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: 4731471838440

Reset training subject: 4741358621980

Iteration 1

Iteration 1

Adding measurement 397dc6c7 to history. Total: 0

LBFGS Accumulation History: 1 points

th(0)=24.59989207983017;dx=-0.0018196862736414032

New Minimum: 24.59989207983017 > 24.59567780792713

WOLFE (weak): th(2.154434690031884)=24.59567780792713; dx=-0.0018178457985083569 evalInputDelta=0.004214271903038025

New Minimum: 24.59567780792713 > 24.591463956981897

WOLFE (weak): th(4.308869380063768)=24.591463956981897; dx=-0.001817073865240122 evalInputDelta=0.008428122848272324

New Minimum: 24.591463956981897 > 24.574634715914726

WOLFE (weak): th(12.926608140191302)=24.574634715914726; dx=-0.0018127016396398282 evalInputDelta=0.02525736391544342

New Minimum: 24.574634715914726 > 24.499238684773445

WOLFE (weak): th(51.70643256076521)=24.499238684773445; dx=-0.001778442431517232 evalInputDelta=0.10065339505672455

New Minimum: 24.499238684773445 > 24.10506945475936

WOLFE (weak): th(258.53216280382605)=24.10506945475936; dx=-0.001739308642330447 evalInputDelta=0.4948226250708103

New Minimum: 24.10506945475936 > 21.975785382092

END: th(1551.1929768229563)=21.975785382092; dx=-0.001333308174000033 evalInputDelta=2.6241066977381706

Fitness changed from 24.59989207983017 to 21.975785382092

Iteration 1 complete. Error: 21.975785382092 Total: 129.9935; Orientation: 0.0091; Line Search: 92.7512

Iteration 2

Iteration 2

Adding measurement 72accec3 to history. Total: 1

LBFGS Accumulation History: 2 points

th(0)=21.975785382092;dx=-0.001103779092842285

New Minimum: 21.975785382092 > 18.807222310453653

END: th(3341.943960201201)=18.807222310453653; dx=-6.832066860887447E-4 evalInputDelta=3.1685630716383457

Fitness changed from 21.975785382092 to 18.807222310453653

Iteration 2 complete. Error: 18.807222310453653 Total: 39.7789; Orientation: 0.0081; Line Search: 26.4751

Iteration 3

Iteration 3

Adding measurement 24f4bf0e to history. Total: 2

LBFGS Accumulation History: 3 points

th(0)=18.807222310453653;dx=-5.637288367853189E-4

New Minimum: 18.807222310453653 > 15.453456785529852

END: th(7200.000000000001)=15.453456785529852; dx=-3.211324114610392E-4 evalInputDelta=3.3537655249238014

Fitness changed from 18.807222310453653 to 15.453456785529852

Iteration 3 complete. Error: 15.453456785529852 Total: 39.7803; Orientation: 0.0084; Line Search: 26.4996

Iteration 4

Iteration 4

Adding measurement 1c6d3bc0 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 2.850e+02, gradient 1.719e-02, dot -0.896; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 15.453456785529852, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 1c6d3bc0 to history. Total: 3

th(0)=15.453456785529852;dx=-2.947551864420862E-4

New Minimum: 15.453456785529852 > 12.12534487247467

END: th(15511.929768229566)=12.12534487247467; dx=-1.221126244034121E-4 evalInputDelta=3.3281119130551815

Fitness changed from 15.453456785529852 to 12.12534487247467

Iteration 4 complete. Error: 12.12534487247467 Total: 40.0241; Orientation: 0.2192; Line Search: 26.4645

Iteration 5

Iteration 5

Adding measurement 6e8dcb33 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 2.477e+02, gradient 1.336e-02, dot -0.709; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 12.12534487247467, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 6e8dcb33 to history. Total: 3

th(0)=12.12534487247467;dx=-1.7795178429520235E-4

New Minimum: 12.12534487247467 > 10.800793830305338

END: th(33419.43960201202)=10.800793830305338; dx=-1.141869654521062E-6 evalInputDelta=1.3245510421693325

Fitness changed from 12.12534487247467 to 10.800793830305338

Iteration 5 complete. Error: 10.800793830305338 Total: 40.0476; Orientation: 0.2190; Line Search: 26.5651

Iteration 6

Iteration 6

Adding measurement b4ebf8 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.957e+02, gradient 2.296e-02, dot -0.480; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 10.800793830305338, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement b4ebf8 to history. Total: 3

th(0)=10.800793830305338;dx=-5.251703187205688E-4

Armijo: th(72000.00000000003)=22.04079795628786; dx=2.0819436670086215E-4 evalInputDelta=-11.240004125982523

Armijo: th(36000.000000000015)=15.268992185592651; dx=1.5136174314317872E-4 evalInputDelta=-4.4681983552873135

New Minimum: 10.800793830305338 > 10.527522921562195

WOLF (strong): th(12000.000000000005)=10.527522921562195; dx=2.3184306013898014E-4 evalInputDelta=0.2732709087431431

New Minimum: 10.527522921562195 > 9.652050040662289

END: th(3000.0000000000014)=9.652050040662289; dx=-2.0025918148058563E-4 evalInputDelta=1.1487437896430492

Fitness changed from 10.800793830305338 to 9.652050040662289

Iteration 6 complete. Error: 9.652050040662289 Total: 79.7035; Orientation: 0.2255; Line Search: 66.2007

Iteration 7

Iteration 7

Adding measurement 1145fccd to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.537e+02, gradient 1.189e-02, dot -0.490; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 9.652050040662289, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 1145fccd to history. Total: 3

th(0)=9.652050040662289;dx=-1.362397239494722E-4

New Minimum: 9.652050040662289 > 8.928424276411533

END: th(6463.304070095654)=8.928424276411533; dx=-6.869336822699034E-5 evalInputDelta=0.7236257642507553

Fitness changed from 9.652050040662289 to 8.928424276411533

Iteration 7 complete. Error: 8.928424276411533 Total: 40.0602; Orientation: 0.3141; Line Search: 26.4774

Iteration 8

Iteration 8

Adding measurement 6fbc059a to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.467e+02, gradient 8.707e-03, dot -0.517; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 8.928424276411533, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 6fbc059a to history. Total: 3

th(0)=8.928424276411533;dx=-7.524699233110683E-5

New Minimum: 8.928424276411533 > 8.2125398889184

END: th(13924.766500838345)=8.2125398889184; dx=-2.933844855379569E-5 evalInputDelta=0.7158843874931335

Fitness changed from 8.928424276411533 to 8.2125398889184

Iteration 8 complete. Error: 8.2125398889184 Total: 40.1272; Orientation: 0.2197; Line Search: 26.5571

Iteration 9

Iteration 9

Adding measurement 3eab6739 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 2.044e+02, gradient 8.231e-03, dot -0.569; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 8.2125398889184, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 3eab6739 to history. Total: 3

th(0)=8.2125398889184;dx=-6.740372650626634E-5

Armijo: th(30000.00000000002)=8.798149045556784; dx=5.836568126787423E-5 evalInputDelta=-0.5856091566383839

New Minimum: 8.2125398889184 > 8.005649648606777

WOLF (strong): th(15000.00000000001)=8.005649648606777; dx=2.882856381282629E-5 evalInputDelta=0.20689024031162262

New Minimum: 8.005649648606777 > 7.962094843387604

END: th(5000.000000000003)=7.962094843387604; dx=-2.8687601023689298E-5 evalInputDelta=0.25044504553079605

Fitness changed from 8.2125398889184 to 7.962094843387604

Iteration 9 complete. Error: 7.962094843387604 Total: 66.5537; Orientation: 0.2170; Line Search: 53.0720

Iteration 10

Iteration 10

Adding measurement 1acf4c18 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.745e+02, gradient 6.032e-03, dot -0.627; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 7.962094843387604, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 1acf4c18 to history. Total: 3

th(0)=7.962094843387604;dx=-3.6340705438789314E-5

New Minimum: 7.962094843387604 > 7.634180322289467

END: th(10772.173450159426)=7.634180322289467; dx=-2.3816887871131245E-5 evalInputDelta=0.3279145210981369

Fitness changed from 7.962094843387604 to 7.634180322289467

Iteration 10 complete. Error: 7.634180322289467 Total: 40.1350; Orientation: 0.2894; Line Search: 26.5708

Iteration 11

Iteration 11

Adding measurement 42da166 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.899e+02, gradient 5.861e-03, dot -0.645; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 7.634180322289467, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 42da166 to history. Total: 3

th(0)=7.634180322289467;dx=-3.3371927817482365E-5

New Minimum: 7.634180322289467 > 7.335248120129108

WOLF (strong): th(23207.94416806391)=7.335248120129108; dx=3.0502821979866155E-6 evalInputDelta=0.29893220216035843

END: th(11603.972084031955)=7.371404152363539; dx=-1.149211472578163E-5 evalInputDelta=0.2627761699259281

Fitness changed from 7.634180322289467 to 7.335248120129108

Iteration 11 complete. Error: 7.335248120129108 Total: 53.2094; Orientation: 0.2156; Line Search: 39.7201

Iteration 12

Iteration 12

Adding measurement 11680f31 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.314e+02, gradient 1.113e-02, dot -0.423; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 7.335248120129108, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 11680f31 to history. Total: 3

th(0)=7.335248120129108;dx=-1.2348020960508844E-4

Armijo: th(25000.00000000002)=8.604855209589005; dx=8.750096882967125E-5 evalInputDelta=-1.269607089459896

Armijo: th(12500.00000000001)=7.37165442109108; dx=7.783829894954562E-5 evalInputDelta=-0.03640630096197128

New Minimum: 7.335248120129108 > 7.017377864569426

END: th(4166.66666666667)=7.017377864569426; dx=-2.3296198529958307E-5 evalInputDelta=0.31787025555968285

Fitness changed from 7.335248120129108 to 7.017377864569426

Iteration 12 complete. Error: 7.017377864569426 Total: 66.4844; Orientation: 0.2197; Line Search: 52.9908

Iteration 13

Iteration 13

Adding measurement 224163f4 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.716e+02, gradient 4.916e-03, dot -0.619; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 7.017377864569426, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 224163f4 to history. Total: 3

th(0)=7.017377864569426;dx=-2.4025939542206447E-5

New Minimum: 7.017377864569426 > 6.830811712890863

END: th(8976.81120846619)=6.830811712890863; dx=-1.6542215333610137E-5 evalInputDelta=0.18656615167856216

Fitness changed from 7.017377864569426 to 6.830811712890863

Iteration 13 complete. Error: 6.830811712890863 Total: 39.9697; Orientation: 0.2200; Line Search: 26.4812

Iteration 14

Iteration 14

Adding measurement 5cf1425 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.689e+02, gradient 4.368e-03, dot -0.653; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 6.830811712890863, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 5cf1425 to history. Total: 3

th(0)=6.830811712890863;dx=-1.8392479153551992E-5

New Minimum: 6.830811712890863 > 6.548818580806255

END: th(19339.953473386595)=6.548818580806255; dx=-1.0958807655300565E-5 evalInputDelta=0.2819931320846081

Fitness changed from 6.830811712890863 to 6.548818580806255

Iteration 14 complete. Error: 6.548818580806255 Total: 40.1379; Orientation: 0.2139; Line Search: 26.4957

Iteration 15

Iteration 15

Adding measurement 264d2818 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.687e+02, gradient 4.452e-03, dot -0.606; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 6.548818580806255, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 264d2818 to history. Total: 3

th(0)=6.548818580806255;dx=-1.9646003900917168E-5

New Minimum: 6.548818580806255 > 6.262611124664545

END: th(41666.6666666667)=6.262611124664545; dx=-6.387054308198022E-7 evalInputDelta=0.2862074561417103

Fitness changed from 6.548818580806255 to 6.262611124664545

Iteration 15 complete. Error: 6.262611124664545 Total: 39.9667; Orientation: 0.2179; Line Search: 26.4877

Iteration 16

Iteration 16

Adding measurement 671404e7 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.385e+02, gradient 5.819e-03, dot -0.419; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 6.262611124664545, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 671404e7 to history. Total: 3

th(0)=6.262611124664545;dx=-3.368200115518777E-5

Armijo: th(89768.1120846619)=7.484325226396322; dx=2.9614774810851723E-5 evalInputDelta=-1.2217141017317772

New Minimum: 6.262611124664545 > 6.190455466508865

WOLF (strong): th(44884.05604233095)=6.190455466508865; dx=1.8385748518220992E-5 evalInputDelta=0.0721556581556797

New Minimum: 6.190455466508865 > 5.92606120929122

END: th(14961.352014110316)=5.92606120929122; dx=-9.398135937206933E-6 evalInputDelta=0.33654991537332535

Fitness changed from 6.262611124664545 to 5.92606120929122

Iteration 16 complete. Error: 5.92606120929122 Total: 67.7403; Orientation: 1.3796; Line Search: 53.0808

Iteration 17

Iteration 17

Adding measurement 7ca4c4c0 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.549e+02, gradient 3.909e-03, dot -0.549; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 5.92606120929122, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 7ca4c4c0 to history. Total: 3

th(0)=5.92606120929122;dx=-1.5215524147445013E-5

New Minimum: 5.92606120929122 > 5.702333830296993

END: th(32233.25578897766)=5.702333830296993; dx=-5.181230458418517E-7 evalInputDelta=0.22372737899422646

Fitness changed from 5.92606120929122 to 5.702333830296993

Iteration 17 complete. Error: 5.702333830296993 Total: 39.9193; Orientation: 0.2239; Line Search: 26.4390

Iteration 18

Iteration 18

Adding measurement 1fe94544 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.540e+02, gradient 4.970e-03, dot -0.437; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 5.702333830296993, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 1fe94544 to history. Total: 3

th(0)=5.702333830296993;dx=-2.4643601485102405E-5

Armijo: th(69444.44444444451)=6.416907504200935; dx=2.212026558342204E-5 evalInputDelta=-0.7145736739039421

New Minimum: 5.702333830296993 > 5.685668021440506

WOLF (strong): th(34722.222222222255)=5.685668021440506; dx=1.2407595120029648E-5 evalInputDelta=0.016665808856487274

New Minimum: 5.685668021440506 > 5.523162737488747

END: th(11574.074074074086)=5.523162737488747; dx=-5.435297795152309E-6 evalInputDelta=0.1791710928082466

Fitness changed from 5.702333830296993 to 5.523162737488747

Iteration 18 complete. Error: 5.523162737488747 Total: 66.6304; Orientation: 0.4009; Line Search: 52.9601

Iteration 19

Iteration 19

Adding measurement 19e12382 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.549e+02, gradient 3.365e-03, dot -0.564; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 5.523162737488747, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 19e12382 to history. Total: 3

th(0)=5.523162737488747;dx=-1.1243544726442827E-5

New Minimum: 5.523162737488747 > 5.390704777091742

END: th(24935.586690183867)=5.390704777091742; dx=-5.585629758282012E-7 evalInputDelta=0.13245796039700508

Fitness changed from 5.523162737488747 to 5.390704777091742

Iteration 19 complete. Error: 5.390704777091742 Total: 39.9218; Orientation: 0.2136; Line Search: 26.4529

Iteration 20

Iteration 20

Adding measurement 585bada8 to history. Total: 3

Rejected: LBFGS Orientation magnitude: 1.470e+02, gradient 4.760e-03, dot -0.413; [84890593-3184-4018-9d45-c4d91838c111 = 1.000/1.000e+00]

Orientation rejected. Popping history element from 5.390704777091742, 18.807222310453653, 21.975785382092, 24.59989207983017

LBFGS Accumulation History: 3 points

Removed measurement 585bada8 to history. Total: 3

th(0)=5.390704777091742;dx=-2.2386495684864132E-5

Armijo: th(53722.092981629445)=6.330438435077667; dx=2.8666170944632357E-5 evalInputDelta=-0.9397336579859257

Armijo: th(26861.046490814722)=5.532653048634529; dx=2.0896866822022697E-5 evalInputDelta=-0.14194827154278755

New Minimum: 5.390704777091742 > 5.283072873950005

END: th(8953.682163604908)=5.283072873950005; dx=-8.991247100844695E-7 evalInputDelta=0.10763190314173698

Fitness changed from 5.390704777091742 to 5.283072873950005

Iteration 20 complete. Error: 5.283072873950005 Total: 66.3707; Orientation: 0.2251; Line Search: 52.9014

Final threshold in iteration 21: 5.283072873950005 (> -Infinity) after 1076.555s (< 5400.000s)