478240039
Number of functon evaluations of the ODE solver:  1835
time= 0.5513689517974854 rmse_elm= 0.03822050433958077 rel_err_elm= 0.10389929751557887
-------------------------------------------------------------------------
Width:  100 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.5974636077880859
Train: rmse elm-ode =  0.05733813042191661 +- 0.009069239235990801
Train: rel l-2 error elm-ode =  0.08713538915152759 +- 0.013782306544028861
Train: rel l-2 error elm-ode (boundary) =  0.10273888976450236 +- 0.015765629842034456
Test: rmse elm-ode =  0.03264160627757978 +- 0.0049170531672996275
Test: rel l-2 error elm-ode =  0.08873352198308142 +- 0.013366604621177721
Test: rel l-2 error elm-ode (boundary) =  0.1131285901031936 +- 0.01834878922968851
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  650
time= 2.2379837036132812 rmse_elm= 0.03408182705174846 rel_err_elm= 0.09264864370345352
Number of functon evaluations of the ODE solver:  692
time= 2.3718669414520264 rmse_elm= 0.024374250169192514 rel_err_elm= 0.0662593943697777
Number of functon evaluations of the ODE solver:  635
time= 2.221970796585083 rmse_elm= 0.026034297577849412 rel_err_elm= 0.07077209671586873
-------------------------------------------------------------------------
Width:  100 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  2.2772738138834634
Train: rmse elm-ode =  0.04947034174978687 +- 0.007784060953471338
Train: rel l-2 error elm-ode =  0.07510684472013042 +- 0.011817914262274541
Train: rel l-2 error elm-ode (boundary) =  0.09631803329827575 +- 0.013397260543365033
Test: rmse elm-ode =  0.02816345826626346 +- 0.004239438340197084
Test: rel l-2 error elm-ode =  0.07656004492969999 +- 0.011524564445659014
Test: rel l-2 error elm-ode (boundary) =  0.10221916463405363 +- 0.012886206505874296
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  4364
time= 0.8278810977935791 rmse_elm= 0.0003652065276140039 rel_err_elm= 0.0009927839080842195
Number of functon evaluations of the ODE solver:  2486
time= 0.4959108829498291 rmse_elm= 0.000367972422019929 rel_err_elm= 0.001000302764539504
Number of functon evaluations of the ODE solver:  4334
time= 0.823758602142334 rmse_elm= 0.0003670515406896602 rel_err_elm= 0.00099779942438313
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.7158501942952474
Train: rmse elm-ode =  0.0006554093593912655 +- 1.535336070851736e-06
Train: rel l-2 error elm-ode =  0.000986395190688852 +- 2.3106904023858657e-06
Train: rel l-2 error elm-ode (boundary) =  0.001003208243659095 +- 1.0519773128775123e-06
Test: rmse elm-ode =  0.00036674349677453107 +- 1.1499887699214029e-06
Test: rel l-2 error elm-ode =  0.0009969620323356178 +- 3.1261498876115695e-06
Test: rel l-2 error elm-ode (boundary) =  0.0010002837290110048 +- 3.817606150947376e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  3491
time= 0.9466314315795898 rmse_elm= 0.0003879394623471936 rel_err_elm= 0.0010545815214349128
Number of functon evaluations of the ODE solver:  3737
time= 1.1218154430389404 rmse_elm= 0.0003646240342737423 rel_err_elm= 0.0009912004478471966
Number of functon evaluations of the ODE solver:  3701
time= 1.0920720100402832 rmse_elm= 0.0003678279910530876 rel_err_elm= 0.0009999101408351963
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  1.0535062948862712
Train: rmse elm-ode =  0.0006578723702758471 +- 1.4051185406044092e-05
Train: rel l-2 error elm-ode =  0.0009997529492889185 +- 2.1353251307404425e-05
Train: rel l-2 error elm-ode (boundary) =  0.0010170600949816835 +- 3.480556812241816e-05
Test: rmse elm-ode =  0.00037346382922467453 +- 1.0319053589818109e-05
Test: rel l-2 error elm-ode =  0.0010152307033724354 +- 2.8051498470087238e-05
Test: rel l-2 error elm-ode (boundary) =  0.0010125148456701794 +- 3.175178604891901e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  18914
time= 55.74272418022156 rmse_elm= 0.0003564000523991236 rel_err_elm= 0.0009688442295209811
Number of functon evaluations of the ODE solver:  1994
time= 7.577209711074829 rmse_elm= 0.0003516755110526272 rel_err_elm= 0.0009560009524510881
Number of functon evaluations of the ODE solver:  4034
time= 12.673073053359985 rmse_elm= 0.00033154505019778406 rel_err_elm= 0.0009012779502923468
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  25.331002314885456
Train: rmse elm-ode =  0.0005941620561565699 +- 1.8190096537492376e-05
Train: rel l-2 error elm-ode =  0.0009020685063397034 +- 2.7616561918970503e-05
Train: rel l-2 error elm-ode (boundary) =  0.0010284393415226866 +- 5.164922603763107e-05
Test: rmse elm-ode =  0.00034654020454984494 +- 1.077717691127216e-05
Test: rel l-2 error elm-ode =  0.0009420410440881386 +- 2.9296869040074378e-05
Test: rel l-2 error elm-ode (boundary) =  0.001025231088924298 +- 6.587557982349992e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19550
time= 3.9070520401000977 rmse_elm= 0.09067054900673589 rel_err_elm= 0.24648043007103498
Number of functon evaluations of the ODE solver:  19337
time= 3.919821262359619 rmse_elm= 0.08042470155287616 rel_err_elm= 0.21862793646054682
Number of functon evaluations of the ODE solver:  19229
time= 3.8583147525787354 rmse_elm= 0.07551982420026247 rel_err_elm= 0.2052944307901655
-------------------------------------------------------------------------
Width:  100 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  3.8950626850128174
Train: rmse elm-ode =  0.1429089200354546 +- 0.011128674301340161
Train: rel l-2 error elm-ode =  0.21507881968673145 +- 0.016748724521999627
Train: rel l-2 error elm-ode (boundary) =  0.22296998667079002 +- 0.03707556633823854
Test: rmse elm-ode =  0.08220502491995818 +- 0.006312066698470263
Test: rel l-2 error elm-ode =  0.22346759910724912 +- 0.017158834169631293
Test: rel l-2 error elm-ode (boundary) =  0.2512292214042433 +- 0.04347811345593948
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  16532
time= 5.416748046875 rmse_elm= 0.09063676845390387 rel_err_elm= 0.24638860041651886
Number of functon evaluations of the ODE solver:  15725
time= 4.665452480316162 rmse_elm= 0.08036129058080757 rel_err_elm= 0.21845555894835675
Number of functon evaluations of the ODE solver:  15656
time= 4.7186126708984375 rmse_elm= 0.07541201273541534 rel_err_elm= 0.20500135419017562
-------------------------------------------------------------------------
Width:  100 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  4.9336043993632
Train: rmse elm-ode =  0.1468413879815015 +- 0.009737106252088344
Train: rel l-2 error elm-ode =  0.22315135479945578 +- 0.014797248118176952
Train: rel l-2 error elm-ode (boundary) =  0.22297084912175233 +- 0.03707514221740469
Test: rmse elm-ode =  0.08213669059004226 +- 0.0063409952198113274
Test: rel l-2 error elm-ode =  0.22328183785168373 +- 0.017237473975605495
Test: rel l-2 error elm-ode (boundary) =  0.25119834399697233 +- 0.04345823078573847
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  3677
time= 12.856848955154419 rmse_elm= 0.08994996413128976 rel_err_elm= 0.24452157935326277
Number of functon evaluations of the ODE solver:  3320
time= 13.283317565917969 rmse_elm= 0.0792271825654403 rel_err_elm= 0.21537257958585213
Number of functon evaluations of the ODE solver:  3317
time= 12.240674018859863 rmse_elm= 0.07391125447001368 rel_err_elm= 0.20092166627892913
-------------------------------------------------------------------------
Width:  100 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  12.793613513310751
Train: rmse elm-ode =  0.14376761568885507 +- 0.012246955107482986
Train: rel l-2 error elm-ode =  0.2182708185429655 +- 0.018593567843223878
Train: rel l-2 error elm-ode (boundary) =  0.22307381980016816 +- 0.037029301235534294
Test: rmse elm-ode =  0.08102946705558124 +- 0.006670643344147533
Test: rel l-2 error elm-ode =  0.22027194173934803 +- 0.018133595288960087
Test: rel l-2 error elm-ode (boundary) =  0.25077707503374114 +- 0.043173313484831465
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  20060
time= 4.71659255027771 rmse_elm= 0.03483951741559605 rel_err_elm= 0.09470836263962053
Number of functon evaluations of the ODE solver:  20441
time= 4.907141208648682 rmse_elm= 0.028833949833404534 rel_err_elm= 0.078382721108882
Number of functon evaluations of the ODE solver:  20717
time= 5.172091007232666 rmse_elm= 0.036608782571515376 rel_err_elm= 0.09951796444878455
-------------------------------------------------------------------------
Width:  100 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  4.931941588719686
Train: rmse elm-ode =  0.057938295837376586 +- 0.00551425372193805
Train: rel l-2 error elm-ode =  0.08719749810069284 +- 0.008298986387087415
Train: rel l-2 error elm-ode (boundary) =  0.09220450206899955 +- 0.005143334838201424
Test: rmse elm-ode =  0.03342741660683865 +- 0.0033274141658821703
Test: rel l-2 error elm-ode =  0.09086968273242901 +- 0.009045301739268867
Test: rel l-2 error elm-ode (boundary) =  0.1032003316191286 +- 0.011412115333143798
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17336
time= 6.839939594268799 rmse_elm= 0.033794027238142586 rel_err_elm= 0.09186628358091065
Number of functon evaluations of the ODE solver:  17474
time= 6.382108688354492 rmse_elm= 0.026662142704312865 rel_err_elm= 0.07247884205362133
Number of functon evaluations of the ODE solver:  17012
time= 6.2657670974731445 rmse_elm= 0.03884438772342627 rel_err_elm= 0.10559527318186704
-------------------------------------------------------------------------
Width:  100 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  6.4959384600321455
Train: rmse elm-ode =  0.0581862519290993 +- 0.009236697807511851
Train: rel l-2 error elm-ode =  0.08842425917627984 +- 0.01403678934088454
Train: rel l-2 error elm-ode (boundary) =  0.10269095358407555 +- 0.015763983724513216
Test: rmse elm-ode =  0.03310018588862724 +- 0.004997521738498747
Test: rel l-2 error elm-ode =  0.08998013293879965 +- 0.013585351813663422
Test: rel l-2 error elm-ode (boundary) =  0.11305322576114381 +- 0.018311190311371135
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  4637
time= 16.89037013053894 rmse_elm= 0.036669786949430676 rel_err_elm= 0.09968379983270466
Number of functon evaluations of the ODE solver:  4901
time= 18.258010864257812 rmse_elm= 0.026266348245747605 rel_err_elm= 0.07140290737101948
Number of functon evaluations of the ODE solver:  4376
time= 15.985496759414673 rmse_elm= 0.029415771342145413 rel_err_elm= 0.07996435502717202
-------------------------------------------------------------------------
Width:  100 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  17.044625918070476
Train: rmse elm-ode =  0.05451159776557334 +- 0.008028312967735325
Train: rel l-2 error elm-ode =  0.08276057864190443 +- 0.012188742468812727
Train: rel l-2 error elm-ode (boundary) =  0.09383407092638207 +- 0.013840074134174162
Test: rmse elm-ode =  0.030783968845774567 +- 0.004355981138773484
Test: rel l-2 error elm-ode =  0.08368368741029873 +- 0.01184137645826367
Test: rel l-2 error elm-ode (boundary) =  0.1005860836639681 +- 0.015142487129971783
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23666
time= 5.949222803115845 rmse_elm= 5.5947474625362434e-05 rel_err_elm= 0.00015208860824282862
Number of functon evaluations of the ODE solver:  22823
time= 5.4641335010528564 rmse_elm= 5.772319833890429e-05 rel_err_elm= 0.00015691576710969086
Number of functon evaluations of the ODE solver:  22904
time= 5.456747055053711 rmse_elm= 5.875182292591312e-05 rel_err_elm= 0.00015971199844792554
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  5.623367786407471
Train: rmse elm-ode =  0.00010083709320565547 +- 9.327305569813525e-07
Train: rel l-2 error elm-ode =  0.00015176045681356137 +- 1.4037653299145185e-06
Train: rel l-2 error elm-ode (boundary) =  0.00013923976319372692 +- 3.025561379838257e-06
Test: rmse elm-ode =  5.7474165296726616e-05 +- 1.1583336996946908e-06
Test: rel l-2 error elm-ode =  0.00015623879126681501 +- 3.1488348928526998e-06
Test: rel l-2 error elm-ode (boundary) =  0.00014423689903798857 +- 3.0026609203441107e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22148
time= 7.504594326019287 rmse_elm= 0.00013971349788387944 rel_err_elm= 0.0003797996529456213
Number of functon evaluations of the ODE solver:  22763
time= 8.820985317230225 rmse_elm= 4.3751737623502814e-05 rel_err_elm= 0.0001189355002691659
Number of functon evaluations of the ODE solver:  22730
time= 8.618165016174316 rmse_elm= 6.795534579646282e-05 rel_err_elm= 0.00018473101840702129
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  8.314581553141275
Train: rmse elm-ode =  0.00014793782281224174 +- 6.996855823679638e-05
Train: rel l-2 error elm-ode =  0.0002248175806591556 +- 0.00010632954903608419
Train: rel l-2 error elm-ode (boundary) =  0.00020824544971540304 +- 0.00010193234601805859
Test: rmse elm-ode =  8.380686043461503e-05 +- 4.074815124894351e-05
Test: rel l-2 error elm-ode =  0.00022782205720726947 +- 0.00011077049774666126
Test: rel l-2 error elm-ode (boundary) =  0.0002138621992521113 +- 0.00010077400972168482
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19889
time= 66.8654236793518 rmse_elm= 6.787214001713327e-05 rel_err_elm= 0.00018450483033936087
Number of functon evaluations of the ODE solver:  13742
time= 48.909456729888916 rmse_elm= 6.821360052613275e-05 rel_err_elm= 0.00018543306264888636
Number of functon evaluations of the ODE solver:  13265
time= 46.72254776954651 rmse_elm= 5.0236628317386914e-05 rel_err_elm= 0.00013656414225603046
-------------------------------------------------------------------------
Width:  100 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  54.16580939292908
Train: rmse elm-ode =  0.00010956125219987015 +- 1.4863354333689465e-05
Train: rel l-2 error elm-ode =  0.0001663380454887225 +- 2.2565836549239153e-05
Train: rel l-2 error elm-ode (boundary) =  0.0001640414035762585 +- 2.1157302427423617e-05
Test: rmse elm-ode =  6.210745628688431e-05 +- 8.395100409598159e-06
Test: rel l-2 error elm-ode =  0.00016883401174809257 +- 2.2821389989527404e-05
Test: rel l-2 error elm-ode (boundary) =  0.00016337764883716656 +- 2.3860782509402905e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  329
time= 0.45412468910217285 rmse_elm= 0.028912356136281566 rel_err_elm= 0.07859586219455002
Number of functon evaluations of the ODE solver:  395
time= 0.4801826477050781 rmse_elm= 0.025559704905208175 rel_err_elm= 0.06948195556923815
Number of functon evaluations of the ODE solver:  368
time= 0.47284364700317383 rmse_elm= 0.02288553843811421 rel_err_elm= 0.06221245397129487
-------------------------------------------------------------------------
Width:  400 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.4690503279368083
Train: rmse elm-ode =  0.03961894354465203 +- 0.0040131570970124535
Train: rel l-2 error elm-ode =  0.0596267581667048 +- 0.006039826565260785
Train: rel l-2 error elm-ode (boundary) =  0.052764439734162984 +- 0.005539752957075403
Test: rmse elm-ode =  0.025785866493201318 +- 0.0024656296950472923
Test: rel l-2 error elm-ode =  0.07009675724502769 +- 0.00670261153471149
Test: rel l-2 error elm-ode (boundary) =  0.0901735184303623 +- 0.014078675337464137
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  314
time= 0.6860499382019043 rmse_elm= 0.027815634846582057 rel_err_elm= 0.07561451557081761
Number of functon evaluations of the ODE solver:  338
time= 0.7082886695861816 rmse_elm= 0.02435224096239685 rel_err_elm= 0.06619956415130053
Number of functon evaluations of the ODE solver:  338
time= 0.7396609783172607 rmse_elm= 0.022784412721378905 rel_err_elm= 0.061937552027662574
-------------------------------------------------------------------------
Width:  400 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.7113331953684489
Train: rmse elm-ode =  0.04031904560156913 +- 0.0033438945687723
Train: rel l-2 error elm-ode =  0.061271891895659736 +- 0.0050816368163319435
Train: rel l-2 error elm-ode (boundary) =  0.05933970238401279 +- 0.00464325621205381
Test: rmse elm-ode =  0.02498409617678594 +- 0.0021020196283965315
Test: rel l-2 error elm-ode =  0.06791721058326024 +- 0.005714167474451312
Test: rel l-2 error elm-ode (boundary) =  0.09619445733575127 +- 0.01040568422830084
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  212
time= 4.541699647903442 rmse_elm= 0.044656106265367056 rel_err_elm= 0.12139395204023541
Number of functon evaluations of the ODE solver:  188
time= 4.323523759841919 rmse_elm= 0.04069475714259888 rel_err_elm= 0.11062535026008208
Number of functon evaluations of the ODE solver:  188
time= 4.076447248458862 rmse_elm= 0.05811509174378997 rel_err_elm= 0.15798109709871572
-------------------------------------------------------------------------
Width:  400 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  4.313890218734741
Train: rmse elm-ode =  0.07474576726285032 +- 0.009376935977167867
Train: rel l-2 error elm-ode =  0.11348049228550339 +- 0.014236248416270244
Train: rel l-2 error elm-ode (boundary) =  0.15058458381094883 +- 0.01546174337164563
Test: rmse elm-ode =  0.047821985050585304 +- 0.007455830191484829
Test: rel l-2 error elm-ode =  0.13000013313301106 +- 0.020268061153983573
Test: rel l-2 error elm-ode (boundary) =  0.18345963501694898 +- 0.023422969730222568
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  401
time= 0.4106147289276123 rmse_elm= 0.007937281986529867 rel_err_elm= 0.021576848260724896
Number of functon evaluations of the ODE solver:  413
time= 0.39919543266296387 rmse_elm= 0.007602715685933901 rel_err_elm= 0.020667357289714642
Number of functon evaluations of the ODE solver:  344
time= 0.3552236557006836 rmse_elm= 0.005970553552600787 rel_err_elm= 0.016230458771103958
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.38834460576375324
Train: rmse elm-ode =  0.011079632239766718 +- 0.0014645655528221098
Train: rel l-2 error elm-ode =  0.016674915912182942 +- 0.002204180329518104
Train: rel l-2 error elm-ode (boundary) =  0.01897858406683749 +- 0.0016104363257831422
Test: rmse elm-ode =  0.007170183741688186 +- 0.0008591926812618994
Test: rel l-2 error elm-ode =  0.01949155477384783 +- 0.0023356446377708158
Test: rel l-2 error elm-ode (boundary) =  0.028139716109505244 +- 0.0040288906154794845
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  314
time= 0.7069416046142578 rmse_elm= 0.00805474565530931 rel_err_elm= 0.021896163583237475
Number of functon evaluations of the ODE solver:  299
time= 0.6595640182495117 rmse_elm= 0.009566488142514738 rel_err_elm= 0.0260057111980354
Number of functon evaluations of the ODE solver:  314
time= 0.7604537010192871 rmse_elm= 0.008380639443068032 rel_err_elm= 0.022782079041390055
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  0.7089864412943522
Train: rmse elm-ode =  0.014482901635482097 +- 0.0010861319761789174
Train: rel l-2 error elm-ode =  0.022009320163823454 +- 0.001650568857370572
Train: rel l-2 error elm-ode (boundary) =  0.023339784406372865 +- 0.0016442131125165565
Test: rmse elm-ode =  0.008667291080297361 +- 0.000649598957178044
Test: rel l-2 error elm-ode =  0.023561317940887644 +- 0.001765881337357353
Test: rel l-2 error elm-ode (boundary) =  0.03871656458278485 +- 0.0014389648960614055
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  182
time= 4.061291694641113 rmse_elm= 0.017522822663886137 rel_err_elm= 0.04763435220770831
Number of functon evaluations of the ODE solver:  194
time= 4.381320953369141 rmse_elm= 0.016170049327267542 rel_err_elm= 0.0439569491540044
Number of functon evaluations of the ODE solver:  194
time= 4.289038896560669 rmse_elm= 0.017481543134747996 rel_err_elm= 0.04752213720287424
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  4.243883848190308
Train: rmse elm-ode =  0.02484889563186567 +- 0.0009676750556319772
Train: rel l-2 error elm-ode =  0.037726081520293976 +- 0.0014691432800382391
Train: rel l-2 error elm-ode (boundary) =  0.05010769594014355 +- 0.0012684238634695566
Test: rmse elm-ode =  0.01705813837530056 +- 0.0006281998714892202
Test: rel l-2 error elm-ode =  0.04637114618819565 +- 0.0017077096829283438
Test: rel l-2 error elm-ode (boundary) =  0.07340974926943092 +- 0.0032679369127066654
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2939
time= 1.1940135955810547 rmse_elm= 0.003546665118106071 rel_err_elm= 0.00964131742010054
Number of functon evaluations of the ODE solver:  3701
time= 1.4456102848052979 rmse_elm= 0.0035463221493151325 rel_err_elm= 0.009640385087650616
Number of functon evaluations of the ODE solver:  3023
time= 1.2081663608551025 rmse_elm= 0.0035459150211102457 rel_err_elm= 0.009639278343110808
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  1.282596747080485
Train: rmse elm-ode =  0.006129657823914049 +- 7.609477721759723e-07
Train: rel l-2 error elm-ode =  0.00922517341481482 +- 1.1452311629134505e-06
Train: rel l-2 error elm-ode (boundary) =  0.009823542860922364 +- 1.592719571090073e-06
Test: rmse elm-ode =  0.0035463007628438164 +- 3.0659899070616374e-07
Test: rel l-2 error elm-ode =  0.00964032695028732 +- 8.334641393088861e-07
Test: rel l-2 error elm-ode (boundary) =  0.009861563378503796 +- 1.553066761906503e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  5444
time= 4.084888935089111 rmse_elm= 0.003444408969864216 rel_err_elm= 0.009363342491392571
Number of functon evaluations of the ODE solver:  7694
time= 6.0059332847595215 rmse_elm= 0.0034448571431513384 rel_err_elm= 0.00936456081361259
Number of functon evaluations of the ODE solver:  3692
time= 3.10248064994812 rmse_elm= 0.003447779715737485 rel_err_elm= 0.009372505586814456
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  4.397767623265584
Train: rmse elm-ode =  0.005844190583847238 +- 3.2467580675423345e-06
Train: rel l-2 error elm-ode =  0.00888127703244009 +- 4.934020792349153e-06
Train: rel l-2 error elm-ode (boundary) =  0.009669304961870585 +- 5.676774288942974e-06
Test: rmse elm-ode =  0.00344568194291768 +- 1.4945908975273891e-06
Test: rel l-2 error elm-ode =  0.009366802963939873 +- 4.062922428929151e-06
Test: rel l-2 error elm-ode (boundary) =  0.009704815517485548 +- 7.912257675064887e-06
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  26639
time= 195.60788464546204 rmse_elm= 0.0029957255607614064 rel_err_elm= 0.0081436335467254
Number of functon evaluations of the ODE solver:  6932
time= 57.99583673477173 rmse_elm= 0.0030043098760424262 rel_err_elm= 0.008166969301780484
Number of functon evaluations of the ODE solver:  40955
time= 318.06497526168823 rmse_elm= 0.0029956034477496064 rel_err_elm= 0.008143301592546283
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  190.556232213974
Train: rmse elm-ode =  0.0048801212908598695 +- 8.242100281514478e-06
Train: rel l-2 error elm-ode =  0.0074090960167986645 +- 1.2513318568576733e-05
Train: rel l-2 error elm-ode (boundary) =  0.008965360230702992 +- 1.498254519859689e-05
Test: rmse elm-ode =  0.0029985462948511465 +- 4.075772238342851e-06
Test: rel l-2 error elm-ode =  0.008151301480350722 +- 1.1079651608855698e-05
Test: rel l-2 error elm-ode (boundary) =  0.009114696814992844 +- 1.397095438851155e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2363
time= 1.9169394969940186 rmse_elm= 0.03521859426381835 rel_err_elm= 0.09573885187348259
Number of functon evaluations of the ODE solver:  2342
time= 1.9212493896484375 rmse_elm= 0.0285239769966613 rel_err_elm= 0.07754008544661051
Number of functon evaluations of the ODE solver:  2378
time= 1.8477182388305664 rmse_elm= 0.027916472545117914 rel_err_elm= 0.07588863456066343
-------------------------------------------------------------------------
Width:  400 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  1.895302375157674
Train: rmse elm-ode =  0.05114219362850599 +- 0.004994592101744726
Train: rel l-2 error elm-ode =  0.07696932171260147 +- 0.00751689239407462
Train: rel l-2 error elm-ode (boundary) =  0.04612262927194264 +- 0.006009368165057688
Test: rmse elm-ode =  0.030553014601865852 +- 0.0033083722685715417
Test: rel l-2 error elm-ode =  0.0830558572935855 +- 0.008993537907573708
Test: rel l-2 error elm-ode (boundary) =  0.08766775358747607 +- 0.01628511590056191
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2210
time= 2.777014970779419 rmse_elm= 0.03300609612593634 rel_err_elm= 0.08972435765754919
Number of functon evaluations of the ODE solver:  2216
time= 2.7856853008270264 rmse_elm= 0.027896763876101148 rel_err_elm= 0.07583505816492528
Number of functon evaluations of the ODE solver:  2219
time= 2.880847930908203 rmse_elm= 0.025893048900621586 rel_err_elm= 0.07038812380414088
-------------------------------------------------------------------------
Width:  400 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  2.814516067504883
Train: rmse elm-ode =  0.049201233697116625 +- 0.004498222968219366
Train: rel l-2 error elm-ode =  0.07476994128317106 +- 0.006835842151496368
Train: rel l-2 error elm-ode (boundary) =  0.046479592619463904 +- 0.005961321955764391
Test: rmse elm-ode =  0.028931969634219692 +- 0.0029947285273316327
Test: rel l-2 error elm-ode =  0.07864917987553845 +- 0.008140923193349825
Test: rel l-2 error elm-ode (boundary) =  0.0869665429096012 +- 0.016102302715379973
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  746
time= 9.568110466003418 rmse_elm= 0.026465011342936853 rel_err_elm= 0.07194295666123401
Number of functon evaluations of the ODE solver:  740
time= 9.524303197860718 rmse_elm= 0.022894367366481073 rel_err_elm= 0.06223645468690507
Number of functon evaluations of the ODE solver:  725
time= 9.470086574554443 rmse_elm= 0.021040536109777113 rel_err_elm= 0.05719696688808768
-------------------------------------------------------------------------
Width:  400 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  9.520833412806192
Train: rmse elm-ode =  0.04043967496294257 +- 0.0039016487340137644
Train: rel l-2 error elm-ode =  0.06139630899128282 +- 0.0059235597582935175
Train: rel l-2 error elm-ode (boundary) =  0.05708778184952781 +- 0.005324482201373528
Test: rmse elm-ode =  0.023466638273065013 +- 0.0022512001808935394
Test: rel l-2 error elm-ode =  0.06379212607874225 +- 0.0061197025367234715
Test: rel l-2 error elm-ode (boundary) =  0.09258943413248678 +- 0.010152146499996996
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2396
time= 1.3989124298095703 rmse_elm= 0.008107878350684264 rel_err_elm= 0.022040600445595936
Number of functon evaluations of the ODE solver:  2348
time= 1.4743177890777588 rmse_elm= 0.008474966277772297 rel_err_elm= 0.023038498783410362
Number of functon evaluations of the ODE solver:  3227
time= 1.7781798839569092 rmse_elm= 0.005956606174966757 rel_err_elm= 0.016192543972139373
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  1.5504700342814128
Train: rmse elm-ode =  0.012100045164210394 +- 0.0019192745063671029
Train: rel l-2 error elm-ode =  0.018210643754279738 +- 0.0028885201524289686
Train: rel l-2 error elm-ode (boundary) =  0.015146323463163525 +- 0.001717698832395337
Test: rmse elm-ode =  0.007513150267807772 +- 0.0011107986680078865
Test: rel l-2 error elm-ode =  0.020423881067048556 +- 0.003019614818838
Test: rel l-2 error elm-ode (boundary) =  0.025632815063903507 +- 0.004026268950642593
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2276
time= 2.607727527618408 rmse_elm= 0.0077234134241147435 rel_err_elm= 0.020995464163901596
Number of functon evaluations of the ODE solver:  2342
time= 2.628044843673706 rmse_elm= 0.008950635459459236 rel_err_elm= 0.024331566331341765
Number of functon evaluations of the ODE solver:  2288
time= 2.5292022228240967 rmse_elm= 0.008456339752962786 rel_err_elm= 0.022987864107696244
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  2.588324864705404
Train: rmse elm-ode =  0.014351236333555945 +- 0.0007585625259434615
Train: rel l-2 error elm-ode =  0.02180923154501659 +- 0.0011527693771575158
Train: rel l-2 error elm-ode (boundary) =  0.01725620642973978 +- 0.0010532546123924649
Test: rmse elm-ode =  0.008376796212178923 +- 0.0005041586140419803
Test: rel l-2 error elm-ode =  0.022771631534313202 +- 0.0013705137266109718
Test: rel l-2 error elm-ode (boundary) =  0.030759927672312764 +- 0.0011516565640814812
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  1133
time= 12.833155155181885 rmse_elm= 0.006465309082695062 rel_err_elm= 0.017575410987380937
Number of functon evaluations of the ODE solver:  1364
time= 15.145400762557983 rmse_elm= 0.006427054847305087 rel_err_elm= 0.017471419994779146
Number of functon evaluations of the ODE solver:  1028
time= 11.801806688308716 rmse_elm= 0.00648733419988958 rel_err_elm= 0.0176352844569688
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  13.260120868682861
Train: rmse elm-ode =  0.010904421257043537 +- 0.0001820573998866182
Train: rel l-2 error elm-ode =  0.016555306576574974 +- 0.00027640312113861275
Train: rel l-2 error elm-ode (boundary) =  0.015495075859378695 +- 0.0002487094626720055
Test: rmse elm-ode =  0.00645989937662991 +- 2.4904467829219057e-05
Test: rel l-2 error elm-ode =  0.017560705146376296 +- 6.77007474696133e-05
Test: rel l-2 error elm-ode (boundary) =  0.02862493764097677 +- 0.0014417865110127777
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  10595
time= 5.399606704711914 rmse_elm= 0.00036597351803816224 rel_err_elm= 0.0009948689084694367
Number of functon evaluations of the ODE solver:  10328
time= 5.241938829421997 rmse_elm= 0.00036595103510035426 rel_err_elm= 0.0009948077904521656
Number of functon evaluations of the ODE solver:  9203
time= 4.105830907821655 rmse_elm= 0.0003659594007579471 rel_err_elm= 0.0009948305318042794
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  4.915792147318522
Train: rmse elm-ode =  0.0006528689328152984 +- 7.807641839631535e-09
Train: rel l-2 error elm-ode =  0.0009825718327814224 +- 1.1750549867633802e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009973919570878352 +- 2.0772079280174326e-08
Test: rmse elm-ode =  0.00036596131796548786 +- 9.278196185510712e-09
Test: rel l-2 error elm-ode =  0.000994835743575294 +- 2.522201322413581e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009977626124823599 +- 2.9367825512860856e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  8114
time= 7.01606011390686 rmse_elm= 0.0003638434759970161 rel_err_elm= 0.0009890785643706921
Number of functon evaluations of the ODE solver:  8795
time= 6.956655502319336 rmse_elm= 0.0003638606006384321 rel_err_elm= 0.0009891251162999267
Number of functon evaluations of the ODE solver:  7976
time= 6.457144260406494 rmse_elm= 0.00036386584434966435 rel_err_elm= 0.0009891393708976307
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  6.8099532922108965
Train: rmse elm-ode =  0.0006415679344377469 +- 2.2856940577739602e-08
Train: rel l-2 error elm-ode =  0.0009749754870452955 +- 3.473514740365217e-08
Train: rel l-2 error elm-ode (boundary) =  0.0009946428948958022 +- 4.549234237681051e-08
Test: rmse elm-ode =  0.00036385664032837086 +- 9.551573758118644e-09
Test: rel l-2 error elm-ode =  0.0009891143505227499 +- 2.596516767069265e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009944580482228046 +- 5.3974295706038313e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  26729
time= 196.02316212654114 rmse_elm= 0.0003404765747418752 rel_err_elm= 0.0009255575651720807
Number of functon evaluations of the ODE solver:  7736
time= 60.6888484954834 rmse_elm= 0.0003406204231531992 rel_err_elm= 0.0009259486052471279
Number of functon evaluations of the ODE solver:  40988
time= 316.27477622032166 rmse_elm= 0.00034040980062516676 rel_err_elm= 0.0009253760452277965
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  190.9955956141154
Train: rmse elm-ode =  0.0005850575684033752 +- 1.7907417437586542e-07
Train: rel l-2 error elm-ode =  0.0008882458941694838 +- 2.7187392956087983e-07
Train: rel l-2 error elm-ode (boundary) =  0.0009568190068288905 +- 4.671440175171425e-07
Test: rmse elm-ode =  0.00034050226617341373 +- 8.788439212801636e-08
Test: rel l-2 error elm-ode =  0.0009256274052156684 +- 2.389064917499898e-07
Test: rel l-2 error elm-ode (boundary) =  0.0009610635626876998 +- 5.493857344795542e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22646
time= 15.142843961715698 rmse_elm= 0.03780454893726289 rel_err_elm= 0.10276855696556782
Number of functon evaluations of the ODE solver:  22655
time= 15.291877031326294 rmse_elm= 0.030203012693814348 rel_err_elm= 0.08210440589324372
Number of functon evaluations of the ODE solver:  22781
time= 15.037033557891846 rmse_elm= 0.03015184724921969 rel_err_elm= 0.08196531684033051
-------------------------------------------------------------------------
Width:  400 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  15.157251516977945
Train: rmse elm-ode =  0.0560292740044517 +- 0.005193023197898128
Train: rel l-2 error elm-ode =  0.08432440828600656 +- 0.007815532436552235
Train: rel l-2 error elm-ode (boundary) =  0.045914088934632745 +- 0.006024000587118465
Test: rmse elm-ode =  0.03271980296009897 +- 0.003595519036698653
Test: rel l-2 error elm-ode =  0.08894609323304736 +- 0.009774122779693764
Test: rel l-2 error elm-ode (boundary) =  0.08867811315381198 +- 0.016296123528758994
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  21056
time= 24.097079277038574 rmse_elm= 0.03717754978692286 rel_err_elm= 0.10106411134432752
Number of functon evaluations of the ODE solver:  21365
time= 24.678433895111084 rmse_elm= 0.030126010798319187 rel_err_elm= 0.08189508257353466
Number of functon evaluations of the ODE solver:  21392
time= 23.77629041671753 rmse_elm= 0.029740030222738814 rel_err_elm= 0.08084582612466229
-------------------------------------------------------------------------
Width:  400 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  24.183934529622395
Train: rmse elm-ode =  0.05610243389658668 +- 0.005379090030304534
Train: rel l-2 error elm-ode =  0.08525753061628212 +- 0.008174474814974629
Train: rel l-2 error elm-ode (boundary) =  0.04592110093813306 +- 0.0060233353219150835
Test: rmse elm-ode =  0.03234786360266029 +- 0.0034187372649390015
Test: rel l-2 error elm-ode =  0.08793500668084149 +- 0.009293556072980642
Test: rel l-2 error elm-ode (boundary) =  0.08848473152653374 +- 0.016317913393970172
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  6311
time= 59.798439502716064 rmse_elm= 0.03296881660411232 rel_err_elm= 0.08962301634360892
Number of functon evaluations of the ODE solver:  6659
time= 62.84741020202637 rmse_elm= 0.027708008336835847 rel_err_elm= 0.07532194175605755
Number of functon evaluations of the ODE solver:  6464
time= 61.224884033203125 rmse_elm= 0.025703859183275408 rel_err_elm= 0.06987382711787024
-------------------------------------------------------------------------
Width:  400 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  61.290244579315186
Train: rmse elm-ode =  0.05038024738859573 +- 0.005203602477704308
Train: rel l-2 error elm-ode =  0.0764882813366317 +- 0.007900211509654812
Train: rel l-2 error elm-ode (boundary) =  0.04642429384739938 +- 0.0059665437209644465
Test: rmse elm-ode =  0.02879356137474119 +- 0.0030636275481007234
Test: rel l-2 error elm-ode =  0.07827292840584557 +- 0.008328219514555257
Test: rel l-2 error elm-ode (boundary) =  0.08686614464848712 +- 0.01598950329607905
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23033
time= 12.414740800857544 rmse_elm= 0.008477719424203025 rel_err_elm= 0.02304598298554356
Number of functon evaluations of the ODE solver:  22991
time= 11.934125661849976 rmse_elm= 0.009149442055425656 rel_err_elm= 0.024872005711179656
Number of functon evaluations of the ODE solver:  22988
time= 11.628063201904297 rmse_elm= 0.006241683933088276 rel_err_elm= 0.016967504410729622
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  11.99230988820394
Train: rmse elm-ode =  0.01302653417263336 +- 0.0021739572794015486
Train: rel l-2 error elm-ode =  0.01960501551452329 +- 0.0032718193209147605
Train: rel l-2 error elm-ode (boundary) =  0.015088092622056416 +- 0.0017184797433559252
Test: rmse elm-ode =  0.007956281804238985 +- 0.0012430304952387055
Test: rel l-2 error elm-ode =  0.02162849770248428 +- 0.00337907616546015
Test: rel l-2 error elm-ode (boundary) =  0.02566405045174076 +- 0.004030320681705124
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22220
time= 23.030148029327393 rmse_elm= 0.009216293058981948 rel_err_elm= 0.02505373466603589
Number of functon evaluations of the ODE solver:  21980
time= 21.645262479782104 rmse_elm= 0.009434905669413856 rel_err_elm= 0.02564801506720789
Number of functon evaluations of the ODE solver:  22235
time= 23.00846290588379 rmse_elm= 0.009407896787250005 rel_err_elm= 0.025574593642451883
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  22.561291138331097
Train: rmse elm-ode =  0.01627794097181291 +- 0.00010626977788546987
Train: rel l-2 error elm-ode =  0.02473719862729179 +- 0.00016149564666582448
Train: rel l-2 error elm-ode (boundary) =  0.01710648089861207 +- 0.0010532120821770325
Test: rmse elm-ode =  0.009353031838548603 +- 9.731560445947306e-05
Test: rel l-2 error elm-ode =  0.025425447791898554 +- 0.0002645444667817307
Test: rel l-2 error elm-ode (boundary) =  0.030507765309511933 +- 0.0012511860055496734
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  9026
time= 84.2881453037262 rmse_elm= 0.00705864346403283 rel_err_elm= 0.019188341702923422
Number of functon evaluations of the ODE solver:  9656
time= 90.37705826759338 rmse_elm= 0.007079255055149648 rel_err_elm= 0.019244372618127698
Number of functon evaluations of the ODE solver:  9176
time= 85.87835836410522 rmse_elm= 0.006797174836560053 rel_err_elm= 0.018477560744215586
-------------------------------------------------------------------------
Width:  400 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  86.84785397847493
Train: rmse elm-ode =  0.012186257198365155 +- 0.00016542970215058171
Train: rel l-2 error elm-ode =  0.01850141508515304 +- 0.00025115862377430843
Train: rel l-2 error elm-ode (boundary) =  0.013014634509069043 +- 0.00020294374123215242
Test: rmse elm-ode =  0.00697835778524751 +- 0.00012839173154426833
Test: rel l-2 error elm-ode =  0.018970091688422234 +- 0.0003490223623355935
Test: rel l-2 error elm-ode (boundary) =  0.02560021525961668 +- 0.0004123750638720577
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  42887
time= 15.823676109313965 rmse_elm= 3.677467318820831e-05 rel_err_elm= 9.996892444621641e-05
Number of functon evaluations of the ODE solver:  27779
time= 11.63942289352417 rmse_elm= 3.676313545090438e-05 rel_err_elm= 9.99375600563029e-05
Number of functon evaluations of the ODE solver:  27449
time= 10.008995294570923 rmse_elm= 3.676658634991209e-05 rel_err_elm= 9.99469410414284e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.490698099136353
Train: rmse elm-ode =  6.564208835535914e-05 +- 2.6883357411563955e-09
Train: rel l-2 error elm-ode =  9.879175408882916e-05 +- 4.045962127388285e-09
Train: rel l-2 error elm-ode (boundary) =  9.996939259862831e-05 +- 7.705986409395711e-10
Test: rmse elm-ode =  3.676813166300826e-05 +- 4.835344865157129e-09
Test: rel l-2 error elm-ode =  9.995114184798257e-05 +- 1.314448732208841e-08
Test: rel l-2 error elm-ode (boundary) =  9.997836055611385e-05 +- 1.2289389025385455e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  39254
time= 30.25552201271057 rmse_elm= 3.6730071009152824e-05 rel_err_elm= 9.984767709086089e-05
Number of functon evaluations of the ODE solver:  25505
time= 20.106794118881226 rmse_elm= 3.673396780868943e-05 rel_err_elm= 9.985827021990006e-05
Number of functon evaluations of the ODE solver:  27698
time= 21.403003692626953 rmse_elm= 3.6732051154286204e-05 rel_err_elm= 9.985305995254447e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  23.921773274739582
Train: rmse elm-ode =  6.493713479301431e-05 +- 2.421036434300728e-09
Train: rel l-2 error elm-ode =  9.868341483997353e-05 +- 3.6791913217340275e-09
Train: rel l-2 error elm-ode (boundary) =  9.993361590147927e-05 +- 2.594051244654576e-09
Test: rmse elm-ode =  3.673202999070948e-05 +- 1.590932133446794e-09
Test: rel l-2 error elm-ode =  9.98530024211018e-05 +- 4.324818154970296e-09
Test: rel l-2 error elm-ode (boundary) =  9.991905117596462e-05 +- 2.622756374581968e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  27890
time= 204.38954901695251 rmse_elm= 3.632932350567535e-05 rel_err_elm= 9.875827796303953e-05
Number of functon evaluations of the ODE solver:  23339
time= 180.0388741493225 rmse_elm= 3.6327120624043665e-05 rel_err_elm= 9.875228961050476e-05
Number of functon evaluations of the ODE solver:  42080
time= 323.1862630844116 rmse_elm= 3.6325486159753556e-05 rel_err_elm= 9.87478464537623e-05
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  235.87156208356222
Train: rmse elm-ode =  6.41706655328251e-05 +- 4.198586967170124e-09
Train: rel l-2 error elm-ode =  9.742516508453438e-05 +- 6.374377217411388e-09
Train: rel l-2 error elm-ode (boundary) =  9.932090841799388e-05 +- 1.5666171512872677e-08
Test: rmse elm-ode =  3.632731009649086e-05 +- 1.5723084487595135e-09
Test: rel l-2 error elm-ode =  9.875280467576885e-05 +- 4.274191199897587e-09
Test: rel l-2 error elm-ode (boundary) =  9.929507511057216e-05 +- 1.6096817723472304e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  437
time= 1.1126446723937988 rmse_elm= 0.014815311178297874 rel_err_elm= 0.04027420491952453
Number of functon evaluations of the ODE solver:  437
time= 1.182917833328247 rmse_elm= 0.016559452444399637 rel_err_elm= 0.04501550950059048
Number of functon evaluations of the ODE solver:  437
time= 1.169403076171875 rmse_elm= 0.017097604920513276 rel_err_elm= 0.04647843274534141
-------------------------------------------------------------------------
Width:  700 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  1.1549885272979736
Train: rmse elm-ode =  0.021214427982362824 +- 0.0013977562208296389
Train: rel l-2 error elm-ode =  0.03192784697864748 +- 0.002103631866445017
Train: rel l-2 error elm-ode (boundary) =  0.023741153606652327 +- 0.0013978175904596447
Test: rmse elm-ode =  0.01615745618107026 +- 0.0009741378849139652
Test: rel l-2 error elm-ode =  0.04392271572181881 +- 0.002648113719971466
Test: rel l-2 error elm-ode (boundary) =  0.05870792254485415 +- 0.003421342882623411
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  368
time= 1.8428287506103516 rmse_elm= 0.014211466747247645 rel_err_elm= 0.03863270349826145
Number of functon evaluations of the ODE solver:  356
time= 1.8414154052734375 rmse_elm= 0.014725333638888866 rel_err_elm= 0.040029608379046774
Number of functon evaluations of the ODE solver:  368
time= 1.7055838108062744 rmse_elm= 0.017242665844412027 rel_err_elm= 0.04687276893609735
-------------------------------------------------------------------------
Width:  700 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  1.7966093222300212
Train: rmse elm-ode =  0.02455289120097151 +- 0.0023188371957537065
Train: rel l-2 error elm-ode =  0.037312443113317974 +- 0.0035238815766097022
Train: rel l-2 error elm-ode (boundary) =  0.02932864403701199 +- 0.00246412820106301
Test: rmse elm-ode =  0.015393155410182846 +- 0.0013245203988169238
Test: rel l-2 error elm-ode =  0.041845026937801864 +- 0.003600599766016648
Test: rel l-2 error elm-ode (boundary) =  0.06292359247190137 +- 0.006346875424592971
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  242
time= 10.182818174362183 rmse_elm= 0.02325525956855538 rel_err_elm= 0.06321751045585106
Number of functon evaluations of the ODE solver:  215
time= 9.685930728912354 rmse_elm= 0.023011484518372028 rel_err_elm= 0.06255482803175635
Number of functon evaluations of the ODE solver:  242
time= 10.42629361152649 rmse_elm= 0.0340658818210401 rel_err_elm= 0.0926052979052243
-------------------------------------------------------------------------
Width:  700 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  10.098347504933676
Train: rmse elm-ode =  0.04220307110530137 +- 0.008406859036003921
Train: rel l-2 error elm-ode =  0.06407353165762492 +- 0.012763458546430842
Train: rel l-2 error elm-ode (boundary) =  0.08080787590927256 +- 0.013859713355771509
Test: rmse elm-ode =  0.026777541969322503 +- 0.005154595355238803
Test: rel l-2 error elm-ode =  0.07279254546427723 +- 0.014012343521897432
Test: rel l-2 error elm-ode (boundary) =  0.10963722487211115 +- 0.02097027262060952
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  359
time= 0.6513142585754395 rmse_elm= 0.005170443084788916 rel_err_elm= 0.01405542427124716
Number of functon evaluations of the ODE solver:  407
time= 0.6511974334716797 rmse_elm= 0.004765300400656854 rel_err_elm= 0.012954077206307856
Number of functon evaluations of the ODE solver:  362
time= 0.6438643932342529 rmse_elm= 0.004662944865401525 rel_err_elm= 0.012675832102178064
-------------------------------------------------------------------------
Width:  700 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  0.648792028427124
Train: rmse elm-ode =  0.00781027913002934 +- 0.00022658341859962988
Train: rel l-2 error elm-ode =  0.011754519006188487 +- 0.00034100946407615877
Train: rel l-2 error elm-ode (boundary) =  0.01279279254657154 +- 0.0005699048974749093
Test: rmse elm-ode =  0.004866229450282432 +- 0.0002191325557192643
Test: rel l-2 error elm-ode =  0.013228444526577692 +- 0.0005956938296716037
Test: rel l-2 error elm-ode (boundary) =  0.018452631210638195 +- 0.0009679970592794483
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  332
time= 1.1546432971954346 rmse_elm= 0.0053264923436134965 rel_err_elm= 0.01447963134673858
Number of functon evaluations of the ODE solver:  377
time= 1.237565517425537 rmse_elm= 0.006775307997669823 rel_err_elm= 0.018418117541179974
Number of functon evaluations of the ODE solver:  407
time= 1.2484350204467773 rmse_elm= 0.005260051083690339 rel_err_elm= 0.014299016246248734
-------------------------------------------------------------------------
Width:  700 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  1.213547945022583
Train: rmse elm-ode =  0.00953632747949598 +- 0.0009103266800608998
Train: rel l-2 error elm-ode =  0.014492129406519158 +- 0.0013834017422340848
Train: rel l-2 error elm-ode (boundary) =  0.013067507565004535 +- 0.0008816850203691404
Test: rmse elm-ode =  0.005787283808324553 +- 0.0006991649587441568
Test: rel l-2 error elm-ode =  0.01573225504472243 +- 0.0019006224359472527
Test: rel l-2 error elm-ode (boundary) =  0.02520745854374684 +- 0.0037079699250382354
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  227
time= 12.674173831939697 rmse_elm= 0.01986683762789716 rel_err_elm= 0.05400636409857551
Number of functon evaluations of the ODE solver:  242
time= 10.65308427810669 rmse_elm= 0.012452979577110695 rel_err_elm= 0.033852400756987075
Number of functon evaluations of the ODE solver:  242
time= 9.63547945022583 rmse_elm= 0.017125711086890608 rel_err_elm= 0.04655483704698315
-------------------------------------------------------------------------
Width:  700 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  10.987579186757406
Train: rmse elm-ode =  0.01953195490182225 +- 0.002579669206602801
Train: rel l-2 error elm-ode =  0.02965379764933752 +- 0.003916504468668914
Train: rel l-2 error elm-ode (boundary) =  0.03624070553696994 +- 0.004882588946427257
Test: rmse elm-ode =  0.016481842763966154 +- 0.003060745836366465
Test: rel l-2 error elm-ode =  0.04480453396751524 +- 0.008320385818218557
Test: rel l-2 error elm-ode (boundary) =  0.0720242112895669 +- 0.014644360519484732
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  4121
time= 2.507728099822998 rmse_elm= 0.003545915302755281 rel_err_elm= 0.009639279108739672
Number of functon evaluations of the ODE solver:  3410
time= 1.9455287456512451 rmse_elm= 0.003547266197800933 rel_err_elm= 0.009642951405813867
Number of functon evaluations of the ODE solver:  4010
time= 2.178046941757202 rmse_elm= 0.003788643460738347 rel_err_elm= 0.010299115642491901
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  2.210434595743815
Train: rmse elm-ode =  0.006194497650361141 +- 9.117281972872183e-05
Train: rel l-2 error elm-ode =  0.009322757759707166 +- 0.00013721566470378257
Train: rel l-2 error elm-ode (boundary) =  0.010631385132896 +- 0.0011417417204163454
Test: rmse elm-ode =  0.0036272749870981873 +- 0.00011410607475231796
Test: rel l-2 error elm-ode =  0.009860448719015147 +- 0.0003101879793027347
Test: rel l-2 error elm-ode (boundary) =  0.011079362981637766 +- 0.0017213078513237665
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  7127
time= 8.400019407272339 rmse_elm= 0.0034467724737795016 rel_err_elm= 0.009369767482394565
Number of functon evaluations of the ODE solver:  9110
time= 9.307230234146118 rmse_elm= 0.0034563997974400434 rel_err_elm= 0.009395938569944803
Number of functon evaluations of the ODE solver:  5177
time= 5.058455467224121 rmse_elm= 0.003447790994211273 rel_err_elm= 0.009372536246417824
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  7.588568369547526
Train: rmse elm-ode =  0.005853862584998302 +- 1.0129261361323797e-05
Train: rel l-2 error elm-ode =  0.008895975341889151 +- 1.5393196883851104e-05
Train: rel l-2 error elm-ode (boundary) =  0.009677678914626958 +- 1.1115353042872493e-05
Test: rmse elm-ode =  0.003450321088476939 +- 4.318361800581013e-06
Test: rel l-2 error elm-ode =  0.009379414099585731 +- 1.1739111381475009e-05
Test: rel l-2 error elm-ode (boundary) =  0.009712494119086172 +- 1.587178193737416e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  30074
time= 288.65657234191895 rmse_elm= 0.002999279969142978 rel_err_elm= 0.008153295913570372
Number of functon evaluations of the ODE solver:  22010
time= 225.8301498889923 rmse_elm= 0.0030044852369750796 rel_err_elm= 0.008167446006052948
Number of functon evaluations of the ODE solver:  50162
time= 501.1280336380005 rmse_elm= 0.003010893299030224 rel_err_elm= 0.008184865795704342
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  100 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  338.5382519563039
Train: rmse elm-ode =  0.00489335408888584 +- 9.75059203876856e-06
Train: rel l-2 error elm-ode =  0.007429186310728232 +- 1.4803540389697888e-05
Train: rel l-2 error elm-ode (boundary) =  0.008986045769424625 +- 2.0219814158692233e-05
Test: rmse elm-ode =  0.003004886168382761 +- 4.749590667467913e-06
Test: rel l-2 error elm-ode =  0.008168535905109221 +- 1.2911371588715742e-05
Test: rel l-2 error elm-ode (boundary) =  0.009134805707266104 +- 1.7288265874809054e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2441
time= 3.4506094455718994 rmse_elm= 0.01782946468587354 rel_err_elm= 0.04846793332401645
Number of functon evaluations of the ODE solver:  2441
time= 3.2801671028137207 rmse_elm= 0.019141702872817315 rel_err_elm= 0.052035144907234154
Number of functon evaluations of the ODE solver:  2441
time= 3.2528326511383057 rmse_elm= 0.019206606266401676 rel_err_elm= 0.052211579444567266
-------------------------------------------------------------------------
Width:  700 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  3.327869733174642
Train: rmse elm-ode =  0.02788913028867725 +- 0.0009554140617542733
Train: rel l-2 error elm-ode =  0.041973315753068646 +- 0.0014379041466637268
Train: rel l-2 error elm-ode (boundary) =  0.015505940960876588 +- 0.0015178342958850528
Test: rmse elm-ode =  0.01872592460836418 +- 0.0006344464291010598
Test: rel l-2 error elm-ode =  0.05090488589193929 +- 0.0017246904360339141
Test: rel l-2 error elm-ode (boundary) =  0.058046865880266064 +- 0.0033073497557940235
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2342
time= 5.37717866897583 rmse_elm= 0.015858429776078514 rel_err_elm= 0.04310983703394976
Number of functon evaluations of the ODE solver:  2366
time= 5.506619930267334 rmse_elm= 0.016916829391557538 rel_err_elm= 0.04598700933816628
Number of functon evaluations of the ODE solver:  2327
time= 5.236156463623047 rmse_elm= 0.017715286656718978 rel_err_elm= 0.04815754974258926
-------------------------------------------------------------------------
Width:  700 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  5.373318354288737
Train: rmse elm-ode =  0.027614464983385628 +- 0.0014776276753924972
Train: rel l-2 error elm-ode =  0.041965043764642995 +- 0.00224551553336274
Train: rel l-2 error elm-ode (boundary) =  0.01630492384788766 +- 0.0014915077049615017
Test: rmse elm-ode =  0.016830181941451677 +- 0.0007605306061134091
Test: rel l-2 error elm-ode =  0.045751465371568434 +- 0.0020674399011645097
Test: rel l-2 error elm-ode (boundary) =  0.05603186970748906 +- 0.003138647877455246
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  938
time= 20.473700284957886 rmse_elm= 0.011999813491922603 rel_err_elm= 0.03262050602606987
Number of functon evaluations of the ODE solver:  935
time= 19.901145219802856 rmse_elm= 0.013356525766210521 rel_err_elm= 0.03630861675786102
Number of functon evaluations of the ODE solver:  953
time= 23.75406503677368 rmse_elm= 0.014953093702153284 rel_err_elm= 0.04064875537839106
-------------------------------------------------------------------------
Width:  700 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  21.376303513844807
Train: rmse elm-ode =  0.02285988479979653 +- 0.0024050012216613147
Train: rel l-2 error elm-ode =  0.034706326199692855 +- 0.0036513201024696465
Train: rel l-2 error elm-ode (boundary) =  0.025985773630215075 +- 0.0019435453688117638
Test: rmse elm-ode =  0.013436477653428805 +- 0.0012069963347741556
Test: rel l-2 error elm-ode =  0.03652595938744065 +- 0.003281120263948058
Test: rel l-2 error elm-ode (boundary) =  0.05772477706287369 +- 0.005950863508810031
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2633
time= 2.9315450191497803 rmse_elm= 0.004714231234005634 rel_err_elm= 0.012815249877065291
Number of functon evaluations of the ODE solver:  2369
time= 3.18448805809021 rmse_elm= 0.004163136353313347 rel_err_elm= 0.01131714376994456
Number of functon evaluations of the ODE solver:  2477
time= 2.640598773956299 rmse_elm= 0.0040950767105630125 rel_err_elm= 0.011132129228846576
-------------------------------------------------------------------------
Width:  700 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  2.918877283732096
Train: rmse elm-ode =  0.006895095307945613 +- 0.0002957440486237982
Train: rel l-2 error elm-ode =  0.010377161622189464 +- 0.0004450966454130447
Train: rel l-2 error elm-ode (boundary) =  0.006956718140774173 +- 0.0006310277871689354
Test: rmse elm-ode =  0.004324148099293997 +- 0.00027722634282317403
Test: rel l-2 error elm-ode =  0.01175484095861881 +- 0.0007536170118590533
Test: rel l-2 error elm-ode (boundary) =  0.014727268044364186 +- 0.0010973613488541845
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  2408
time= 4.820537090301514 rmse_elm= 0.0040277335063883144 rel_err_elm= 0.010949062267091355
Number of functon evaluations of the ODE solver:  3227
time= 5.71049952507019 rmse_elm= 0.004338418012427698 rel_err_elm= 0.011793632543811588
Number of functon evaluations of the ODE solver:  3227
time= 4.379929780960083 rmse_elm= 0.003415297190991238 rel_err_elm= 0.009284204514890282
-------------------------------------------------------------------------
Width:  700 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  4.970322132110596
Train: rmse elm-ode =  0.006426920968884503 +- 0.0005637947344801315
Train: rel l-2 error elm-ode =  0.009766838499076835 +- 0.0008567854101453328
Train: rel l-2 error elm-ode (boundary) =  0.005112659699221607 +- 0.000543132091454143
Test: rmse elm-ode =  0.00392714956993575 +- 0.00038351519652342445
Test: rel l-2 error elm-ode =  0.01067563310859774 +- 0.0010425545186767168
Test: rel l-2 error elm-ode (boundary) =  0.014661617274103167 +- 0.0008148572422059228
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  1565
time= 25.074525833129883 rmse_elm= 0.005915083546063154 rel_err_elm= 0.01607966812058718
Number of functon evaluations of the ODE solver:  1409
time= 23.072224855422974 rmse_elm= 0.0038481104963104286 rel_err_elm= 0.010460771887694158
Number of functon evaluations of the ODE solver:  1433
time= 34.999557971954346 rmse_elm= 0.006321910990628218 rel_err_elm= 0.017185595068196686
-------------------------------------------------------------------------
Width:  700 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  27.715436220169067
Train: rmse elm-ode =  0.00791206664041661 +- 0.0015992668498892488
Train: rel l-2 error elm-ode =  0.012012255010946117 +- 0.00242803835009289
Train: rel l-2 error elm-ode (boundary) =  0.007134586570758813 +- 0.0011767241963134194
Test: rmse elm-ode =  0.005361701677667267 +- 0.0010830807420267206
Test: rel l-2 error elm-ode =  0.014575345025492676 +- 0.002944265916781529
Test: rel l-2 error elm-ode (boundary) =  0.027304608123673715 +- 0.006759377882617505
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  9998
time= 6.209434986114502 rmse_elm= 0.0003659427597523235 rel_err_elm= 0.0009947852945991688
Number of functon evaluations of the ODE solver:  8411
time= 4.966946601867676 rmse_elm= 0.00036595958712947005 rel_err_elm= 0.000994831038439936
Number of functon evaluations of the ODE solver:  9053
time= 3.9651405811309814 rmse_elm= 0.0003659478045234964 rel_err_elm= 0.0009947990083946838
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  5.047174056371053
Train: rmse elm-ode =  0.0006528326748110264 +- 1.9035321716420427e-09
Train: rel l-2 error elm-ode =  0.0009825172642579103 +- 2.8648278400055035e-09
Train: rel l-2 error elm-ode (boundary) =  0.000997424444795803 +- 7.013787913564763e-09
Test: rmse elm-ode =  0.00036595005046843003 +- 7.050926978842928e-09
Test: rel l-2 error elm-ode =  0.0009948051138112628 +- 1.916736507252772e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009977586024886619 +- 1.7679518773480737e-08
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  10604
time= 7.7761828899383545 rmse_elm= 0.0003638173315339293 rel_err_elm= 0.000989007492798101
Number of functon evaluations of the ODE solver:  10796
time= 8.750489950180054 rmse_elm= 0.00036390893218437773 rel_err_elm= 0.000989256501632443
Number of functon evaluations of the ODE solver:  10178
time= 7.719218015670776 rmse_elm= 0.0003638550773396352 rel_err_elm= 0.0009891101016664236
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  8.081963618596395
Train: rmse elm-ode =  0.0006415081324505349 +- 8.677853661924898e-08
Train: rel l-2 error elm-ode =  0.0009748846073917486 +- 1.31875272225979e-07
Train: rel l-2 error elm-ode (boundary) =  0.000994736248187972 +- 8.667394162597484e-08
Test: rmse elm-ode =  0.00036386044701931406 +- 3.758807333481686e-08
Test: rel l-2 error elm-ode =  0.0009891246986989892 +- 1.0218008584482605e-07
Test: rel l-2 error elm-ode (boundary) =  0.0009944601551439968 +- 1.5644303376509782e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  30164
time= 289.73806524276733 rmse_elm= 0.0003405848676497491 rel_err_elm= 0.0009258519505353414
Number of functon evaluations of the ODE solver:  31469
time= 316.4689495563507 rmse_elm= 0.00034061679652429495 rel_err_elm= 0.000925938746554732
Number of functon evaluations of the ODE solver:  50315
time= 502.00704979896545 rmse_elm= 0.00034065732196569175 rel_err_elm= 0.0009260489116340629
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  1000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  369.40468819936115
Train: rmse elm-ode =  0.0005852912473736389 +- 8.495186331877182e-08
Train: rel l-2 error elm-ode =  0.0008886006701729066 +- 1.289755878227202e-07
Train: rel l-2 error elm-ode (boundary) =  0.0009574606783278073 +- 2.443248342640055e-07
Test: rmse elm-ode =  0.00034061966204657865 +- 2.964866931413484e-08
Test: rel l-2 error elm-ode =  0.0009259465362413789 +- 8.059746900879298e-08
Test: rel l-2 error elm-ode (boundary) =  0.0009615929749890957 +- 2.821506666031833e-07
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23468
time= 27.217793703079224 rmse_elm= 0.022734659603669757 rel_err_elm= 0.061802302269227616
Number of functon evaluations of the ODE solver:  23465
time= 26.951042413711548 rmse_elm= 0.023498731287183935 rel_err_elm= 0.06387936829806222
Number of functon evaluations of the ODE solver:  23438
time= 27.296202421188354 rmse_elm= 0.02262864376651191 rel_err_elm= 0.06151410693542562
-------------------------------------------------------------------------
Width:  700 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  27.155012845993042
Train: rmse elm-ode =  0.03708439315163381 +- 0.0009097301524621769
Train: rel l-2 error elm-ode =  0.055812243951415375 +- 0.0013691495770624571
Train: rel l-2 error elm-ode (boundary) =  0.014845268311912407 +- 0.0015855836313129936
Test: rmse elm-ode =  0.022954011552455203 +- 0.00038759904668293207
Test: rel l-2 error elm-ode =  0.06239859250090515 +- 0.001053656129449871
Test: rel l-2 error elm-ode (boundary) =  0.06183642903510309 +- 0.0033789427202198493
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22706
time= 44.90752959251404 rmse_elm= 0.021130215237004393 rel_err_elm= 0.05744075221959299
Number of functon evaluations of the ODE solver:  22682
time= 44.20138216018677 rmse_elm= 0.022253135911238286 rel_err_elm= 0.06049331971535465
Number of functon evaluations of the ODE solver:  22577
time= 45.087382316589355 rmse_elm= 0.02200063398759085 rel_err_elm= 0.05980691400350923
-------------------------------------------------------------------------
Width:  700 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  44.73209802309672
Train: rmse elm-ode =  0.03754784797290194 +- 0.001212441912775719
Train: rel l-2 error elm-ode =  0.05706056895902265 +- 0.0018425190552245991
Train: rel l-2 error elm-ode (boundary) =  0.014892892069686326 +- 0.0015767969174215028
Test: rmse elm-ode =  0.02179466171194451 +- 0.0004810101481304214
Test: rel l-2 error elm-ode =  0.059246995312818955 +- 0.0013075865259281792
Test: rel l-2 error elm-ode (boundary) =  0.06087271726155841 +- 0.0031630500931866213
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  8720
time= 135.73698234558105 rmse_elm= 0.01529142359591984 rel_err_elm= 0.04156847736789036
Number of functon evaluations of the ODE solver:  8522
time= 131.1644570827484 rmse_elm= 0.016637572363412453 rel_err_elm= 0.04522787207527791
Number of functon evaluations of the ODE solver:  8858
time= 141.48213267326355 rmse_elm= 0.0170896424098099 rel_err_elm= 0.04645678731488893
-------------------------------------------------------------------------
Width:  700 param_sampler:  random reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  136.12785736719766
Train: rmse elm-ode =  0.028555329135066004 +- 0.00164417509233128
Train: rel l-2 error elm-ode =  0.04335326168004203 +- 0.0024962189260187093
Train: rel l-2 error elm-ode (boundary) =  0.01619158089045387 +- 0.0015009594690852614
Test: rmse elm-ode =  0.0163395461230474 +- 0.0007637680518833978
Test: rel l-2 error elm-ode =  0.04441771225268573 +- 0.002076240631219197
Test: rel l-2 error elm-ode (boundary) =  0.0553891954093273 +- 0.003272991060474403
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23354
time= 17.73962950706482 rmse_elm= 0.005315152113457137 rel_err_elm= 0.01444880386376132
Number of functon evaluations of the ODE solver:  23375
time= 17.089553833007812 rmse_elm= 0.0045774781392867465 rel_err_elm= 0.012443497836638666
Number of functon evaluations of the ODE solver:  23300
time= 17.538599729537964 rmse_elm= 0.004465775079739127 rel_err_elm= 0.0121398422565285
-------------------------------------------------------------------------
Width:  700 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  17.455927689870197
Train: rmse elm-ode =  0.00785116843098937 +- 0.00041815758325117224
Train: rel l-2 error elm-ode =  0.01181605766022154 +- 0.0006293297816987604
Train: rel l-2 error elm-ode (boundary) =  0.006850348089091823 +- 0.0006339342821661204
Test: rmse elm-ode =  0.00478613511082767 +- 0.00037684093477343447
Test: rel l-2 error elm-ode =  0.013010714652309496 +- 0.0010244110870490778
Test: rel l-2 error elm-ode (boundary) =  0.014820815342136575 +- 0.0011849044794527992
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22967
time= 34.93315076828003 rmse_elm= 0.005441991660742875 rel_err_elm= 0.014793606740852993
Number of functon evaluations of the ODE solver:  23015
time= 35.648473024368286 rmse_elm= 0.005394997791622168 rel_err_elm= 0.014665857772765096
Number of functon evaluations of the ODE solver:  23000
time= 34.85278272628784 rmse_elm= 0.004302921718775279 rel_err_elm= 0.011697138788990208
-------------------------------------------------------------------------
Width:  700 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  35.14480217297872
Train: rmse elm-ode =  0.008558647865050487 +- 0.0008596531419647859
Train: rel l-2 error elm-ode =  0.013006373016428338 +- 0.0013063943750737169
Train: rel l-2 error elm-ode (boundary) =  0.004815247403176917 +- 0.0005438854615346921
Test: rmse elm-ode =  0.005046637057046774 +- 0.0005262359953600961
Test: rel l-2 error elm-ode =  0.0137188677675361 +- 0.0014305292719202546
Test: rel l-2 error elm-ode (boundary) =  0.014508418085460313 +- 0.0006384773026005676
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  13289
time= 200.08995580673218 rmse_elm= 0.00356698246721229 rel_err_elm= 0.0096965484625996
Number of functon evaluations of the ODE solver:  13232
time= 198.791433095932 rmse_elm= 0.002575676041579748 rel_err_elm= 0.007001763476750033
Number of functon evaluations of the ODE solver:  13190
time= 198.1550509929657 rmse_elm= 0.003491551104843756 rel_err_elm= 0.009491494508023246
-------------------------------------------------------------------------
Width:  700 param_sampler:  tanh reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  199.01214663187662
Train: rmse elm-ode =  0.005473444991265485 +- 0.0008686565633499307
Train: rel l-2 error elm-ode =  0.008309891714967248 +- 0.0013188114597758246
Train: rel l-2 error elm-ode (boundary) =  0.0030020232866504767 +- 0.0003827177620766635
Test: rmse elm-ode =  0.0032114032045452647 +- 0.0004505805454494839
Test: rel l-2 error elm-ode =  0.008729935482457625 +- 0.0012248661537913453
Test: rel l-2 error elm-ode (boundary) =  0.01462800613152676 +- 0.003027142718538308
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  27371
time= 11.94387412071228 rmse_elm= 3.6761678945862736e-05 rel_err_elm= 9.993360066714075e-05
Number of functon evaluations of the ODE solver:  26771
time= 12.921152830123901 rmse_elm= 3.676062861181517e-05 rel_err_elm= 9.993074542041952e-05
Number of functon evaluations of the ODE solver:  27482
time= 12.426288843154907 rmse_elm= 3.676591920584429e-05 rel_err_elm= 9.994512746515085e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.43043859799703
Train: rmse elm-ode =  6.563487258761123e-05 +- 3.6608805379889934e-09
Train: rel l-2 error elm-ode =  9.878089431317645e-05 +- 5.509648137633035e-09
Train: rel l-2 error elm-ode (boundary) =  9.997053434999331e-05 +- 3.410947686868501e-10
Test: rmse elm-ode =  3.67627422545074e-05 +- 2.287001712666407e-09
Test: rel l-2 error elm-ode =  9.993649118423703e-05 +- 6.2170260562678994e-09
Test: rel l-2 error elm-ode (boundary) =  9.99691076136992e-05 +- 6.317361389214895e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  43538
time= 39.32090449333191 rmse_elm= 3.673025605366895e-05 rel_err_elm= 9.984818011915857e-05
Number of functon evaluations of the ODE solver:  29063
time= 27.933906316757202 rmse_elm= 3.6732056989457654e-05 rel_err_elm= 9.985307581497814e-05
Number of functon evaluations of the ODE solver:  41681
time= 37.72063589096069 rmse_elm= 3.672963150833709e-05 rel_err_elm= 9.984648234404104e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  34.9918155670166
Train: rmse elm-ode =  6.493445729860019e-05 +- 8.402410030683343e-10
Train: rel l-2 error elm-ode =  9.867934591557702e-05 +- 1.2768942106199486e-09
Train: rel l-2 error elm-ode (boundary) =  9.99364496242803e-05 +- 1.1111701253152477e-09
Test: rmse elm-ode =  3.6730648183821235e-05 +- 1.0282879651137668e-09
Test: rel l-2 error elm-ode =  9.984924609272594e-05 +- 2.7953162593026984e-09
Test: rel l-2 error elm-ode (boundary) =  9.992039183162183e-05 +- 3.0562573586405355e-09
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  31232
time= 299.69848251342773 rmse_elm= 3.632261056435218e-05 rel_err_elm= 9.874002938417349e-05
Number of functon evaluations of the ODE solver:  26603
time= 268.1105623245239 rmse_elm= 3.631610018137015e-05 rel_err_elm= 9.872233144349795e-05
Number of functon evaluations of the ODE solver:  51230
time= 511.7810742855072 rmse_elm= 3.631763083186143e-05 rel_err_elm= 9.872649239096671e-05
-------------------------------------------------------------------------
Width:  700 param_sampler:  <function sample_parameters_tanh at 0x0000026C77E65940> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000 n_int_train:  20000
-------------------------------------------------------------------------
Train: elm-ode time =  359.86337304115295
Train: rmse elm-ode =  6.41463303015697e-05 +- 5.581134668884191e-09
Train: rel l-2 error elm-ode =  9.738821885836171e-05 +- 8.473388299160642e-09
Train: rel l-2 error elm-ode (boundary) =  9.93447450553989e-05 +- 2.9229726600324277e-09
Test: rmse elm-ode =  3.631878052586125e-05 +- 2.779402677207463e-09
Test: rel l-2 error elm-ode =  9.872961773954604e-05 +- 7.55557757975153e-09
Test: rel l-2 error elm-ode (boundary) =  9.930304055003515e-05 +- 5.732708499124109e-09
-------------------------------------------------------------------------

