Number of functon evaluations of the ODE solver:  19208
time= 2.4352972507476807 rmse_elm= 0.008609353114324647 rel_err_elm= 0.014765748750611348
Number of functon evaluations of the ODE solver:  19241
time= 2.0652496814727783 rmse_elm= 0.009503836165498809 rel_err_elm= 0.01629986075878793
Number of functon evaluations of the ODE solver:  19229
time= 2.103395462036133 rmse_elm= 0.008632099802026984 rel_err_elm= 0.014804761191042265
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  2.201314131418864
Test: rmse elm-ode =  0.008915096360616813 +- 0.0004164054685357568
Test: rel l-2 error elm-ode =  0.015290123566813849 +- 0.0007141696298354119
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  16997
time= 3.6691555976867676 rmse_elm= 0.005870774973333995 rel_err_elm= 0.01006886197795673
Number of functon evaluations of the ODE solver:  16958
time= 3.7449519634246826 rmse_elm= 0.004654695413691234 rel_err_elm= 0.007983185504940133
Number of functon evaluations of the ODE solver:  17009
time= 3.8680450916290283 rmse_elm= 0.005295439762023189 rel_err_elm= 0.009082114766547729
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  3.7607175509134927
Test: rmse elm-ode =  0.005273636716349474 +- 0.0004967017236704003
Test: rel l-2 error elm-ode =  0.009044720749814864 +- 0.0008518843121337156
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15527
time= 17.875892162322998 rmse_elm= 0.004698853978313119 rel_err_elm= 0.008058921075515058
Number of functon evaluations of the ODE solver:  15527
time= 18.30605959892273 rmse_elm= 0.00454635539184651 rel_err_elm= 0.007797373456003117
Number of functon evaluations of the ODE solver:  15479
time= 15.893066644668579 rmse_elm= 0.0046705793523841395 rel_err_elm= 0.008010427766326683
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  17.358339468638103
Test: rmse elm-ode =  0.004638596240847923 +- 6.623767450744826e-05
Test: rel l-2 error elm-ode =  0.00795557409928162 +- 0.00011360306013867991
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14270
time= 44.20750427246094 rmse_elm= 0.00339904995971034 rel_err_elm= 0.005829650268653846
Number of functon evaluations of the ODE solver:  14270
time= 42.770785093307495 rmse_elm= 0.003967669844125868 rel_err_elm= 0.006804880142070413
Number of functon evaluations of the ODE solver:  14255
time= 41.85082387924194 rmse_elm= 0.004017163180387551 rel_err_elm= 0.0068897652848175
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  42.94303774833679
Test: rmse elm-ode =  0.00379462766140792 +- 0.00028044451161662675
Test: rel l-2 error elm-ode =  0.006508098565180587 +- 0.00048098540529474494
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19256
time= 2.7253921031951904 rmse_elm= 0.008598320592043927 rel_err_elm= 0.014746827067423375
Number of functon evaluations of the ODE solver:  19244
time= 2.674976348876953 rmse_elm= 0.009488913611397368 rel_err_elm= 0.01627426735105412
Number of functon evaluations of the ODE solver:  19217
time= 2.752530574798584 rmse_elm= 0.008615145386433433 rel_err_elm= 0.014775682973719376
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  2.717633008956909
Test: rmse elm-ode =  0.00890079319662491 +- 0.00041592065359525725
Test: rel l-2 error elm-ode =  0.015265592464065622 +- 0.0007133381323341599
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17021
time= 4.713457345962524 rmse_elm= 0.00584953003678725 rel_err_elm= 0.010032425164283706
Number of functon evaluations of the ODE solver:  16985
time= 5.41983699798584 rmse_elm= 0.004628885250607581 rel_err_elm= 0.007938918952245085
Number of functon evaluations of the ODE solver:  17009
time= 5.634738922119141 rmse_elm= 0.005270348807940426 rel_err_elm= 0.00903908171644751
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  5.256011088689168
Test: rmse elm-ode =  0.00524958803177842 +- 0.0004985423291136131
Test: rel l-2 error elm-ode =  0.009003475277658766 +- 0.0008550411018672285
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15554
time= 19.186050415039062 rmse_elm= 0.004689374631941481 rel_err_elm= 0.008042663216767141
Number of functon evaluations of the ODE solver:  15542
time= 19.478951454162598 rmse_elm= 0.0045327206571313915 rel_err_elm= 0.007773988764446012
Number of functon evaluations of the ODE solver:  15554
time= 19.456520318984985 rmse_elm= 0.0046575796426538115 rel_err_elm= 0.00798813219485227
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  19.37384072939555
Test: rmse elm-ode =  0.004626558310575561 +- 6.761094210693943e-05
Test: rel l-2 error elm-ode =  0.007934928058688473 +- 0.00011595832702948788
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14273
time= 43.76213598251343 rmse_elm= 0.003392245005857017 rel_err_elm= 0.0058179792130561275
Number of functon evaluations of the ODE solver:  14288
time= 41.924665689468384 rmse_elm= 0.003963083653101694 rel_err_elm= 0.006797014447228302
Number of functon evaluations of the ODE solver:  14273
time= 42.154247522354126 rmse_elm= 0.004011983012071789 rel_err_elm= 0.006880880870062906
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  42.61368306477865
Test: rmse elm-ode =  0.0037891038903435 +- 0.00028133078688477895
Test: rel l-2 error elm-ode =  0.0064986248434491115 +- 0.0004825054402799105
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19208
time= 3.131121873855591 rmse_elm= 0.008609353114324647 rel_err_elm= 0.014765748750611348
Number of functon evaluations of the ODE solver:  19241
time= 3.2734551429748535 rmse_elm= 0.009503836165498809 rel_err_elm= 0.01629986075878793
Number of functon evaluations of the ODE solver:  19229
time= 2.867159366607666 rmse_elm= 0.008632099802026984 rel_err_elm= 0.014804761191042265
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.09057879447937
Test: rmse elm-ode =  0.008915096360616813 +- 0.0004164054685357568
Test: rel l-2 error elm-ode =  0.015290123566813849 +- 0.0007141696298354119
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  16997
time= 4.79770827293396 rmse_elm= 0.005870774973333995 rel_err_elm= 0.01006886197795673
Number of functon evaluations of the ODE solver:  16958
time= 4.935033082962036 rmse_elm= 0.004654695413691234 rel_err_elm= 0.007983185504940133
Number of functon evaluations of the ODE solver:  17009
time= 5.006167888641357 rmse_elm= 0.005295439762023189 rel_err_elm= 0.009082114766547729
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  4.912969748179118
Test: rmse elm-ode =  0.005273636716349474 +- 0.0004967017236704003
Test: rel l-2 error elm-ode =  0.009044720749814864 +- 0.0008518843121337156
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15527
time= 19.81369948387146 rmse_elm= 0.004698853978313119 rel_err_elm= 0.008058921075515058
Number of functon evaluations of the ODE solver:  15527
time= 19.187952280044556 rmse_elm= 0.00454635539184651 rel_err_elm= 0.007797373456003117
Number of functon evaluations of the ODE solver:  15479
time= 19.654720544815063 rmse_elm= 0.0046705793523841395 rel_err_elm= 0.008010427766326683
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  19.55212410291036
Test: rmse elm-ode =  0.004638596240847923 +- 6.623767450744826e-05
Test: rel l-2 error elm-ode =  0.00795557409928162 +- 0.00011360306013867991
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14270
time= 42.5667769908905 rmse_elm= 0.00339904995971034 rel_err_elm= 0.005829650268653846
Number of functon evaluations of the ODE solver:  14270
time= 43.060290575027466 rmse_elm= 0.003967669844125868 rel_err_elm= 0.006804880142070413
Number of functon evaluations of the ODE solver:  14255
time= 42.46995496749878 rmse_elm= 0.004017163180387551 rel_err_elm= 0.0068897652848175
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  42.699007511138916
Test: rmse elm-ode =  0.00379462766140792 +- 0.00028044451161662675
Test: rel l-2 error elm-ode =  0.006508098565180587 +- 0.00048098540529474494
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19256
time= 2.8615715503692627 rmse_elm= 0.008598320592043927 rel_err_elm= 0.014746827067423375
Number of functon evaluations of the ODE solver:  19244
time= 2.763981819152832 rmse_elm= 0.009488913611397368 rel_err_elm= 0.01627426735105412
Number of functon evaluations of the ODE solver:  19217
time= 2.7711071968078613 rmse_elm= 0.008615145386433433 rel_err_elm= 0.014775682973719376
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  2.798886855443319
Test: rmse elm-ode =  0.00890079319662491 +- 0.00041592065359525725
Test: rel l-2 error elm-ode =  0.015265592464065622 +- 0.0007133381323341599
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17021
time= 4.797848224639893 rmse_elm= 0.00584953003678725 rel_err_elm= 0.010032425164283706
Number of functon evaluations of the ODE solver:  16985
time= 4.964014530181885 rmse_elm= 0.004628885250607581 rel_err_elm= 0.007938918952245085
Number of functon evaluations of the ODE solver:  17009
time= 5.054325342178345 rmse_elm= 0.005270348807940426 rel_err_elm= 0.00903908171644751
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  4.938729365666707
Test: rmse elm-ode =  0.00524958803177842 +- 0.0004985423291136131
Test: rel l-2 error elm-ode =  0.009003475277658766 +- 0.0008550411018672285
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15554
time= 19.219218730926514 rmse_elm= 0.004689374631941481 rel_err_elm= 0.008042663216767141
Number of functon evaluations of the ODE solver:  15542
time= 19.71303105354309 rmse_elm= 0.0045327206571313915 rel_err_elm= 0.007773988764446012
Number of functon evaluations of the ODE solver:  15554
time= 19.18086051940918 rmse_elm= 0.0046575796426538115 rel_err_elm= 0.00798813219485227
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  19.371036767959595
Test: rmse elm-ode =  0.004626558310575561 +- 6.761094210693943e-05
Test: rel l-2 error elm-ode =  0.007934928058688473 +- 0.00011595832702948788
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14273
time= 42.22150278091431 rmse_elm= 0.003392245005857017 rel_err_elm= 0.0058179792130561275
Number of functon evaluations of the ODE solver:  14288
time= 43.0862398147583 rmse_elm= 0.003963083653101694 rel_err_elm= 0.006797014447228302
Number of functon evaluations of the ODE solver:  14273
time= 41.80293655395508 rmse_elm= 0.004011983012071789 rel_err_elm= 0.006880880870062906
-------------------------------------------------------------------------
Width:  200 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  42.37022638320923
Test: rmse elm-ode =  0.0037891038903435 +- 0.00028133078688477895
Test: rel l-2 error elm-ode =  0.0064986248434491115 +- 0.0004825054402799105
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19346
time= 3.4979071617126465 rmse_elm= 0.006799128344902058 rel_err_elm= 0.01166106437160106
Number of functon evaluations of the ODE solver:  19334
time= 3.2215564250946045 rmse_elm= 0.0067984412118361525 rel_err_elm= 0.011659885881873123
Number of functon evaluations of the ODE solver:  19313
time= 3.366372585296631 rmse_elm= 0.005961055359124085 rel_err_elm= 0.01022370026557055
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.361945390701294
Test: rmse elm-ode =  0.006519541638620765 +- 0.0003949095350646739
Test: rel l-2 error elm-ode =  0.011181550173014912 +- 0.0006773023357914777
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17057
time= 8.309819221496582 rmse_elm= 0.0038084188481703578 rel_err_elm= 0.006531751584867756
Number of functon evaluations of the ODE solver:  17057
time= 8.325025796890259 rmse_elm= 0.0038107083683992277 rel_err_elm= 0.006535678300384011
Number of functon evaluations of the ODE solver:  17030
time= 7.52582859992981 rmse_elm= 0.0040412760365795075 rel_err_elm= 0.006931120816581862
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  8.053557872772217
Test: rmse elm-ode =  0.0038868010843830306 +- 0.00010923428527038382
Test: rel l-2 error elm-ode =  0.006666183567277877 +- 0.0001873457842693701
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15578
time= 23.96448516845703 rmse_elm= 0.003085788439850948 rel_err_elm= 0.005292380994870402
Number of functon evaluations of the ODE solver:  15578
time= 25.022000074386597 rmse_elm= 0.0031175638951956414 rel_err_elm= 0.005346878514466312
Number of functon evaluations of the ODE solver:  15575
time= 23.98035430908203 rmse_elm= 0.003128104014385372 rel_err_elm= 0.005364955685850781
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  24.322279850641888
Test: rmse elm-ode =  0.0031104854498106536 +- 1.798573979288003e-05
Test: rel l-2 error elm-ode =  0.005334738398395831 +- 3.0847023155975216e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14333
time= 55.46182918548584 rmse_elm= 0.002302457381048016 rel_err_elm= 0.003948903796381515
Number of functon evaluations of the ODE solver:  14345
time= 55.756832122802734 rmse_elm= 0.0025047156644877346 rel_err_elm= 0.004295793389170055
Number of functon evaluations of the ODE solver:  14309
time= 54.461732149124146 rmse_elm= 0.0024500141373881633 rel_err_elm= 0.0042019757707379415
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  55.22679781913757
Test: rmse elm-ode =  0.0024190623943079713 +- 8.542291302600275e-05
Test: rel l-2 error elm-ode =  0.004148890985429837 +- 0.0001465073222735652
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19397
time= 3.4615166187286377 rmse_elm= 0.0067978813175633875 rel_err_elm= 0.01165892561714141
Number of functon evaluations of the ODE solver:  19337
time= 3.4730803966522217 rmse_elm= 0.006788106083326614 rel_err_elm= 0.011642160286366627
Number of functon evaluations of the ODE solver:  19376
time= 3.989248037338257 rmse_elm= 0.005950589079368046 rel_err_elm= 0.0102057497348885
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.6412816842397056
Test: rmse elm-ode =  0.0065121921600860165 +- 0.00039713339824718163
Test: rel l-2 error elm-ode =  0.011168945212798848 +- 0.0006811164440726223
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17087
time= 7.914094686508179 rmse_elm= 0.0038016980701836584 rel_err_elm= 0.006520224897805156
Number of functon evaluations of the ODE solver:  17072
time= 8.564335107803345 rmse_elm= 0.0038014505516689046 rel_err_elm= 0.006519800383192798
Number of functon evaluations of the ODE solver:  17084
time= 7.841257572174072 rmse_elm= 0.004030644775054498 rel_err_elm= 0.006912887328595505
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  8.1065624554952
Test: rmse elm-ode =  0.003877931132302354 +- 0.00010798489964905878
Test: rel l-2 error elm-ode =  0.006650970869864486 +- 0.00018520298516098876
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15605
time= 23.85224986076355 rmse_elm= 0.0030787759136714317 rel_err_elm= 0.005280353935659468
Number of functon evaluations of the ODE solver:  15641
time= 23.873353004455566 rmse_elm= 0.0031120137350118403 rel_err_elm= 0.00533735953322447
Number of functon evaluations of the ODE solver:  15605
time= 24.76787805557251 rmse_elm= 0.0031200616288438593 rel_err_elm= 0.005351162333123276
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  24.164493640263874
Test: rmse elm-ode =  0.0031036170925090437 +- 1.7869998569567794e-05
Test: rel l-2 error elm-ode =  0.005322958600669072 +- 3.064851743773803e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14387
time= 56.79650950431824 rmse_elm= 0.0022983125797314983 rel_err_elm= 0.0039417951211944005
Number of functon evaluations of the ODE solver:  14387
time= 56.21010661125183 rmse_elm= 0.0025006716205632964 rel_err_elm= 0.004288857521198123
Number of functon evaluations of the ODE solver:  14372
time= 55.036449670791626 rmse_elm= 0.002445879687564988 rel_err_elm= 0.004194884849213369
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  56.01435526212057
Test: rmse elm-ode =  0.002414954629286594 +- 8.545784447602563e-05
Test: rel l-2 error elm-ode =  0.0041418458305352976 +- 0.0001465672325836294
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19346
time= 3.7864019870758057 rmse_elm= 0.006799128344902058 rel_err_elm= 0.01166106437160106
Number of functon evaluations of the ODE solver:  19334
time= 3.29046368598938 rmse_elm= 0.0067984412118361525 rel_err_elm= 0.011659885881873123
Number of functon evaluations of the ODE solver:  19313
time= 3.4479520320892334 rmse_elm= 0.005961055359124085 rel_err_elm= 0.01022370026557055
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.508272568384806
Test: rmse elm-ode =  0.006519541638620765 +- 0.0003949095350646739
Test: rel l-2 error elm-ode =  0.011181550173014912 +- 0.0006773023357914777
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17057
time= 8.006558895111084 rmse_elm= 0.0038084188481703578 rel_err_elm= 0.006531751584867756
Number of functon evaluations of the ODE solver:  17057
time= 8.001578330993652 rmse_elm= 0.0038107083683992277 rel_err_elm= 0.006535678300384011
Number of functon evaluations of the ODE solver:  17030
time= 8.15955662727356 rmse_elm= 0.0040412760365795075 rel_err_elm= 0.006931120816581862
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  8.055897951126099
Test: rmse elm-ode =  0.0038868010843830306 +- 0.00010923428527038382
Test: rel l-2 error elm-ode =  0.006666183567277877 +- 0.0001873457842693701
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15578
time= 24.235573291778564 rmse_elm= 0.003085788439850948 rel_err_elm= 0.005292380994870402
Number of functon evaluations of the ODE solver:  15578
time= 24.304154634475708 rmse_elm= 0.0031175638951956414 rel_err_elm= 0.005346878514466312
Number of functon evaluations of the ODE solver:  15575
time= 24.799206018447876 rmse_elm= 0.003128104014385372 rel_err_elm= 0.005364955685850781
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  24.446311314900715
Test: rmse elm-ode =  0.0031104854498106536 +- 1.798573979288003e-05
Test: rel l-2 error elm-ode =  0.005334738398395831 +- 3.0847023155975216e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14333
time= 55.324798822402954 rmse_elm= 0.002302457381048016 rel_err_elm= 0.003948903796381515
Number of functon evaluations of the ODE solver:  14345
time= 55.08810234069824 rmse_elm= 0.0025047156644877346 rel_err_elm= 0.004295793389170055
Number of functon evaluations of the ODE solver:  14309
time= 54.414854764938354 rmse_elm= 0.0024500141373881633 rel_err_elm= 0.0042019757707379415
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  54.94258530934652
Test: rmse elm-ode =  0.0024190623943079713 +- 8.542291302600275e-05
Test: rel l-2 error elm-ode =  0.004148890985429837 +- 0.0001465073222735652
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  19397
time= 3.4787769317626953 rmse_elm= 0.0067978813175633875 rel_err_elm= 0.01165892561714141
Number of functon evaluations of the ODE solver:  19337
time= 3.1987364292144775 rmse_elm= 0.006788106083326614 rel_err_elm= 0.011642160286366627
Number of functon evaluations of the ODE solver:  19376
time= 3.4583399295806885 rmse_elm= 0.005950589079368046 rel_err_elm= 0.0102057497348885
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  3.378617763519287
Test: rmse elm-ode =  0.0065121921600860165 +- 0.00039713339824718163
Test: rel l-2 error elm-ode =  0.011168945212798848 +- 0.0006811164440726223
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17087
time= 8.625396251678467 rmse_elm= 0.0038016980701836584 rel_err_elm= 0.006520224897805156
Number of functon evaluations of the ODE solver:  17072
time= 8.754553079605103 rmse_elm= 0.0038014505516689046 rel_err_elm= 0.006519800383192798
Number of functon evaluations of the ODE solver:  17084
time= 7.740382432937622 rmse_elm= 0.004030644775054498 rel_err_elm= 0.006912887328595505
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  8.373443921407064
Test: rmse elm-ode =  0.003877931132302354 +- 0.00010798489964905878
Test: rel l-2 error elm-ode =  0.006650970869864486 +- 0.00018520298516098876
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15605
time= 23.69091248512268 rmse_elm= 0.0030787759136714317 rel_err_elm= 0.005280353935659468
Number of functon evaluations of the ODE solver:  15641
time= 24.38987636566162 rmse_elm= 0.0031120137350118403 rel_err_elm= 0.00533735953322447
Number of functon evaluations of the ODE solver:  15605
time= 24.078121662139893 rmse_elm= 0.0031200616288438593 rel_err_elm= 0.005351162333123276
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  24.05297017097473
Test: rmse elm-ode =  0.0031036170925090437 +- 1.7869998569567794e-05
Test: rel l-2 error elm-ode =  0.005322958600669072 +- 3.064851743773803e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14387
time= 55.19801449775696 rmse_elm= 0.0022983125797314983 rel_err_elm= 0.0039417951211944005
Number of functon evaluations of the ODE solver:  14387
time= 55.35021376609802 rmse_elm= 0.0025006716205632964 rel_err_elm= 0.004288857521198123
Number of functon evaluations of the ODE solver:  14372
time= 54.481470584869385 rmse_elm= 0.002445879687564988 rel_err_elm= 0.004194884849213369
-------------------------------------------------------------------------
Width:  400 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  55.009899616241455
Test: rmse elm-ode =  0.002414954629286594 +- 8.545784447602563e-05
Test: rel l-2 error elm-ode =  0.0041418458305352976 +- 0.0001465672325836294
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22100
time= 5.315229177474976 rmse_elm= 0.005944029252399913 rel_err_elm= 0.010194499092061715
Number of functon evaluations of the ODE solver:  21797
time= 5.291285991668701 rmse_elm= 0.006141462111142883 rel_err_elm= 0.01053311268458159
Number of functon evaluations of the ODE solver:  22379
time= 5.935309410095215 rmse_elm= 0.00616154820519442 rel_err_elm= 0.010567561988055118
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.513941526412964
Test: rmse elm-ode =  0.006082346522912406 +- 9.81482324007293e-05
Test: rel l-2 error elm-ode =  0.010431724588232808 +- 0.0001683322917182334
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17081
time= 9.950417518615723 rmse_elm= 0.003535514802502209 rel_err_elm= 0.006063698698913229
Number of functon evaluations of the ODE solver:  17123
time= 10.136496305465698 rmse_elm= 0.003668091694483336 rel_err_elm= 0.006291078973730058
Number of functon evaluations of the ODE solver:  17165
time= 10.577563762664795 rmse_elm= 0.0036602380358116077 rel_err_elm= 0.0062776093031079
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.221492528915405
Test: rmse elm-ode =  0.0036212815109323837 +- 6.0730915766974537e-05
Test: rel l-2 error elm-ode =  0.006210795658583728 +- 0.00010415851594211553
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15683
time= 28.223872900009155 rmse_elm= 0.00277981034025956 rel_err_elm= 0.004767603385941955
Number of functon evaluations of the ODE solver:  15626
time= 28.90167260169983 rmse_elm= 0.002805353013073559 rel_err_elm= 0.004811411170822221
Number of functon evaluations of the ODE solver:  15740
time= 28.281290531158447 rmse_elm= 0.002847121934698383 rel_err_elm= 0.0048830483070978785
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  28.468945344289143
Test: rmse elm-ode =  0.0028107617626771677 +- 2.7744712597538954e-05
Test: rel l-2 error elm-ode =  0.004820687621287352 +- 4.75844642371041e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14444
time= 68.742910861969 rmse_elm= 0.0019637489715257357 rel_err_elm= 0.0033679910137005727
Number of functon evaluations of the ODE solver:  14444
time= 67.03725099563599 rmse_elm= 0.002033712388305248 rel_err_elm= 0.003487984028295563
Number of functon evaluations of the ODE solver:  14429
time= 67.27845454216003 rmse_elm= 0.0021254629809547556 rel_err_elm= 0.0036453438416046715
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  67.68620546658833
Test: rmse elm-ode =  0.002040974780261913 +- 6.621888937003531e-05
Test: rel l-2 error elm-ode =  0.003500439627866936 +- 0.00011357084208285138
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22130
time= 5.755493879318237 rmse_elm= 0.005943977425577597 rel_err_elm= 0.010194410204798445
Number of functon evaluations of the ODE solver:  21803
time= 5.558269500732422 rmse_elm= 0.006141457538581745 rel_err_elm= 0.010533104842263122
Number of functon evaluations of the ODE solver:  22385
time= 5.317834377288818 rmse_elm= 0.006161539258817799 rel_err_elm= 0.010567546644283334
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.543865919113159
Test: rmse elm-ode =  0.006082324740992381 +- 9.816925395719356e-05
Test: rel l-2 error elm-ode =  0.0104316872304483 +- 0.0001683683454166914
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17156
time= 10.154471158981323 rmse_elm= 0.003532480064102929 rel_err_elm= 0.006058493872937042
Number of functon evaluations of the ODE solver:  17162
time= 10.15739631652832 rmse_elm= 0.003663672197714383 rel_err_elm= 0.006283499173247032
Number of functon evaluations of the ODE solver:  17219
time= 10.474027395248413 rmse_elm= 0.0036591405314702853 rel_err_elm= 0.006275726992887669
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.261964956919352
Test: rmse elm-ode =  0.003618430931095866 +- 6.08045922189276e-05
Test: rel l-2 error elm-ode =  0.006205906679690581 +- 0.00010428487711744789
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15758
time= 27.456040859222412 rmse_elm= 0.002778427766555253 rel_err_elm= 0.004765232158315917
Number of functon evaluations of the ODE solver:  15713
time= 28.605740070343018 rmse_elm= 0.002801454766163861 rel_err_elm= 0.004804725356723055
Number of functon evaluations of the ODE solver:  15815
time= 28.803151845932007 rmse_elm= 0.0028470702925365186 rel_err_elm= 0.004882959736542471
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  28.288310925165813
Test: rmse elm-ode =  0.0028089842750852107 +- 2.8524483304928295e-05
Test: rel l-2 error elm-ode =  0.0048176390838604805 +- 4.892183514006314e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14447
time= 67.40324187278748 rmse_elm= 0.0019598257244543586 rel_err_elm= 0.003361262322267747
Number of functon evaluations of the ODE solver:  14447
time= 67.74134707450867 rmse_elm= 0.002030325728524149 rel_err_elm= 0.003482175628202378
Number of functon evaluations of the ODE solver:  14459
time= 67.26805090904236 rmse_elm= 0.0021220562993153878 rel_err_elm= 0.003639501102377664
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  67.47087995211284
Test: rmse elm-ode =  0.002037402584097965 +- 6.641913011848564e-05
Test: rel l-2 error elm-ode =  0.0034943130176159297 +- 0.00011391427143718155
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22100
time= 6.03979754447937 rmse_elm= 0.005944029252399913 rel_err_elm= 0.010194499092061715
Number of functon evaluations of the ODE solver:  21797
time= 5.3059587478637695 rmse_elm= 0.006141462111142883 rel_err_elm= 0.01053311268458159
Number of functon evaluations of the ODE solver:  22379
time= 5.386951208114624 rmse_elm= 0.00616154820519442 rel_err_elm= 0.010567561988055118
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.577569166819255
Test: rmse elm-ode =  0.006082346522912406 +- 9.81482324007293e-05
Test: rel l-2 error elm-ode =  0.010431724588232808 +- 0.0001683322917182334
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17081
time= 9.951372385025024 rmse_elm= 0.003535514802502209 rel_err_elm= 0.006063698698913229
Number of functon evaluations of the ODE solver:  17123
time= 10.2591233253479 rmse_elm= 0.003668091694483336 rel_err_elm= 0.006291078973730058
Number of functon evaluations of the ODE solver:  17165
time= 10.197832107543945 rmse_elm= 0.0036602380358116077 rel_err_elm= 0.0062776093031079
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.136109272638956
Test: rmse elm-ode =  0.0036212815109323837 +- 6.0730915766974537e-05
Test: rel l-2 error elm-ode =  0.006210795658583728 +- 0.00010415851594211553
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15683
time= 27.768229246139526 rmse_elm= 0.00277981034025956 rel_err_elm= 0.004767603385941955
Number of functon evaluations of the ODE solver:  15626
time= 28.63371968269348 rmse_elm= 0.002805353013073559 rel_err_elm= 0.004811411170822221
Number of functon evaluations of the ODE solver:  15740
time= 27.520400762557983 rmse_elm= 0.002847121934698383 rel_err_elm= 0.0048830483070978785
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  27.974116563796997
Test: rmse elm-ode =  0.0028107617626771677 +- 2.7744712597538954e-05
Test: rel l-2 error elm-ode =  0.004820687621287352 +- 4.75844642371041e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14444
time= 67.90855288505554 rmse_elm= 0.0019637489715257357 rel_err_elm= 0.0033679910137005727
Number of functon evaluations of the ODE solver:  14444
time= 67.54676532745361 rmse_elm= 0.002033712388305248 rel_err_elm= 0.003487984028295563
Number of functon evaluations of the ODE solver:  14429
time= 66.84881520271301 rmse_elm= 0.0021254629809547556 rel_err_elm= 0.0036453438416046715
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  67.4347111384074
Test: rmse elm-ode =  0.002040974780261913 +- 6.621888937003531e-05
Test: rel l-2 error elm-ode =  0.003500439627866936 +- 0.00011357084208285138
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  22130
time= 5.469422101974487 rmse_elm= 0.005943977425577597 rel_err_elm= 0.010194410204798445
Number of functon evaluations of the ODE solver:  21803
time= 5.056450366973877 rmse_elm= 0.006141457538581745 rel_err_elm= 0.010533104842263122
Number of functon evaluations of the ODE solver:  22385
time= 5.245655298233032 rmse_elm= 0.006161539258817799 rel_err_elm= 0.010567546644283334
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  5.257175922393799
Test: rmse elm-ode =  0.006082324740992381 +- 9.816925395719356e-05
Test: rel l-2 error elm-ode =  0.0104316872304483 +- 0.0001683683454166914
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17156
time= 10.59318208694458 rmse_elm= 0.003532480064102929 rel_err_elm= 0.006058493872937042
Number of functon evaluations of the ODE solver:  17162
time= 10.262803554534912 rmse_elm= 0.003663672197714383 rel_err_elm= 0.006283499173247032
Number of functon evaluations of the ODE solver:  17219
time= 10.185585737228394 rmse_elm= 0.0036591405314702853 rel_err_elm= 0.006275726992887669
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  10.347190459569296
Test: rmse elm-ode =  0.003618430931095866 +- 6.08045922189276e-05
Test: rel l-2 error elm-ode =  0.006205906679690581 +- 0.00010428487711744789
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15758
time= 29.205578088760376 rmse_elm= 0.002778427766555253 rel_err_elm= 0.004765232158315917
Number of functon evaluations of the ODE solver:  15713
time= 28.548091888427734 rmse_elm= 0.002801454766163861 rel_err_elm= 0.004804725356723055
Number of functon evaluations of the ODE solver:  15815
time= 28.46748638153076 rmse_elm= 0.0028470702925365186 rel_err_elm= 0.004882959736542471
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  28.740385452906292
Test: rmse elm-ode =  0.0028089842750852107 +- 2.8524483304928295e-05
Test: rel l-2 error elm-ode =  0.0048176390838604805 +- 4.892183514006314e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14447
time= 68.71517324447632 rmse_elm= 0.0019598257244543586 rel_err_elm= 0.003361262322267747
Number of functon evaluations of the ODE solver:  14447
time= 68.2264609336853 rmse_elm= 0.002030325728524149 rel_err_elm= 0.003482175628202378
Number of functon evaluations of the ODE solver:  14459
time= 67.31006932258606 rmse_elm= 0.0021220562993153878 rel_err_elm= 0.003639501102377664
-------------------------------------------------------------------------
Width:  600 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  68.0839011669159
Test: rmse elm-ode =  0.002037402584097965 +- 6.641913011848564e-05
Test: rel l-2 error elm-ode =  0.0034943130176159297 +- 0.00011391427143718155
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23378
time= 7.1929638385772705 rmse_elm= 0.006466725735064202 rel_err_elm= 0.01109096655406041
Number of functon evaluations of the ODE solver:  23063
time= 6.588130474090576 rmse_elm= 0.006968355682972054 rel_err_elm= 0.011951303176130839
Number of functon evaluations of the ODE solver:  23273
time= 6.976655006408691 rmse_elm= 0.006883283282266839 rel_err_elm= 0.011805397011318702
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  6.919249773025513
Test: rmse elm-ode =  0.006772788233434365 +- 0.00021918792244993293
Test: rel l-2 error elm-ode =  0.01161588891383665 +- 0.00037592531623301584
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17573
time= 12.621590375900269 rmse_elm= 0.0035154954132789414 rel_err_elm= 0.006029363799706966
Number of functon evaluations of the ODE solver:  17222
time= 11.539830923080444 rmse_elm= 0.003650640129649552 rel_err_elm= 0.00626114810456732
Number of functon evaluations of the ODE solver:  17900
time= 12.160815238952637 rmse_elm= 0.003496834892451168 rel_err_elm= 0.005997359471572253
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.107412179311117
Test: rmse elm-ode =  0.0035543234784598875 +- 6.853090169981533e-05
Test: rel l-2 error elm-ode =  0.0060959571252821795 +- 0.0001175361334022475
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15869
time= 32.97480750083923 rmse_elm= 0.002639125242953676 rel_err_elm= 0.004526316872055371
Number of functon evaluations of the ODE solver:  15749
time= 32.49501585960388 rmse_elm= 0.002681067827524999 rel_err_elm= 0.004598251854568864
Number of functon evaluations of the ODE solver:  15944
time= 32.16161274909973 rmse_elm= 0.0026767187031985396 rel_err_elm= 0.0045907927486131764
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  32.54381203651428
Test: rmse elm-ode =  0.002665637257892405 +- 1.883071821404756e-05
Test: rel l-2 error elm-ode =  0.0045717871584124705 +- 3.2296230651702934e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14534
time= 81.42874670028687 rmse_elm= 0.0017834546504513365 rel_err_elm= 0.0030587714230071476
Number of functon evaluations of the ODE solver:  14519
time= 78.87755560874939 rmse_elm= 0.001880260766192573 rel_err_elm= 0.0032248018742589814
Number of functon evaluations of the ODE solver:  14534
time= 82.06243991851807 rmse_elm= 0.0018989601041721057 rel_err_elm= 0.0032568727770018527
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  80.78958074251811
Test: rmse elm-ode =  0.0018542251736053384 +- 5.062125061563597e-05
Test: rel l-2 error elm-ode =  0.0031801486914226607 +- 8.68196086403461e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23408
time= 7.106679201126099 rmse_elm= 0.006466715389547609 rel_err_elm= 0.011090948810648486
Number of functon evaluations of the ODE solver:  23126
time= 6.46233868598938 rmse_elm= 0.0069683417940268645 rel_err_elm= 0.011951279355447408
Number of functon evaluations of the ODE solver:  23327
time= 6.813717365264893 rmse_elm= 0.006883270939961753 rel_err_elm= 0.011805375843250268
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  6.79424508412679
Test: rmse elm-ode =  0.006772776041178742 +- 0.00021918653305726796
Test: rel l-2 error elm-ode =  0.011615868003115386 +- 0.00037592293331031146
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17627
time= 12.475015640258789 rmse_elm= 0.0035154682301723255 rel_err_elm= 0.006029317178443181
Number of functon evaluations of the ODE solver:  17237
time= 11.692565202713013 rmse_elm= 0.0036496374109925623 rel_err_elm= 0.006259428359592286
Number of functon evaluations of the ODE solver:  17918
time= 12.600407361984253 rmse_elm= 0.0034969585297479 rel_err_elm= 0.005997571519705895
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.255996068318685
Test: rmse elm-ode =  0.0035540213903042625 +- 6.803170737065427e-05
Test: rel l-2 error elm-ode =  0.0060954390192471215 +- 0.00011667997406666907
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15872
time= 32.47700810432434 rmse_elm= 0.0026386006843610093 rel_err_elm= 0.004525417210921551
Number of functon evaluations of the ODE solver:  15764
time= 32.92047834396362 rmse_elm= 0.002678574030007929 rel_err_elm= 0.004593974786700584
Number of functon evaluations of the ODE solver:  15974
time= 32.56944251060486 rmse_elm= 0.00267667772984486 rel_err_elm= 0.004590722475941366
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  32.65564298629761
Test: rmse elm-ode =  0.0026646174814045995 +- 1.8412935396664876e-05
Test: rel l-2 error elm-ode =  0.0045700381578545005 +- 3.1579698755301935e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14537
time= 81.71744751930237 rmse_elm= 0.0017808458039735833 rel_err_elm= 0.003054297036707981
Number of functon evaluations of the ODE solver:  14522
time= 78.37600040435791 rmse_elm= 0.0018774482591466684 rel_err_elm= 0.003219978193333401
Number of functon evaluations of the ODE solver:  14537
time= 80.41926956176758 rmse_elm= 0.0018962817906582558 rel_err_elm= 0.0032522792490217917
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-08 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  80.17090582847595
Test: rmse elm-ode =  0.0018515252845928358 +- 5.056591218568069e-05
Test: rel l-2 error elm-ode =  0.003175518159687725 +- 8.672469868112823e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23378
time= 7.021496772766113 rmse_elm= 0.006466725735064202 rel_err_elm= 0.01109096655406041
Number of functon evaluations of the ODE solver:  23063
time= 6.274996280670166 rmse_elm= 0.006968355682972054 rel_err_elm= 0.011951303176130839
Number of functon evaluations of the ODE solver:  23273
time= 7.041531801223755 rmse_elm= 0.006883283282266839 rel_err_elm= 0.011805397011318702
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  6.779341618220012
Test: rmse elm-ode =  0.006772788233434365 +- 0.00021918792244993293
Test: rel l-2 error elm-ode =  0.01161588891383665 +- 0.00037592531623301584
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17573
time= 12.845325946807861 rmse_elm= 0.0035154954132789414 rel_err_elm= 0.006029363799706966
Number of functon evaluations of the ODE solver:  17222
time= 11.977989673614502 rmse_elm= 0.003650640129649552 rel_err_elm= 0.00626114810456732
Number of functon evaluations of the ODE solver:  17900
time= 12.204243183135986 rmse_elm= 0.003496834892451168 rel_err_elm= 0.005997359471572253
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.342519601186117
Test: rmse elm-ode =  0.0035543234784598875 +- 6.853090169981533e-05
Test: rel l-2 error elm-ode =  0.0060959571252821795 +- 0.0001175361334022475
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15869
time= 33.01214909553528 rmse_elm= 0.002639125242953676 rel_err_elm= 0.004526316872055371
Number of functon evaluations of the ODE solver:  15749
time= 33.351064682006836 rmse_elm= 0.002681067827524999 rel_err_elm= 0.004598251854568864
Number of functon evaluations of the ODE solver:  15944
time= 32.225828647613525 rmse_elm= 0.0026767187031985396 rel_err_elm= 0.0045907927486131764
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  32.863014141718544
Test: rmse elm-ode =  0.002665637257892405 +- 1.883071821404756e-05
Test: rel l-2 error elm-ode =  0.0045717871584124705 +- 3.2296230651702934e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14534
time= 80.55311489105225 rmse_elm= 0.0017834546504513365 rel_err_elm= 0.0030587714230071476
Number of functon evaluations of the ODE solver:  14519
time= 78.15974688529968 rmse_elm= 0.001880260766192573 rel_err_elm= 0.0032248018742589814
Number of functon evaluations of the ODE solver:  14534
time= 79.78390669822693 rmse_elm= 0.0018989601041721057 rel_err_elm= 0.0032568727770018527
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 0.0001
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  79.49892282485962
Test: rmse elm-ode =  0.0018542251736053384 +- 5.062125061563597e-05
Test: rel l-2 error elm-ode =  0.0031801486914226607 +- 8.68196086403461e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  23408
time= 7.188930988311768 rmse_elm= 0.006466715389547609 rel_err_elm= 0.011090948810648486
Number of functon evaluations of the ODE solver:  23126
time= 6.47409987449646 rmse_elm= 0.0069683417940268645 rel_err_elm= 0.011951279355447408
Number of functon evaluations of the ODE solver:  23327
time= 6.567619562149048 rmse_elm= 0.006883270939961753 rel_err_elm= 0.011805375843250268
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  500
-------------------------------------------------------------------------
Train: elm-ode time =  6.743550141652425
Test: rmse elm-ode =  0.006772776041178742 +- 0.00021918653305726796
Test: rel l-2 error elm-ode =  0.011615868003115386 +- 0.00037592293331031146
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  17627
time= 12.129958629608154 rmse_elm= 0.0035154682301723255 rel_err_elm= 0.006029317178443181
Number of functon evaluations of the ODE solver:  17237
time= 12.287269353866577 rmse_elm= 0.0036496374109925623 rel_err_elm= 0.006259428359592286
Number of functon evaluations of the ODE solver:  17918
time= 12.411101818084717 rmse_elm= 0.0034969585297479 rel_err_elm= 0.005997571519705895
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  1000
-------------------------------------------------------------------------
Train: elm-ode time =  12.27610993385315
Test: rmse elm-ode =  0.0035540213903042625 +- 6.803170737065427e-05
Test: rel l-2 error elm-ode =  0.0060954390192471215 +- 0.00011667997406666907
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  15872
time= 33.00627827644348 rmse_elm= 0.0026386006843610093 rel_err_elm= 0.004525417210921551
Number of functon evaluations of the ODE solver:  15764
time= 33.02022647857666 rmse_elm= 0.002678574030007929 rel_err_elm= 0.004593974786700584
Number of functon evaluations of the ODE solver:  15974
time= 33.39517569541931 rmse_elm= 0.00267667772984486 rel_err_elm= 0.004590722475941366
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  2000
-------------------------------------------------------------------------
Train: elm-ode time =  33.140560150146484
Test: rmse elm-ode =  0.0026646174814045995 +- 1.8412935396664876e-05
Test: rel l-2 error elm-ode =  0.0045700381578545005 +- 3.1579698755301935e-05
-------------------------------------------------------------------------

Number of functon evaluations of the ODE solver:  14537
time= 80.71894097328186 rmse_elm= 0.0017808458039735833 rel_err_elm= 0.003054297036707981
Number of functon evaluations of the ODE solver:  14522
time= 78.71138167381287 rmse_elm= 0.0018774482591466684 rel_err_elm= 0.003219978193333401
Number of functon evaluations of the ODE solver:  14537
time= 79.79046773910522 rmse_elm= 0.0018962817906582558 rel_err_elm= 0.0032522792490217917
-------------------------------------------------------------------------
Width:  800 param_sampler:  <function sample_parameters_tanh at 0x000001AE96DCD9E0> reg_const 1e-10 atol 1e-06
Boundary scaling:  10000.0 n_int_train:  5000
-------------------------------------------------------------------------
Train: elm-ode time =  79.74026346206665
Test: rmse elm-ode =  0.0018515252845928358 +- 5.056591218568069e-05
Test: rel l-2 error elm-ode =  0.003175518159687725 +- 8.672469868112823e-05
-------------------------------------------------------------------------

