1. Iteration 1
  2. Iteration 2
  3. Iteration 3
  4. Iteration 4
  5. Iteration 5
  6. Iteration 6
  7. Iteration 7
  8. Iteration 8
  9. Iteration 9
  10. Iteration 10
  11. Iteration 11
  12. Iteration 12
  13. Iteration 13
  14. Iteration 14
  15. Iteration 15
  16. Iteration 16
  17. Iteration 17
  18. Iteration 18
  19. Iteration 19
  20. Iteration 20

Reset training subject: 601625775933400

Reset training subject: 601630094583700

Iteration 1

Iteration 1

Adding measurement 17a5e7a3 to history. Total: 0

LBFGS Accumulation History: 1 points

th(0)=4.441737115383148;dx=-2.2256853294620685E-6

New Minimum: 4.441737115383148 > 4.4417315647006035

END: th(2.154434690031884)=4.4417315647006035; dx=-1.9482309083063224E-6 evalInputDelta=5.550682544708252E-6

Fitness changed from 4.441737115383148 to 4.4417315647006035

Iteration 1 complete. Error: 4.4417315647006035 Total: 21.6825; Orientation: 0.0036; Line Search: 8.7714

Iteration 2

Iteration 2

Adding measurement f598955 to history. Total: 1

LBFGS Accumulation History: 2 points

th(0)=4.4417315647006035;dx=-1.963312577195118E-6

New Minimum: 4.4417315647006035 > 4.441720679402351

WOLFE (weak): th(4.641588833612779)=4.441720679402351; dx=-1.992364377239549E-6 evalInputDelta=1.0885298252105713E-5

New Minimum: 4.441720679402351 > 4.4417087733745575

WOLFE (weak): th(9.283177667225559)=4.4417087733745575; dx=-1.986042542231534E-6 evalInputDelta=2.279132604598999E-5

New Minimum: 4.4417087733745575 > 4.4416631907224655

WOLFE (weak): th(27.849533001676676)=4.4416631907224655; dx=-1.9718545700252508E-6 evalInputDelta=6.837397813796997E-5

New Minimum: 4.4416631907224655 > 4.441458158195019

WOLFE (weak): th(111.3981320067067)=4.441458158195019; dx=-1.963788321155899E-6 evalInputDelta=2.734065055847168E-4

New Minimum: 4.441458158195019 > 4.440363302826881

WOLFE (weak): th(556.9906600335335)=4.440363302826881; dx=-1.9610623820555517E-6 evalInputDelta=0.0013682618737220764

New Minimum: 4.440363302826881 > 4.433526113629341

WOLFE (weak): th(3341.9439602012008)=4.433526113629341; dx=-1.9663367170856166E-6 evalInputDelta=0.00820545107126236

New Minimum: 4.433526113629341 > 4.3847146183252335

WOLFE (weak): th(23393.607721408407)=4.3847146183252335; dx=-1.9307591029026765E-6 evalInputDelta=0.057016946375370026

New Minimum: 4.3847146183252335 > 4.016316458582878

END: th(187148.86177126726)=4.016316458582878; dx=-1.6682061189300832E-6 evalInputDelta=0.4254151061177254

Fitness changed from 4.4417315647006035 to 4.016316458582878

Iteration 2 complete. Error: 4.016316458582878 Total: 42.7341; Orientation: 0.0035; Line Search: 38.3019

Iteration 3

Iteration 3

Adding measurement 7f81bcbf to history. Total: 2

LBFGS Accumulation History: 3 points

th(0)=4.016316458582878;dx=-1.5081032448307188E-6

New Minimum: 4.016316458582878 > 3.3534288555383682

END: th(403200.00000000006)=3.3534288555383682; dx=-1.093699641239273E-6 evalInputDelta=0.6628876030445099

Fitness changed from 4.016316458582878 to 3.3534288555383682

Iteration 3 complete. Error: 3.3534288555383682 Total: 13.0512; Orientation: 0.0034; Line Search: 8.6849

Iteration 4

Iteration 4

Adding measurement 6b627a84 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 2.184e+03, gradient 1.049e-03, dot -0.845; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 3.3534288555383682, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 6b627a84 to history. Total: 3

th(0)=3.3534288555383682;dx=-1.039329516664266E-6

New Minimum: 3.3534288555383682 > 2.5212487056851387

END: th(868668.0670208557)=2.5212487056851387; dx=-5.782250443488186E-7 evalInputDelta=0.8321801498532295

Fitness changed from 3.3534288555383682 to 2.5212487056851387

Iteration 4 complete. Error: 2.5212487056851387 Total: 13.4829; Orientation: 0.0598; Line Search: 9.1546

Iteration 5

Iteration 5

Adding measurement 56853b98 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.297e+03, gradient 8.003e-04, dot -0.691; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 2.5212487056851387, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 56853b98 to history. Total: 3

th(0)=2.5212487056851387;dx=-5.917838452748853E-7

New Minimum: 2.5212487056851387 > 1.7067878767848015

END: th(1871488.617712673)=1.7067878767848015; dx=-1.9069209264308617E-7 evalInputDelta=0.8144608289003372

Fitness changed from 2.5212487056851387 to 1.7067878767848015

Iteration 5 complete. Error: 1.7067878767848015 Total: 12.7704; Orientation: 0.0582; Line Search: 8.3822

Iteration 6

Iteration 6

Adding measurement 691d5886 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 9.403e+02, gradient 6.346e-04, dot -0.474; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 1.7067878767848015, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 691d5886 to history. Total: 3

th(0)=1.7067878767848015;dx=-3.8084044057893735E-7

New Minimum: 1.7067878767848015 > 1.2264024317264557

WOLF (strong): th(4032000.0000000014)=1.2264024317264557; dx=7.179755465292754E-9 evalInputDelta=0.4803854450583458

END: th(2016000.0000000007)=1.249820739030838; dx=-5.18731874771257E-8 evalInputDelta=0.45696713775396347

Fitness changed from 1.7067878767848015 to 1.2264024317264557

Iteration 6 complete. Error: 1.2264024317264557 Total: 17.0509; Orientation: 0.0621; Line Search: 12.7156

Iteration 7

Iteration 7

Adding measurement 5f7a923a to history. Total: 3

Rejected: LBFGS Orientation magnitude: 4.600e+02, gradient 6.140e-04, dot -0.187; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 1.2264024317264557, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 5f7a923a to history. Total: 3

th(0)=1.2264024317264557;dx=-3.5506649943165357E-7

New Minimum: 1.2264024317264557 > 0.8676984310150146

WOLF (strong): th(4343340.335104279)=0.8676984310150146; dx=7.211270403293523E-8 evalInputDelta=0.35870400071144104

New Minimum: 0.8676984310150146 > 0.7639001905918121

END: th(2171670.1675521396)=0.7639001905918121; dx=-3.744864000269596E-8 evalInputDelta=0.46250224113464355

Fitness changed from 1.2264024317264557 to 0.7639001905918121

Iteration 7 complete. Error: 0.7639001905918121 Total: 17.3065; Orientation: 0.0593; Line Search: 12.7652

Iteration 8

Iteration 8

Adding measurement 4b32aa7c to history. Total: 3

Rejected: LBFGS Orientation magnitude: 6.722e+02, gradient 4.462e-04, dot -0.317; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 0.7639001905918121, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 4b32aa7c to history. Total: 3

th(0)=0.7639001905918121;dx=-1.872078954892906E-7

New Minimum: 0.7639001905918121 > 0.6075432300567627

WOLF (strong): th(4678721.544281683)=0.6075432300567627; dx=4.841743858471377E-8 evalInputDelta=0.15635696053504944

New Minimum: 0.6075432300567627 > 0.5043351501226425

END: th(2339360.7721408415)=0.5043351501226425; dx=-9.985593187090527E-9 evalInputDelta=0.2595650404691696

Fitness changed from 0.7639001905918121 to 0.5043351501226425

Iteration 8 complete. Error: 0.5043351501226425 Total: 17.2757; Orientation: 0.0591; Line Search: 12.9972

Iteration 9

Iteration 9

Adding measurement 7363f3c9 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 7.138e+02, gradient 4.080e-04, dot -0.327; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 0.5043351501226425, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 7363f3c9 to history. Total: 3

th(0)=0.5043351501226425;dx=-1.5111443177518895E-7

New Minimum: 0.5043351501226425 > 0.5027982294559479

WOLF (strong): th(5040000.000000002)=0.5027982294559479; dx=4.377425247108717E-8 evalInputDelta=0.0015369206666946411

New Minimum: 0.5027982294559479 > 0.35603711009025574

WOLF (strong): th(2520000.000000001)=0.35603711009025574; dx=2.545298266708983E-8 evalInputDelta=0.14829804003238678

END: th(840000.0000000003)=0.3840576857328415; dx=-8.436400326873602E-8 evalInputDelta=0.12027746438980103

Fitness changed from 0.5043351501226425 to 0.35603711009025574

Iteration 9 complete. Error: 0.35603711009025574 Total: 21.5666; Orientation: 0.0561; Line Search: 17.2955

Iteration 10

Iteration 10

Adding measurement 8cca404 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 7.536e+02, gradient 4.201e-04, dot -0.302; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 0.35603711009025574, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 8cca404 to history. Total: 3

th(0)=0.35603711009025574;dx=-1.65840533761485E-7

New Minimum: 0.35603711009025574 > 0.19486257433891296

WOLF (strong): th(1809725.139626783)=0.19486257433891296; dx=1.2696857827232049E-8 evalInputDelta=0.16117453575134277

END: th(904862.5698133915)=0.22381559014320374; dx=-7.727794376151799E-8 evalInputDelta=0.132221519947052

Fitness changed from 0.35603711009025574 to 0.19486257433891296

Iteration 10 complete. Error: 0.19486257433891296 Total: 17.5788; Orientation: 0.1010; Line Search: 12.9964

Iteration 11

Iteration 11

Adding measurement 5e4b15bf to history. Total: 3

Rejected: LBFGS Orientation magnitude: 8.118e+02, gradient 3.428e-04, dot -0.371; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 0.19486257433891296, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 5e4b15bf to history. Total: 3

th(0)=0.19486257433891296;dx=-1.0765687398776476E-7

New Minimum: 0.19486257433891296 > 0.10410600900650024

WOLF (strong): th(1949467.3101173681)=0.10410600900650024; dx=1.8363016664493124E-8 evalInputDelta=0.09075656533241272

END: th(974733.6550586841)=0.10800638794898987; dx=-4.0408142010346394E-8 evalInputDelta=0.0868561863899231

Fitness changed from 0.19486257433891296 to 0.10410600900650024

Iteration 11 complete. Error: 0.10410600900650024 Total: 17.1515; Orientation: 0.0566; Line Search: 12.7833

Iteration 12

Iteration 12

Adding measurement 4598a3ce to history. Total: 3

Rejected: LBFGS Orientation magnitude: 8.253e+02, gradient 3.514e-04, dot -0.350; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 0.10410600900650024, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 4598a3ce to history. Total: 3

th(0)=0.10410600900650024;dx=-1.1509599739615815E-7

New Minimum: 0.10410600900650024 > 0.043760865926742554

WOLF (strong): th(2100000.000000001)=0.043760865926742554; dx=3.968184800335584E-8 evalInputDelta=0.06034514307975769

New Minimum: 0.043760865926742554 > 0.016358166933059692

END: th(1050000.0000000005)=0.016358166933059692; dx=-2.025476236823704E-8 evalInputDelta=0.08774784207344055

Fitness changed from 0.10410600900650024 to 0.016358166933059692

Iteration 12 complete. Error: 0.016358166933059692 Total: 17.3934; Orientation: 0.0564; Line Search: 13.0416

Iteration 13

Iteration 13

Adding measurement 24115954 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 8.910e+02, gradient 2.529e-04, dot -0.501; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from 0.016358166933059692, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 24115954 to history. Total: 3

th(0)=0.016358166933059692;dx=-5.961823521596527E-8

New Minimum: 0.016358166933059692 > -0.04628176987171173

END: th(2262156.424533479)=-0.04628176987171173; dx=-4.152416036230809E-9 evalInputDelta=0.06263993680477142

Fitness changed from 0.016358166933059692 to -0.04628176987171173

Iteration 13 complete. Error: -0.04628176987171173 Total: 14.0661; Orientation: 0.8409; Line Search: 8.8140

Iteration 14

Iteration 14

Adding measurement 6cfe92ef to history. Total: 3

Rejected: LBFGS Orientation magnitude: 8.585e+02, gradient 3.299e-04, dot -0.350; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from -0.04628176987171173, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 6cfe92ef to history. Total: 3

th(0)=-0.04628176987171173;dx=-1.0140275647523132E-7

Armijo: th(4873668.27529342)=0.05751098692417145; dx=2.764519336961244E-8 evalInputDelta=-0.10379275679588318

New Minimum: -0.04628176987171173 > -0.06321486830711365

WOLF (strong): th(2436834.13764671)=-0.06321486830711365; dx=3.481503565704419E-8 evalInputDelta=0.016933098435401917

New Minimum: -0.06321486830711365 > -0.10925795137882233

END: th(812278.0458822367)=-0.10925795137882233; dx=-2.6874532076121396E-8 evalInputDelta=0.0629761815071106

Fitness changed from -0.04628176987171173 to -0.10925795137882233

Iteration 14 complete. Error: -0.10925795137882233 Total: 21.5261; Orientation: 0.0558; Line Search: 17.2328

Iteration 15

Iteration 15

Adding measurement 6ad4c7a6 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 9.136e+02, gradient 2.393e-04, dot -0.501; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from -0.10925795137882233, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 6ad4c7a6 to history. Total: 3

th(0)=-0.10925795137882233;dx=-5.21784053973768E-8

New Minimum: -0.10925795137882233 > -0.1477753221988678

END: th(1750000.000000001)=-0.1477753221988678; dx=-3.4351221171985994E-9 evalInputDelta=0.03851737082004547

Fitness changed from -0.10925795137882233 to -0.1477753221988678

Iteration 15 complete. Error: -0.1477753221988678 Total: 13.0293; Orientation: 0.0565; Line Search: 8.5920

Iteration 16

Iteration 16

Adding measurement 13f5a54d to history. Total: 3

Rejected: LBFGS Orientation magnitude: 8.987e+02, gradient 2.947e-04, dot -0.380; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from -0.1477753221988678, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 13f5a54d to history. Total: 3

th(0)=-0.1477753221988678;dx=-8.112799599488664E-8

Armijo: th(3770260.707555799)=-0.11067673563957214; dx=2.0949149257780405E-8 evalInputDelta=-0.037098586559295654

New Minimum: -0.1477753221988678 > -0.17772404849529266

WOLF (strong): th(1885130.3537778994)=-0.17772404849529266; dx=2.2943548307120513E-8 evalInputDelta=0.029948726296424866

New Minimum: -0.17772404849529266 > -0.1920594722032547

END: th(628376.7845926331)=-0.1920594722032547; dx=-3.667031847866499E-8 evalInputDelta=0.0442841500043869

Fitness changed from -0.1477753221988678 to -0.1920594722032547

Iteration 16 complete. Error: -0.1920594722032547 Total: 21.7888; Orientation: 0.0573; Line Search: 17.2420

Iteration 17

Iteration 17

Adding measurement 1e3b3841 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 9.120e+02, gradient 2.171e-04, dot -0.518; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from -0.1920594722032547, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 1e3b3841 to history. Total: 3

th(0)=-0.1920594722032547;dx=-4.2747001275300805E-8

New Minimum: -0.1920594722032547 > -0.22735868394374847

END: th(1353796.7431370614)=-0.22735868394374847; dx=-1.1295016775939713E-8 evalInputDelta=0.035299211740493774

Fitness changed from -0.1920594722032547 to -0.22735868394374847

Iteration 17 complete. Error: -0.22735868394374847 Total: 13.0955; Orientation: 0.0599; Line Search: 8.6747

Iteration 18

Iteration 18

Adding measurement 6a47b741 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 9.045e+02, gradient 2.498e-04, dot -0.436; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from -0.22735868394374847, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 6a47b741 to history. Total: 3

th(0)=-0.22735868394374847;dx=-5.809491519483491E-8

New Minimum: -0.22735868394374847 > -0.22784090042114258

WOLF (strong): th(2916666.666666669)=-0.22784090042114258; dx=1.3707583601711025E-8 evalInputDelta=4.82216477394104E-4

New Minimum: -0.22784090042114258 > -0.2548278272151947

WOLF (strong): th(1458333.3333333344)=-0.2548278272151947; dx=7.13581176639353E-9 evalInputDelta=0.027469143271446228

END: th(486111.1111111115)=-0.25081767141819; dx=-2.9830166644692105E-8 evalInputDelta=0.02345898747444153

Fitness changed from -0.22735868394374847 to -0.2548278272151947

Iteration 18 complete. Error: -0.2548278272151947 Total: 21.8794; Orientation: 0.0567; Line Search: 17.4015

Iteration 19

Iteration 19

Adding measurement 748fc000 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 8.692e+02, gradient 2.878e-04, dot -0.349; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from -0.2548278272151947, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 748fc000 to history. Total: 3

th(0)=-0.2548278272151947;dx=-7.272664113415061E-8

New Minimum: -0.2548278272151947 > -0.2980593740940094

WOLF (strong): th(1047294.6409877221)=-0.2980593740940094; dx=9.170769054931264E-9 evalInputDelta=0.0432315468788147

END: th(523647.32049386104)=-0.29075102508068085; dx=-3.6882973769418936E-8 evalInputDelta=0.035923197865486145

Fitness changed from -0.2548278272151947 to -0.2980593740940094

Iteration 19 complete. Error: -0.2980593740940094 Total: 17.3370; Orientation: 0.0567; Line Search: 13.0561

Iteration 20

Iteration 20

Adding measurement 72dcb3a to history. Total: 3

Rejected: LBFGS Orientation magnitude: 9.118e+02, gradient 2.560e-04, dot -0.406; [32c30838-1aa8-48de-9ace-7051583f9f9e = 1.000/1.000e+00]

Orientation rejected. Popping history element from -0.2980593740940094, 4.016316458582878, 4.4417315647006035, 4.441737115383148

LBFGS Accumulation History: 3 points

Removed measurement 72dcb3a to history. Total: 3

th(0)=-0.2980593740940094;dx=-6.016275487906926E-8

New Minimum: -0.2980593740940094 > -0.32079756259918213

WOLF (strong): th(1128163.952614218)=-0.32079756259918213; dx=1.1225548445875962E-8 evalInputDelta=0.02273818850517273

New Minimum: -0.32079756259918213 > -0.3224896341562271

END: th(564081.976307109)=-0.3224896341562271; dx=-1.614376416130961E-8 evalInputDelta=0.024430260062217712

Fitness changed from -0.2980593740940094 to -0.3224896341562271

Iteration 20 complete. Error: -0.3224896341562271 Total: 17.3569; Orientation: 0.0573; Line Search: 12.9371

Final threshold in iteration 21: -0.3224896341562271 (> -Infinity) after 369.124s (< 5400.000s)