Reset training subject: 1843574981590 Reset training subject: 1844988524600 Adding measurement b3ea126 to history. Total: 0 LBFGS Accumulation History: 1 points Constructing line search parameters: GD+Trust th(0)=-0.01617445872656431;dx=-4.459754621454251E-4 New Minimum: -0.01617445872656431 > -0.016818602596701246 WOLFE (weak): th(2.154434690031884)=-0.016818602596701246; dx=-4.4766691004933374E-4 evalInputDelta=6.441438701369345E-4 New Minimum: -0.016818602596701246 > -0.017462650871698772 WOLFE (weak): th(4.308869380063768)=-0.017462650871698772; dx=-4.5219711546475136E-4 evalInputDelta=0.0012881921451344605 New Minimum: -0.017462650871698772 > -0.020012800684812166 WOLFE (weak): th(12.926608140191302)=-0.020012800684812166; dx=-4.4840170336416825E-4 evalInputDelta=0.0038383419582478547 New Minimum: -0.020012800684812166 > -0.03153792762258871 WOLFE (weak): th(51.70643256076521)=-0.03153792762258871; dx=-4.4489675490667294E-4 evalInputDelta=0.015363468896024399 New Minimum: -0.03153792762258871 > -0.09206045564581582 WOLFE (weak): th(258.53216280382605)=-0.09206045564581582; dx=-4.3151521444315425E-4 evalInputDelta=0.0758859969192515 New Minimum: -0.09206045564581582 > -0.40744908284514175 END: th(1551.1929768229563)=-0.40744908284514175; dx=-3.5032565744851915E-4 evalInputDelta=0.39127462411857744 Fitness changed from -0.01617445872656431 to -0.40744908284514175 Iteration 1 complete. Error: -0.40744908284514175 Total: 14.2621; Orientation: 0.0187; Line Search: 10.1163 Iteration 1 ![Iteration 1](etc/51b79943-d5be-4061-b915-eab369959c89.jpg) Adding measurement 56d4e72a to history. Total: 1 LBFGS Accumulation History: 2 points th(0)=-0.40744908284514175;dx=-3.5168379950361364E-4 New Minimum: -0.40744908284514175 > -1.2083654255130947 WOLFE (weak): th(3341.943960201201)=-1.2083654255130947; dx=-3.186612022641835E-4 evalInputDelta=0.8009163426679529 New Minimum: -1.2083654255130947 > -1.8571327357838692 END: th(6683.887920402402)=-1.8571327357838692; dx=-2.18652637602178E-4 evalInputDelta=1.4496836529387274 Fitness changed from -0.40744908284514175 to -1.8571327357838692 Iteration 2 complete. Error: -1.8571327357838692 Total: 5.6376; Orientation: 0.0182; Line Search: 4.1718 Iteration 2 ![Iteration 2](etc/877bdd4b-8852-4e4b-9f59-f4858e5f5032.jpg) Adding measurement 75ca2bc2 to history. Total: 2 LBFGS Accumulation History: 3 points th(0)=-1.8571327357838692;dx=-0.0017478721656831943 New Minimum: -1.8571327357838692 > -3.520334655823013 WOLF (strong): th(14400.000000000002)=-3.520334655823013; dx=1.3450483677600357E-4 evalInputDelta=1.6632019200391437 New Minimum: -3.520334655823013 > -4.564566385271638 WOLF (strong): th(7200.000000000001)=-4.564566385271638; dx=2.0929205833576238E-4 evalInputDelta=2.7074336494877684 END: th(2400.0000000000005)=-4.1480104715580035; dx=-8.403226903163387E-4 evalInputDelta=2.290877735774134 Fitness changed from -1.8571327357838692 to -4.564566385271638 Iteration 3 complete. Error: -4.564566385271638 Total: 7.0926; Orientation: 0.0175; Line Search: 5.5883 Iteration 3 ![Iteration 3](etc/ac0645bd-cacb-42a7-88de-3395523cd44e.jpg) Adding measurement 234f64f1 to history. Total: 3 Rejected: LBFGS Orientation magnitude: 4.501e+03, gradient 8.589e-02, dot -0.130; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -4.564566385271638, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 LBFGS Accumulation History: 3 points Removed measurement 234f64f1 to history. Total: 3 th(0)=-4.564566385271638;dx=-0.0072223682153596805 New Minimum: -4.564566385271638 > -7.707727577406457 WOLF (strong): th(5170.643256076522)=-7.707727577406457; dx=6.837297758146562E-5 evalInputDelta=3.1431611921348193 New Minimum: -7.707727577406457 > -8.032617580430138 WOLF (strong): th(2585.321628038261)=-8.032617580430138; dx=3.192051373805742E-7 evalInputDelta=3.4680511951585 END: th(861.7738760127537)=-7.958574677174508; dx=-0.002178013096215948 evalInputDelta=3.3940082919028702 Fitness changed from -4.564566385271638 to -8.032617580430138 Iteration 4 complete. Error: -8.032617580430138 Total: 7.6135; Orientation: 0.5472; Line Search: 5.6042 Iteration 4 ![Iteration 4](etc/7531c79d-27ee-4e55-a5cb-6e499cf236fa.jpg) Adding measurement 749a63a3 to history. Total: 3 Rejected: LBFGS Orientation magnitude: 1.137e+04, gradient 7.748e-02, dot -0.155; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -8.032617580430138, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 LBFGS Accumulation History: 3 points Removed measurement 749a63a3 to history. Total: 3 th(0)=-8.032617580430138;dx=-0.005923137473122107 New Minimum: -8.032617580430138 > -13.220243703327597 END: th(1856.635533445112)=-13.220243703327597; dx=-8.917731407521083E-4 evalInputDelta=5.187626122897459 Fitness changed from -8.032617580430138 to -13.220243703327597 Iteration 5 complete. Error: -13.220243703327597 Total: 4.7002; Orientation: 0.4593; Line Search: 2.7814 Iteration 5 ![Iteration 5](etc/e285c26c-1335-4498-a331-355ad53cfa73.jpg) Adding measurement 2c3c57ca to history. Total: 3 Rejected: LBFGS Orientation magnitude: 1.460e+04, gradient 8.913e-02, dot -0.128; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -13.220243703327597, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 LBFGS Accumulation History: 3 points Removed measurement 2c3c57ca to history. Total: 3 th(0)=-13.220243703327597;dx=-0.007865920948909769 New Minimum: -13.220243703327597 > -18.435718875011293 WOLF (strong): th(4000.0000000000014)=-18.435718875011293; dx=1.695681900039767E-4 evalInputDelta=5.215475171683696 New Minimum: -18.435718875011293 > -19.026880315000863 END: th(2000.0000000000007)=-19.026880315000863; dx=-7.650949798463922E-4 evalInputDelta=5.806636611673266 Fitness changed from -13.220243703327597 to -19.026880315000863 Iteration 6 complete. Error: -19.026880315000863 Total: 6.0853; Orientation: 0.4580; Line Search: 4.1374 Adding measurement 4f7c5f7f to history. Total: 3 Rejected: LBFGS Orientation magnitude: 9.473e+04, gradient 9.219e-02, dot -0.154; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -19.026880315000863, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 LBFGS Accumulation History: 3 points Removed measurement 4f7c5f7f to history. Total: 3 th(0)=-19.026880315000863;dx=-0.008263506605177315 New Minimum: -19.026880315000863 > -27.384517776259422 WOLF (strong): th(4308.869380063769)=-27.384517776259422; dx=9.209076064662855E-4 evalInputDelta=8.357637461258559 New Minimum: -27.384517776259422 > -29.130820559539995 END: th(2154.4346900318847)=-29.130820559539995; dx=-0.001715938694372897 evalInputDelta=10.103940244539132 Fitness changed from -19.026880315000863 to -29.130820559539995 Iteration 7 complete. Error: -29.130820559539995 Total: 6.5845; Orientation: 0.4663; Line Search: 4.7863 Adding measurement 18848493 to history. Total: 3 Rejected: LBFGS Orientation magnitude: 2.324e+07, gradient 1.567e-01, dot -0.072; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -29.130820559539995, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 LBFGS Accumulation History: 3 points Removed measurement 18848493 to history. Total: 3 th(0)=-29.130820559539995;dx=-0.02394158145138739 New Minimum: -29.130820559539995 > -47.91126166610611 WOLF (strong): th(4641.588833612781)=-47.91126166610611; dx=1.2327765108639083E-4 evalInputDelta=18.780441106566112 New Minimum: -47.91126166610611 > -50.63783904306914 END: th(2320.7944168063905)=-50.63783904306914; dx=-0.0018887661102489814 evalInputDelta=21.507018483529148 Fitness changed from -29.130820559539995 to -50.63783904306914 Iteration 8 complete. Error: -50.63783904306914 Total: 5.9899; Orientation: 0.4490; Line Search: 4.1945 Adding measurement 392d4fa5 to history. Total: 3 Rejected: LBFGS Orientation magnitude: 2.322e+04, gradient 2.885e-01, dot -0.026; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -50.63783904306914, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 LBFGS Accumulation History: 3 points Removed measurement 392d4fa5 to history. Total: 3 th(0)=-50.63783904306914;dx=-0.07638416980304243 New Minimum: -50.63783904306914 > -58.623672588065524 WOLF (strong): th(5000.000000000003)=-58.623672588065524; dx=0.0048279477744058085 evalInputDelta=7.985833544996382 New Minimum: -58.623672588065524 > -86.75540352624799 WOLF (strong): th(2500.0000000000014)=-86.75540352624799; dx=0.004812548951638252 evalInputDelta=36.117564483178846 New Minimum: -86.75540352624799 > -95.70023086907437 END: th(833.3333333333338)=-95.70023086907437; dx=-0.013876315954961315 evalInputDelta=45.06239182600523 Fitness changed from -50.63783904306914 to -95.70023086907437 Iteration 9 complete. Error: -95.70023086907437 Total: 7.3501; Orientation: 0.4543; Line Search: 5.5526 Adding measurement 6eaf4058 to history. Total: 3 Rejected: LBFGS Orientation magnitude: 1.710e+04, gradient 3.650e-01, dot -0.038; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -95.70023086907437, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 LBFGS Accumulation History: 3 points Removed measurement 6eaf4058 to history. Total: 3 th(0)=-95.70023086907437;dx=-0.13272671630711114 New Minimum: -95.70023086907437 > -103.22976045275556 END: th(1795.3622416932376)=-103.22976045275556; dx=-1.0002877210726815E-4 evalInputDelta=7.529529583681182 Fitness changed from -95.70023086907437 to -103.22976045275556 Iteration 10 complete. Error: -103.22976045275556 Total: 4.6547; Orientation: 0.5032; Line Search: 2.7859 Iteration 10 ![Iteration 10](etc/bce18abb-605f-49c6-89c9-1251a02236ba.jpg) Adding measurement 2bc746c to history. Total: 3 Rejected: LBFGS Orientation magnitude: 4.727e+04, gradient 4.231e-01, dot -0.055; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -103.22976045275556, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 LBFGS Accumulation History: 3 points Removed measurement 2bc746c to history. Total: 3 th(0)=-103.22976045275556;dx=-0.17771910190742024 New Minimum: -103.22976045275556 > -111.65380851079149 WOLF (strong): th(3867.9906946773185)=-111.65380851079149; dx=0.0025290341816157115 evalInputDelta=8.424048058035936 New Minimum: -111.65380851079149 > -148.90057457703483 WOLF (strong): th(1933.9953473386593)=-148.90057457703483; dx=0.008347626458319957 evalInputDelta=45.670814124279275 New Minimum: -148.90057457703483 > -166.59344957671084 END: th(644.665115779553)=-166.59344957671084; dx=-0.017414023532650116 evalInputDelta=63.36368912395528 Fitness changed from -103.22976045275556 to -166.59344957671084 Iteration 11 complete. Error: -166.59344957671084 Total: 7.5198; Orientation: 0.4511; Line Search: 5.5947 Adding measurement 7b2ff826 to history. Total: 3 Rejected: LBFGS Orientation magnitude: 9.938e+03, gradient 4.687e-01, dot -0.009; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -166.59344957671084, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 LBFGS Accumulation History: 3 points Removed measurement 7b2ff826 to history. Total: 3 th(0)=-166.59344957671084;dx=-0.21753469213868476 New Minimum: -166.59344957671084 > -221.39583017400517 WOLF (strong): th(1388.8888888888898)=-221.39583017400517; dx=5.521428913320695E-4 evalInputDelta=54.80238059729433 New Minimum: -221.39583017400517 > -232.1445480595726 END: th(694.4444444444449)=-232.1445480595726; dx=-0.024526758386693277 evalInputDelta=65.55109848286176 Fitness changed from -166.59344957671084 to -232.1445480595726 Iteration 12 complete. Error: -232.1445480595726 Total: 6.1035; Orientation: 0.4555; Line Search: 4.1871 Adding measurement 3c18ed8d to history. Total: 3 Accepted: LBFGS Orientation magnitude: 2.446e+03, gradient 5.293e-01, dot 0.066; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Constructing line search parameters: LBFGS+Trust th(0)=-232.1445480595726;dx=-85.43343237949787 Armijo: th(1496.1352014110314)=-4.808002157694613; dx=0.0018096856782540375 evalInputDelta=-227.336545901878 Armijo: th(748.0676007055157)=-3.9089764938335714; dx=-9.332985460086822E-4 evalInputDelta=-228.23557156573904 Armijo: th(249.35586690183857)=-1.8833254997413318; dx=0.001797005483738543 evalInputDelta=-230.26122255983128 Armijo: th(62.33896672545964)=-1.2806947162053677; dx=-0.012912294641844962 evalInputDelta=-230.86385334336723 Armijo: th(12.467793345091929)=-5.7178033451511014; dx=0.3244518965229155 evalInputDelta=-226.4267447144215 Armijo: th(2.0779655575153213)=0.0; dx=0.0 evalInputDelta=-232.1445480595726 Armijo: th(0.29685222250218873)=-182.1462769778392; dx=214.33584110552522 evalInputDelta=-49.99827108173341 New Minimum: -232.1445480595726 > -235.20323717386046 END: th(0.03710652781277359)=-235.20323717386046; dx=-36.6165739751101 evalInputDelta=3.0586891142878585 Fitness changed from -232.1445480595726 to -235.20323717386046 Iteration 13 complete. Error: -235.20323717386046 Total: 14.9386; Orientation: 0.4920; Line Search: 13.1107 Adding measurement 4af0807f to history. Total: 4 Rejected: LBFGS Orientation magnitude: 1.090e+04, gradient 5.046e-01, dot -0.024; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -235.20323717386046, -232.1445480595726, -1.8571327357838692, -0.40744908284514175, -0.01617445872656431 Accepted: LBFGS Orientation magnitude: 2.408e+03, gradient 5.046e-01, dot 0.074; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Overwriting history with 4 points th(0)=-235.20323717386046;dx=-85.96492058249798 New Minimum: -235.20323717386046 > -236.3384530144985 WOLF (strong): th(0.07994359074647235)=-236.3384530144985; dx=30.227991453432345 evalInputDelta=1.1352158406380397 New Minimum: -236.3384530144985 > -237.77365380470957 END: th(0.039971795373236176)=-237.77365380470957; dx=-24.547294356264622 evalInputDelta=2.5704166308491097 Fitness changed from -235.20323717386046 to -237.77365380470957 Iteration 14 complete. Error: -237.77365380470957 Total: 6.4960; Orientation: 0.9900; Line Search: 4.1696 Adding measurement 4fcc2e54 to history. Total: 4 Rejected: LBFGS Orientation magnitude: 6.110e+03, gradient 4.778e-01, dot -0.028; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -237.77365380470957, -235.20323717386046, -232.1445480595726, -1.8571327357838692, -0.40744908284514175 Accepted: LBFGS Orientation magnitude: 2.590e+03, gradient 4.778e-01, dot 0.165; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Overwriting history with 4 points th(0)=-237.77365380470957;dx=-205.2127625474509 New Minimum: -237.77365380470957 > -253.9221836743551 END: th(0.08611662257495596)=-253.9221836743551; dx=-121.01543793298936 evalInputDelta=16.14852986964553 Fitness changed from -237.77365380470957 to -253.9221836743551 Iteration 15 complete. Error: -253.9221836743551 Total: 5.2281; Orientation: 1.0932; Line Search: 2.7980 Iteration 15 ![Iteration 15](etc/9f905742-2a0a-433c-8a4b-f2ac667ca97a.jpg) Adding measurement 4be655ab to history. Total: 4 Accepted: LBFGS Orientation magnitude: 1.143e+03, gradient 4.856e-01, dot 0.143; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-253.9221836743551;dx=-79.1997421946552 New Minimum: -253.9221836743551 > -265.1264742169227 END: th(0.18553263906386797)=-265.1264742169227; dx=-60.45920007485279 evalInputDelta=11.204290542567605 Fitness changed from -253.9221836743551 to -265.1264742169227 Iteration 16 complete. Error: -265.1264742169227 Total: 4.8313; Orientation: 0.5555; Line Search: 2.7918 Adding measurement 406c2596 to history. Total: 5 Accepted: LBFGS Orientation magnitude: 5.428e+02, gradient 4.955e-01, dot 0.283; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-265.1264742169227;dx=-75.12598730804959 New Minimum: -265.1264742169227 > -289.39682337214305 END: th(0.39971795373236174)=-289.39682337214305; dx=-62.70011199489127 evalInputDelta=24.270349155220345 Fitness changed from -265.1264742169227 to -289.39682337214305 Iteration 17 complete. Error: -289.39682337214305 Total: 4.7632; Orientation: 0.6520; Line Search: 2.7701 Adding measurement 42728f5b to history. Total: 6 Accepted: LBFGS Orientation magnitude: 7.649e+02, gradient 4.622e-01, dot 0.511; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-289.39682337214305;dx=-176.66739494239064 Armijo: th(0.8611662257495597)=-238.85844347059478; dx=88.15363491984647 evalInputDelta=-50.53837990154827 New Minimum: -289.39682337214305 > -305.9499918380306 WOLF (strong): th(0.43058311287477985)=-305.9499918380306; dx=8.267994918848403 evalInputDelta=16.553168465887552 New Minimum: -305.9499918380306 > -307.68347929215054 END: th(0.14352770429159328)=-307.68347929215054; dx=-103.09760720393544 evalInputDelta=18.28665592000749 Fitness changed from -289.39682337214305 to -307.68347929215054 Iteration 18 complete. Error: -307.68347929215054 Total: 7.6317; Orientation: 0.7807; Line Search: 5.5314 Adding measurement 66bba246 to history. Total: 7 Accepted: LBFGS Orientation magnitude: 6.121e+02, gradient 4.319e-01, dot 0.475; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-307.68347929215054;dx=-123.17875175916058 New Minimum: -307.68347929215054 > -337.1428555529592 END: th(0.30922106510644665)=-337.1428555529592; dx=-93.65245559603954 evalInputDelta=29.459376260808654 Fitness changed from -307.68347929215054 to -337.1428555529592 Iteration 19 complete. Error: -337.1428555529592 Total: 5.0216; Orientation: 0.8858; Line Search: 2.7865 Adding measurement 1f26782d to history. Total: 8 Accepted: LBFGS Orientation magnitude: 7.866e+02, gradient 4.450e-01, dot 0.411; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-337.1428555529592;dx=-141.04069780661493 New Minimum: -337.1428555529592 > -340.7813123881322 END: th(0.6661965895539363)=-340.7813123881322; dx=-1.6585451226308907 evalInputDelta=3.638456835173031 Fitness changed from -337.1428555529592 to -340.7813123881322 Iteration 20 complete. Error: -340.7813123881322 Total: 5.1495; Orientation: 1.0266; Line Search: 2.7732 Iteration 20 ![Iteration 20](etc/b30b23b0-dd61-472f-a21c-efdc08a8fe45.jpg) Adding measurement 12817300 to history. Total: 9 Accepted: LBFGS Orientation magnitude: 2.402e+03, gradient 5.788e-01, dot 0.160; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-340.7813123881322;dx=-220.4366149130855 Armijo: th(1.435277042915933)=-322.98000615349423; dx=28.46628500253658 evalInputDelta=-17.80130623463799 New Minimum: -340.7813123881322 > -386.59326236757414 WOLF (strong): th(0.7176385214579665)=-386.59326236757414; dx=35.316559144674095 evalInputDelta=45.81194997944192 New Minimum: -386.59326236757414 > -398.0623824141138 END: th(0.23921284048598881)=-398.0623824141138; dx=-63.937145945032306 evalInputDelta=57.28107002598159 Fitness changed from -340.7813123881322 to -398.0623824141138 Iteration 21 complete. Error: -398.0623824141138 Total: 8.5634; Orientation: 1.5675; Line Search: 5.5443 Adding measurement 46e767d8 to history. Total: 10 Accepted: LBFGS Orientation magnitude: 5.760e+02, gradient 4.690e-01, dot 0.294; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-398.0623824141138;dx=-78.95882793600954 New Minimum: -398.0623824141138 > -429.57741299226916 END: th(0.5153684418440778)=-429.57741299226916; dx=-62.19950404592814 evalInputDelta=31.515030578155347 Fitness changed from -398.0623824141138 to -429.57741299226916 Iteration 22 complete. Error: -429.57741299226916 Total: 5.3657; Orientation: 1.2367; Line Search: 2.7883 Adding measurement 49804666 to history. Total: 11 Accepted: LBFGS Orientation magnitude: 1.391e+03, gradient 4.467e-01, dot 0.278; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-429.57741299226916;dx=-167.78140147381367 New Minimum: -429.57741299226916 > -465.83439101796324 WOLF (strong): th(1.1103276492565608)=-465.83439101796324; dx=7.297664138379272 evalInputDelta=36.25697802569408 New Minimum: -465.83439101796324 > -475.894861336995 END: th(0.5551638246282804)=-475.894861336995; dx=-39.21577291643072 evalInputDelta=46.31744834472585 Fitness changed from -429.57741299226916 to -475.894861336995 Iteration 23 complete. Error: -475.894861336995 Total: 6.8363; Orientation: 1.3168; Line Search: 4.1873 Adding measurement 6e7fc919 to history. Total: 12 Accepted: LBFGS Orientation magnitude: 1.264e+03, gradient 4.634e-01, dot 0.194; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-475.894861336995;dx=-111.80845865076998 Armijo: th(1.1960642024299444)=-343.09340360327; dx=130.9849313277819 evalInputDelta=-132.801457733725 Armijo: th(0.5980321012149722)=-465.1907530357457; dx=88.48475663823238 evalInputDelta=-10.704108301249335 New Minimum: -475.894861336995 > -491.62999820216055 END: th(0.19934403373832407)=-491.62999820216055; dx=-35.65185265279805 evalInputDelta=15.735136865165543 Fitness changed from -475.894861336995 to -491.62999820216055 Iteration 24 complete. Error: -491.62999820216055 Total: 8.4267; Orientation: 1.4823; Line Search: 5.6025 Adding measurement 4ed97f7a to history. Total: 13 Rejected: LBFGS Orientation magnitude: 1.033e+03, gradient 4.220e-01, dot -0.127; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322, -337.1428555529592, -307.68347929215054, -289.39682337214305, -265.1264742169227, -253.9221836743551, -237.77365380470957, -235.20323717386046, -232.1445480595726, -1.8571327357838692 Rejected: LBFGS Orientation magnitude: 8.481e+03, gradient 4.220e-01, dot -0.160; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322, -337.1428555529592, -307.68347929215054, -289.39682337214305, -265.1264742169227, -253.9221836743551, -237.77365380470957, -235.20323717386046, -232.1445480595726 Rejected: LBFGS Orientation magnitude: 8.161e+03, gradient 4.220e-01, dot -0.187; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322, -337.1428555529592, -307.68347929215054, -289.39682337214305, -265.1264742169227, -253.9221836743551, -237.77365380470957, -235.20323717386046 Rejected: LBFGS Orientation magnitude: 9.461e+03, gradient 4.220e-01, dot -0.153; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322, -337.1428555529592, -307.68347929215054, -289.39682337214305, -265.1264742169227, -253.9221836743551, -237.77365380470957 Rejected: LBFGS Orientation magnitude: 7.793e+03, gradient 4.220e-01, dot -0.166; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322, -337.1428555529592, -307.68347929215054, -289.39682337214305, -265.1264742169227, -253.9221836743551 Rejected: LBFGS Orientation magnitude: 2.377e+03, gradient 4.220e-01, dot -0.453; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322, -337.1428555529592, -307.68347929215054, -289.39682337214305, -265.1264742169227 Rejected: LBFGS Orientation magnitude: 5.881e+03, gradient 4.220e-01, dot -0.288; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322, -337.1428555529592, -307.68347929215054, -289.39682337214305 Rejected: LBFGS Orientation magnitude: 5.907e+03, gradient 4.220e-01, dot -0.305; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322, -337.1428555529592, -307.68347929215054 Rejected: LBFGS Orientation magnitude: 9.292e+03, gradient 4.220e-01, dot -0.288; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322, -337.1428555529592 Rejected: LBFGS Orientation magnitude: 5.814e+03, gradient 4.220e-01, dot -0.260; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138, -340.7813123881322 Rejected: LBFGS Orientation magnitude: 4.814e+03, gradient 4.220e-01, dot -0.271; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -491.62999820216055, -475.894861336995, -429.57741299226916, -398.0623824141138 LBFGS Accumulation History: 3 points Removed measurement 4ed97f7a to history. Total: 13 Removed measurement 6e7fc919 to history. Total: 12 Removed measurement 49804666 to history. Total: 11 Removed measurement 46e767d8 to history. Total: 10 Removed measurement 12817300 to history. Total: 9 Removed measurement 1f26782d to history. Total: 8 Removed measurement 66bba246 to history. Total: 7 Removed measurement 42728f5b to history. Total: 6 Removed measurement 406c2596 to history. Total: 5 Removed measurement 4be655ab to history. Total: 4 Removed measurement 4fcc2e54 to history. Total: 3 th(0)=-491.62999820216055;dx=-0.17513413895803712 New Minimum: -491.62999820216055 > -491.7008152746617 WOLFE (weak): th(0.4294737015367316)=-491.7008152746617; dx=-0.17593561510498756 evalInputDelta=0.07081707250114277 New Minimum: -491.7008152746617 > -491.7718070705772 WOLFE (weak): th(0.8589474030734632)=-491.7718070705772; dx=-0.17675728559211001 evalInputDelta=0.14180886841666052 New Minimum: -491.7718070705772 > -492.0542857184165 WOLFE (weak): th(2.5768422092203895)=-492.0542857184165; dx=-0.17297616490473325 evalInputDelta=0.4242875162559585 New Minimum: -492.0542857184165 > -493.32173285844976 WOLFE (weak): th(10.307368836881558)=-493.32173285844976; dx=-0.17550941221820127 evalInputDelta=1.6917346562892135 New Minimum: -493.32173285844976 > -499.9454086622795 WOLFE (weak): th(51.53684418440779)=-499.9454086622795; dx=-0.1700448885545331 evalInputDelta=8.315410460118926 New Minimum: -499.9454086622795 > -536.1821712637178 END: th(309.22106510644676)=-536.1821712637178; dx=-0.13465518360625117 evalInputDelta=44.552173061557255 Fitness changed from -491.62999820216055 to -536.1821712637178 Iteration 25 complete. Error: -536.1821712637178 Total: 22.9830; Orientation: 11.2849; Line Search: 10.3619 Iteration 25 ![Iteration 25](etc/70f91c2e-1bdc-4c24-95d6-345ed34c5a3f.jpg) Adding measurement 1994f65d to history. Total: 3 Accepted: LBFGS Orientation magnitude: 3.185e+03, gradient 3.945e-01, dot 0.324; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-536.1821712637178;dx=-401.65335865244157 Armijo: th(666.1965895539366)=-19.01804271063289; dx=0.03616331396581206 evalInputDelta=-517.1641285530849 Armijo: th(333.0982947769683)=-18.079206213907995; dx=0.06224810368393878 evalInputDelta=-518.1029650498098 Armijo: th(111.03276492565611)=-16.24193632482748; dx=0.11989445741209018 evalInputDelta=-519.9402349388903 Armijo: th(27.758191231414028)=-9.745028926379856; dx=0.28590124780709536 evalInputDelta=-526.437142337338 Armijo: th(5.551638246282805)=-105.06488269018767; dx=6.25859886989198 evalInputDelta=-431.1172885735301 Armijo: th(0.9252730410471343)=-465.11702387679674; dx=12.983425759092977 evalInputDelta=-71.06514738692107 New Minimum: -536.1821712637178 > -561.9562615917733 END: th(0.13218186300673346)=-561.9562615917733; dx=-259.8557005377404 evalInputDelta=25.774090328055536 Fitness changed from -536.1821712637178 to -561.9562615917733 Iteration 26 complete. Error: -561.9562615917733 Total: 13.0396; Orientation: 0.4380; Line Search: 11.1093 Adding measurement 41a0c767 to history. Total: 4 Accepted: LBFGS Orientation magnitude: 3.186e+03, gradient 4.408e-01, dot 0.230; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-561.9562615917733;dx=-315.97370480794865 New Minimum: -561.9562615917733 > -567.4119754637458 END: th(0.28477719105474875)=-567.4119754637458; dx=-100.76971638278327 evalInputDelta=5.455713871972421 Fitness changed from -561.9562615917733 to -567.4119754637458 Iteration 27 complete. Error: -567.4119754637458 Total: 4.7291; Orientation: 0.5968; Line Search: 2.7559 Adding measurement 5c5a299 to history. Total: 5 Rejected: LBFGS Orientation magnitude: 4.159e+03, gradient 4.715e-01, dot -0.002; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -567.4119754637458, -561.9562615917733, -536.1821712637178, -235.20323717386046, -232.1445480595726, -1.8571327357838692 Rejected: LBFGS Orientation magnitude: 2.383e+04, gradient 4.715e-01, dot -0.070; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -567.4119754637458, -561.9562615917733, -536.1821712637178, -235.20323717386046, -232.1445480595726 Rejected: LBFGS Orientation magnitude: 3.280e+04, gradient 4.715e-01, dot -0.123; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] Orientation rejected. Popping history element from -567.4119754637458, -561.9562615917733, -536.1821712637178, -235.20323717386046 LBFGS Accumulation History: 3 points Removed measurement 5c5a299 to history. Total: 5 Removed measurement 41a0c767 to history. Total: 4 Removed measurement 1994f65d to history. Total: 3 th(0)=-567.4119754637458;dx=-0.2194360949744784 New Minimum: -567.4119754637458 > -567.5483888651094 WOLFE (weak): th(0.6135338593381882)=-567.5483888651094; dx=-0.2190732840575431 evalInputDelta=0.1364134013635976 New Minimum: -567.5483888651094 > -567.684609293672 WOLFE (weak): th(1.2270677186763763)=-567.684609293672; dx=-0.22065026284478162 evalInputDelta=0.2726338299262352 New Minimum: -567.684609293672 > -568.2297045824765 WOLFE (weak): th(3.681203156029129)=-568.2297045824765; dx=-0.2197330971993467 evalInputDelta=0.8177291187307674 New Minimum: -568.2297045824765 > -570.6517787933905 WOLFE (weak): th(14.724812624116517)=-570.6517787933905; dx=-0.21631279818827848 evalInputDelta=3.239803329644701 New Minimum: -570.6517787933905 > -583.095468462991 WOLFE (weak): th(73.62406312058258)=-583.095468462991; dx=-0.20421476501070174 evalInputDelta=15.683492999245232 New Minimum: -583.095468462991 > -635.6613817536291 END: th(441.74437872349546)=-635.6613817536291; dx=-0.12220440376907082 evalInputDelta=68.24940628988338 Fitness changed from -567.4119754637458 to -635.6613817536291 Iteration 28 complete. Error: -635.6613817536291 Total: 12.8037; Orientation: 1.6729; Line Search: 9.7957 Adding measurement 2d1ba6f2 to history. Total: 3 Accepted: LBFGS Orientation magnitude: 1.538e+04, gradient 4.162e-01, dot 0.127; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-635.6613817536291;dx=-805.2235246885883 Armijo: th(951.709413648481)=-10.469387821695927; dx=0.012850242910389309 evalInputDelta=-625.1919939319332 Armijo: th(475.8547068242405)=-10.291484715207334; dx=0.023829658542109604 evalInputDelta=-625.3698970384218 Armijo: th(158.61823560808017)=-9.933093130013388; dx=0.07177656956077248 evalInputDelta=-625.7282886236158 Armijo: th(39.65455890202004)=-8.838036898244017; dx=0.09470482308782659 evalInputDelta=-626.8233448553851 Armijo: th(7.930911780404008)=-4.711938138699224; dx=-0.5437531081884968 evalInputDelta=-630.9494436149299 Armijo: th(1.3218186300673347)=-34.919515041688335; dx=8.762554445174143 evalInputDelta=-600.7418667119408 Armijo: th(0.1888312328667621)=-423.6865185101233; dx=194.75646564669648 evalInputDelta=-211.97486324350587 Armijo: th(0.023603904108345262)=-630.740704616438; dx=-504.1102794612242 evalInputDelta=-4.920677137191092 Armijo: th(0.0026226560120383626)=-635.6133110494733; dx=-759.8235766680347 evalInputDelta=-0.04807070415586168 New Minimum: -635.6613817536291 > -635.6633488553169 WOLFE (weak): th(2.6226560120383625E-4)=-635.6633488553169; dx=-786.0271066886296 evalInputDelta=0.0019671016877964576 Armijo: th(0.0014424608066210994)=-635.6545147327475; dx=-768.1547160211185 evalInputDelta=-0.006867020881600183 Armijo: th(8.523632039124678E-4)=-635.6610956292402; dx=-772.2745063624458 evalInputDelta=-2.8612438893560466E-4 New Minimum: -635.6633488553169 > -635.6636707441045 WOLFE (weak): th(5.57314402558152E-4)=-635.6636707441045; dx=-777.6937069174804 evalInputDelta=0.002288990475335595 WOLFE (weak): th(7.048388032353099E-4)=-635.66249048442; dx=-784.4346861515216 evalInputDelta=0.0011087307908610455 WOLFE (weak): th(7.786010035738889E-4)=-635.6617394089343; dx=-764.3214570591194 evalInputDelta=3.5765530515163846E-4 WOLFE (weak): th(8.154821037431783E-4)=-635.6614890502418; dx=-784.7498249228536 evalInputDelta=1.0729661266850599E-4 Armijo: th(8.33922653827823E-4)=-635.6612744569984; dx=-781.4554127111059 evalInputDelta=-1.0729663074471318E-4 Armijo: th(8.247023787855007E-4)=-635.6612386914509; dx=-784.3809982965089 evalInputDelta=-1.4306217826742795E-4 Armijo: th(8.200922412643395E-4)=-635.6612744569984; dx=-780.8320957886244 evalInputDelta=-1.0729663074471318E-4 Armijo: th(8.177871725037588E-4)=-635.661310222544; dx=-779.4773616035302 evalInputDelta=-7.153108515467466E-5 Armijo: th(8.166346381234686E-4)=-635.6613459880876; dx=-780.7193362528549 evalInputDelta=-3.576554149731237E-5 WOLFE (weak): th(8.160583709333235E-4)=-635.6614532847063; dx=-781.5454230555524 evalInputDelta=7.153107719659602E-5 WOLFE (weak): th(8.16346504528396E-4)=-635.6614890502418; dx=-780.5049972706643 evalInputDelta=1.0729661266850599E-4 WOLFE (weak): th(8.164905713259323E-4)=-635.6614890502418; dx=-780.9817325131431 evalInputDelta=1.0729661266850599E-4 WOLFE (weak): th(8.165626047247005E-4)=-635.6614175191687; dx=-774.577416867157 evalInputDelta=3.576553956463613E-5 WOLFE (weak): th(8.165986214240845E-4)=-635.6614175191687; dx=-784.5698756669275 evalInputDelta=3.576553956463613E-5 Armijo: th(8.166166297737766E-4)=-635.6613817536291; dx=-786.9321532645931 evalInputDelta=0.0 WOLFE (weak): th(8.166076255989305E-4)=-635.6614175191687; dx=-778.2014240309562 evalInputDelta=3.576553956463613E-5 WOLFE (weak): th(8.166121276863535E-4)=-635.6614175191687; dx=-776.3944485381833 evalInputDelta=3.576553956463613E-5 mu ~= nu (8.166121276863535E-4): th(5.57314402558152E-4)=-635.6636707441045 Fitness changed from -635.6613817536291 to -635.6636707441045 Iteration 29 complete. Error: -635.6636707441045 Total: 46.2187; Orientation: 0.4361; Line Search: 44.4291 Adding measurement 5366548 to history. Total: 4 Accepted: LBFGS Orientation magnitude: 1.325e+06, gradient 4.177e-01, dot 0.091; [0d4c7077-1f41-47cd-8fcf-e55a527237fe = 1.000/1.000e+00] th(0)=-635.6636707441045;dx=-50164.233193135864 Armijo: th(0.0017593423459148871)=-425.5703105294554; dx=34748.00614693595 evalInputDelta=-210.09336021464907 Armijo: th(8.796711729574436E-4)=-560.314384368553; dx=15217.075546741504 evalInputDelta=-75.34928637555151 Armijo: th(2.9322372431914785E-4)=-622.9366447196716; dx=-20138.302029709153 evalInputDelta=-12.727026024432917 Armijo: th(7.330593107978696E-5)=-633.6608355613769; dx=-41814.95500343584 evalInputDelta=-2.0028351827276083 Armijo: th(1.4661186215957392E-5)=-635.3358319703468; dx=-47788.53077145965 evalInputDelta=-0.32783877375766224 Armijo: th(2.443531035992899E-6)=-635.6104138149866; dx=-49146.023591970625 evalInputDelta=-0.053256929117878826 Armijo: th(3.490758622846998E-7)=-635.6562314949227; dx=-48859.445135424845 evalInputDelta=-0.007439249181743435 Armijo: th(4.363448278558748E-8)=-635.6625977808454; dx=-49858.48328042796 evalInputDelta=-0.0010729632590482652 Armijo: th(4.848275865065275E-9)=-635.6634561515975; dx=-49870.09704530222 evalInputDelta=-2.145925069498844E-4 Armijo: th(4.848275865065275E-10)=-635.6635992132769; dx=-49333.78957526025 evalInputDelta=-7.153082754030038E-5 MIN ALPHA (4.4075235136957044E-11): th(0.0)=-635.6636707441045 Fitness changed from -635.6636707441045 to -635.6636707441045 Static Iteration Total: 19.1089; Orientation: 0.5686; Line Search: 17.2105 Iteration 30 failed. Error: -635.6636707441045 Previous Error: 0.0 -> -635.6636707441045 Retrying iteration 30 Reset training subject: 2129304265952 Adding measurement d0ec27 to history. Total: 0 LBFGS Accumulation History: 1 points th(0)=-635.6636707441045;dx=-0.16961930474267045 WOLFE (weak): th(2.1544346900318838E-10)=-635.6636707441045; dx=-0.1689378319496825 evalInputDelta=0.0 WOLFE (weak): th(4.3088693800637676E-10)=-635.6636707441045; dx=-0.16976120451553472 evalInputDelta=0.0 WOLFE (weak): th(1.2926608140191302E-9)=-635.6636707441045; dx=-0.16926762990622246 evalInputDelta=0.0 WOLFE (weak): th(5.170643256076521E-9)=-635.6636707441045; dx=-0.1700204574561753 evalInputDelta=0.0 WOLFE (weak): th(2.5853216280382606E-8)=-635.6636707441045; dx=-0.16940475246043674 evalInputDelta=0.0 Armijo: th(1.5511929768229565E-7)=-635.6636349786917; dx=-0.16942684223582127 evalInputDelta=-3.576541280381207E-5 Armijo: th(9.048625698133912E-8)=-635.6636349786917; dx=-0.16747342198817172 evalInputDelta=-3.576541280381207E-5 Armijo: th(5.816973663086087E-8)=-635.6636349786917; dx=-0.16988074963564342 evalInputDelta=-3.576541280381207E-5 Armijo: th(4.201147645562173E-8)=-635.6636349786917; dx=-0.16971612514500517 evalInputDelta=-3.576541280381207E-5 WOLFE (weak): th(3.393234636800217E-8)=-635.6636707441045; dx=-0.16964704036869382 evalInputDelta=0.0 WOLFE (weak): th(3.797191141181195E-8)=-635.6636707441045; dx=-0.16989490709976812 evalInputDelta=0.0 Armijo: th(3.9991693933716846E-8)=-635.6636349786917; dx=-0.16813504248325212 evalInputDelta=-3.576541280381207E-5 WOLFE (weak): th(3.8981802672764396E-8)=-635.6636707441045; dx=-0.1687960993508392 evalInputDelta=0.0 WOLFE (weak): th(3.948674830324062E-8)=-635.6636707441045; dx=-0.16988437985810934 evalInputDelta=0.0 Armijo: th(3.973922111847874E-8)=-635.6636349786917; dx=-0.1699156845698357 evalInputDelta=-3.576541280381207E-5 WOLFE (weak): th(3.9612984710859676E-8)=-635.6636707441045; dx=-0.1698918509135537 evalInputDelta=0.0 WOLFE (weak): th(3.9676102914669207E-8)=-635.6636707441045; dx=-0.16838099846017363 evalInputDelta=0.0 Armijo: th(3.970766201657397E-8)=-635.6636349786917; dx=-0.16984877423193948 evalInputDelta=-3.576541280381207E-5 WOLFE (weak): th(3.9691882465621586E-8)=-635.6636707441045; dx=-0.16996948374816315 evalInputDelta=0.0 WOLFE (weak): th(3.9699772241097776E-8)=-635.6636707441045; dx=-0.16816961385444162 evalInputDelta=0.0 WOLFE (weak): th(3.970371712883587E-8)=-635.6636707441045; dx=-0.1671041266013792 evalInputDelta=0.0 WOLFE (weak): th(3.9705689572704924E-8)=-635.6636707441045; dx=-0.1699710724890207 evalInputDelta=0.0 Armijo: th(3.9706675794639445E-8)=-635.6636349786917; dx=-0.17000773905343003 evalInputDelta=-3.576541280381207E-5 WOLFE (weak): th(3.9706182683672185E-8)=-635.6636707441045; dx=-0.168119290485314 evalInputDelta=0.0 Armijo: th(3.9706429239155815E-8)=-635.6636349786917; dx=-0.16912326908551262 evalInputDelta=-3.576541280381207E-5 mu ~= nu (3.9706182683672185E-8): th(0.0)=-635.6636707441045 Fitness changed from -635.6636707441045 to -635.6636707441045 Static Iteration Total: 41.0213; Orientation: 0.0192; Line Search: 38.3120 Iteration 31 failed. Error: -635.6636707441045 Previous Error: 0.0 -> -635.6636707441045 Optimization terminated 31 Final threshold in iteration 31: -635.6636707441045 (> -Infinity) after 326.750s (< 3600.000s)