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: 3741264564657

Reset training subject: 3748679072756

Iteration 1

Iteration 1

Adding measurement 73d812e to history. Total: 0

LBFGS Accumulation History: 1 points

th(0)=10.591375119285658;dx=-2.641159444499909E-7

New Minimum: 10.591375119285658 > 10.591373092960566

WOLFE (weak): th(2.154434690031884)=10.591373092960566; dx=-2.753895035228117E-7 evalInputDelta=2.0263250917196274E-6

New Minimum: 10.591373092960566 > 10.591371001675725

END: th(4.308869380063768)=10.591371001675725; dx=-2.3309109235607592E-7 evalInputDelta=4.117609933018684E-6

Fitness changed from 10.591375119285658 to 10.591371001675725

Iteration 1 complete. Error: 10.591371001675725 Total: 19.5826; Orientation: 0.0448; Line Search: 7.3100

Iteration 2

Iteration 2

Adding measurement 6235a4e to history. Total: 1

LBFGS Accumulation History: 2 points

th(0)=10.591371001675725;dx=-3.3107289978170314E-7

New Minimum: 10.591371001675725 > 10.591362521983683

WOLFE (weak): th(9.283177667225559)=10.591362521983683; dx=-4.203224812052168E-7 evalInputDelta=8.479692041873932E-6

New Minimum: 10.591362521983683 > 10.59135374519974

WOLFE (weak): th(18.566355334451117)=10.59135374519974; dx=-4.924983516522807E-7 evalInputDelta=1.72564759850502E-5

New Minimum: 10.59135374519974 > 10.591319205705076

WOLFE (weak): th(55.69906600335335)=10.591319205705076; dx=-3.743967777606158E-7 evalInputDelta=5.1795970648527145E-5

New Minimum: 10.591319205705076 > 10.591163541423157

WOLFE (weak): th(222.7962640134134)=10.591163541423157; dx=-3.0994746835467897E-7 evalInputDelta=2.0746025256812572E-4

New Minimum: 10.591163541423157 > 10.590328155318275

WOLFE (weak): th(1113.981320067067)=10.590328155318275; dx=-3.332178535101772E-7 evalInputDelta=0.0010428463574498892

New Minimum: 10.590328155318275 > 10.585023921448737

WOLFE (weak): th(6683.8879204024015)=10.585023921448737; dx=-4.990492966548979E-7 evalInputDelta=0.0063470802269876

New Minimum: 10.585023921448737 > 10.543605680577457

WOLFE (weak): th(46787.215442816814)=10.543605680577457; dx=-3.499196249572265E-7 evalInputDelta=0.04776532109826803

New Minimum: 10.543605680577457 > 10.110297281295061

WOLFE (weak): th(374297.7235425345)=10.110297281295061; dx=-3.7422044115285756E-7 evalInputDelta=0.48107372038066387

Armijo: th(3368679.511882811)=11.187329731881618; dx=1.9615820057946806E-6 evalInputDelta=-0.5959587302058935

New Minimum: 10.110297281295061 > 7.235087268054485

END: th(1871488.6177126728)=7.235087268054485; dx=-2.7202605742837344E-7 evalInputDelta=3.3562837336212397

Fitness changed from 10.591371001675725 to 7.235087268054485

Iteration 2 complete. Error: 7.235087268054485 Total: 29.2030; Orientation: 0.0073; Line Search: 26.8766

Iteration 3

Iteration 3

Adding measurement 3e6a0f30 to history. Total: 2

LBFGS Accumulation History: 3 points

th(0)=7.235087268054485;dx=-1.2151176431472153E-6

Armijo: th(4032000.000000001)=230.1234760582447; dx=2.178901184267437E-5 evalInputDelta=-222.88838879019022

Armijo: th(2016000.0000000005)=56.62371077388525; dx=1.4555497942074752E-5 evalInputDelta=-49.388623505830765

Armijo: th(672000.0000000001)=8.751712426543236; dx=3.6640008816555896E-6 evalInputDelta=-1.5166251584887505

New Minimum: 7.235087268054485 > 6.666113946586847

WOLFE (weak): th(168000.00000000003)=6.666113946586847; dx=-1.1347569111908693E-6 evalInputDelta=0.568973321467638

WOLF (strong): th(420000.00000000006)=6.699819881469011; dx=9.037162755050363E-7 evalInputDelta=0.535267386585474

New Minimum: 6.666113946586847 > 6.483281131833792

END: th(294000.00000000006)=6.483281131833792; dx=-4.7196053649223825E-7 evalInputDelta=0.7518061362206936

Fitness changed from 7.235087268054485 to 6.483281131833792

Iteration 3 complete. Error: 6.483281131833792 Total: 18.9538; Orientation: 0.0057; Line Search: 16.6538

Iteration 4

Iteration 4

Adding measurement 3eb07f86 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 8.856e+03, gradient 1.303e-03, dot -0.163; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 6.483281131833792, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 3eb07f86 to history. Total: 3

th(0)=6.483281131833792;dx=-1.2824138723996044E-6

New Minimum: 6.483281131833792 > 6.036075223237276

END: th(633403.798869374)=6.036075223237276; dx=-1.6854267868289244E-7 evalInputDelta=0.44720590859651566

Fitness changed from 6.483281131833792 to 6.036075223237276

Iteration 4 complete. Error: 6.036075223237276 Total: 7.1378; Orientation: 0.2998; Line Search: 4.5540

Iteration 5

Iteration 5

Adding measurement 2c979355 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 3.041e+04, gradient 1.347e-03, dot -0.276; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 6.036075223237276, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 2c979355 to history. Total: 3

th(0)=6.036075223237276;dx=-1.2403301798719058E-6

Armijo: th(1364627.1170821574)=29.22371232509613; dx=1.0225962013356188E-5 evalInputDelta=-23.187637101858854

Armijo: th(682313.5585410787)=8.83685078471899; dx=3.921058217950014E-6 evalInputDelta=-2.8007755614817142

New Minimum: 6.036075223237276 > 5.549378164112568

END: th(227437.85284702622)=5.549378164112568; dx=-3.1266893488065084E-7 evalInputDelta=0.4866970591247082

Fitness changed from 6.036075223237276 to 5.549378164112568

Iteration 5 complete. Error: 5.549378164112568 Total: 11.4623; Orientation: 0.0553; Line Search: 9.1057

Iteration 6

Iteration 6

Adding measurement 3be30cdf to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.137e+04, gradient 1.556e-03, dot -0.100; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 5.549378164112568, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 3be30cdf to history. Total: 3

th(0)=5.549378164112568;dx=-2.0220680980337905E-6

Armijo: th(490000.0000000002)=5.56135218590498; dx=1.6738274461390612E-7 evalInputDelta=-0.011974021792411804

New Minimum: 5.549378164112568 > 5.299523279070854

END: th(245000.0000000001)=5.299523279070854; dx=-2.062359713232334E-7 evalInputDelta=0.24985488504171371

Fitness changed from 5.549378164112568 to 5.299523279070854

Iteration 6 complete. Error: 5.299523279070854 Total: 9.1363; Orientation: 0.0484; Line Search: 6.7961

Iteration 7

Iteration 7

Adding measurement 674b0991 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 2.929e+04, gradient 1.267e-03, dot -0.172; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 5.299523279070854, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 674b0991 to history. Total: 3

th(0)=5.299523279070854;dx=-1.190446798291629E-6

Armijo: th(527836.4990578117)=6.867897532880306; dx=2.1128860360540994E-6 evalInputDelta=-1.568374253809452

New Minimum: 5.299523279070854 > 5.141910471022129

WOLF (strong): th(263918.24952890584)=5.141910471022129; dx=2.56274376161726E-7 evalInputDelta=0.15761280804872513

New Minimum: 5.141910471022129 > 5.0913988053798676

END: th(87972.74984296861)=5.0913988053798676; dx=-8.632779971649351E-7 evalInputDelta=0.20812447369098663

Fitness changed from 5.299523279070854 to 5.0913988053798676

Iteration 7 complete. Error: 5.0913988053798676 Total: 11.3981; Orientation: 0.0433; Line Search: 9.0844

Iteration 8

Iteration 8

Adding measurement 18591008 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.416e+04, gradient 1.110e-03, dot -0.087; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 5.0913988053798676, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 18591008 to history. Total: 3

th(0)=5.0913988053798676;dx=-8.542660671652852E-7

New Minimum: 5.0913988053798676 > 4.9415606409311295

END: th(189531.54403918853)=4.9415606409311295; dx=-3.7832047119006994E-7 evalInputDelta=0.1498381644487381

Fitness changed from 5.0913988053798676 to 4.9415606409311295

Iteration 8 complete. Error: 4.9415606409311295 Total: 8.2079; Orientation: 0.2322; Line Search: 5.5592

Iteration 9

Iteration 9

Adding measurement 7057fa8f to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.095e+04, gradient 1.261e-03, dot -0.079; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.9415606409311295, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 7057fa8f to history. Total: 3

th(0)=4.9415606409311295;dx=-9.481157689614803E-7

Armijo: th(408333.3333333335)=5.044770210981369; dx=-2.660905592479611E-7 evalInputDelta=-0.10320957005023956

New Minimum: 4.9415606409311295 > 4.868183329701424

END: th(204166.66666666674)=4.868183329701424; dx=-3.102675403776176E-7 evalInputDelta=0.07337731122970581

Fitness changed from 4.9415606409311295 to 4.868183329701424

Iteration 9 complete. Error: 4.868183329701424 Total: 9.1358; Orientation: 0.0505; Line Search: 6.8028

Iteration 10

Iteration 10

Adding measurement 4ce0ccfb to history. Total: 3

Rejected: LBFGS Orientation magnitude: 3.972e+03, gradient 1.318e-03, dot -0.038; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.868183329701424, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 4ce0ccfb to history. Total: 3

th(0)=4.868183329701424;dx=-9.34821727759495E-7

Armijo: th(439863.7492148431)=5.530837215483189; dx=3.920600068974658E-7 evalInputDelta=-0.662653885781765

Armijo: th(219931.87460742155)=4.925458952784538; dx=-1.7198856404136835E-7 evalInputDelta=-0.057275623083114624

New Minimum: 4.868183329701424 > 4.7520925253629684

END: th(73310.62486914052)=4.7520925253629684; dx=-6.85064094059854E-7 evalInputDelta=0.1160908043384552

Fitness changed from 4.868183329701424 to 4.7520925253629684

Iteration 10 complete. Error: 4.7520925253629684 Total: 11.4552; Orientation: 0.0421; Line Search: 9.1440

Iteration 11

Iteration 11

Adding measurement 3b093e2d to history. Total: 3

Rejected: LBFGS Orientation magnitude: 9.291e+03, gradient 1.169e-03, dot -0.054; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.7520925253629684, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 3b093e2d to history. Total: 3

th(0)=4.7520925253629684;dx=-8.652027158975514E-7

New Minimum: 4.7520925253629684 > 4.705856002867222

END: th(157942.95336599046)=4.705856002867222; dx=-7.26761339926776E-7 evalInputDelta=0.04623652249574661

Fitness changed from 4.7520925253629684 to 4.705856002867222

Iteration 11 complete. Error: 4.705856002867222 Total: 6.9969; Orientation: 0.2052; Line Search: 4.5017

Iteration 12

Iteration 12

Adding measurement 31ded387 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 7.883e+03, gradient 1.386e-03, dot -0.041; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.705856002867222, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 31ded387 to history. Total: 3

th(0)=4.705856002867222;dx=-9.268822981892231E-7

Armijo: th(340277.7777777779)=4.904093861579895; dx=-1.0220083610229169E-7 evalInputDelta=-0.1982378587126732

New Minimum: 4.705856002867222 > 4.677895054221153

END: th(170138.88888888896)=4.677895054221153; dx=-2.141711302227471E-7 evalInputDelta=0.027960948646068573

Fitness changed from 4.705856002867222 to 4.677895054221153

Iteration 12 complete. Error: 4.677895054221153 Total: 9.1599; Orientation: 0.0413; Line Search: 6.8577

Iteration 13

Iteration 13

Adding measurement 2a78efe0 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 2.823e+02, gradient 1.460e-03, dot -0.256; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.677895054221153, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 2a78efe0 to history. Total: 3

th(0)=4.677895054221153;dx=-1.1580282015272394E-6

Armijo: th(366553.12434570264)=4.937023505568504; dx=1.7171704101754294E-8 evalInputDelta=-0.2591284513473511

New Minimum: 4.677895054221153 > 4.64514584839344

WOLF (strong): th(183276.56217285132)=4.64514584839344; dx=1.873665891319909E-7 evalInputDelta=0.03274920582771301

New Minimum: 4.64514584839344 > 4.5629797875881195

END: th(61092.18739095044)=4.5629797875881195; dx=-7.420791802637367E-7 evalInputDelta=0.11491526663303375

Fitness changed from 4.677895054221153 to 4.5629797875881195

Iteration 13 complete. Error: 4.5629797875881195 Total: 12.3397; Orientation: 0.0409; Line Search: 10.0255

Iteration 14

Iteration 14

Adding measurement 65dbda0e to history. Total: 3

Rejected: LBFGS Orientation magnitude: 4.579e+04, gradient 1.257e-03, dot -0.066; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.5629797875881195, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 65dbda0e to history. Total: 3

th(0)=4.5629797875881195;dx=-1.1527785766528502E-6

Armijo: th(131619.12780499208)=4.587252214550972; dx=-6.937858826027657E-8 evalInputDelta=-0.024272426962852478

New Minimum: 4.5629797875881195 > 4.529045924544334

END: th(65809.56390249604)=4.529045924544334; dx=-3.759871890586419E-7 evalInputDelta=0.033933863043785095

Fitness changed from 4.5629797875881195 to 4.529045924544334

Iteration 14 complete. Error: 4.529045924544334 Total: 9.1422; Orientation: 0.0399; Line Search: 6.8315

Iteration 15

Iteration 15

Adding measurement 64f1c75b to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.217e+03, gradient 1.215e-03, dot -0.120; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.529045924544334, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 64f1c75b to history. Total: 3

th(0)=4.529045924544334;dx=-8.538139274385045E-7

New Minimum: 4.529045924544334 > 4.5091733783483505

END: th(141782.4074074075)=4.5091733783483505; dx=-4.718339429442971E-7 evalInputDelta=0.019872546195983887

Fitness changed from 4.529045924544334 to 4.5091733783483505

Iteration 15 complete. Error: 4.5091733783483505 Total: 6.8793; Orientation: 0.0420; Line Search: 4.5465

Iteration 16

Iteration 16

Adding measurement 717cb440 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 2.565e+04, gradient 1.357e-03, dot -0.058; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.5091733783483505, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 717cb440 to history. Total: 3

th(0)=4.5091733783483505;dx=-8.227381823668709E-7

Armijo: th(305460.93695475225)=4.956474289298058; dx=-4.328761094765147E-8 evalInputDelta=-0.44730091094970703

Armijo: th(152730.46847737613)=4.621317557990551; dx=-3.5287420037249404E-8 evalInputDelta=-0.11214417964220047

New Minimum: 4.5091733783483505 > 4.47113835811615

WOLFE (weak): th(50910.15615912538)=4.47113835811615; dx=-7.529992720838473E-7 evalInputDelta=0.03803502023220062

Armijo: th(101820.31231825076)=4.522783070802689; dx=-2.281708216391571E-7 evalInputDelta=-0.013609692454338074

END: th(76365.23423868806)=4.487680539488792; dx=-3.518614220158373E-7 evalInputDelta=0.021492838859558105

Fitness changed from 4.5091733783483505 to 4.47113835811615

Iteration 16 complete. Error: 4.47113835811615 Total: 15.9599; Orientation: 0.0466; Line Search: 13.6375

Iteration 17

Iteration 17

Adding measurement 6c651981 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 8.216e+03, gradient 1.108e-03, dot -0.037; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.47113835811615, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 6c651981 to history. Total: 3

th(0)=4.47113835811615;dx=-7.761881970245808E-7

Armijo: th(164523.90975624011)=4.4741105660796165; dx=-4.76923537328152E-7 evalInputDelta=-0.0029722079634666443

New Minimum: 4.47113835811615 > 4.45960358530283

END: th(82261.95487812006)=4.45960358530283; dx=-6.551648880181708E-7 evalInputDelta=0.01153477281332016

Fitness changed from 4.47113835811615 to 4.45960358530283

Iteration 17 complete. Error: 4.45960358530283 Total: 9.0854; Orientation: 0.0414; Line Search: 6.7687

Iteration 18

Iteration 18

Adding measurement 13bbb489 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 4.456e+04, gradient 1.135e-03, dot -0.046; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 4.45960358530283, 7.235087268054485, 10.591371001675725, 10.591375119285658

LBFGS Accumulation History: 3 points

Removed measurement 13bbb489 to history. Total: 3

th(0)=4.45960358530283;dx=-6.000944534318173E-7

New Minimum: 4.45960358530283 > 4.4150186106562614

WOLFE (weak): th(177228.0092592594)=4.4150186106562614; dx=-6.117578367357638E-7 evalInputDelta=0.0445849746465683

WOLFE (weak): th(354456.0185185188)=4.444002076983452; dx=-7.178574481941443E-7 evalInputDelta=0.0156015083193779

Armijo: th(1063368.0555555564)=4.8647512421011925; dx=-1.2207416484364497E-7 evalInputDelta=-0.40514765679836273

Armijo: th(708912.0370370375)=4.605928190052509; dx=-5.423900013297275E-7 evalInputDelta=-0.14632460474967957

Armijo: th(531684.0277777782)=4.513590134680271; dx=-3.9535842975854244E-7 evalInputDelta=-0.053986549377441406

Armijo: th(443070.0231481485)=4.474333263933659; dx=-5.600467894689058E-7 evalInputDelta=-0.014729678630828857

END: th(398763.0208333336)=4.4580089673399925; dx=-4.006215255920597E-7 evalInputDelta=0.0015946179628372192

Fitness changed from 4.45960358530283 to 4.4150186106562614

Iteration 18 complete. Error: 4.4150186106562614 Total: 21.6757; Orientation: 0.0414; Line Search: 19.3668

Iteration 19

Iteration 19

Adding measurement 454b8d9d to history. Total: 3

Accepted: LBFGS Orientation magnitude: 7.977e+04, gradient 1.199e-03, dot 0.020; [e1542931-04b1-41af-af58-d9cc3af7d689 = 1.000/1.000e+00]

th(0)=4.4150186106562614;dx=1.5825973368854802 (ERROR: Starting derivative negative)

Fitness changed from 4.4150186106562614 to 4.4150186106562614

Static Iteration Total: 7.0357; Orientation: 0.2086; Line Search: 4.5385

Iteration 19 failed. Error: 4.4150186106562614

Previous Error: 0.0 -> 4.4150186106562614

Retrying iteration 19

Reset training subject: 3975212594553

Iteration 20

Iteration 20

Adding measurement 60eb085b to history. Total: 0

LBFGS Accumulation History: 1 points

th(0)=4.4150186106562614;dx=-9.886775447352496E-7

Armijo: th(1850893.9847577014)=9.968468457460403; dx=1.243834765320064E-7 evalInputDelta=-5.553449846804142

Armijo: th(925446.9923788507)=5.756882153451443; dx=-8.967373348629805E-8 evalInputDelta=-1.3418635427951813

Armijo: th(308482.33079295023)=4.621660493314266; dx=-3.5058935575219105E-7 evalInputDelta=-0.20664188265800476

New Minimum: 4.4150186106562614 > 4.38695152848959

END: th(77120.58269823756)=4.38695152848959; dx=-4.107151003013183E-7 evalInputDelta=0.028067082166671753

Fitness changed from 4.4150186106562614 to 4.38695152848959

Iteration 20 complete. Error: 4.38695152848959 Total: 15.9602; Orientation: 0.0030; Line Search: 11.3845

Final threshold in iteration 21: 4.38695152848959 (> -Infinity) after 249.909s (< 5400.000s)