Reset training subject: 1323435112927500
Reset training subject: 1323459384527300
Adding measurement 33188612 to history. Total: 0
LBFGS Accumulation History: 1 points
Constructing line search parameters: GD+Trust
th(0)=35.07638331176713;dx=-0.001355169375188234
New Minimum: 35.07638331176713 > 35.07469567726366
END: th(2.154434690031884)=35.07469567726366; dx=-4.156543823552462E-4 evalInputDelta=0.0016876345034688711
Fitness changed from 35.07638331176713 to 35.07469567726366
Iteration 1 complete. Error: 35.07469567726366 Total: 122.4416; Orientation: 0.0149; Line Search: 49.3539
Iteration 1
![Iteration 1](etc/430ca3ef-4c18-4abb-89cb-2ddb5f78f136.jpg)
Adding measurement 4b1ec694 to history. Total: 1
LBFGS Accumulation History: 2 points
th(0)=35.07469567726366;dx=-2.984724075095525E-4
New Minimum: 35.07469567726366 > 35.07324318098836
WOLFE (weak): th(4.641588833612779)=35.07324318098836; dx=-2.9240699812483055E-4 evalInputDelta=0.001452496275305748
New Minimum: 35.07324318098836 > 35.071849342552014
WOLFE (weak): th(9.283177667225559)=35.071849342552014; dx=-2.8385683243404745E-4 evalInputDelta=0.002846334711648524
New Minimum: 35.071849342552014 > 35.06642528926022
WOLFE (weak): th(27.849533001676676)=35.06642528926022; dx=-2.7944588369224846E-4 evalInputDelta=0.008270388003438711
New Minimum: 35.06642528926022 > 35.042629251373
WOLFE (weak): th(111.3981320067067)=35.042629251373; dx=-3.6892063691905765E-4 evalInputDelta=0.032066425890661776
New Minimum: 35.042629251373 > 34.870667239883915
WOLFE (weak): th(556.9906600335335)=34.870667239883915; dx=-2.7447054128266904E-4 evalInputDelta=0.20402843737974763
New Minimum: 34.870667239883915 > 33.995877404813655
WOLFE (weak): th(3341.9439602012008)=33.995877404813655; dx=-2.7778189042551105E-4 evalInputDelta=1.0788182724500075
New Minimum: 33.995877404813655 > 28.87460656510666
END: th(23393.607721408407)=28.87460656510666; dx=-1.4513362444582156E-4 evalInputDelta=6.200089112157002
Fitness changed from 35.07469567726366 to 28.87460656510666
Iteration 2 complete. Error: 28.87460656510666 Total: 222.5883; Orientation: 0.0036; Line Search: 198.0451
Iteration 2
![Iteration 2](etc/10f8bc18-3053-4151-b484-76aef5135dc7.jpg)
Adding measurement 16da476c to history. Total: 2
LBFGS Accumulation History: 3 points
th(0)=28.87460656510666;dx=-0.0024875770588552028
New Minimum: 28.87460656510666 > 23.696086393669248
END: th(50400.00000000001)=23.696086393669248; dx=-3.0565356863254025E-5 evalInputDelta=5.1785201714374125
Fitness changed from 28.87460656510666 to 23.696086393669248
Iteration 3 complete. Error: 23.696086393669248 Total: 73.5760; Orientation: 0.0033; Line Search: 48.7605
Iteration 3
![Iteration 3](etc/dd43625e-7811-4f87-8fb8-e951d04459e4.jpg)
Adding measurement 1c33e528 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 6.518e+02, gradient 1.020e-02, dot -0.797; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 35.07638331176713, 35.07469567726366, 28.87460656510666, 23.696086393669248
LBFGS Accumulation History: 3 points
Removed measurement 33188612 to history. Total: 4
th(0)=23.696086393669248;dx=-1.0402762111507688E-4
New Minimum: 23.696086393669248 > 22.883388032205403
END: th(108583.50837760697)=22.883388032205403; dx=-2.383763272558678E-6 evalInputDelta=0.8126983614638448
Fitness changed from 23.696086393669248 to 22.883388032205403
Iteration 4 complete. Error: 22.883388032205403 Total: 74.0333; Orientation: 0.1060; Line Search: 49.1400
Iteration 4
![Iteration 4](etc/3f48aec0-5cdb-480a-b627-4de52ca8c893.jpg)
Adding measurement 79eeff87 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 1.369e+03, gradient 1.192e-02, dot -0.461; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 35.07469567726366, 28.87460656510666, 23.696086393669248, 22.883388032205403
LBFGS Accumulation History: 3 points
Removed measurement 4b1ec694 to history. Total: 4
th(0)=22.883388032205403;dx=-1.4216837427830298E-4
New Minimum: 22.883388032205403 > 22.43221470154822
WOLF (strong): th(233936.07721408413)=22.43221470154822; dx=2.1695107803098153E-6 evalInputDelta=0.4511733306571841
New Minimum: 22.43221470154822 > 21.94055182952434
WOLF (strong): th(116968.03860704206)=21.94055182952434; dx=4.433177624729755E-6 evalInputDelta=0.9428362026810646
New Minimum: 21.94055182952434 > 21.36174656637013
WOLF (strong): th(38989.346202347355)=21.36174656637013; dx=1.2191359508700878E-6 evalInputDelta=1.5216414658352733
END: th(9747.336550586839)=22.0826756618917; dx=-3.50781294369836E-5 evalInputDelta=0.800712370313704
Fitness changed from 22.883388032205403 to 21.36174656637013
Iteration 5 complete. Error: 21.36174656637013 Total: 146.9953; Orientation: 0.0899; Line Search: 122.4132
Iteration 5
![Iteration 5](etc/58b7c0c0-cbf2-45ef-852e-8ca42cddc5ac.jpg)
Adding measurement 1dcedc93 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 4.212e+02, gradient 2.206e-02, dot -0.465; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 28.87460656510666, 23.696086393669248, 22.883388032205403, 21.36174656637013
LBFGS Accumulation History: 3 points
Removed measurement 16da476c to history. Total: 4
th(0)=21.36174656637013;dx=-4.8652841372561834E-4
Armijo: th(21000.000000000007)=21.761097580194473; dx=9.788130950148957E-6 evalInputDelta=-0.3993510138243437
New Minimum: 21.36174656637013 > 21.352603210136294
END: th(10500.000000000004)=21.352603210136294; dx=-4.249473952157222E-7 evalInputDelta=0.00914335623383522
Fitness changed from 21.36174656637013 to 21.352603210136294
Iteration 6 complete. Error: 21.352603210136294 Total: 98.4079; Orientation: 0.0909; Line Search: 73.5092
Adding measurement 4eaf7902 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 1.033e+02, gradient 8.507e-03, dot -0.784; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 23.696086393669248, 22.883388032205403, 21.36174656637013, 21.352603210136294
LBFGS Accumulation History: 3 points
Removed measurement 1c33e528 to history. Total: 4
th(0)=21.352603210136294;dx=-7.23740118873648E-5
New Minimum: 21.352603210136294 > 21.18622686713934
END: th(22621.564245334786)=21.18622686713934; dx=-1.046809531744489E-5 evalInputDelta=0.16637634299695492
Fitness changed from 21.352603210136294 to 21.18622686713934
Iteration 7 complete. Error: 21.18622686713934 Total: 73.3897; Orientation: 0.0986; Line Search: 48.9291
Adding measurement 40709f9 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 2.013e+02, gradient 7.502e-03, dot -0.703; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 22.883388032205403, 21.36174656637013, 21.352603210136294, 21.18622686713934
LBFGS Accumulation History: 3 points
Removed measurement 79eeff87 to history. Total: 4
th(0)=21.18622686713934;dx=-5.6286669166466585E-5
New Minimum: 21.18622686713934 > 20.133304146118462
END: th(48736.6827529342)=20.133304146118462; dx=-1.410928385073957E-6 evalInputDelta=1.0529227210208774
Fitness changed from 21.18622686713934 to 20.133304146118462
Iteration 8 complete. Error: 20.133304146118462 Total: 73.1981; Orientation: 0.0912; Line Search: 49.3125
Adding measurement 1039bfc4 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 3.293e+02, gradient 1.230e-02, dot -0.511; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 21.36174656637013, 21.352603210136294, 21.18622686713934, 20.133304146118462
LBFGS Accumulation History: 3 points
Removed measurement 1dcedc93 to history. Total: 4
th(0)=20.133304146118462;dx=-1.5120799773709294E-4
Armijo: th(105000.00000000004)=21.421578466892242; dx=2.7540045181592382E-5 evalInputDelta=-1.2882743207737803
Armijo: th(52500.00000000002)=21.136636381968856; dx=1.3268698895225968E-6 evalInputDelta=-1.0033322358503938
Armijo: th(17500.000000000007)=20.538071770220995; dx=3.605119962596439E-5 evalInputDelta=-0.40476762410253286
Armijo: th(4375.000000000002)=20.197001449763775; dx=3.8482086297459545E-6 evalInputDelta=-0.06369730364531279
New Minimum: 20.133304146118462 > 20.129779133945704
END: th(875.0000000000003)=20.129779133945704; dx=-5.941434252088312E-6 evalInputDelta=0.0035250121727585793
Fitness changed from 20.133304146118462 to 20.129779133945704
Iteration 9 complete. Error: 20.129779133945704 Total: 171.9322; Orientation: 0.0900; Line Search: 147.3112
Adding measurement 68ab6ab0 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 7.373e+01, gradient 8.769e-03, dot -0.349; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 21.352603210136294, 21.18622686713934, 20.133304146118462, 20.129779133945704
LBFGS Accumulation History: 3 points
Removed measurement 4eaf7902 to history. Total: 4
th(0)=20.129779133945704;dx=-7.688811471280894E-5
New Minimum: 20.129779133945704 > 20.080217299051583
END: th(1885.130353777899)=20.080217299051583; dx=-4.322537552123743E-5 evalInputDelta=0.04956183489412069
Fitness changed from 20.129779133945704 to 20.080217299051583
Iteration 10 complete. Error: 20.080217299051583 Total: 73.4110; Orientation: 0.0918; Line Search: 48.6598
Iteration 10
![Iteration 10](etc/8ac643ee-3a5d-4085-ac71-ac0fd2c3f462.jpg)
Adding measurement 1f9d4b0e to history. Total: 3
Rejected: LBFGS Orientation magnitude: 6.760e+01, gradient 6.774e-03, dot -0.734; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 21.18622686713934, 20.133304146118462, 20.129779133945704, 20.080217299051583
LBFGS Accumulation History: 3 points
Removed measurement 40709f9 to history. Total: 4
th(0)=20.080217299051583;dx=-4.5889413853371475E-5
New Minimum: 20.080217299051583 > 19.943992605432868
END: th(4061.3902294111836)=19.943992605432868; dx=-1.7993401607841254E-5 evalInputDelta=0.1362246936187148
Fitness changed from 20.080217299051583 to 19.943992605432868
Iteration 11 complete. Error: 19.943992605432868 Total: 73.1083; Orientation: 0.0891; Line Search: 48.3337
Adding measurement 2b73bd6b to history. Total: 3
Rejected: LBFGS Orientation magnitude: 6.077e+01, gradient 1.242e-02, dot -0.433; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 20.133304146118462, 20.129779133945704, 20.080217299051583, 19.943992605432868
LBFGS Accumulation History: 3 points
Removed measurement 1039bfc4 to history. Total: 4
th(0)=19.943992605432868;dx=-1.5423571420302885E-4
New Minimum: 19.943992605432868 > 19.864519292488694
WOLF (strong): th(8750.000000000005)=19.864519292488694; dx=4.388942108379815E-6 evalInputDelta=0.07947331294417381
New Minimum: 19.864519292488694 > 19.85796112846583
END: th(4375.000000000003)=19.85796112846583; dx=-3.864500837898332E-6 evalInputDelta=0.08603147696703672
Fitness changed from 19.943992605432868 to 19.85796112846583
Iteration 12 complete. Error: 19.85796112846583 Total: 98.0744; Orientation: 0.0893; Line Search: 73.5480
Adding measurement 51da32e5 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 1.239e+02, gradient 1.544e-02, dot -0.466; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 20.129779133945704, 20.080217299051583, 19.943992605432868, 19.85796112846583
LBFGS Accumulation History: 3 points
Removed measurement 68ab6ab0 to history. Total: 4
th(0)=19.85796112846583;dx=-2.3825653673688335E-4
Armijo: th(9425.651768889498)=20.299529809504747; dx=3.0388571880736425E-5 evalInputDelta=-0.4415686810389161
Armijo: th(4712.825884444749)=19.961347772739828; dx=-1.0999977576234324E-6 evalInputDelta=-0.10338664427399635
Armijo: th(1570.9419614815831)=19.86404526233673; dx=-3.455006077801806E-5 evalInputDelta=-0.006084133870899677
New Minimum: 19.85796112846583 > 19.85600507631898
END: th(392.7354903703958)=19.85600507631898; dx=-3.6287318514751216E-5 evalInputDelta=0.0019560521468520164
Fitness changed from 19.85796112846583 to 19.85600507631898
Iteration 13 complete. Error: 19.85600507631898 Total: 147.0506; Orientation: 0.0882; Line Search: 122.8419
Adding measurement 53aa38be to history. Total: 3
Rejected: LBFGS Orientation magnitude: 1.850e+01, gradient 1.504e-02, dot -0.398; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 20.080217299051583, 19.943992605432868, 19.85796112846583, 19.85600507631898
LBFGS Accumulation History: 3 points
Removed measurement 1f9d4b0e to history. Total: 4
th(0)=19.85600507631898;dx=-2.2608042145351705E-4
New Minimum: 19.85600507631898 > 19.843475972302258
END: th(846.1229644606635)=19.843475972302258; dx=-7.333011334230306E-7 evalInputDelta=0.012529104016721249
Fitness changed from 19.85600507631898 to 19.843475972302258
Iteration 14 complete. Error: 19.843475972302258 Total: 73.5933; Orientation: 0.0880; Line Search: 48.9133
Adding measurement 432af457 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 1.002e+01, gradient 7.770e-03, dot -0.663; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 19.943992605432868, 19.85796112846583, 19.85600507631898, 19.843475972302258
LBFGS Accumulation History: 3 points
Removed measurement 2b73bd6b to history. Total: 4
th(0)=19.843475972302258;dx=-6.038044854732475E-5
New Minimum: 19.843475972302258 > 19.80314403306693
END: th(1822.9166666666683)=19.80314403306693; dx=-3.005923321973671E-5 evalInputDelta=0.04033193923532963
Fitness changed from 19.843475972302258 to 19.80314403306693
Iteration 15 complete. Error: 19.80314403306693 Total: 73.6325; Orientation: 0.0899; Line Search: 49.2944
Iteration 15
![Iteration 15](etc/447fd588-50fc-47e4-a771-f13c55cd1d13.jpg)
Adding measurement 28babeca to history. Total: 3
Rejected: LBFGS Orientation magnitude: 3.317e+01, gradient 5.915e-03, dot -0.912; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 19.85796112846583, 19.85600507631898, 19.843475972302258, 19.80314403306693
LBFGS Accumulation History: 3 points
Removed measurement 51da32e5 to history. Total: 4
th(0)=19.80314403306693;dx=-3.499244253419541E-5
New Minimum: 19.80314403306693 > 19.706979024223983
END: th(3927.3549037039584)=19.706979024223983; dx=-7.142744419764815E-7 evalInputDelta=0.0961650088429451
Fitness changed from 19.80314403306693 to 19.706979024223983
Iteration 16 complete. Error: 19.706979024223983 Total: 74.2597; Orientation: 0.0882; Line Search: 49.8135
Adding measurement 515b9d4a to history. Total: 3
Rejected: LBFGS Orientation magnitude: 2.578e+01, gradient 3.959e-02, dot -0.144; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 19.85600507631898, 19.843475972302258, 19.80314403306693, 19.706979024223983
LBFGS Accumulation History: 3 points
Removed measurement 53aa38be to history. Total: 4
th(0)=19.706979024223983;dx=-0.0015671641162062018
Armijo: th(8461.229644606636)=19.98366447724402; dx=7.303858092250957E-5 evalInputDelta=-0.2766854530200362
Armijo: th(4230.614822303318)=19.796570096164942; dx=6.979301157554521E-5 evalInputDelta=-0.0895910719409585
New Minimum: 19.706979024223983 > 19.645783569663763
WOLF (strong): th(1410.2049407677725)=19.645783569663763; dx=5.558742514728668E-5 evalInputDelta=0.06119545456022024
END: th(352.55123519194314)=19.66650788858533; dx=-3.7063739147267475E-5 evalInputDelta=0.04047113563865423
Fitness changed from 19.706979024223983 to 19.645783569663763
Iteration 17 complete. Error: 19.645783569663763 Total: 146.8199; Orientation: 0.0881; Line Search: 122.5321
Adding measurement 108e9837 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 3.246e+02, gradient 6.373e-03, dot -0.769; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 19.843475972302258, 19.80314403306693, 19.706979024223983, 19.645783569663763
LBFGS Accumulation History: 3 points
Removed measurement 432af457 to history. Total: 4
th(0)=19.645783569663763;dx=-4.061343842989541E-5
New Minimum: 19.645783569663763 > 19.62200765311718
WOLF (strong): th(759.5486111111118)=19.62200765311718; dx=1.858302132618207E-5 evalInputDelta=0.023775916546583176
END: th(379.7743055555559)=19.638341464102268; dx=-3.84484170598548E-6 evalInputDelta=0.007442105561494827
Fitness changed from 19.645783569663763 to 19.62200765311718
Iteration 18 complete. Error: 19.62200765311718 Total: 98.3527; Orientation: 0.0879; Line Search: 73.5205
Adding measurement 30aec673 to history. Total: 3
Rejected: LBFGS Orientation magnitude: 5.989e+00, gradient 2.360e-02, dot -0.244; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 19.80314403306693, 19.706979024223983, 19.645783569663763, 19.62200765311718
LBFGS Accumulation History: 3 points
Removed measurement 28babeca to history. Total: 4
th(0)=19.62200765311718;dx=-5.569889768013526E-4
Armijo: th(818.198938271658)=19.645134917460382; dx=-4.583665292023364E-5 evalInputDelta=-0.023127264343202114
Armijo: th(409.099469135829)=19.62362192478031; dx=2.8667674865513026E-5 evalInputDelta=-0.0016142716631293297
New Minimum: 19.62200765311718 > 19.61278899386525
WOLF (strong): th(136.366489711943)=19.61278899386525; dx=1.1093449645823728E-5 evalInputDelta=0.00921865925192833
END: th(34.09162242798575)=19.6155148986727; dx=-3.870544767277252E-6 evalInputDelta=0.006492754444479942
Fitness changed from 19.62200765311718 to 19.61278899386525
Iteration 19 complete. Error: 19.61278899386525 Total: 146.9517; Orientation: 0.0922; Line Search: 122.4229
Adding measurement 1320e68a to history. Total: 3
Rejected: LBFGS Orientation magnitude: 7.453e+00, gradient 2.398e-02, dot -0.460; [b34be127-de74-4ba4-b19c-03423ad2de95 = 1.000/1.000e+00]
Orientation rejected. Popping history element from 19.706979024223983, 19.645783569663763, 19.62200765311718, 19.61278899386525
LBFGS Accumulation History: 3 points
Removed measurement 515b9d4a to history. Total: 4
th(0)=19.61278899386525;dx=-5.750094381976799E-4
New Minimum: 19.61278899386525 > 19.60510501358658
END: th(73.4481739983215)=19.60510501358658; dx=-4.155455171736655E-5 evalInputDelta=0.007683980278670788
Fitness changed from 19.61278899386525 to 19.60510501358658
Iteration 20 complete. Error: 19.60510501358658 Total: 73.3675; Orientation: 0.0875; Line Search: 48.9817
Iteration 20
![Iteration 20](etc/58713c8b-422f-4893-bdb4-52dfb770557d.jpg)
Final threshold in iteration 21: 19.60510501358658 (> -Infinity) after 2135.191s (< 3600.000s)